updown_visualization_gmm.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "require 'torch'\n",
    "require 'nn'\n",
    "require 'nngraph'\n",
    "require 'cunn'\n",
    "require 'cutorch'\n",
    "nngraph.setDebug(false)\n",
    "-- load custom modules\n",
    "require 'utils/load'\n",
    "require 'utils/Sampler'\n",
    "Plot = require 'itorch.Plot'\n",
    "sampler = nn.Sampler():cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "-- get data\n",
    "data = loadupdown()\n",
    "-- modify data\n",
    "data.train = data.train:reshape(data.train:size(1), 4096)\n",
    "data.train:div(255.)\n",
    "data.train = -data.train + 1\n",
    "train = data.train\n",
    "x_size = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "-- load saved cvae model\n",
    "saved = torch.load('save/updown_CVAE_z1_k3.t7')\n",
    "model = saved.model\n",
    "prior = saved.prior\n",
    "encoder = saved.encoder\n",
    "decoder = saved.decoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "Console does not support images"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 132,
       "width": 396
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "Console does not support images"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 132,
       "width": 396
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "-- select images\n",
    "N = 10\n",
    "indices = torch.randperm(train:size(1)):long():split(N)\n",
    "v = indices[1]\n",
    "x_input = torch.zeros(N, x_size):cuda()\n",
    "y_input = train:index(1, v)\n",
    "-- cvae\n",
    "out = {unpack(model:forward({x_input, y_input}))}\n",
    "-- original image\n",
    "itorch.image(y_input:reshape(N, 1, 64, 64))\n",
    "-- reconstructed image\n",
    "itorch.image(out[#out]:reshape(N, 1, 64, 64))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GMM-VAE Prior Distribution Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script type=\"text/javascript\">\n",
       "$(function() {\n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\"){\n",
       "  window._bokeh_onload_callbacks = [];\n",
       "    }\n",
       "    function load_lib(url, callback){\n",
       "  window._bokeh_onload_callbacks.push(callback);\n",
       "  if (window._bokeh_is_loading){\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", new Date());\n",
       "      return null;\n",
       "  }\n",
       "  console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", new Date());\n",
       "  window._bokeh_is_loading = true;\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = function(){\n",
       "      Bokeh.embed.inject_css(\"http://cdn.pydata.org/bokeh-0.7.0.min.css\");\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback){callback()});\n",
       "  };\n",
       "  s.onerror = function(){\n",
       "      console.warn(\"failed to load library \" + url);\n",
       "  };\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "\n",
       "    bokehjs_url = \"http://cdn.pydata.org/bokeh-0.7.0.min.js\"\n",
       "\n",
       "    var elt = document.getElementById(\"b03d1662-fdba-4a38-cacf-b7c35dc5bc28\");\n",
       "    if(elt==null) {\n",
       "  console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'b03d1662-fdba-4a38-cacf-b7c35dc5bc28'\"\n",
       "        + \"but no matching script tag was found. \")\n",
       "  return false;\n",
       "    }\n",
       "\n",
       "    if(typeof(Bokeh) !== \"undefined\") {\n",
       "  console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "  var modelid = \"ba512549-6d91-45cf-c599-f213c1ba95f4\";\n",
       "  var modeltype = \"Plot\";\n",
       "  var all_models = [{\"id\":\"caa9fda9-1ce0-4222-c2dc-313f1e170fed\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[3,17,27,41,82,107,98,55,39,19,8,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,2,5,3,6,2,13,10,9,10,16,25,18,32,23,28,28,26,31,24,24,23,25,24,14,20,16,6,11,6,4,3,6,2,2,0,1],\"x0\":[2.8827278614044,3.0326246637287,3.1825214660529,3.3324182683771,3.4823150707014,3.6322118730256,3.7821086753498,3.9320054776741,4.0819022799983,4.2317990823226,4.3816958846468,4.531592686971,4.6814894892953,4.8313862916195,4.9812830939437,5.131179896268,5.2810766985922,5.4309735009165,5.5808703032407,5.7307671055649,5.8806639078892,6.0305607102134,6.1804575125376,6.3303543148619,6.4802511171861,6.6301479195103,6.7800447218346,6.9299415241588,7.0798383264831,7.2297351288073,7.3796319311315,7.5295287334558,7.67942553578,7.8293223381042,7.9792191404285,8.1291159427527,8.279012745077,8.4289095474012,8.5788063497254,8.7287031520497,8.8785999543739,9.0284967566981,9.1783935590224,9.3282903613466,9.4781871636709,9.6280839659951,9.7779807683193,9.9278775706436,10.077774372968,10.227671175292,10.377567977616,10.527464779941,10.677361582265,10.827258384589,10.977155186913,11.127051989237,11.276948791562,11.426845593886,11.57674239621,11.726639198534,11.876536000859,12.026432803183,12.176329605507,12.326226407831,12.476123210156,12.62602001248,12.775916814804,12.925813617128,13.075710419453,13.225607221777,13.375504024101,13.525400826425,13.67529762875,13.825194431074,13.975091233398,14.124988035722,14.274884838046,14.424781640371,14.574678442695,14.724575245019,14.874472047343,15.024368849668,15.174265651992,15.324162454316,15.47405925664,15.623956058965,15.773852861289,15.923749663613,16.073646465937,16.223543268262,16.373440070586,16.52333687291,16.673233675234,16.823130477558,16.973027279883,17.122924082207,17.272820884531,17.422717686855,17.57261448918,17.722511291504],\"x1\":[3.0311256957054,3.1810224980297,3.3309193003539,3.4808161026781,3.6307129050024,3.7806097073266,3.9305065096508,4.0804033119751,4.2303001142993,4.3801969166235,4.5300937189478,4.679990521272,4.8298873235963,4.9797841259205,5.1296809282447,5.279577730569,5.4294745328932,5.5793713352174,5.7292681375417,5.8791649398659,6.0290617421902,6.1789585445144,6.3288553468386,6.4787521491629,6.6286489514871,6.7785457538113,6.9284425561356,7.0783393584598,7.2282361607841,7.3781329631083,7.5280297654325,7.6779265677568,7.827823370081,7.9777201724052,8.1276169747295,8.2775137770537,8.427410579378,8.5773073817022,8.7272041840264,8.8771009863507,9.0269977886749,9.1768945909991,9.3267913933234,9.4766881956476,9.6265849979719,9.7764818002961,9.9263786026203,10.076275404945,10.226172207269,10.376069009593,10.525965811917,10.675862614242,10.825759416566,10.97565621889,11.125553021214,11.275449823538,11.425346625863,11.575243428187,11.725140230511,11.875037032835,12.02493383516,12.174830637484,12.324727439808,12.474624242132,12.624521044457,12.774417846781,12.924314649105,13.074211451429,13.224108253754,13.374005056078,13.523901858402,13.673798660726,13.82369546305,13.973592265375,14.123489067699,14.273385870023,14.423282672347,14.573179474672,14.723076276996,14.87297307932,15.022869881644,15.172766683969,15.322663486293,15.472560288617,15.622457090941,15.772353893266,15.92225069559,16.072147497914,16.222044300238,16.371941102563,16.521837904887,16.671734707211,16.821631509535,16.971528311859,17.121425114184,17.271321916508,17.421218718832,17.571115521156,17.721012323481,17.870909125805],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"caa9fda9-1ce0-4222-c2dc-313f1e170fed\",\"doc\":null,\"tags\":[]}},{\"id\":\"07261531-7a95-4c14-cc9d-8729a92a5062\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"07261531-7a95-4c14-cc9d-8729a92a5062\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"f6eaf7e8-4503-4290-c246-81c7887b8ab1\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"f6eaf7e8-4503-4290-c246-81c7887b8ab1\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"ec1bbe9f-750b-445b-c466-5c149f00a154\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"f6eaf7e8-4503-4290-c246-81c7887b8ab1\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"caa9fda9-1ce0-4222-c2dc-313f1e170fed\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"07261531-7a95-4c14-cc9d-8729a92a5062\"},\"selection_glyph\":null,\"id\":\"ec1bbe9f-750b-445b-c466-5c149f00a154\",\"tags\":[]}},{\"id\":\"b234ceb4-879a-4259-c21f-a3db6c7bfcab\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"caa9fda9-1ce0-4222-c2dc-313f1e170fed\"}}],\"id\":\"b234ceb4-879a-4259-c21f-a3db6c7bfcab\",\"tags\":[],\"doc\":null}},{\"id\":\"7a5f8369-578c-4e6b-ce14-4e1b6ec6751c\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"caa9fda9-1ce0-4222-c2dc-313f1e170fed\"}}],\"id\":\"7a5f8369-578c-4e6b-ce14-4e1b6ec6751c\",\"tags\":[],\"doc\":null}},{\"id\":\"e89fa920-e952-4883-c8b8-e52d27c19141\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"e89fa920-e952-4883-c8b8-e52d27c19141\",\"geometries\":[],\"doc\":null}},{\"id\":\"2bd35c9f-27df-4cc3-ccab-859c6ffcfbdc\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"2bd35c9f-27df-4cc3-ccab-859c6ffcfbdc\",\"tags\":[],\"doc\":null}},{\"id\":\"17cb3292-5c2f-472a-c73a-76279f625af4\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"17cb3292-5c2f-472a-c73a-76279f625af4\",\"tags\":[],\"doc\":null}},{\"id\":\"5d1c3eca-dc5b-46af-c6fd-b4e7c8dbbaf2\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"2bd35c9f-27df-4cc3-ccab-859c6ffcfbdc\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"17cb3292-5c2f-472a-c73a-76279f625af4\"},\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"5d1c3eca-dc5b-46af-c6fd-b4e7c8dbbaf2\",\"doc\":null,\"tags\":[]}},{\"id\":\"a4d1d990-025d-4338-c3d1-e733e89f52e3\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"17cb3292-5c2f-472a-c73a-76279f625af4\"},\"id\":\"a4d1d990-025d-4338-c3d1-e733e89f52e3\",\"doc\":null,\"tags\":[]}},{\"id\":\"bddc36a8-0f8b-455c-c5fa-3524bfe5a634\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"bddc36a8-0f8b-455c-c5fa-3524bfe5a634\",\"tags\":[],\"doc\":null}},{\"id\":\"bc29ef9b-2f2d-4b2f-cb53-04cf6e1c59e6\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"bc29ef9b-2f2d-4b2f-cb53-04cf6e1c59e6\",\"tags\":[],\"doc\":null}},{\"id\":\"70c21479-4ce1-4a1e-ca58-0bd59aa88a22\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"bddc36a8-0f8b-455c-c5fa-3524bfe5a634\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"bc29ef9b-2f2d-4b2f-cb53-04cf6e1c59e6\"},\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"70c21479-4ce1-4a1e-ca58-0bd59aa88a22\",\"doc\":null,\"tags\":[]}},{\"id\":\"5e23918a-9e6c-4e81-ce31-f47d3a8f1c8c\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"bc29ef9b-2f2d-4b2f-cb53-04cf6e1c59e6\"},\"id\":\"5e23918a-9e6c-4e81-ce31-f47d3a8f1c8c\",\"doc\":null,\"tags\":[]}},{\"id\":\"970ff8a8-f9f1-4ba2-cb4f-17f035aea1a0\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"970ff8a8-f9f1-4ba2-cb4f-17f035aea1a0\",\"doc\":null,\"tags\":[]}},{\"id\":\"d7db4a74-5111-4e5b-ce4e-9d47816431ca\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"d7db4a74-5111-4e5b-ce4e-9d47816431ca\",\"doc\":null,\"tags\":[]}},{\"id\":\"59e96a8e-fbd0-4c61-cc41-36c64cd1b7fe\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"59e96a8e-fbd0-4c61-cc41-36c64cd1b7fe\",\"tags\":[],\"doc\":null}},{\"id\":\"99fddbbf-c947-4d98-cd9d-cfde08543b2e\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"99fddbbf-c947-4d98-cd9d-cfde08543b2e\",\"tags\":[],\"doc\":null}},{\"id\":\"d9429efd-3f36-4672-c672-a6a995104dcd\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"d9429efd-3f36-4672-c672-a6a995104dcd\",\"tags\":[],\"doc\":null}},{\"id\":\"b56b3649-6fb0-47c7-c7d2-652fc99b2547\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"b56b3649-6fb0-47c7-c7d2-652fc99b2547\",\"tags\":[],\"doc\":null}},{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"b234ceb4-879a-4259-c21f-a3db6c7bfcab\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"e89fa920-e952-4883-c8b8-e52d27c19141\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"5d1c3eca-dc5b-46af-c6fd-b4e7c8dbbaf2\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"ec1bbe9f-750b-445b-c466-5c149f00a154\"},{\"type\":\"LinearAxis\",\"id\":\"5d1c3eca-dc5b-46af-c6fd-b4e7c8dbbaf2\"},{\"type\":\"Grid\",\"id\":\"a4d1d990-025d-4338-c3d1-e733e89f52e3\"},{\"type\":\"LinearAxis\",\"id\":\"70c21479-4ce1-4a1e-ca58-0bd59aa88a22\"},{\"type\":\"Grid\",\"id\":\"5e23918a-9e6c-4e81-ce31-f47d3a8f1c8c\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"970ff8a8-f9f1-4ba2-cb4f-17f035aea1a0\"},{\"type\":\"WheelZoomTool\",\"id\":\"d7db4a74-5111-4e5b-ce4e-9d47816431ca\"},{\"type\":\"BoxZoomTool\",\"id\":\"59e96a8e-fbd0-4c61-cc41-36c64cd1b7fe\"},{\"type\":\"PreviewSaveTool\",\"id\":\"99fddbbf-c947-4d98-cd9d-cfde08543b2e\"},{\"type\":\"ResizeTool\",\"id\":\"d9429efd-3f36-4672-c672-a6a995104dcd\"},{\"type\":\"ResetTool\",\"id\":\"b56b3649-6fb0-47c7-c7d2-652fc99b2547\"}],\"doc\":null,\"right\":[],\"title\":\"Untitled Plot\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"70c21479-4ce1-4a1e-ca58-0bd59aa88a22\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"7a5f8369-578c-4e6b-ce14-4e1b6ec6751c\"},\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "  Bokeh.load_models(all_models);\n",
       "  var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "  $(\"#b03d1662-fdba-4a38-cacf-b7c35dc5bc28\").html(''); // clear any previous plot in window_id\n",
       "  var view = new model.default_view({model: model, el: \"#b03d1662-fdba-4a38-cacf-b7c35dc5bc28\"});\n",
       "    } else {\n",
       "  load_lib(bokehjs_url, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", new Date())\n",
       "      var modelid = \"ba512549-6d91-45cf-c599-f213c1ba95f4\";\n",
       "      var modeltype = \"Plot\";\n",
       "      var all_models = [{\"id\":\"caa9fda9-1ce0-4222-c2dc-313f1e170fed\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[3,17,27,41,82,107,98,55,39,19,8,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,2,5,3,6,2,13,10,9,10,16,25,18,32,23,28,28,26,31,24,24,23,25,24,14,20,16,6,11,6,4,3,6,2,2,0,1],\"x0\":[2.8827278614044,3.0326246637287,3.1825214660529,3.3324182683771,3.4823150707014,3.6322118730256,3.7821086753498,3.9320054776741,4.0819022799983,4.2317990823226,4.3816958846468,4.531592686971,4.6814894892953,4.8313862916195,4.9812830939437,5.131179896268,5.2810766985922,5.4309735009165,5.5808703032407,5.7307671055649,5.8806639078892,6.0305607102134,6.1804575125376,6.3303543148619,6.4802511171861,6.6301479195103,6.7800447218346,6.9299415241588,7.0798383264831,7.2297351288073,7.3796319311315,7.5295287334558,7.67942553578,7.8293223381042,7.9792191404285,8.1291159427527,8.279012745077,8.4289095474012,8.5788063497254,8.7287031520497,8.8785999543739,9.0284967566981,9.1783935590224,9.3282903613466,9.4781871636709,9.6280839659951,9.7779807683193,9.9278775706436,10.077774372968,10.227671175292,10.377567977616,10.527464779941,10.677361582265,10.827258384589,10.977155186913,11.127051989237,11.276948791562,11.426845593886,11.57674239621,11.726639198534,11.876536000859,12.026432803183,12.176329605507,12.326226407831,12.476123210156,12.62602001248,12.775916814804,12.925813617128,13.075710419453,13.225607221777,13.375504024101,13.525400826425,13.67529762875,13.825194431074,13.975091233398,14.124988035722,14.274884838046,14.424781640371,14.574678442695,14.724575245019,14.874472047343,15.024368849668,15.174265651992,15.324162454316,15.47405925664,15.623956058965,15.773852861289,15.923749663613,16.073646465937,16.223543268262,16.373440070586,16.52333687291,16.673233675234,16.823130477558,16.973027279883,17.122924082207,17.272820884531,17.422717686855,17.57261448918,17.722511291504],\"x1\":[3.0311256957054,3.1810224980297,3.3309193003539,3.4808161026781,3.6307129050024,3.7806097073266,3.9305065096508,4.0804033119751,4.2303001142993,4.3801969166235,4.5300937189478,4.679990521272,4.8298873235963,4.9797841259205,5.1296809282447,5.279577730569,5.4294745328932,5.5793713352174,5.7292681375417,5.8791649398659,6.0290617421902,6.1789585445144,6.3288553468386,6.4787521491629,6.6286489514871,6.7785457538113,6.9284425561356,7.0783393584598,7.2282361607841,7.3781329631083,7.5280297654325,7.6779265677568,7.827823370081,7.9777201724052,8.1276169747295,8.2775137770537,8.427410579378,8.5773073817022,8.7272041840264,8.8771009863507,9.0269977886749,9.1768945909991,9.3267913933234,9.4766881956476,9.6265849979719,9.7764818002961,9.9263786026203,10.076275404945,10.226172207269,10.376069009593,10.525965811917,10.675862614242,10.825759416566,10.97565621889,11.125553021214,11.275449823538,11.425346625863,11.575243428187,11.725140230511,11.875037032835,12.02493383516,12.174830637484,12.324727439808,12.474624242132,12.624521044457,12.774417846781,12.924314649105,13.074211451429,13.224108253754,13.374005056078,13.523901858402,13.673798660726,13.82369546305,13.973592265375,14.123489067699,14.273385870023,14.423282672347,14.573179474672,14.723076276996,14.87297307932,15.022869881644,15.172766683969,15.322663486293,15.472560288617,15.622457090941,15.772353893266,15.92225069559,16.072147497914,16.222044300238,16.371941102563,16.521837904887,16.671734707211,16.821631509535,16.971528311859,17.121425114184,17.271321916508,17.421218718832,17.571115521156,17.721012323481,17.870909125805],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"caa9fda9-1ce0-4222-c2dc-313f1e170fed\",\"doc\":null,\"tags\":[]}},{\"id\":\"07261531-7a95-4c14-cc9d-8729a92a5062\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"07261531-7a95-4c14-cc9d-8729a92a5062\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"f6eaf7e8-4503-4290-c246-81c7887b8ab1\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"f6eaf7e8-4503-4290-c246-81c7887b8ab1\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"ec1bbe9f-750b-445b-c466-5c149f00a154\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"f6eaf7e8-4503-4290-c246-81c7887b8ab1\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"caa9fda9-1ce0-4222-c2dc-313f1e170fed\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"07261531-7a95-4c14-cc9d-8729a92a5062\"},\"selection_glyph\":null,\"id\":\"ec1bbe9f-750b-445b-c466-5c149f00a154\",\"tags\":[]}},{\"id\":\"b234ceb4-879a-4259-c21f-a3db6c7bfcab\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"caa9fda9-1ce0-4222-c2dc-313f1e170fed\"}}],\"id\":\"b234ceb4-879a-4259-c21f-a3db6c7bfcab\",\"tags\":[],\"doc\":null}},{\"id\":\"7a5f8369-578c-4e6b-ce14-4e1b6ec6751c\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"caa9fda9-1ce0-4222-c2dc-313f1e170fed\"}}],\"id\":\"7a5f8369-578c-4e6b-ce14-4e1b6ec6751c\",\"tags\":[],\"doc\":null}},{\"id\":\"e89fa920-e952-4883-c8b8-e52d27c19141\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"e89fa920-e952-4883-c8b8-e52d27c19141\",\"geometries\":[],\"doc\":null}},{\"id\":\"2bd35c9f-27df-4cc3-ccab-859c6ffcfbdc\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"2bd35c9f-27df-4cc3-ccab-859c6ffcfbdc\",\"tags\":[],\"doc\":null}},{\"id\":\"17cb3292-5c2f-472a-c73a-76279f625af4\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"17cb3292-5c2f-472a-c73a-76279f625af4\",\"tags\":[],\"doc\":null}},{\"id\":\"5d1c3eca-dc5b-46af-c6fd-b4e7c8dbbaf2\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"2bd35c9f-27df-4cc3-ccab-859c6ffcfbdc\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"17cb3292-5c2f-472a-c73a-76279f625af4\"},\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"5d1c3eca-dc5b-46af-c6fd-b4e7c8dbbaf2\",\"doc\":null,\"tags\":[]}},{\"id\":\"a4d1d990-025d-4338-c3d1-e733e89f52e3\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"17cb3292-5c2f-472a-c73a-76279f625af4\"},\"id\":\"a4d1d990-025d-4338-c3d1-e733e89f52e3\",\"doc\":null,\"tags\":[]}},{\"id\":\"bddc36a8-0f8b-455c-c5fa-3524bfe5a634\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"bddc36a8-0f8b-455c-c5fa-3524bfe5a634\",\"tags\":[],\"doc\":null}},{\"id\":\"bc29ef9b-2f2d-4b2f-cb53-04cf6e1c59e6\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"bc29ef9b-2f2d-4b2f-cb53-04cf6e1c59e6\",\"tags\":[],\"doc\":null}},{\"id\":\"70c21479-4ce1-4a1e-ca58-0bd59aa88a22\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"bddc36a8-0f8b-455c-c5fa-3524bfe5a634\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"bc29ef9b-2f2d-4b2f-cb53-04cf6e1c59e6\"},\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"70c21479-4ce1-4a1e-ca58-0bd59aa88a22\",\"doc\":null,\"tags\":[]}},{\"id\":\"5e23918a-9e6c-4e81-ce31-f47d3a8f1c8c\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"bc29ef9b-2f2d-4b2f-cb53-04cf6e1c59e6\"},\"id\":\"5e23918a-9e6c-4e81-ce31-f47d3a8f1c8c\",\"doc\":null,\"tags\":[]}},{\"id\":\"970ff8a8-f9f1-4ba2-cb4f-17f035aea1a0\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"970ff8a8-f9f1-4ba2-cb4f-17f035aea1a0\",\"doc\":null,\"tags\":[]}},{\"id\":\"d7db4a74-5111-4e5b-ce4e-9d47816431ca\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"d7db4a74-5111-4e5b-ce4e-9d47816431ca\",\"doc\":null,\"tags\":[]}},{\"id\":\"59e96a8e-fbd0-4c61-cc41-36c64cd1b7fe\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"59e96a8e-fbd0-4c61-cc41-36c64cd1b7fe\",\"tags\":[],\"doc\":null}},{\"id\":\"99fddbbf-c947-4d98-cd9d-cfde08543b2e\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"99fddbbf-c947-4d98-cd9d-cfde08543b2e\",\"tags\":[],\"doc\":null}},{\"id\":\"d9429efd-3f36-4672-c672-a6a995104dcd\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"d9429efd-3f36-4672-c672-a6a995104dcd\",\"tags\":[],\"doc\":null}},{\"id\":\"b56b3649-6fb0-47c7-c7d2-652fc99b2547\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"b56b3649-6fb0-47c7-c7d2-652fc99b2547\",\"tags\":[],\"doc\":null}},{\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"b234ceb4-879a-4259-c21f-a3db6c7bfcab\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"e89fa920-e952-4883-c8b8-e52d27c19141\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"5d1c3eca-dc5b-46af-c6fd-b4e7c8dbbaf2\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"ec1bbe9f-750b-445b-c466-5c149f00a154\"},{\"type\":\"LinearAxis\",\"id\":\"5d1c3eca-dc5b-46af-c6fd-b4e7c8dbbaf2\"},{\"type\":\"Grid\",\"id\":\"a4d1d990-025d-4338-c3d1-e733e89f52e3\"},{\"type\":\"LinearAxis\",\"id\":\"70c21479-4ce1-4a1e-ca58-0bd59aa88a22\"},{\"type\":\"Grid\",\"id\":\"5e23918a-9e6c-4e81-ce31-f47d3a8f1c8c\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"970ff8a8-f9f1-4ba2-cb4f-17f035aea1a0\"},{\"type\":\"WheelZoomTool\",\"id\":\"d7db4a74-5111-4e5b-ce4e-9d47816431ca\"},{\"type\":\"BoxZoomTool\",\"id\":\"59e96a8e-fbd0-4c61-cc41-36c64cd1b7fe\"},{\"type\":\"PreviewSaveTool\",\"id\":\"99fddbbf-c947-4d98-cd9d-cfde08543b2e\"},{\"type\":\"ResizeTool\",\"id\":\"d9429efd-3f36-4672-c672-a6a995104dcd\"},{\"type\":\"ResetTool\",\"id\":\"b56b3649-6fb0-47c7-c7d2-652fc99b2547\"}],\"doc\":null,\"right\":[],\"title\":\"Untitled Plot\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"70c21479-4ce1-4a1e-ca58-0bd59aa88a22\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"7a5f8369-578c-4e6b-ce14-4e1b6ec6751c\"},\"id\":\"ba512549-6d91-45cf-c599-f213c1ba95f4\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "      Bokeh.load_models(all_models);\n",
       "      var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "      $(\"#b03d1662-fdba-4a38-cacf-b7c35dc5bc28\").html(''); // clear any previous plot in window_id\n",
       "      var view = new model.default_view({model: model, el: \"#b03d1662-fdba-4a38-cacf-b7c35dc5bc28\"});\n",
       "  });\n",
       "    }\n",
       "});\n",
       "</script>\n",
       "<div class=\"plotdiv\" id=\"b03d1662-fdba-4a38-cacf-b7c35dc5bc28\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<script type=\"text/javascript\">\n",
       "$(function() {\n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\"){\n",
       "  window._bokeh_onload_callbacks = [];\n",
       "    }\n",
       "    function load_lib(url, callback){\n",
       "  window._bokeh_onload_callbacks.push(callback);\n",
       "  if (window._bokeh_is_loading){\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", new Date());\n",
       "      return null;\n",
       "  }\n",
       "  console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", new Date());\n",
       "  window._bokeh_is_loading = true;\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = function(){\n",
       "      Bokeh.embed.inject_css(\"http://cdn.pydata.org/bokeh-0.7.0.min.css\");\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback){callback()});\n",
       "  };\n",
       "  s.onerror = function(){\n",
       "      console.warn(\"failed to load library \" + url);\n",
       "  };\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "\n",
       "    bokehjs_url = \"http://cdn.pydata.org/bokeh-0.7.0.min.js\"\n",
       "\n",
       "    var elt = document.getElementById(\"b03d1662-fdba-4a38-cacf-b7c35dc5bc28\");\n",
       "    if(elt==null) {\n",
       "  console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'b03d1662-fdba-4a38-cacf-b7c35dc5bc28'\"\n",
       "        + \"but no matching script tag was found. \")\n",
       "  return false;\n",
       "    }\n",
       "\n",
       "    if(typeof(Bokeh) !== \"undefined\") {\n",
       "  console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "  var modelid = \"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\";\n",
       "  var modeltype = \"Plot\";\n",
       "  var all_models = [{\"id\":\"af1800bf-195c-4260-c2cd-fad0d22d1d04\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[3,17,27,41,82,107,98,55,39,19,8,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,2,5,3,6,2,13,10,9,10,16,25,18,32,23,28,28,26,31,24,24,23,25,24,14,20,16,6,11,6,4,3,6,2,2,0,1],\"x0\":[2.8827278614044,3.0326246637287,3.1825214660529,3.3324182683771,3.4823150707014,3.6322118730256,3.7821086753498,3.9320054776741,4.0819022799983,4.2317990823226,4.3816958846468,4.531592686971,4.6814894892953,4.8313862916195,4.9812830939437,5.131179896268,5.2810766985922,5.4309735009165,5.5808703032407,5.7307671055649,5.8806639078892,6.0305607102134,6.1804575125376,6.3303543148619,6.4802511171861,6.6301479195103,6.7800447218346,6.9299415241588,7.0798383264831,7.2297351288073,7.3796319311315,7.5295287334558,7.67942553578,7.8293223381042,7.9792191404285,8.1291159427527,8.279012745077,8.4289095474012,8.5788063497254,8.7287031520497,8.8785999543739,9.0284967566981,9.1783935590224,9.3282903613466,9.4781871636709,9.6280839659951,9.7779807683193,9.9278775706436,10.077774372968,10.227671175292,10.377567977616,10.527464779941,10.677361582265,10.827258384589,10.977155186913,11.127051989237,11.276948791562,11.426845593886,11.57674239621,11.726639198534,11.876536000859,12.026432803183,12.176329605507,12.326226407831,12.476123210156,12.62602001248,12.775916814804,12.925813617128,13.075710419453,13.225607221777,13.375504024101,13.525400826425,13.67529762875,13.825194431074,13.975091233398,14.124988035722,14.274884838046,14.424781640371,14.574678442695,14.724575245019,14.874472047343,15.024368849668,15.174265651992,15.324162454316,15.47405925664,15.623956058965,15.773852861289,15.923749663613,16.073646465937,16.223543268262,16.373440070586,16.52333687291,16.673233675234,16.823130477558,16.973027279883,17.122924082207,17.272820884531,17.422717686855,17.57261448918,17.722511291504],\"x1\":[3.0311256957054,3.1810224980297,3.3309193003539,3.4808161026781,3.6307129050024,3.7806097073266,3.9305065096508,4.0804033119751,4.2303001142993,4.3801969166235,4.5300937189478,4.679990521272,4.8298873235963,4.9797841259205,5.1296809282447,5.279577730569,5.4294745328932,5.5793713352174,5.7292681375417,5.8791649398659,6.0290617421902,6.1789585445144,6.3288553468386,6.4787521491629,6.6286489514871,6.7785457538113,6.9284425561356,7.0783393584598,7.2282361607841,7.3781329631083,7.5280297654325,7.6779265677568,7.827823370081,7.9777201724052,8.1276169747295,8.2775137770537,8.427410579378,8.5773073817022,8.7272041840264,8.8771009863507,9.0269977886749,9.1768945909991,9.3267913933234,9.4766881956476,9.6265849979719,9.7764818002961,9.9263786026203,10.076275404945,10.226172207269,10.376069009593,10.525965811917,10.675862614242,10.825759416566,10.97565621889,11.125553021214,11.275449823538,11.425346625863,11.575243428187,11.725140230511,11.875037032835,12.02493383516,12.174830637484,12.324727439808,12.474624242132,12.624521044457,12.774417846781,12.924314649105,13.074211451429,13.224108253754,13.374005056078,13.523901858402,13.673798660726,13.82369546305,13.973592265375,14.123489067699,14.273385870023,14.423282672347,14.573179474672,14.723076276996,14.87297307932,15.022869881644,15.172766683969,15.322663486293,15.472560288617,15.622457090941,15.772353893266,15.92225069559,16.072147497914,16.222044300238,16.371941102563,16.521837904887,16.671734707211,16.821631509535,16.971528311859,17.121425114184,17.271321916508,17.421218718832,17.571115521156,17.721012323481,17.870909125805],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"af1800bf-195c-4260-c2cd-fad0d22d1d04\",\"doc\":null,\"tags\":[]}},{\"id\":\"7055d031-4ed8-4731-c75c-b4a8180ba9bf\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"7055d031-4ed8-4731-c75c-b4a8180ba9bf\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"e006cdfb-80eb-4595-c560-40766cacb47a\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"e006cdfb-80eb-4595-c560-40766cacb47a\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"35ac0dcd-c2d7-47e9-c7c6-aad71a405360\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"e006cdfb-80eb-4595-c560-40766cacb47a\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"af1800bf-195c-4260-c2cd-fad0d22d1d04\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"7055d031-4ed8-4731-c75c-b4a8180ba9bf\"},\"selection_glyph\":null,\"id\":\"35ac0dcd-c2d7-47e9-c7c6-aad71a405360\",\"tags\":[]}},{\"id\":\"8098eaa1-a02d-4540-c5cf-8211b6989969\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"af1800bf-195c-4260-c2cd-fad0d22d1d04\"}}],\"id\":\"8098eaa1-a02d-4540-c5cf-8211b6989969\",\"tags\":[],\"doc\":null}},{\"id\":\"ffc75395-8da6-4811-c885-f20da365339f\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"af1800bf-195c-4260-c2cd-fad0d22d1d04\"}}],\"id\":\"ffc75395-8da6-4811-c885-f20da365339f\",\"tags\":[],\"doc\":null}},{\"id\":\"e3e101e3-7e9b-462a-c66e-db0231d9963e\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"e3e101e3-7e9b-462a-c66e-db0231d9963e\",\"geometries\":[],\"doc\":null}},{\"id\":\"bac18925-f8de-4306-c35a-806b09282122\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"bac18925-f8de-4306-c35a-806b09282122\",\"tags\":[],\"doc\":null}},{\"id\":\"2147c563-08ee-4b19-cbe4-a707e5e3a7ac\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"2147c563-08ee-4b19-cbe4-a707e5e3a7ac\",\"tags\":[],\"doc\":null}},{\"id\":\"20c3458f-c893-472d-c7ea-b516d8f3887c\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"bac18925-f8de-4306-c35a-806b09282122\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"2147c563-08ee-4b19-cbe4-a707e5e3a7ac\"},\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"20c3458f-c893-472d-c7ea-b516d8f3887c\",\"doc\":null,\"tags\":[]}},{\"id\":\"e20071fd-22f1-4eeb-cea5-b26656d5198f\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"2147c563-08ee-4b19-cbe4-a707e5e3a7ac\"},\"id\":\"e20071fd-22f1-4eeb-cea5-b26656d5198f\",\"doc\":null,\"tags\":[]}},{\"id\":\"fbf9de6c-fa39-4c96-cc1b-5c1c04618cb6\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"fbf9de6c-fa39-4c96-cc1b-5c1c04618cb6\",\"tags\":[],\"doc\":null}},{\"id\":\"786e4e56-96a1-4797-c77c-1c5281aec095\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"786e4e56-96a1-4797-c77c-1c5281aec095\",\"tags\":[],\"doc\":null}},{\"id\":\"fba2a041-142b-406c-c0c9-0be5453da036\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"fbf9de6c-fa39-4c96-cc1b-5c1c04618cb6\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"786e4e56-96a1-4797-c77c-1c5281aec095\"},\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"fba2a041-142b-406c-c0c9-0be5453da036\",\"doc\":null,\"tags\":[]}},{\"id\":\"f6a70f69-ea55-4bf5-cb0b-73fd74787678\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"786e4e56-96a1-4797-c77c-1c5281aec095\"},\"id\":\"f6a70f69-ea55-4bf5-cb0b-73fd74787678\",\"doc\":null,\"tags\":[]}},{\"id\":\"b9418c92-e6fc-4e00-cedc-9ef170f77adb\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"b9418c92-e6fc-4e00-cedc-9ef170f77adb\",\"doc\":null,\"tags\":[]}},{\"id\":\"d6350dd5-9452-45e7-c55d-a445e2af7b9c\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"d6350dd5-9452-45e7-c55d-a445e2af7b9c\",\"doc\":null,\"tags\":[]}},{\"id\":\"d38c3022-048d-4649-c637-ad1c7274e365\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"d38c3022-048d-4649-c637-ad1c7274e365\",\"tags\":[],\"doc\":null}},{\"id\":\"6ed035db-b29e-41ca-c190-5b310af57b5b\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"6ed035db-b29e-41ca-c190-5b310af57b5b\",\"tags\":[],\"doc\":null}},{\"id\":\"eeedc0fc-5865-4b2f-cb6f-af87665e0fb5\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"eeedc0fc-5865-4b2f-cb6f-af87665e0fb5\",\"tags\":[],\"doc\":null}},{\"id\":\"02912a3a-0461-4132-c1e7-7ae6f3a2823c\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"02912a3a-0461-4132-c1e7-7ae6f3a2823c\",\"tags\":[],\"doc\":null}},{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"8098eaa1-a02d-4540-c5cf-8211b6989969\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"e3e101e3-7e9b-462a-c66e-db0231d9963e\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"20c3458f-c893-472d-c7ea-b516d8f3887c\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"35ac0dcd-c2d7-47e9-c7c6-aad71a405360\"},{\"type\":\"LinearAxis\",\"id\":\"20c3458f-c893-472d-c7ea-b516d8f3887c\"},{\"type\":\"Grid\",\"id\":\"e20071fd-22f1-4eeb-cea5-b26656d5198f\"},{\"type\":\"LinearAxis\",\"id\":\"fba2a041-142b-406c-c0c9-0be5453da036\"},{\"type\":\"Grid\",\"id\":\"f6a70f69-ea55-4bf5-cb0b-73fd74787678\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"b9418c92-e6fc-4e00-cedc-9ef170f77adb\"},{\"type\":\"WheelZoomTool\",\"id\":\"d6350dd5-9452-45e7-c55d-a445e2af7b9c\"},{\"type\":\"BoxZoomTool\",\"id\":\"d38c3022-048d-4649-c637-ad1c7274e365\"},{\"type\":\"PreviewSaveTool\",\"id\":\"6ed035db-b29e-41ca-c190-5b310af57b5b\"},{\"type\":\"ResizeTool\",\"id\":\"eeedc0fc-5865-4b2f-cb6f-af87665e0fb5\"},{\"type\":\"ResetTool\",\"id\":\"02912a3a-0461-4132-c1e7-7ae6f3a2823c\"}],\"doc\":null,\"right\":[],\"title\":\"True Prior Distribution\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"fba2a041-142b-406c-c0c9-0be5453da036\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"ffc75395-8da6-4811-c885-f20da365339f\"},\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "  Bokeh.load_models(all_models);\n",
       "  var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "  $(\"#b03d1662-fdba-4a38-cacf-b7c35dc5bc28\").html(''); // clear any previous plot in window_id\n",
       "  var view = new model.default_view({model: model, el: \"#b03d1662-fdba-4a38-cacf-b7c35dc5bc28\"});\n",
       "    } else {\n",
       "  load_lib(bokehjs_url, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", new Date())\n",
       "      var modelid = \"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\";\n",
       "      var modeltype = \"Plot\";\n",
       "      var all_models = [{\"id\":\"af1800bf-195c-4260-c2cd-fad0d22d1d04\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[3,17,27,41,82,107,98,55,39,19,8,3,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,2,5,3,6,2,13,10,9,10,16,25,18,32,23,28,28,26,31,24,24,23,25,24,14,20,16,6,11,6,4,3,6,2,2,0,1],\"x0\":[2.8827278614044,3.0326246637287,3.1825214660529,3.3324182683771,3.4823150707014,3.6322118730256,3.7821086753498,3.9320054776741,4.0819022799983,4.2317990823226,4.3816958846468,4.531592686971,4.6814894892953,4.8313862916195,4.9812830939437,5.131179896268,5.2810766985922,5.4309735009165,5.5808703032407,5.7307671055649,5.8806639078892,6.0305607102134,6.1804575125376,6.3303543148619,6.4802511171861,6.6301479195103,6.7800447218346,6.9299415241588,7.0798383264831,7.2297351288073,7.3796319311315,7.5295287334558,7.67942553578,7.8293223381042,7.9792191404285,8.1291159427527,8.279012745077,8.4289095474012,8.5788063497254,8.7287031520497,8.8785999543739,9.0284967566981,9.1783935590224,9.3282903613466,9.4781871636709,9.6280839659951,9.7779807683193,9.9278775706436,10.077774372968,10.227671175292,10.377567977616,10.527464779941,10.677361582265,10.827258384589,10.977155186913,11.127051989237,11.276948791562,11.426845593886,11.57674239621,11.726639198534,11.876536000859,12.026432803183,12.176329605507,12.326226407831,12.476123210156,12.62602001248,12.775916814804,12.925813617128,13.075710419453,13.225607221777,13.375504024101,13.525400826425,13.67529762875,13.825194431074,13.975091233398,14.124988035722,14.274884838046,14.424781640371,14.574678442695,14.724575245019,14.874472047343,15.024368849668,15.174265651992,15.324162454316,15.47405925664,15.623956058965,15.773852861289,15.923749663613,16.073646465937,16.223543268262,16.373440070586,16.52333687291,16.673233675234,16.823130477558,16.973027279883,17.122924082207,17.272820884531,17.422717686855,17.57261448918,17.722511291504],\"x1\":[3.0311256957054,3.1810224980297,3.3309193003539,3.4808161026781,3.6307129050024,3.7806097073266,3.9305065096508,4.0804033119751,4.2303001142993,4.3801969166235,4.5300937189478,4.679990521272,4.8298873235963,4.9797841259205,5.1296809282447,5.279577730569,5.4294745328932,5.5793713352174,5.7292681375417,5.8791649398659,6.0290617421902,6.1789585445144,6.3288553468386,6.4787521491629,6.6286489514871,6.7785457538113,6.9284425561356,7.0783393584598,7.2282361607841,7.3781329631083,7.5280297654325,7.6779265677568,7.827823370081,7.9777201724052,8.1276169747295,8.2775137770537,8.427410579378,8.5773073817022,8.7272041840264,8.8771009863507,9.0269977886749,9.1768945909991,9.3267913933234,9.4766881956476,9.6265849979719,9.7764818002961,9.9263786026203,10.076275404945,10.226172207269,10.376069009593,10.525965811917,10.675862614242,10.825759416566,10.97565621889,11.125553021214,11.275449823538,11.425346625863,11.575243428187,11.725140230511,11.875037032835,12.02493383516,12.174830637484,12.324727439808,12.474624242132,12.624521044457,12.774417846781,12.924314649105,13.074211451429,13.224108253754,13.374005056078,13.523901858402,13.673798660726,13.82369546305,13.973592265375,14.123489067699,14.273385870023,14.423282672347,14.573179474672,14.723076276996,14.87297307932,15.022869881644,15.172766683969,15.322663486293,15.472560288617,15.622457090941,15.772353893266,15.92225069559,16.072147497914,16.222044300238,16.371941102563,16.521837904887,16.671734707211,16.821631509535,16.971528311859,17.121425114184,17.271321916508,17.421218718832,17.571115521156,17.721012323481,17.870909125805],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"af1800bf-195c-4260-c2cd-fad0d22d1d04\",\"doc\":null,\"tags\":[]}},{\"id\":\"7055d031-4ed8-4731-c75c-b4a8180ba9bf\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"7055d031-4ed8-4731-c75c-b4a8180ba9bf\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"e006cdfb-80eb-4595-c560-40766cacb47a\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"e006cdfb-80eb-4595-c560-40766cacb47a\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"35ac0dcd-c2d7-47e9-c7c6-aad71a405360\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"e006cdfb-80eb-4595-c560-40766cacb47a\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"af1800bf-195c-4260-c2cd-fad0d22d1d04\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"7055d031-4ed8-4731-c75c-b4a8180ba9bf\"},\"selection_glyph\":null,\"id\":\"35ac0dcd-c2d7-47e9-c7c6-aad71a405360\",\"tags\":[]}},{\"id\":\"8098eaa1-a02d-4540-c5cf-8211b6989969\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"af1800bf-195c-4260-c2cd-fad0d22d1d04\"}}],\"id\":\"8098eaa1-a02d-4540-c5cf-8211b6989969\",\"tags\":[],\"doc\":null}},{\"id\":\"ffc75395-8da6-4811-c885-f20da365339f\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"af1800bf-195c-4260-c2cd-fad0d22d1d04\"}}],\"id\":\"ffc75395-8da6-4811-c885-f20da365339f\",\"tags\":[],\"doc\":null}},{\"id\":\"e3e101e3-7e9b-462a-c66e-db0231d9963e\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"e3e101e3-7e9b-462a-c66e-db0231d9963e\",\"geometries\":[],\"doc\":null}},{\"id\":\"bac18925-f8de-4306-c35a-806b09282122\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"bac18925-f8de-4306-c35a-806b09282122\",\"tags\":[],\"doc\":null}},{\"id\":\"2147c563-08ee-4b19-cbe4-a707e5e3a7ac\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"2147c563-08ee-4b19-cbe4-a707e5e3a7ac\",\"tags\":[],\"doc\":null}},{\"id\":\"20c3458f-c893-472d-c7ea-b516d8f3887c\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"bac18925-f8de-4306-c35a-806b09282122\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"2147c563-08ee-4b19-cbe4-a707e5e3a7ac\"},\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"20c3458f-c893-472d-c7ea-b516d8f3887c\",\"doc\":null,\"tags\":[]}},{\"id\":\"e20071fd-22f1-4eeb-cea5-b26656d5198f\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"2147c563-08ee-4b19-cbe4-a707e5e3a7ac\"},\"id\":\"e20071fd-22f1-4eeb-cea5-b26656d5198f\",\"doc\":null,\"tags\":[]}},{\"id\":\"fbf9de6c-fa39-4c96-cc1b-5c1c04618cb6\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"fbf9de6c-fa39-4c96-cc1b-5c1c04618cb6\",\"tags\":[],\"doc\":null}},{\"id\":\"786e4e56-96a1-4797-c77c-1c5281aec095\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"786e4e56-96a1-4797-c77c-1c5281aec095\",\"tags\":[],\"doc\":null}},{\"id\":\"fba2a041-142b-406c-c0c9-0be5453da036\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"fbf9de6c-fa39-4c96-cc1b-5c1c04618cb6\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"786e4e56-96a1-4797-c77c-1c5281aec095\"},\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"fba2a041-142b-406c-c0c9-0be5453da036\",\"doc\":null,\"tags\":[]}},{\"id\":\"f6a70f69-ea55-4bf5-cb0b-73fd74787678\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"786e4e56-96a1-4797-c77c-1c5281aec095\"},\"id\":\"f6a70f69-ea55-4bf5-cb0b-73fd74787678\",\"doc\":null,\"tags\":[]}},{\"id\":\"b9418c92-e6fc-4e00-cedc-9ef170f77adb\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"b9418c92-e6fc-4e00-cedc-9ef170f77adb\",\"doc\":null,\"tags\":[]}},{\"id\":\"d6350dd5-9452-45e7-c55d-a445e2af7b9c\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"d6350dd5-9452-45e7-c55d-a445e2af7b9c\",\"doc\":null,\"tags\":[]}},{\"id\":\"d38c3022-048d-4649-c637-ad1c7274e365\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"d38c3022-048d-4649-c637-ad1c7274e365\",\"tags\":[],\"doc\":null}},{\"id\":\"6ed035db-b29e-41ca-c190-5b310af57b5b\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"6ed035db-b29e-41ca-c190-5b310af57b5b\",\"tags\":[],\"doc\":null}},{\"id\":\"eeedc0fc-5865-4b2f-cb6f-af87665e0fb5\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"eeedc0fc-5865-4b2f-cb6f-af87665e0fb5\",\"tags\":[],\"doc\":null}},{\"id\":\"02912a3a-0461-4132-c1e7-7ae6f3a2823c\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"02912a3a-0461-4132-c1e7-7ae6f3a2823c\",\"tags\":[],\"doc\":null}},{\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"8098eaa1-a02d-4540-c5cf-8211b6989969\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"e3e101e3-7e9b-462a-c66e-db0231d9963e\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"20c3458f-c893-472d-c7ea-b516d8f3887c\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"35ac0dcd-c2d7-47e9-c7c6-aad71a405360\"},{\"type\":\"LinearAxis\",\"id\":\"20c3458f-c893-472d-c7ea-b516d8f3887c\"},{\"type\":\"Grid\",\"id\":\"e20071fd-22f1-4eeb-cea5-b26656d5198f\"},{\"type\":\"LinearAxis\",\"id\":\"fba2a041-142b-406c-c0c9-0be5453da036\"},{\"type\":\"Grid\",\"id\":\"f6a70f69-ea55-4bf5-cb0b-73fd74787678\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"b9418c92-e6fc-4e00-cedc-9ef170f77adb\"},{\"type\":\"WheelZoomTool\",\"id\":\"d6350dd5-9452-45e7-c55d-a445e2af7b9c\"},{\"type\":\"BoxZoomTool\",\"id\":\"d38c3022-048d-4649-c637-ad1c7274e365\"},{\"type\":\"PreviewSaveTool\",\"id\":\"6ed035db-b29e-41ca-c190-5b310af57b5b\"},{\"type\":\"ResizeTool\",\"id\":\"eeedc0fc-5865-4b2f-cb6f-af87665e0fb5\"},{\"type\":\"ResetTool\",\"id\":\"02912a3a-0461-4132-c1e7-7ae6f3a2823c\"}],\"doc\":null,\"right\":[],\"title\":\"True Prior Distribution\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"fba2a041-142b-406c-c0c9-0be5453da036\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"ffc75395-8da6-4811-c885-f20da365339f\"},\"id\":\"b9ad490e-9ff6-4745-c7e0-67605ce7dc13\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "      Bokeh.load_models(all_models);\n",
       "      var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "      $(\"#b03d1662-fdba-4a38-cacf-b7c35dc5bc28\").html(''); // clear any previous plot in window_id\n",
       "      var view = new model.default_view({model: model, el: \"#b03d1662-fdba-4a38-cacf-b7c35dc5bc28\"});\n",
       "  });\n",
       "    }\n",
       "});\n",
       "</script>\n",
       "<div class=\"plotdiv\" id=\"00bfd2e2-5e1b-4253-c240-c7c9c7ff2ce8\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "-- select images\n",
    "N = 1000\n",
    "indices = torch.randperm(train:size(1)):long():split(N)\n",
    "v = indices[1]\n",
    "x_input = torch.zeros(N, x_size):cuda()\n",
    "y_input = train:index(1, v)\n",
    "-- cvae\n",
    "mu_logv = encoder:forward({x_input, y_input})\n",
    "code = sampler:forward(mu_logv)\n",
    "plot = Plot():histogram(code:double()):draw()\n",
    "plot:title(\"True Prior Distribution\"):redraw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "-- select images\n",
    "N = 1000\n",
    "indices = torch.randperm(train:size(1)):long():split(N)\n",
    "v = indices[1]\n",
    "x_input = torch.zeros(N, x_size):cuda()\n",
    "-- cvae\n",
    "pmu_plogv_pi = {unpack(prior:forward(x_input))}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pi = pmu_plogv_pi[#pmu_plogv_pi]\n",
    "a = torch.multinomial(pi, 1)\n",
    "K = pi:size(2)\n",
    "pmu = torch.zeros(#pmu_plogv_pi[1]):cuda()\n",
    "plogv = torch.zeros(#pmu_plogv_pi[1]):cuda()\n",
    "for i=1,pmu:size(1) do\n",
    "    pmu[i] = pmu_plogv_pi[a[{i,1}]][i]\n",
    "    plogv[i] = pmu_plogv_pi[a[{i,1}]+K][i]\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script type=\"text/javascript\">\n",
       "$(function() {\n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\"){\n",
       "  window._bokeh_onload_callbacks = [];\n",
       "    }\n",
       "    function load_lib(url, callback){\n",
       "  window._bokeh_onload_callbacks.push(callback);\n",
       "  if (window._bokeh_is_loading){\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", new Date());\n",
       "      return null;\n",
       "  }\n",
       "  console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", new Date());\n",
       "  window._bokeh_is_loading = true;\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = function(){\n",
       "      Bokeh.embed.inject_css(\"http://cdn.pydata.org/bokeh-0.7.0.min.css\");\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback){callback()});\n",
       "  };\n",
       "  s.onerror = function(){\n",
       "      console.warn(\"failed to load library \" + url);\n",
       "  };\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "\n",
       "    bokehjs_url = \"http://cdn.pydata.org/bokeh-0.7.0.min.js\"\n",
       "\n",
       "    var elt = document.getElementById(\"36be0ab4-f44f-4bc5-cbdd-fbf3aa8fe868\");\n",
       "    if(elt==null) {\n",
       "  console.log(\"Bokeh: ERROR: autoload.js configured with elementid '36be0ab4-f44f-4bc5-cbdd-fbf3aa8fe868'\"\n",
       "        + \"but no matching script tag was found. \")\n",
       "  return false;\n",
       "    }\n",
       "\n",
       "    if(typeof(Bokeh) !== \"undefined\") {\n",
       "  console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "  var modelid = \"6ae666ea-d63a-4810-c887-230eafd7dd5e\";\n",
       "  var modeltype = \"Plot\";\n",
       "  var all_models = [{\"id\":\"294d2410-b46d-46f1-c6f3-a70315417bc0\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[4,8,33,56,68,95,115,80,38,15,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,1,2,2,3,4,13,7,6,14,9,16,16,23,20,18,25,27,20,39,32,25,29,26,22,14,14,15,4,6,8,6,3,2,2,2,2,0,1,0,1],\"x0\":[2.8727700710297,3.0273784627818,3.181986854534,3.3365952462861,3.4912036380382,3.6458120297904,3.8004204215425,3.9550288132947,4.1096372050468,4.264245596799,4.4188539885511,4.5734623803033,4.7280707720554,4.8826791638076,5.0372875555597,5.1918959473119,5.346504339064,5.5011127308162,5.6557211225683,5.8103295143205,5.9649379060726,6.1195462978247,6.2741546895769,6.428763081329,6.5833714730812,6.7379798648333,6.8925882565855,7.0471966483376,7.2018050400898,7.3564134318419,7.5110218235941,7.6656302153462,7.8202386070984,7.9748469988505,8.1294553906027,8.2840637823548,8.4386721741069,8.5932805658591,8.7478889576112,8.9024973493634,9.0571057411155,9.2117141328677,9.3663225246198,9.520930916372,9.6755393081241,9.8301476998763,9.9847560916284,10.139364483381,10.293972875133,10.448581266885,10.603189658637,10.757798050389,10.912406442141,11.067014833893,11.221623225646,11.376231617398,11.53084000915,11.685448400902,11.840056792654,11.994665184406,12.149273576158,12.303881967911,12.458490359663,12.613098751415,12.767707143167,12.922315534919,13.076923926671,13.231532318423,13.386140710176,13.540749101928,13.69535749368,13.849965885432,14.004574277184,14.159182668936,14.313791060689,14.468399452441,14.623007844193,14.777616235945,14.932224627697,15.086833019449,15.241441411201,15.396049802954,15.550658194706,15.705266586458,15.85987497821,16.014483369962,16.169091761714,16.323700153466,16.478308545219,16.632916936971,16.787525328723,16.942133720475,17.096742112227,17.251350503979,17.405958895731,17.560567287484,17.715175679236,17.869784070988,18.02439246274,18.179000854492],\"x1\":[3.0258323788643,3.1804407706164,3.3350491623686,3.4896575541207,3.6442659458729,3.798874337625,3.9534827293772,4.1080911211293,4.2626995128815,4.4173079046336,4.5719162963858,4.7265246881379,4.88113307989,5.0357414716422,5.1903498633943,5.3449582551465,5.4995666468986,5.6541750386508,5.8087834304029,5.9633918221551,6.1180002139072,6.2726086056594,6.4272169974115,6.5818253891637,6.7364337809158,6.891042172668,7.0456505644201,7.2002589561722,7.3548673479244,7.5094757396765,7.6640841314287,7.8186925231808,7.973300914933,8.1279093066851,8.2825176984373,8.4371260901894,8.5917344819416,8.7463428736937,8.9009512654459,9.055559657198,9.2101680489502,9.3647764407023,9.5193848324545,9.6739932242066,9.8286016159587,9.9832100077109,10.137818399463,10.292426791215,10.447035182967,10.601643574719,10.756251966472,10.910860358224,11.065468749976,11.220077141728,11.37468553348,11.529293925232,11.683902316985,11.838510708737,11.993119100489,12.147727492241,12.302335883993,12.456944275745,12.611552667497,12.76616105925,12.920769451002,13.075377842754,13.229986234506,13.384594626258,13.53920301801,13.693811409762,13.848419801515,14.003028193267,14.157636585019,14.312244976771,14.466853368523,14.621461760275,14.776070152027,14.93067854378,15.085286935532,15.239895327284,15.394503719036,15.549112110788,15.70372050254,15.858328894292,16.012937286045,16.167545677797,16.322154069549,16.476762461301,16.631370853053,16.785979244805,16.940587636557,17.09519602831,17.249804420062,17.404412811814,17.559021203566,17.713629595318,17.86823798707,18.022846378823,18.177454770575,18.332063162327],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"294d2410-b46d-46f1-c6f3-a70315417bc0\",\"doc\":null,\"tags\":[]}},{\"id\":\"a3fb4a01-bbe7-4c08-ccb2-13e18fac2bc5\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"a3fb4a01-bbe7-4c08-ccb2-13e18fac2bc5\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"10c6f5e6-ae91-4b65-cb3a-2113d22163d4\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"10c6f5e6-ae91-4b65-cb3a-2113d22163d4\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"8f2963ba-b621-474e-c7d0-622953f10ff7\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"10c6f5e6-ae91-4b65-cb3a-2113d22163d4\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"294d2410-b46d-46f1-c6f3-a70315417bc0\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"a3fb4a01-bbe7-4c08-ccb2-13e18fac2bc5\"},\"selection_glyph\":null,\"id\":\"8f2963ba-b621-474e-c7d0-622953f10ff7\",\"tags\":[]}},{\"id\":\"03decdee-de1d-4cd6-ccfa-84db9bd08f48\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"294d2410-b46d-46f1-c6f3-a70315417bc0\"}}],\"id\":\"03decdee-de1d-4cd6-ccfa-84db9bd08f48\",\"tags\":[],\"doc\":null}},{\"id\":\"b0ff639c-310c-47a4-c7e9-188621779386\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"294d2410-b46d-46f1-c6f3-a70315417bc0\"}}],\"id\":\"b0ff639c-310c-47a4-c7e9-188621779386\",\"tags\":[],\"doc\":null}},{\"id\":\"34d079b6-711e-4324-c3d0-2f89f9cf4d38\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"34d079b6-711e-4324-c3d0-2f89f9cf4d38\",\"geometries\":[],\"doc\":null}},{\"id\":\"4a8d687b-a92f-4dbd-cd15-003bc2c0175d\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"4a8d687b-a92f-4dbd-cd15-003bc2c0175d\",\"tags\":[],\"doc\":null}},{\"id\":\"b0d8e3f3-b546-4e7a-cef8-4ffbd79b62e6\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"b0d8e3f3-b546-4e7a-cef8-4ffbd79b62e6\",\"tags\":[],\"doc\":null}},{\"id\":\"4dbd4789-54f1-4fac-cf99-ada5ac1ceea5\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"4a8d687b-a92f-4dbd-cd15-003bc2c0175d\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"b0d8e3f3-b546-4e7a-cef8-4ffbd79b62e6\"},\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"4dbd4789-54f1-4fac-cf99-ada5ac1ceea5\",\"doc\":null,\"tags\":[]}},{\"id\":\"51d9fc1f-f6a2-443c-c400-33bff3350057\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"b0d8e3f3-b546-4e7a-cef8-4ffbd79b62e6\"},\"id\":\"51d9fc1f-f6a2-443c-c400-33bff3350057\",\"doc\":null,\"tags\":[]}},{\"id\":\"e8ddc465-cc99-4bf5-cb3e-6f6e9e8c2136\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"e8ddc465-cc99-4bf5-cb3e-6f6e9e8c2136\",\"tags\":[],\"doc\":null}},{\"id\":\"15b1ff1f-4239-4075-c0aa-a71a76cdc42b\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"15b1ff1f-4239-4075-c0aa-a71a76cdc42b\",\"tags\":[],\"doc\":null}},{\"id\":\"baa74c66-6d23-405d-c0de-373f77b3d446\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"e8ddc465-cc99-4bf5-cb3e-6f6e9e8c2136\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"15b1ff1f-4239-4075-c0aa-a71a76cdc42b\"},\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"baa74c66-6d23-405d-c0de-373f77b3d446\",\"doc\":null,\"tags\":[]}},{\"id\":\"983c8da5-bc13-45d7-c5be-556af50300de\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"15b1ff1f-4239-4075-c0aa-a71a76cdc42b\"},\"id\":\"983c8da5-bc13-45d7-c5be-556af50300de\",\"doc\":null,\"tags\":[]}},{\"id\":\"74aca36e-bf62-4e96-ce5c-f863f4f6287b\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"74aca36e-bf62-4e96-ce5c-f863f4f6287b\",\"doc\":null,\"tags\":[]}},{\"id\":\"731dfdf6-c4ee-4301-c389-b06c72b13287\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"731dfdf6-c4ee-4301-c389-b06c72b13287\",\"doc\":null,\"tags\":[]}},{\"id\":\"d2adb761-d8fa-42d4-c257-66355d47ab91\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"d2adb761-d8fa-42d4-c257-66355d47ab91\",\"tags\":[],\"doc\":null}},{\"id\":\"b5036c92-c085-47a5-c73d-99e415361139\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"b5036c92-c085-47a5-c73d-99e415361139\",\"tags\":[],\"doc\":null}},{\"id\":\"b261d95a-0c02-4388-c3b5-775db3931b57\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"b261d95a-0c02-4388-c3b5-775db3931b57\",\"tags\":[],\"doc\":null}},{\"id\":\"c6406047-699c-4843-c8d1-11a5b27711a5\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"c6406047-699c-4843-c8d1-11a5b27711a5\",\"tags\":[],\"doc\":null}},{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"03decdee-de1d-4cd6-ccfa-84db9bd08f48\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"34d079b6-711e-4324-c3d0-2f89f9cf4d38\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"4dbd4789-54f1-4fac-cf99-ada5ac1ceea5\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"8f2963ba-b621-474e-c7d0-622953f10ff7\"},{\"type\":\"LinearAxis\",\"id\":\"4dbd4789-54f1-4fac-cf99-ada5ac1ceea5\"},{\"type\":\"Grid\",\"id\":\"51d9fc1f-f6a2-443c-c400-33bff3350057\"},{\"type\":\"LinearAxis\",\"id\":\"baa74c66-6d23-405d-c0de-373f77b3d446\"},{\"type\":\"Grid\",\"id\":\"983c8da5-bc13-45d7-c5be-556af50300de\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"74aca36e-bf62-4e96-ce5c-f863f4f6287b\"},{\"type\":\"WheelZoomTool\",\"id\":\"731dfdf6-c4ee-4301-c389-b06c72b13287\"},{\"type\":\"BoxZoomTool\",\"id\":\"d2adb761-d8fa-42d4-c257-66355d47ab91\"},{\"type\":\"PreviewSaveTool\",\"id\":\"b5036c92-c085-47a5-c73d-99e415361139\"},{\"type\":\"ResizeTool\",\"id\":\"b261d95a-0c02-4388-c3b5-775db3931b57\"},{\"type\":\"ResetTool\",\"id\":\"c6406047-699c-4843-c8d1-11a5b27711a5\"}],\"doc\":null,\"right\":[],\"title\":\"Untitled Plot\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"baa74c66-6d23-405d-c0de-373f77b3d446\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"b0ff639c-310c-47a4-c7e9-188621779386\"},\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "  Bokeh.load_models(all_models);\n",
       "  var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "  $(\"#36be0ab4-f44f-4bc5-cbdd-fbf3aa8fe868\").html(''); // clear any previous plot in window_id\n",
       "  var view = new model.default_view({model: model, el: \"#36be0ab4-f44f-4bc5-cbdd-fbf3aa8fe868\"});\n",
       "    } else {\n",
       "  load_lib(bokehjs_url, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", new Date())\n",
       "      var modelid = \"6ae666ea-d63a-4810-c887-230eafd7dd5e\";\n",
       "      var modeltype = \"Plot\";\n",
       "      var all_models = [{\"id\":\"294d2410-b46d-46f1-c6f3-a70315417bc0\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[4,8,33,56,68,95,115,80,38,15,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,1,2,2,3,4,13,7,6,14,9,16,16,23,20,18,25,27,20,39,32,25,29,26,22,14,14,15,4,6,8,6,3,2,2,2,2,0,1,0,1],\"x0\":[2.8727700710297,3.0273784627818,3.181986854534,3.3365952462861,3.4912036380382,3.6458120297904,3.8004204215425,3.9550288132947,4.1096372050468,4.264245596799,4.4188539885511,4.5734623803033,4.7280707720554,4.8826791638076,5.0372875555597,5.1918959473119,5.346504339064,5.5011127308162,5.6557211225683,5.8103295143205,5.9649379060726,6.1195462978247,6.2741546895769,6.428763081329,6.5833714730812,6.7379798648333,6.8925882565855,7.0471966483376,7.2018050400898,7.3564134318419,7.5110218235941,7.6656302153462,7.8202386070984,7.9748469988505,8.1294553906027,8.2840637823548,8.4386721741069,8.5932805658591,8.7478889576112,8.9024973493634,9.0571057411155,9.2117141328677,9.3663225246198,9.520930916372,9.6755393081241,9.8301476998763,9.9847560916284,10.139364483381,10.293972875133,10.448581266885,10.603189658637,10.757798050389,10.912406442141,11.067014833893,11.221623225646,11.376231617398,11.53084000915,11.685448400902,11.840056792654,11.994665184406,12.149273576158,12.303881967911,12.458490359663,12.613098751415,12.767707143167,12.922315534919,13.076923926671,13.231532318423,13.386140710176,13.540749101928,13.69535749368,13.849965885432,14.004574277184,14.159182668936,14.313791060689,14.468399452441,14.623007844193,14.777616235945,14.932224627697,15.086833019449,15.241441411201,15.396049802954,15.550658194706,15.705266586458,15.85987497821,16.014483369962,16.169091761714,16.323700153466,16.478308545219,16.632916936971,16.787525328723,16.942133720475,17.096742112227,17.251350503979,17.405958895731,17.560567287484,17.715175679236,17.869784070988,18.02439246274,18.179000854492],\"x1\":[3.0258323788643,3.1804407706164,3.3350491623686,3.4896575541207,3.6442659458729,3.798874337625,3.9534827293772,4.1080911211293,4.2626995128815,4.4173079046336,4.5719162963858,4.7265246881379,4.88113307989,5.0357414716422,5.1903498633943,5.3449582551465,5.4995666468986,5.6541750386508,5.8087834304029,5.9633918221551,6.1180002139072,6.2726086056594,6.4272169974115,6.5818253891637,6.7364337809158,6.891042172668,7.0456505644201,7.2002589561722,7.3548673479244,7.5094757396765,7.6640841314287,7.8186925231808,7.973300914933,8.1279093066851,8.2825176984373,8.4371260901894,8.5917344819416,8.7463428736937,8.9009512654459,9.055559657198,9.2101680489502,9.3647764407023,9.5193848324545,9.6739932242066,9.8286016159587,9.9832100077109,10.137818399463,10.292426791215,10.447035182967,10.601643574719,10.756251966472,10.910860358224,11.065468749976,11.220077141728,11.37468553348,11.529293925232,11.683902316985,11.838510708737,11.993119100489,12.147727492241,12.302335883993,12.456944275745,12.611552667497,12.76616105925,12.920769451002,13.075377842754,13.229986234506,13.384594626258,13.53920301801,13.693811409762,13.848419801515,14.003028193267,14.157636585019,14.312244976771,14.466853368523,14.621461760275,14.776070152027,14.93067854378,15.085286935532,15.239895327284,15.394503719036,15.549112110788,15.70372050254,15.858328894292,16.012937286045,16.167545677797,16.322154069549,16.476762461301,16.631370853053,16.785979244805,16.940587636557,17.09519602831,17.249804420062,17.404412811814,17.559021203566,17.713629595318,17.86823798707,18.022846378823,18.177454770575,18.332063162327],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"294d2410-b46d-46f1-c6f3-a70315417bc0\",\"doc\":null,\"tags\":[]}},{\"id\":\"a3fb4a01-bbe7-4c08-ccb2-13e18fac2bc5\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"a3fb4a01-bbe7-4c08-ccb2-13e18fac2bc5\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"10c6f5e6-ae91-4b65-cb3a-2113d22163d4\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"10c6f5e6-ae91-4b65-cb3a-2113d22163d4\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"8f2963ba-b621-474e-c7d0-622953f10ff7\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"10c6f5e6-ae91-4b65-cb3a-2113d22163d4\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"294d2410-b46d-46f1-c6f3-a70315417bc0\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"a3fb4a01-bbe7-4c08-ccb2-13e18fac2bc5\"},\"selection_glyph\":null,\"id\":\"8f2963ba-b621-474e-c7d0-622953f10ff7\",\"tags\":[]}},{\"id\":\"03decdee-de1d-4cd6-ccfa-84db9bd08f48\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"294d2410-b46d-46f1-c6f3-a70315417bc0\"}}],\"id\":\"03decdee-de1d-4cd6-ccfa-84db9bd08f48\",\"tags\":[],\"doc\":null}},{\"id\":\"b0ff639c-310c-47a4-c7e9-188621779386\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"294d2410-b46d-46f1-c6f3-a70315417bc0\"}}],\"id\":\"b0ff639c-310c-47a4-c7e9-188621779386\",\"tags\":[],\"doc\":null}},{\"id\":\"34d079b6-711e-4324-c3d0-2f89f9cf4d38\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"34d079b6-711e-4324-c3d0-2f89f9cf4d38\",\"geometries\":[],\"doc\":null}},{\"id\":\"4a8d687b-a92f-4dbd-cd15-003bc2c0175d\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"4a8d687b-a92f-4dbd-cd15-003bc2c0175d\",\"tags\":[],\"doc\":null}},{\"id\":\"b0d8e3f3-b546-4e7a-cef8-4ffbd79b62e6\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"b0d8e3f3-b546-4e7a-cef8-4ffbd79b62e6\",\"tags\":[],\"doc\":null}},{\"id\":\"4dbd4789-54f1-4fac-cf99-ada5ac1ceea5\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"4a8d687b-a92f-4dbd-cd15-003bc2c0175d\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"b0d8e3f3-b546-4e7a-cef8-4ffbd79b62e6\"},\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"4dbd4789-54f1-4fac-cf99-ada5ac1ceea5\",\"doc\":null,\"tags\":[]}},{\"id\":\"51d9fc1f-f6a2-443c-c400-33bff3350057\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"b0d8e3f3-b546-4e7a-cef8-4ffbd79b62e6\"},\"id\":\"51d9fc1f-f6a2-443c-c400-33bff3350057\",\"doc\":null,\"tags\":[]}},{\"id\":\"e8ddc465-cc99-4bf5-cb3e-6f6e9e8c2136\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"e8ddc465-cc99-4bf5-cb3e-6f6e9e8c2136\",\"tags\":[],\"doc\":null}},{\"id\":\"15b1ff1f-4239-4075-c0aa-a71a76cdc42b\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"15b1ff1f-4239-4075-c0aa-a71a76cdc42b\",\"tags\":[],\"doc\":null}},{\"id\":\"baa74c66-6d23-405d-c0de-373f77b3d446\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"e8ddc465-cc99-4bf5-cb3e-6f6e9e8c2136\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"15b1ff1f-4239-4075-c0aa-a71a76cdc42b\"},\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"baa74c66-6d23-405d-c0de-373f77b3d446\",\"doc\":null,\"tags\":[]}},{\"id\":\"983c8da5-bc13-45d7-c5be-556af50300de\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"15b1ff1f-4239-4075-c0aa-a71a76cdc42b\"},\"id\":\"983c8da5-bc13-45d7-c5be-556af50300de\",\"doc\":null,\"tags\":[]}},{\"id\":\"74aca36e-bf62-4e96-ce5c-f863f4f6287b\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"74aca36e-bf62-4e96-ce5c-f863f4f6287b\",\"doc\":null,\"tags\":[]}},{\"id\":\"731dfdf6-c4ee-4301-c389-b06c72b13287\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"731dfdf6-c4ee-4301-c389-b06c72b13287\",\"doc\":null,\"tags\":[]}},{\"id\":\"d2adb761-d8fa-42d4-c257-66355d47ab91\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"d2adb761-d8fa-42d4-c257-66355d47ab91\",\"tags\":[],\"doc\":null}},{\"id\":\"b5036c92-c085-47a5-c73d-99e415361139\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"b5036c92-c085-47a5-c73d-99e415361139\",\"tags\":[],\"doc\":null}},{\"id\":\"b261d95a-0c02-4388-c3b5-775db3931b57\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"b261d95a-0c02-4388-c3b5-775db3931b57\",\"tags\":[],\"doc\":null}},{\"id\":\"c6406047-699c-4843-c8d1-11a5b27711a5\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"c6406047-699c-4843-c8d1-11a5b27711a5\",\"tags\":[],\"doc\":null}},{\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"03decdee-de1d-4cd6-ccfa-84db9bd08f48\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"34d079b6-711e-4324-c3d0-2f89f9cf4d38\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"4dbd4789-54f1-4fac-cf99-ada5ac1ceea5\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"8f2963ba-b621-474e-c7d0-622953f10ff7\"},{\"type\":\"LinearAxis\",\"id\":\"4dbd4789-54f1-4fac-cf99-ada5ac1ceea5\"},{\"type\":\"Grid\",\"id\":\"51d9fc1f-f6a2-443c-c400-33bff3350057\"},{\"type\":\"LinearAxis\",\"id\":\"baa74c66-6d23-405d-c0de-373f77b3d446\"},{\"type\":\"Grid\",\"id\":\"983c8da5-bc13-45d7-c5be-556af50300de\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"74aca36e-bf62-4e96-ce5c-f863f4f6287b\"},{\"type\":\"WheelZoomTool\",\"id\":\"731dfdf6-c4ee-4301-c389-b06c72b13287\"},{\"type\":\"BoxZoomTool\",\"id\":\"d2adb761-d8fa-42d4-c257-66355d47ab91\"},{\"type\":\"PreviewSaveTool\",\"id\":\"b5036c92-c085-47a5-c73d-99e415361139\"},{\"type\":\"ResizeTool\",\"id\":\"b261d95a-0c02-4388-c3b5-775db3931b57\"},{\"type\":\"ResetTool\",\"id\":\"c6406047-699c-4843-c8d1-11a5b27711a5\"}],\"doc\":null,\"right\":[],\"title\":\"Untitled Plot\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"baa74c66-6d23-405d-c0de-373f77b3d446\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"b0ff639c-310c-47a4-c7e9-188621779386\"},\"id\":\"6ae666ea-d63a-4810-c887-230eafd7dd5e\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "      Bokeh.load_models(all_models);\n",
       "      var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "      $(\"#36be0ab4-f44f-4bc5-cbdd-fbf3aa8fe868\").html(''); // clear any previous plot in window_id\n",
       "      var view = new model.default_view({model: model, el: \"#36be0ab4-f44f-4bc5-cbdd-fbf3aa8fe868\"});\n",
       "  });\n",
       "    }\n",
       "});\n",
       "</script>\n",
       "<div class=\"plotdiv\" id=\"36be0ab4-f44f-4bc5-cbdd-fbf3aa8fe868\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<script type=\"text/javascript\">\n",
       "$(function() {\n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\"){\n",
       "  window._bokeh_onload_callbacks = [];\n",
       "    }\n",
       "    function load_lib(url, callback){\n",
       "  window._bokeh_onload_callbacks.push(callback);\n",
       "  if (window._bokeh_is_loading){\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", new Date());\n",
       "      return null;\n",
       "  }\n",
       "  console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", new Date());\n",
       "  window._bokeh_is_loading = true;\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = function(){\n",
       "      Bokeh.embed.inject_css(\"http://cdn.pydata.org/bokeh-0.7.0.min.css\");\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback){callback()});\n",
       "  };\n",
       "  s.onerror = function(){\n",
       "      console.warn(\"failed to load library \" + url);\n",
       "  };\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "\n",
       "    bokehjs_url = \"http://cdn.pydata.org/bokeh-0.7.0.min.js\"\n",
       "\n",
       "    var elt = document.getElementById(\"36be0ab4-f44f-4bc5-cbdd-fbf3aa8fe868\");\n",
       "    if(elt==null) {\n",
       "  console.log(\"Bokeh: ERROR: autoload.js configured with elementid '36be0ab4-f44f-4bc5-cbdd-fbf3aa8fe868'\"\n",
       "        + \"but no matching script tag was found. \")\n",
       "  return false;\n",
       "    }\n",
       "\n",
       "    if(typeof(Bokeh) !== \"undefined\") {\n",
       "  console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "  var modelid = \"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\";\n",
       "  var modeltype = \"Plot\";\n",
       "  var all_models = [{\"id\":\"3e152bee-9d85-4b5f-cbc2-b103a2cb509b\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[4,8,33,56,68,95,115,80,38,15,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,1,2,2,3,4,13,7,6,14,9,16,16,23,20,18,25,27,20,39,32,25,29,26,22,14,14,15,4,6,8,6,3,2,2,2,2,0,1,0,1],\"x0\":[2.8727700710297,3.0273784627818,3.181986854534,3.3365952462861,3.4912036380382,3.6458120297904,3.8004204215425,3.9550288132947,4.1096372050468,4.264245596799,4.4188539885511,4.5734623803033,4.7280707720554,4.8826791638076,5.0372875555597,5.1918959473119,5.346504339064,5.5011127308162,5.6557211225683,5.8103295143205,5.9649379060726,6.1195462978247,6.2741546895769,6.428763081329,6.5833714730812,6.7379798648333,6.8925882565855,7.0471966483376,7.2018050400898,7.3564134318419,7.5110218235941,7.6656302153462,7.8202386070984,7.9748469988505,8.1294553906027,8.2840637823548,8.4386721741069,8.5932805658591,8.7478889576112,8.9024973493634,9.0571057411155,9.2117141328677,9.3663225246198,9.520930916372,9.6755393081241,9.8301476998763,9.9847560916284,10.139364483381,10.293972875133,10.448581266885,10.603189658637,10.757798050389,10.912406442141,11.067014833893,11.221623225646,11.376231617398,11.53084000915,11.685448400902,11.840056792654,11.994665184406,12.149273576158,12.303881967911,12.458490359663,12.613098751415,12.767707143167,12.922315534919,13.076923926671,13.231532318423,13.386140710176,13.540749101928,13.69535749368,13.849965885432,14.004574277184,14.159182668936,14.313791060689,14.468399452441,14.623007844193,14.777616235945,14.932224627697,15.086833019449,15.241441411201,15.396049802954,15.550658194706,15.705266586458,15.85987497821,16.014483369962,16.169091761714,16.323700153466,16.478308545219,16.632916936971,16.787525328723,16.942133720475,17.096742112227,17.251350503979,17.405958895731,17.560567287484,17.715175679236,17.869784070988,18.02439246274,18.179000854492],\"x1\":[3.0258323788643,3.1804407706164,3.3350491623686,3.4896575541207,3.6442659458729,3.798874337625,3.9534827293772,4.1080911211293,4.2626995128815,4.4173079046336,4.5719162963858,4.7265246881379,4.88113307989,5.0357414716422,5.1903498633943,5.3449582551465,5.4995666468986,5.6541750386508,5.8087834304029,5.9633918221551,6.1180002139072,6.2726086056594,6.4272169974115,6.5818253891637,6.7364337809158,6.891042172668,7.0456505644201,7.2002589561722,7.3548673479244,7.5094757396765,7.6640841314287,7.8186925231808,7.973300914933,8.1279093066851,8.2825176984373,8.4371260901894,8.5917344819416,8.7463428736937,8.9009512654459,9.055559657198,9.2101680489502,9.3647764407023,9.5193848324545,9.6739932242066,9.8286016159587,9.9832100077109,10.137818399463,10.292426791215,10.447035182967,10.601643574719,10.756251966472,10.910860358224,11.065468749976,11.220077141728,11.37468553348,11.529293925232,11.683902316985,11.838510708737,11.993119100489,12.147727492241,12.302335883993,12.456944275745,12.611552667497,12.76616105925,12.920769451002,13.075377842754,13.229986234506,13.384594626258,13.53920301801,13.693811409762,13.848419801515,14.003028193267,14.157636585019,14.312244976771,14.466853368523,14.621461760275,14.776070152027,14.93067854378,15.085286935532,15.239895327284,15.394503719036,15.549112110788,15.70372050254,15.858328894292,16.012937286045,16.167545677797,16.322154069549,16.476762461301,16.631370853053,16.785979244805,16.940587636557,17.09519602831,17.249804420062,17.404412811814,17.559021203566,17.713629595318,17.86823798707,18.022846378823,18.177454770575,18.332063162327],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"3e152bee-9d85-4b5f-cbc2-b103a2cb509b\",\"doc\":null,\"tags\":[]}},{\"id\":\"38ca3257-e83d-4fbc-cf1a-62c5330c9853\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"38ca3257-e83d-4fbc-cf1a-62c5330c9853\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"3a916dbe-13d3-40a3-c068-40fde4c1d210\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"3a916dbe-13d3-40a3-c068-40fde4c1d210\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"6257d59a-804a-4604-c60f-f5152f984d82\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"3a916dbe-13d3-40a3-c068-40fde4c1d210\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"3e152bee-9d85-4b5f-cbc2-b103a2cb509b\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"38ca3257-e83d-4fbc-cf1a-62c5330c9853\"},\"selection_glyph\":null,\"id\":\"6257d59a-804a-4604-c60f-f5152f984d82\",\"tags\":[]}},{\"id\":\"aeefbce6-b7b0-405a-c076-b63401d6c578\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"3e152bee-9d85-4b5f-cbc2-b103a2cb509b\"}}],\"id\":\"aeefbce6-b7b0-405a-c076-b63401d6c578\",\"tags\":[],\"doc\":null}},{\"id\":\"61773665-3948-4275-c2f4-d0ab856ecbe9\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"3e152bee-9d85-4b5f-cbc2-b103a2cb509b\"}}],\"id\":\"61773665-3948-4275-c2f4-d0ab856ecbe9\",\"tags\":[],\"doc\":null}},{\"id\":\"fa45d1ef-0fb6-42bc-c251-2df198f9b734\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"fa45d1ef-0fb6-42bc-c251-2df198f9b734\",\"geometries\":[],\"doc\":null}},{\"id\":\"f6452cc2-c4f2-464a-c692-ff77b9ee27ae\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"f6452cc2-c4f2-464a-c692-ff77b9ee27ae\",\"tags\":[],\"doc\":null}},{\"id\":\"ae293444-2030-4468-c4b7-aec2e720a4a6\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"ae293444-2030-4468-c4b7-aec2e720a4a6\",\"tags\":[],\"doc\":null}},{\"id\":\"8b1bc25e-527c-49d3-c912-ad9fb6c20b56\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"f6452cc2-c4f2-464a-c692-ff77b9ee27ae\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"ae293444-2030-4468-c4b7-aec2e720a4a6\"},\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"8b1bc25e-527c-49d3-c912-ad9fb6c20b56\",\"doc\":null,\"tags\":[]}},{\"id\":\"aae55b90-22e6-4807-c8fd-56b426d24b8a\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"ae293444-2030-4468-c4b7-aec2e720a4a6\"},\"id\":\"aae55b90-22e6-4807-c8fd-56b426d24b8a\",\"doc\":null,\"tags\":[]}},{\"id\":\"135b4569-d2a2-41f1-c15e-751b6124c936\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"135b4569-d2a2-41f1-c15e-751b6124c936\",\"tags\":[],\"doc\":null}},{\"id\":\"65fd9321-714f-4755-c754-cf21b883c2ca\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"65fd9321-714f-4755-c754-cf21b883c2ca\",\"tags\":[],\"doc\":null}},{\"id\":\"93b19ab9-ba77-4fe1-cfee-db075654fa93\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"135b4569-d2a2-41f1-c15e-751b6124c936\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"65fd9321-714f-4755-c754-cf21b883c2ca\"},\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"93b19ab9-ba77-4fe1-cfee-db075654fa93\",\"doc\":null,\"tags\":[]}},{\"id\":\"92a10ba4-025c-476c-c76f-c6ea001848fb\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"65fd9321-714f-4755-c754-cf21b883c2ca\"},\"id\":\"92a10ba4-025c-476c-c76f-c6ea001848fb\",\"doc\":null,\"tags\":[]}},{\"id\":\"b5bb71b8-ad16-4681-c6bd-f1a84b56d3a3\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"b5bb71b8-ad16-4681-c6bd-f1a84b56d3a3\",\"doc\":null,\"tags\":[]}},{\"id\":\"2798c917-9ab7-4af3-ca01-149cf4cc7628\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"2798c917-9ab7-4af3-ca01-149cf4cc7628\",\"doc\":null,\"tags\":[]}},{\"id\":\"d2492bf2-8b24-4280-c2a8-83ac19e06e88\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"d2492bf2-8b24-4280-c2a8-83ac19e06e88\",\"tags\":[],\"doc\":null}},{\"id\":\"fd701b34-65fc-4e51-cefb-31cc34a556d3\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"fd701b34-65fc-4e51-cefb-31cc34a556d3\",\"tags\":[],\"doc\":null}},{\"id\":\"865bcc97-ff83-447f-c4ee-08ebdccf260c\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"865bcc97-ff83-447f-c4ee-08ebdccf260c\",\"tags\":[],\"doc\":null}},{\"id\":\"95a86283-dd96-4ff0-cf8a-6dc4f3702f6f\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"95a86283-dd96-4ff0-cf8a-6dc4f3702f6f\",\"tags\":[],\"doc\":null}},{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"aeefbce6-b7b0-405a-c076-b63401d6c578\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"fa45d1ef-0fb6-42bc-c251-2df198f9b734\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"8b1bc25e-527c-49d3-c912-ad9fb6c20b56\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"6257d59a-804a-4604-c60f-f5152f984d82\"},{\"type\":\"LinearAxis\",\"id\":\"8b1bc25e-527c-49d3-c912-ad9fb6c20b56\"},{\"type\":\"Grid\",\"id\":\"aae55b90-22e6-4807-c8fd-56b426d24b8a\"},{\"type\":\"LinearAxis\",\"id\":\"93b19ab9-ba77-4fe1-cfee-db075654fa93\"},{\"type\":\"Grid\",\"id\":\"92a10ba4-025c-476c-c76f-c6ea001848fb\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"b5bb71b8-ad16-4681-c6bd-f1a84b56d3a3\"},{\"type\":\"WheelZoomTool\",\"id\":\"2798c917-9ab7-4af3-ca01-149cf4cc7628\"},{\"type\":\"BoxZoomTool\",\"id\":\"d2492bf2-8b24-4280-c2a8-83ac19e06e88\"},{\"type\":\"PreviewSaveTool\",\"id\":\"fd701b34-65fc-4e51-cefb-31cc34a556d3\"},{\"type\":\"ResizeTool\",\"id\":\"865bcc97-ff83-447f-c4ee-08ebdccf260c\"},{\"type\":\"ResetTool\",\"id\":\"95a86283-dd96-4ff0-cf8a-6dc4f3702f6f\"}],\"doc\":null,\"right\":[],\"title\":\"GMM-Approximated Prior Distribution\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"93b19ab9-ba77-4fe1-cfee-db075654fa93\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"61773665-3948-4275-c2f4-d0ab856ecbe9\"},\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "  Bokeh.load_models(all_models);\n",
       "  var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "  $(\"#36be0ab4-f44f-4bc5-cbdd-fbf3aa8fe868\").html(''); // clear any previous plot in window_id\n",
       "  var view = new model.default_view({model: model, el: \"#36be0ab4-f44f-4bc5-cbdd-fbf3aa8fe868\"});\n",
       "    } else {\n",
       "  load_lib(bokehjs_url, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", new Date())\n",
       "      var modelid = \"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\";\n",
       "      var modeltype = \"Plot\";\n",
       "      var all_models = [{\"id\":\"3e152bee-9d85-4b5f-cbc2-b103a2cb509b\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[4,8,33,56,68,95,115,80,38,15,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,2,1,2,2,3,4,13,7,6,14,9,16,16,23,20,18,25,27,20,39,32,25,29,26,22,14,14,15,4,6,8,6,3,2,2,2,2,0,1,0,1],\"x0\":[2.8727700710297,3.0273784627818,3.181986854534,3.3365952462861,3.4912036380382,3.6458120297904,3.8004204215425,3.9550288132947,4.1096372050468,4.264245596799,4.4188539885511,4.5734623803033,4.7280707720554,4.8826791638076,5.0372875555597,5.1918959473119,5.346504339064,5.5011127308162,5.6557211225683,5.8103295143205,5.9649379060726,6.1195462978247,6.2741546895769,6.428763081329,6.5833714730812,6.7379798648333,6.8925882565855,7.0471966483376,7.2018050400898,7.3564134318419,7.5110218235941,7.6656302153462,7.8202386070984,7.9748469988505,8.1294553906027,8.2840637823548,8.4386721741069,8.5932805658591,8.7478889576112,8.9024973493634,9.0571057411155,9.2117141328677,9.3663225246198,9.520930916372,9.6755393081241,9.8301476998763,9.9847560916284,10.139364483381,10.293972875133,10.448581266885,10.603189658637,10.757798050389,10.912406442141,11.067014833893,11.221623225646,11.376231617398,11.53084000915,11.685448400902,11.840056792654,11.994665184406,12.149273576158,12.303881967911,12.458490359663,12.613098751415,12.767707143167,12.922315534919,13.076923926671,13.231532318423,13.386140710176,13.540749101928,13.69535749368,13.849965885432,14.004574277184,14.159182668936,14.313791060689,14.468399452441,14.623007844193,14.777616235945,14.932224627697,15.086833019449,15.241441411201,15.396049802954,15.550658194706,15.705266586458,15.85987497821,16.014483369962,16.169091761714,16.323700153466,16.478308545219,16.632916936971,16.787525328723,16.942133720475,17.096742112227,17.251350503979,17.405958895731,17.560567287484,17.715175679236,17.869784070988,18.02439246274,18.179000854492],\"x1\":[3.0258323788643,3.1804407706164,3.3350491623686,3.4896575541207,3.6442659458729,3.798874337625,3.9534827293772,4.1080911211293,4.2626995128815,4.4173079046336,4.5719162963858,4.7265246881379,4.88113307989,5.0357414716422,5.1903498633943,5.3449582551465,5.4995666468986,5.6541750386508,5.8087834304029,5.9633918221551,6.1180002139072,6.2726086056594,6.4272169974115,6.5818253891637,6.7364337809158,6.891042172668,7.0456505644201,7.2002589561722,7.3548673479244,7.5094757396765,7.6640841314287,7.8186925231808,7.973300914933,8.1279093066851,8.2825176984373,8.4371260901894,8.5917344819416,8.7463428736937,8.9009512654459,9.055559657198,9.2101680489502,9.3647764407023,9.5193848324545,9.6739932242066,9.8286016159587,9.9832100077109,10.137818399463,10.292426791215,10.447035182967,10.601643574719,10.756251966472,10.910860358224,11.065468749976,11.220077141728,11.37468553348,11.529293925232,11.683902316985,11.838510708737,11.993119100489,12.147727492241,12.302335883993,12.456944275745,12.611552667497,12.76616105925,12.920769451002,13.075377842754,13.229986234506,13.384594626258,13.53920301801,13.693811409762,13.848419801515,14.003028193267,14.157636585019,14.312244976771,14.466853368523,14.621461760275,14.776070152027,14.93067854378,15.085286935532,15.239895327284,15.394503719036,15.549112110788,15.70372050254,15.858328894292,16.012937286045,16.167545677797,16.322154069549,16.476762461301,16.631370853053,16.785979244805,16.940587636557,17.09519602831,17.249804420062,17.404412811814,17.559021203566,17.713629595318,17.86823798707,18.022846378823,18.177454770575,18.332063162327],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"3e152bee-9d85-4b5f-cbc2-b103a2cb509b\",\"doc\":null,\"tags\":[]}},{\"id\":\"38ca3257-e83d-4fbc-cf1a-62c5330c9853\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"38ca3257-e83d-4fbc-cf1a-62c5330c9853\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"3a916dbe-13d3-40a3-c068-40fde4c1d210\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"3a916dbe-13d3-40a3-c068-40fde4c1d210\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"6257d59a-804a-4604-c60f-f5152f984d82\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"3a916dbe-13d3-40a3-c068-40fde4c1d210\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"3e152bee-9d85-4b5f-cbc2-b103a2cb509b\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"38ca3257-e83d-4fbc-cf1a-62c5330c9853\"},\"selection_glyph\":null,\"id\":\"6257d59a-804a-4604-c60f-f5152f984d82\",\"tags\":[]}},{\"id\":\"aeefbce6-b7b0-405a-c076-b63401d6c578\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"3e152bee-9d85-4b5f-cbc2-b103a2cb509b\"}}],\"id\":\"aeefbce6-b7b0-405a-c076-b63401d6c578\",\"tags\":[],\"doc\":null}},{\"id\":\"61773665-3948-4275-c2f4-d0ab856ecbe9\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"3e152bee-9d85-4b5f-cbc2-b103a2cb509b\"}}],\"id\":\"61773665-3948-4275-c2f4-d0ab856ecbe9\",\"tags\":[],\"doc\":null}},{\"id\":\"fa45d1ef-0fb6-42bc-c251-2df198f9b734\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"fa45d1ef-0fb6-42bc-c251-2df198f9b734\",\"geometries\":[],\"doc\":null}},{\"id\":\"f6452cc2-c4f2-464a-c692-ff77b9ee27ae\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"f6452cc2-c4f2-464a-c692-ff77b9ee27ae\",\"tags\":[],\"doc\":null}},{\"id\":\"ae293444-2030-4468-c4b7-aec2e720a4a6\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"ae293444-2030-4468-c4b7-aec2e720a4a6\",\"tags\":[],\"doc\":null}},{\"id\":\"8b1bc25e-527c-49d3-c912-ad9fb6c20b56\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"f6452cc2-c4f2-464a-c692-ff77b9ee27ae\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"ae293444-2030-4468-c4b7-aec2e720a4a6\"},\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"8b1bc25e-527c-49d3-c912-ad9fb6c20b56\",\"doc\":null,\"tags\":[]}},{\"id\":\"aae55b90-22e6-4807-c8fd-56b426d24b8a\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"ae293444-2030-4468-c4b7-aec2e720a4a6\"},\"id\":\"aae55b90-22e6-4807-c8fd-56b426d24b8a\",\"doc\":null,\"tags\":[]}},{\"id\":\"135b4569-d2a2-41f1-c15e-751b6124c936\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"135b4569-d2a2-41f1-c15e-751b6124c936\",\"tags\":[],\"doc\":null}},{\"id\":\"65fd9321-714f-4755-c754-cf21b883c2ca\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"65fd9321-714f-4755-c754-cf21b883c2ca\",\"tags\":[],\"doc\":null}},{\"id\":\"93b19ab9-ba77-4fe1-cfee-db075654fa93\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"135b4569-d2a2-41f1-c15e-751b6124c936\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"65fd9321-714f-4755-c754-cf21b883c2ca\"},\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"93b19ab9-ba77-4fe1-cfee-db075654fa93\",\"doc\":null,\"tags\":[]}},{\"id\":\"92a10ba4-025c-476c-c76f-c6ea001848fb\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"65fd9321-714f-4755-c754-cf21b883c2ca\"},\"id\":\"92a10ba4-025c-476c-c76f-c6ea001848fb\",\"doc\":null,\"tags\":[]}},{\"id\":\"b5bb71b8-ad16-4681-c6bd-f1a84b56d3a3\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"b5bb71b8-ad16-4681-c6bd-f1a84b56d3a3\",\"doc\":null,\"tags\":[]}},{\"id\":\"2798c917-9ab7-4af3-ca01-149cf4cc7628\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"2798c917-9ab7-4af3-ca01-149cf4cc7628\",\"doc\":null,\"tags\":[]}},{\"id\":\"d2492bf2-8b24-4280-c2a8-83ac19e06e88\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"d2492bf2-8b24-4280-c2a8-83ac19e06e88\",\"tags\":[],\"doc\":null}},{\"id\":\"fd701b34-65fc-4e51-cefb-31cc34a556d3\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"fd701b34-65fc-4e51-cefb-31cc34a556d3\",\"tags\":[],\"doc\":null}},{\"id\":\"865bcc97-ff83-447f-c4ee-08ebdccf260c\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"865bcc97-ff83-447f-c4ee-08ebdccf260c\",\"tags\":[],\"doc\":null}},{\"id\":\"95a86283-dd96-4ff0-cf8a-6dc4f3702f6f\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"95a86283-dd96-4ff0-cf8a-6dc4f3702f6f\",\"tags\":[],\"doc\":null}},{\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"aeefbce6-b7b0-405a-c076-b63401d6c578\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"fa45d1ef-0fb6-42bc-c251-2df198f9b734\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"8b1bc25e-527c-49d3-c912-ad9fb6c20b56\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"6257d59a-804a-4604-c60f-f5152f984d82\"},{\"type\":\"LinearAxis\",\"id\":\"8b1bc25e-527c-49d3-c912-ad9fb6c20b56\"},{\"type\":\"Grid\",\"id\":\"aae55b90-22e6-4807-c8fd-56b426d24b8a\"},{\"type\":\"LinearAxis\",\"id\":\"93b19ab9-ba77-4fe1-cfee-db075654fa93\"},{\"type\":\"Grid\",\"id\":\"92a10ba4-025c-476c-c76f-c6ea001848fb\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"b5bb71b8-ad16-4681-c6bd-f1a84b56d3a3\"},{\"type\":\"WheelZoomTool\",\"id\":\"2798c917-9ab7-4af3-ca01-149cf4cc7628\"},{\"type\":\"BoxZoomTool\",\"id\":\"d2492bf2-8b24-4280-c2a8-83ac19e06e88\"},{\"type\":\"PreviewSaveTool\",\"id\":\"fd701b34-65fc-4e51-cefb-31cc34a556d3\"},{\"type\":\"ResizeTool\",\"id\":\"865bcc97-ff83-447f-c4ee-08ebdccf260c\"},{\"type\":\"ResetTool\",\"id\":\"95a86283-dd96-4ff0-cf8a-6dc4f3702f6f\"}],\"doc\":null,\"right\":[],\"title\":\"GMM-Approximated Prior Distribution\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"93b19ab9-ba77-4fe1-cfee-db075654fa93\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"61773665-3948-4275-c2f4-d0ab856ecbe9\"},\"id\":\"7b6b6820-6ec2-4303-c3ed-b00f2beb39bf\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "      Bokeh.load_models(all_models);\n",
       "      var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "      $(\"#36be0ab4-f44f-4bc5-cbdd-fbf3aa8fe868\").html(''); // clear any previous plot in window_id\n",
       "      var view = new model.default_view({model: model, el: \"#36be0ab4-f44f-4bc5-cbdd-fbf3aa8fe868\"});\n",
       "  });\n",
       "    }\n",
       "});\n",
       "</script>\n",
       "<div class=\"plotdiv\" id=\"60cfe91c-5807-409c-c052-953cd3591686\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "code = sampler:forward({pmu, plogv})\n",
    "plot = Plot():histogram(code:double()):draw()\n",
    "plot:title(\"GMM-Approximated Prior Distribution\"):redraw()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GMM-VAE Sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAARiCAAAAACSJJ/DAAAc/UlEQVR4nO2d3ZrqOg5EoWfe/41nMxfQ5M+kkSXHy3LVxXzsnnRF0sI0EOfU/XGTMHLDeMghyuHH6yDFSTBAEgyQBAMkwQDpv3W/9rjdbre758T/bjfnU4Hg4J/D2qGqlH/+Dyf/Mjj457B1qIHxz/VUeFpkcPDPYedQAUMsXgbRLCpgiMXLIJyFHcbiUF3Mew7VfzsBDv45HB2stYjFy6ABC2sxkSyq34qgXqMCWRhh+Gu4L3P4T6XF4lD9tPY6tGFhqyZgXfzv90H198V5WZjKiXyN0rooOBjqCWWhdVFw+P67qeXv7Vc1/Ls93gc+7o/dL30zh/O/stc4FGScg8WhoqIvWdzu998z32vOCmWxyP/ht/pD3xunqYbH7f68Onxfv5H1f2/fz6FuDt85mGv6tobHa03cnkvkUfsOriiAQ/y6sBf1dQ3rl6bHo/rddFEAhxYsml3pe21cef7vvfbNdFkEhyayXen7/huM++12e9wf98ftdn++Rj1fqAiD9Dv4L64VHb6GUXX+wyc78+omjH6jRhxut1vLBXvYYed/mc2uZn8zbvf7/bH/UcDzKrNawbg/Hse1UPiRtFKzlXEvjv3wWVxaqdnKeH3q2//Qv1c7sdr9Ab/f7vvBC8S52v0B334Fcrvdnn8w9DL1WQ0/i+5ZPN9LaXV8VkMYpfdS+gN+psqNz3+q/F7qcfw7Ii1q+pXZcfBicaaGX4eUfnT4my6tVH6ZWn//Xav7+7Xq/rrO9Hh+Lh9I/jmYHIorw79lb7v94XG7Pb843O9LgOvqrYullRGwz/y1V+34bvbrZxlqD+dFDoWVEbjnf7neejd+3JuRRQFG8P0Xj99XKtNHjClZHGGcO3z15muZw/12f++csnxHiGfx1bYts8P+b0bAPvNlb/N/3n8jCl/hnij1Hs4T7WqN3Geuvc1Wh22x2tv8MujCYlutWLwM+rDYlBt6X5JY2B1W9Yb+vRCLCodVwXqNeso/h1qHpWL/XvflPtaRWbTc8/+HjiX7P4A/at/TLgLs6myyz/xch5oDvlYVi0qH/Sdwfw2AQQY49GCxL1ssnurCYrUyxOGpPhxutxv2Hp45JRggCQZIggGSYIAkGCAJBkja/AqSVgZJhEQVOTwdtDJAEgyQBAMkwQBJMECqvMEyX6pLnWK7qDMi7BIPTnWps4itoQoGgcX1d08ULIJrqIEhFi+L6BoqYIjFyyK8BjuMrEkiZovfB3FdmJ3E4mXx+yCwC6sV6jWKwKLaoFCDEQZgZzKMRWQXNi+xeFm8H4V2YTITi5fF+1FsFxY3sXhZvB8Fd/HhuylokkjDVJeyru2i7Adlseii3ckXd1Fh2G+reMc7vAqK78LuCNi233HX/qIGXZgtxeKpFl1YPQEsEGrShe1KHwFFyzSRb9WoizMYhNFv1InDZV3keNFIIsEASTBAEgyQBAMkwQBJMEASDJAEAyTBAEkwQBIMkFoFYPl1capLI/mTZQgCbF0MkK2GIgzAIJLuMz9XCYZYvCyurqEAQyxeFpfXcISBZ/HVti23Q48uDu+mtIfzZfF+dF0X+zOJxcvi/ejCLnanEouXxfvRlV1szyUWL4v3o0u72JxMLF4W70fXdrE+m1i8LN6PLu5idToAi46pLov6dbGcj8CCsOe/YxeFEwJ2dabdZ249o1g81aGL/SdwAAoEiy5d/Jz+s0JiUV/DsjLE4amOXWCv9M0owQBJMEASDJAEAyTBAEkwQFKyDEhaGSQRElXk8HTQygBJMEASDJAEAyTBAKlbsgwh1YXQBSBZhpDqQuiCkCxDuHuC0AUhWUYsyg4VMABd5GRRAQOQRZI1UcVcC6CLrCzMxQByYVivUZG75Y0wAHv+CTu0G925YKsG0EViFrZyAF1kZmGqB9BFahbtkmUKujzVhdCFxaFcESEXBspiUfwu7YqS+t0j5q/B79DyTjd7TYBnFOH2hRZ3L5iLAnSRlYW5KsKVQQCLNro6WYaQ6kLookOyzN/n/0uE0W/UMt0GumDnlGCAJBggCQZIggGSYIAkGCAJBkiCAZJggCQYIAkGSK2SZQipLn5dnG7TaGUQUl38unrrYhEGYIc2aw/nRQ4lGIAupmRRggHoYk4WBRiAXBg+i6+2bZkd4pNltIez2mFfK6CLaVnsiwV0MS+LXbWALiZmsS0X0MXMLDb1ArqYmsW6YEIuDIBFx3SbpWJCLgyBRcd0m0LJgB3ahF2dTfaZn+tYM6CLSVk0SJbxdwFA0SfJ4+f0n9fUsNO0LEKTZcTB6aBr4CAJBkiCAZJggCQYIAkGSIIBkpJlQNLKIImQqCKHp4NWBkiCAZJggCQYIAkGSJV3LsUmqtSJlgvjd6hqJjpRpc6ifw2EZJkOdy4ULPrXQEiWIXSRkkUFDEIXOVnYYfTbibq2+H1QvfEQ0IU/WYbQRVYW1nYIXVBzYfwONhiELkbe8/+Hg6kfQheJWdjCTABdZGZh6YjQRWoWhu+mGiaqlDVaLozfoaKni3YGD5cL43f4uqmOd1cVNOA9Yl84mLsiPKNyrgt7W4QusrIY8krfiDV/JduVvpZJHt8Kmwvjd/gaRqcOBsqF8TukXfIjSjBAEgyQBAMkwQBJMEASDJAEAyTBAEkwQBIMkAQDpPIXhRcnqjQSoQt/sgzgP9IfIEIX/mQZwg7tpPvMz1UKMwF0MSWLUpgJoIs5WRxh9EhUOVp8c1DbGgjJMoTdj7n3cJ5oH2YC6GJaFvswE0AX87LYhZkAupiYxTbMBNDFzCw2YSaALqZmsW7ZP0kAC0QXtQ5Lz4Td8kPnwvgdjk0Tdmin3Wd+rkPXhC4mZXH4BE7oYugMDI/DrnFCF9OyWK0MQgfzcrjdbroGjpJggCQYIAkGSIIBkmCAJBggKVkGJK0MkgiJKnJ4OmhlgCQYIAkGSIIBkmCANHCyDCGbJjbdZthkGUI2TXS6zajJMoR7QMLvXBg0WSYli0GTZXKyGDNZhpCH0iJRZcRkmawsRkyWIWTTtEm3GS9ZhnDfQaM7F4ZLlknMYrhkmcwsRkuWSc2CnCzjd/DnoVybbsNNlvE7QFksqv7QN/T9WQX5rx3E3+k2ZLLM0CzeOnYxYrJMVhaTXukDsChpvGQZQjZNo3QberKM34Ew+o2ULDOEBAMkwQBJMEASDJAEAyTBAEkwQBIMkAQDJMEASTBA4ibLELJp/MqRLEPIpvErR7JM0n3m54Imy0zJAposMycLZrIMIZumR7oNMVkm9x7OEwGTZaZlAUyWmZcFL1lmYha4ZJmZWdCSZaZmQUuWScEiSbIMIZumY7oNM1km7T5z4xkJk5yUBTJZxu8AQJEkWWZaFrBkmXk5BJ1aCpNggCQYIAkGSIIBkmCAJBggKVkGJK0MkgiJKnJ4OmhlgCQYIAkGSIIBkmCAVJksE5uoMm4NsV3UNROcqDJqDdFd1MX8uEsA3H8BvIukKubHXYJYvCy2/6yJ+XGXIBYvi92/K2J+6n/1ZRC4h7NfDS26sMf87B3MBmLxsvh98HN4YHWoLiFyb3O3Gtp0YY35qf3FtwFgnzmMxU/hUa2DzUAsXhbvR6subDE/db+2MhCLl8X70boLU8xP1W+tDcTiZfF+tOniw3dT1yaqcGvwO1i6KPd0caIKtga/g6mLiqYuv7sKVUPLLuxdAZ6ThBpadGFuCzAHQg1NurD2RbgySKjBr0IXtit9jRJVhquhURdnMIKfgZ1yYfw1+B2+7CLHkk8iwQBJMEASDJAEAyTBAEkwQBIMkAQDJMEASTBAEgyQKu/P+FOEXJjh0m0arQxCLgwgKMCoIgzAHm9CDZd3UYIBmAOhhuu7KMAAzIFQQ4cujjA6JKoQa+jRxeHdFGD/JKGGLl3sjwPMgVBDny52BwLmQKihUxfbIwFzINTQq4vNoYA5EGro1sX6WMAcCDX062J1cL9EFVYN/bpYju6YqIKqoWMXhcMBe7wJNXTowr8v/SCxeMncxf4TuP8rdX8XhBq6dOG/q2wnsXiqpotlZRBmQKihYxe6Bg6SYIAkGCAJBkiCAZJggCQYIClZBiStDJIIiSpyeDpoZYAkGCAJBkiCAZJggKRkGVANdUaAVJeMNVTBANw9kbKGGhgZ54CooQJGyjkgarDDACSJZK3B7JR0DogarFaAVJe8NRhhAHbsJ67B5pV3DogaTGaJ54CoweKWeQ6IGpQsA6qh7EdIdZmwBv9dBF8rR7JMyxrsjoC7irLWYLZMOgdEDf57AK9X2hqULAOqQckyoBoIS156STBAEgyQBAMkwQBJMEASDJAEAyTBAEkwQBIMkAQDJCXLgGpotDJyJMv45Q8zSbrHm19DCcaMc0DUUIAx5RwQNRxhAFJdZq1ByTKgGvZnmnUOiBp2p5p2Dogatueadw6IGjYnm3gOiBrWZ5t5DogaVqcjpLrMXcNyPkKqy+Q1FE6YdY83v4bjGeecA6IGJcuAavg5/ec1New0bw1KlgHVoGvgIAkGSIIBkmCAJBggCQZIggGSkmVA0sogiZCoIoeng1YGSIIBkmCAJBggCQZI3ZJl5HB0qDPy3xQkh4JDFQxcF0kcamDwukjiUAED2EUSBzsMd4qHHD45mJ2QXSRxsFoRV3caByMM/65gOXx2sHlRu0jiYDLDdpHEweLG7SKJQ7NkGTnYHcp+o3WRxKFiofm/dZdD2cHuSOwiiYPZEtlFEgerJ7OLJA5XJ8vI4cShbbKMHEwO2pAAkmCAJBggCQZIggGSYIAkGCAJBkiCAZJggCQYIAkGSIIBkmCAVIQB3f2Y3qEEY7wukjgUYAzYRRKHI4wRu0jicIAB3v2Y3mF/3JhdJHHYHThoF0kctkeO2kUSh82hw3aRxGF97LhdJHFYHTxwF0kclqNH7iKJQ+HwgfZDJnPw70v31yCHl+KTZeRQ7fBz+s9rapDDrwj/PVc5PB10pQ8kwQBJMEASDJAEAyTBAEkwQFKyDEhaGSQRPnnK4emglQGSYIAkGCAJBkiCAVJlsszjdnOm0v+73ZxPBX8NhC7WDlVG//yfFN17vP01ELrYOtTA+Od6Mh1rqDJw10DoYudQAYPQRUoWFTAIXeRkYYexdFHdzruG6i177hoIXRwdrE6ELrKysFpFdlFtgGJRrYKDDUZoF5VPKRiLyN3RJi9CF4lZmMwIXWRmYXEjdJGaheG7qeXLg6+68OeA+GvwOxCSZU7Vj4WxBr8DNVnm/ZTyz6Gahb8GQhefHcyOhC4uWhfnanALh9WS0EVWFh2u9OW4ttjk1ibblT7/5Rh/E/4aCF0UHb6GUdVB8CroxOGyG/xyvGgkkWCAJBggCQZIggGSYIAkGCAJBkiCAZJggCQYIAkGSOUvCh+r/+0lfw2ELkwqrgz/djm/CP+Z/6tVgkHYoZ10n/m5CjAIXUzJogCD0MWcLI4wzrv46s1XYxZfbVcCdGF32L+bIux+zL2H80S74whdTMtidyChi3lZbI8kdDExi82hhC5mZrE+ltDF1CzWBxO68NdA6MKfLOPfLe/vgrDnH5UsQ9ihnXafufF4QheTsjh8Avd34W+CwKIDisOvELqYlsVqZRA6mJdD0KmlMAkGSIIBkmCAJBggCQZIggGSkmVA0sogiZCoIoeng1YGSIIBkmCAJBggCQZIUyfL0GqoKoWQyZKxhhoYhHsfUtZQASPlHBA12GHknAOiBjMMQg5I1hqstWSdA6IGYzGETJa8NdhgEPbbJ67BVE3iOSBqsJSTeQ6IGgz1pJ4DoobUyTKj1VBRUb85ZK/h65IImSzZazDXRLgnKGsN1qKyzgFRw/VX+gjXFqE1zJgsg60hf7LMQDUQFqz0kmCAJBggCQZIggGSYIAkGCAJBkiCAZJggCQYIAkGSJmTZYarobgyCJksM9ZQgpF0jze/hgKMKeeAqOEIY845IGo4wCBkssxaQ85kmUFr2B037RwQNWwPnHcOiBo2R048B0QN60NnngOihtWxU88BUcPqYMAcJq9hOZqQyTJ5DcfD0+7x5tdwOH7SOSBqyJksM2gNu1+Zdg6IGrIlywxdg66BgyQYIAkGSIIBkmCAJBggCQZISpYBSSuDJEKiihyeDloZIAkGSIIBkmCAJBggDZwsk8NhPckqI0KqSw6H7SRrYBDunsjhsJtkBQyxiHLYT9IOQyyiHA6TNMMgJInkcDhO0uokFlEOhUkarQipLjkcSpO0wSDs2M/hUJykyUssohzKk7SYiUWUw4dJGtzEIsrh0yTByTI5HAr6OMkKP7EwOJyq+kMfIdUlh8PnSZodxSLK4ThJq6VYRDkUJnn9lT7AHBAOBY2XLJPDoThJerJMDoeNPk9SGxJAEgyQBAMkwQBJMEASDJAEAyTBAEkwQBIMkAQDJMEAiZssk0OmSRZXBiHVJYfcYSbaZx7mYJxkAYZYRDlYJ3mEIRZRDuZJHmAQUl1yONgnSUyWyeFQMcndmcQiyqFmkttTiUWUQ9UkN+cSiyiHukmuTyYWUQ6Vk1ydTSyiHGonuTqdWEQ51E5yOR8h1SWHQ/UkjyfUPvMoB/MkD2cUiygH+ySJyTI5HComuTupWEQ51EySlSyTw6F6kroGDpJggCQYIAkGSIIBkmCAJBggKVkGJK0MkgiJKnJ4OmhlgCQYIAkGSIIBkmCAVJksE5uo0qsGgoM7WSY6UaVPDQQHf7JMhzsXGtRAcPAny4hFlIM/WUYsohz8yTJNUjwur4Hg4E+WEYsoB3+yTJtElatrIDj4k2X67ZaPrIHg4E+WEYsoB3+yjFhEOfiTZcQiysGYLHNtokqrGggOBRmTZS5OVGlUA8HhVP4PfdffXRVYA8EhMFmmxx098TUQHPzJMmIR5RCQLEO4MgiYZJs52K70+UtQNs1T5mSZYPoTZ9NspGSZISQYIAkGSIIBkmCAJBggCQZIggGSYIAkGCAJBkiCAVLl/Rl/Stk0T/mTZfxSNs1T/mQZ7TOPcvAny4hFlIM/WUYsohz8yTI9ElXiayA4+JNltIczysGfLCMWUQ7+ZBmxiHLwJ8uIRZSDP1lGLKIc/MkyYhHlEJAs0y9RJbIGgoM/WaZjokpgDQSHwGQZ7TOPcvAny4hFlIM/WcbfhHI4nvIny4hFlIMvWUYcohyULJNBggGSYIAkGCAJBkiCAZJggKRkGZC0MkgiJKrI4emglQGSYIAkGCAJBkiCAVK3ZBlCNg3BYT2HunEQ9ni730kSHLZzqIJBYOG+rEhw2M2hBoZYBDns51ABQyyCHA5zsMNg5oAM6HCcg3keYhHkUJiDdSCo16gcLBYZYQD2FRMm2ejeB9tExCLIoTwH00jEIsjhwxwsMxGLIIdPc2iWLEPIpiE4WOZQngqUxSL/B66LHExzqBhLv43e/vvUCA6L9nOwzwWw6X6YdXGuwxzMgxGLIIeAO/gALJKoMIerk2X8Dv4LOgSH4hzaJssErwLCFFvm4+hFAyTBAEkwQBIMkAQDJMEASTBAEgyQBAMkwQBJMEASDJBaJcv45c+mITiYhF0ZgK2Ll+fjFGEA2iDsEr88B6QEQyyCHKxzKMAQiyAH8xyOMPAsvtq2BXCwzyE+WUZ7OH8t3o++ncP+OLEIcqiZw+5AsQhyqJrD9kixCHKom8PmULEIcqicw/pYsQhyqJ3D6mAAi4BsGoJD7RyWowksCDv2O+bjFA4H7Ook7BJvss/cerxYBDnY5xCfLON3IEzS7+C/J0wsohxq5hCZLCMOT1XPAXulb0YJBkiCAZJggCQYIAkGSIIBkpJlQNLKIImQqCKHp4NWBkiCAZJggCQYIAkGSN2SZQipLjSHuoEqF6aJQxUM3X/RxqEGhlg0cqiAIRatHOwwlEXSzME8UbFo52AdqXJhGjoYYWjPf0sH20zFoqmDaahi0dbBMlWxaOzQLFmmoAFzYa51aJUscyrC7mSiw4XJMoQ7vNgOHZJliM9JhsP1yTLMOSAcrk+WkT7q6mSZYfNIrnBomyzz9/nlsJJedkASDJAEAyTBAEkwQBIMkAQDJMEASTBAEgyQBAMkwQCpVbIMIdVlOIdGKwMQNTCgQ5tkGeQeb75Dk2SZAeeAcGiRLDPiHBAODZJlCKkuYzrEJ8uQ90/CHcKTZQadA8IhOllm1DkgHIKTZYadA8IhNllm3DkgHEKTZQaeA8IhNFnG3cXkDpHJMuz99gM4tEiWge7x5js0SJYZcg4Ih/hkmTHngHAIT5YZdA4Ih8hkmVFngHHQNXCQBAMkwQBJMEASDJAEAyTBAEnJMiBpZZBESFSRw9NBKwMkwQBJMEASDJAEA6RuyTKEbBpCF2uHTskyhGwaQhdbhz7JMoR7QAhd7By6JMuIRdmhR7KMWHxw6JAsQ8hDIXRxdLg+WUYsPjpcnixDyKYhdFFyuDpZhnDfAaGLosPFyTJiceZwbbKMWJw6XJosIxbnDs2SZQjZNIQuLA6tkmUI2TSELkwOFybL+B38d3j5a2jpYHcEdJGUhd0S0EVWFmZPQhd+EbooOFydLON38F9UInRRdGibLBO8Cqo4ELr40oHwoiG9JBggCQZIggGSYIAkGCAJBkiCAZJggCQYIAkGSIIBUqtkGb/8qS7DCbsy/Fv2xlMRBmD3Y9J95ucqwQB0MSWLEgxAF3OyKMAAdOFPdSF0YXeIT5bRHs5qh/1xgC6mZbE/ENDFvCx2RwK6mJjF9lBAFzOz2BwL6GJqFuuDCV1MzWJ1NKEL/55/QhfVDoXDAfsh0+4ztx4P6GJSFg2SZfwOfhaELvz3hBG6mJZFaLKMODgdsFf6ZpRggCQYIAkGSIIBkmCAJBggKVkGJK0MkgiJKnJ4OmhlgCQYIAkGSIIBkmCAVHnnUo5UF38XsXOoaiZHqou/i+g51MDIcfeEv4vwOVTAEIsoB3+yjFhEOfiTZXIkifi7aDEHazdiEeXgT5bJkerCYrHIBiPHjn0Yi5/Co341XOyAZWFqSCyiHPzJMmIR5WBMlilowFSXgoxd+B38yTKnGpnFIv9Htvg5fN1UjlQXfxct52DuamgWb120Ls516MLallhEOTS5g89fw/UOBBW6sF3py5Hq4u+i0Ry+hjFsqstGnTh82UWOJZ9EggGSYIAkGCAJBkiCAZJggCQYIAkGSIIBkmCAJBgglb8ozJHq4u/i4jkUV0aOVBfA1kWjSjC0zzzKwZ8sIxZRDv5kGbGIcvAny+RIdfF30WMO+3dT2sMZ5eBPlhGLKAd/soxYRDn4k2XEIsrBnywjFlEO/mQZsYhyCEiWScEioIt+c1iOzpHqQtjzH5gso33mUQ7mLg7Hi0WUg72L/Sdwfw0AFAgWFV3sfkUsohxqulhWhjhEOVR3oWvgIAkGSIIBkmCAJBggCQZIggGSkmVA0soA6b/uT5yPJA4AaWWAJBggCQZIggGSYIBUmSyTI9XF7xCruoGmSHUJyIUJVhWMFHdPBNx/Ea0aGGLRSBUwxKKV7DBSJIkE7KdtIPNExaKdrCNNkeoCZWGFkWLHPpWFcaZi0VSmoYpFW1mmKhaN9eG7qRypLk0cGqo81xypLo0d4uW/i+BrEe7wisyFiZd9sloXzWQerVi0k/seQClOtit9OVJdcBeVfnUGI0eqS7BDS+llByTBAEkwQBIMkAQDJMEASTBAEgyQBAMkwQBJMEASDJAq78/4U4RUl+HycRqtDEBQwID5OG1ifgi7xJH7zM9VjPnxmhImOSCLYsyP15MwyRFZlGJ+vJaEVJeAXJgOOryb0h7OftpPXCw6ah/z8+n/+FaESY7KYh/z8+HnX4swyWFZ7GJ+yj/+XoRJjstiG/NT/KlBhEkOzGIT81P6oUn+ORAc+mmZe45UF/ae/z9UGLz2mffScfJi0U37T+A5EizGZLEfvlj01LIyxKG7qF9gTinBAEkwQBIMkAQDJMEASTBAUrIMSP8HhEJWdE2N8cUAAAAASUVORK5CYII=",
      "text/plain": [
       "Console does not support images"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1122,
       "width": 396
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "-- select images\n",
    "N = 100\n",
    "indices = torch.randperm(train:size(1)):long():split(N)\n",
    "v = indices[1]\n",
    "x_input = torch.zeros(N, x_size):cuda()\n",
    "-- cvae\n",
    "pmu_plogv_pi = {unpack(prior:forward(x_input))}\n",
    "\n",
    "pi = pmu_plogv_pi[#pmu_plogv_pi]\n",
    "a = torch.multinomial(pi, 1)\n",
    "K = pi:size(2)\n",
    "pmu = torch.zeros(#pmu_plogv_pi[1]):cuda()\n",
    "plogv = torch.zeros(#pmu_plogv_pi[1]):cuda()\n",
    "for i=1,pmu:size(1) do\n",
    "    pmu[i] = pmu_plogv_pi[a[{i,1}]][i]\n",
    "    plogv[i] = pmu_plogv_pi[a[{i,1}]+K][i]\n",
    "end\n",
    "\n",
    "code = sampler:forward({pmu, plogv})\n",
    "recon = decoder:forward({x_input, code})\n",
    "itorch.image(recon:reshape(N, 1, 64, 64))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Comparison with Gaussian Prior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "-- load saved cvae model\n",
    "saved = torch.load('save/updown_CVAE_z1_k1.t7')\n",
    "model = saved.model\n",
    "prior = saved.prior\n",
    "encoder = saved.encoder\n",
    "decoder = saved.decoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "Console does not support images"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 132,
       "width": 396
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "Console does not support images"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 132,
       "width": 396
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "-- select images\n",
    "N = 10\n",
    "indices = torch.randperm(train:size(1)):long():split(N)\n",
    "v = indices[1]\n",
    "x_input = torch.zeros(N, x_size):cuda()\n",
    "y_input = train:index(1, v)\n",
    "-- cvae\n",
    "out = {unpack(model:forward({x_input, y_input}))}\n",
    "-- original image\n",
    "itorch.image(y_input:reshape(N, 1, 64, 64))\n",
    "-- reconstructed image\n",
    "itorch.image(out[#out]:reshape(N, 1, 64, 64))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gaussian-VAE Prior Distribution Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script type=\"text/javascript\">\n",
       "$(function() {\n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\"){\n",
       "  window._bokeh_onload_callbacks = [];\n",
       "    }\n",
       "    function load_lib(url, callback){\n",
       "  window._bokeh_onload_callbacks.push(callback);\n",
       "  if (window._bokeh_is_loading){\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", new Date());\n",
       "      return null;\n",
       "  }\n",
       "  console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", new Date());\n",
       "  window._bokeh_is_loading = true;\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = function(){\n",
       "      Bokeh.embed.inject_css(\"http://cdn.pydata.org/bokeh-0.7.0.min.css\");\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback){callback()});\n",
       "  };\n",
       "  s.onerror = function(){\n",
       "      console.warn(\"failed to load library \" + url);\n",
       "  };\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "\n",
       "    bokehjs_url = \"http://cdn.pydata.org/bokeh-0.7.0.min.js\"\n",
       "\n",
       "    var elt = document.getElementById(\"63518dff-01d3-4198-c1d1-e6812be996c6\");\n",
       "    if(elt==null) {\n",
       "  console.log(\"Bokeh: ERROR: autoload.js configured with elementid '63518dff-01d3-4198-c1d1-e6812be996c6'\"\n",
       "        + \"but no matching script tag was found. \")\n",
       "  return false;\n",
       "    }\n",
       "\n",
       "    if(typeof(Bokeh) !== \"undefined\") {\n",
       "  console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "  var modelid = \"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\";\n",
       "  var modeltype = \"Plot\";\n",
       "  var all_models = [{\"id\":\"fc965f40-30b9-4c75-cc0d-e827a0cc1ea3\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[1,1,1,3,3,3,1,3,5,4,5,4,6,12,6,9,18,17,9,12,15,16,22,20,18,17,18,18,15,22,22,24,17,20,17,5,21,9,12,7,2,7,8,9,5,4,3,4,0,2,4,1,2,3,0,5,1,6,6,4,6,8,13,10,15,19,14,24,22,15,23,26,17,21,31,22,24,13,18,20,20,17,11,11,9,5,9,5,6,2,2,1,0,4,1,1,0,0,0,1],\"x0\":[-17.355443954468,-17.17954666446,-17.003649374451,-16.827752084443,-16.651854794435,-16.475957504427,-16.300060214418,-16.12416292441,-15.948265634402,-15.772368344394,-15.596471054385,-15.420573764377,-15.244676474369,-15.068779184361,-14.892881894352,-14.716984604344,-14.541087314336,-14.365190024328,-14.18929273432,-14.013395444311,-13.837498154303,-13.661600864295,-13.485703574287,-13.309806284278,-13.13390899427,-12.958011704262,-12.782114414254,-12.606217124245,-12.430319834237,-12.254422544229,-12.078525254221,-11.902627964212,-11.726730674204,-11.550833384196,-11.374936094188,-11.199038804179,-11.023141514171,-10.847244224163,-10.671346934155,-10.495449644147,-10.319552354138,-10.14365506413,-9.9677577741218,-9.7918604841136,-9.6159631941054,-9.4400659040971,-9.2641686140889,-9.0882713240807,-8.9123740340724,-8.7364767440642,-8.5605794540559,-8.3846821640477,-8.2087848740395,-8.0328875840312,-7.856990294023,-7.6810930040148,-7.5051957140065,-7.3292984239983,-7.15340113399,-6.9775038439818,-6.8016065539736,-6.6257092639653,-6.4498119739571,-6.2739146839489,-6.0980173939406,-5.9221201039324,-5.7462228139242,-5.5703255239159,-5.3944282339077,-5.2185309438994,-5.0426336538912,-4.866736363883,-4.6908390738747,-4.5149417838665,-4.3390444938583,-4.16314720385,-3.9872499138418,-3.8113526238335,-3.6354553338253,-3.4595580438171,-3.2836607538088,-3.1077634638006,-2.9318661737924,-2.7559688837841,-2.5800715937759,-2.4041743037677,-2.2282770137594,-2.0523797237512,-1.8764824337429,-1.7005851437347,-1.5246878537265,-1.3487905637182,-1.17289327371,-0.99699598370177,-0.82109869369353,-0.64520140368529,-0.46930411367705,-0.29340682366882,-0.11750953366058,0.058387756347656],\"x1\":[-17.18130563736,-17.005408347351,-16.829511057343,-16.653613767335,-16.477716477327,-16.301819187318,-16.12592189731,-15.950024607302,-15.774127317294,-15.598230027285,-15.422332737277,-15.246435447269,-15.070538157261,-14.894640867253,-14.718743577244,-14.542846287236,-14.366948997228,-14.19105170722,-14.015154417211,-13.839257127203,-13.663359837195,-13.487462547187,-13.311565257178,-13.13566796717,-12.959770677162,-12.783873387154,-12.607976097145,-12.432078807137,-12.256181517129,-12.080284227121,-11.904386937113,-11.728489647104,-11.552592357096,-11.376695067088,-11.20079777708,-11.024900487071,-10.849003197063,-10.673105907055,-10.497208617047,-10.321311327038,-10.14541403703,-9.9695167470219,-9.7936194570137,-9.6177221670054,-9.4418248769972,-9.265927586989,-9.0900302969807,-8.9141330069725,-8.7382357169643,-8.562338426956,-8.3864411369478,-8.2105438469395,-8.0346465569313,-7.8587492669231,-7.6828519769148,-7.5069546869066,-7.3310573968984,-7.1551601068901,-6.9792628168819,-6.8033655268737,-6.6274682368654,-6.4515709468572,-6.2756736568489,-6.0997763668407,-5.9238790768325,-5.7479817868242,-5.572084496816,-5.3961872068078,-5.2202899167995,-5.0443926267913,-4.8684953367831,-4.6925980467748,-4.5167007567666,-4.3408034667583,-4.1649061767501,-3.9890088867419,-3.8131115967336,-3.6372143067254,-3.4613170167172,-3.2854197267089,-3.1095224367007,-2.9336251466924,-2.7577278566842,-2.581830566676,-2.4059332766677,-2.2300359866595,-2.0541386966513,-1.878241406643,-1.7023441166348,-1.5264468266266,-1.3505495366183,-1.1746522466101,-0.99875495660184,-0.82285766659361,-0.64696037658537,-0.47106308657714,-0.2951657965689,-0.11926850656066,0.056628783447574,0.23252607345581],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"fc965f40-30b9-4c75-cc0d-e827a0cc1ea3\",\"doc\":null,\"tags\":[]}},{\"id\":\"faf9598d-922c-43d6-c3d8-8e36ab5e09db\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"faf9598d-922c-43d6-c3d8-8e36ab5e09db\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"e0db899b-5828-4f84-cf3f-37be1d981956\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"e0db899b-5828-4f84-cf3f-37be1d981956\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"718efc43-6e15-456b-c533-bc1e1e5e67b0\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"e0db899b-5828-4f84-cf3f-37be1d981956\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"fc965f40-30b9-4c75-cc0d-e827a0cc1ea3\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"faf9598d-922c-43d6-c3d8-8e36ab5e09db\"},\"selection_glyph\":null,\"id\":\"718efc43-6e15-456b-c533-bc1e1e5e67b0\",\"tags\":[]}},{\"id\":\"8f5db4fc-de12-4c88-ccec-247b0116243c\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"fc965f40-30b9-4c75-cc0d-e827a0cc1ea3\"}}],\"id\":\"8f5db4fc-de12-4c88-ccec-247b0116243c\",\"tags\":[],\"doc\":null}},{\"id\":\"95bfa47b-f350-411c-c150-4ba25da453ad\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"fc965f40-30b9-4c75-cc0d-e827a0cc1ea3\"}}],\"id\":\"95bfa47b-f350-411c-c150-4ba25da453ad\",\"tags\":[],\"doc\":null}},{\"id\":\"7cabf6cd-812b-4a8a-cabb-54f54f4ac37a\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"7cabf6cd-812b-4a8a-cabb-54f54f4ac37a\",\"geometries\":[],\"doc\":null}},{\"id\":\"9c3ede90-3b6c-4330-c324-dd0944724bce\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"9c3ede90-3b6c-4330-c324-dd0944724bce\",\"tags\":[],\"doc\":null}},{\"id\":\"838edaca-01fe-4d41-cdbe-e1d23ad154e1\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"838edaca-01fe-4d41-cdbe-e1d23ad154e1\",\"tags\":[],\"doc\":null}},{\"id\":\"3021a2d6-abfc-4c08-cc40-7676e77c96e8\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"9c3ede90-3b6c-4330-c324-dd0944724bce\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"838edaca-01fe-4d41-cdbe-e1d23ad154e1\"},\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"3021a2d6-abfc-4c08-cc40-7676e77c96e8\",\"doc\":null,\"tags\":[]}},{\"id\":\"84df1150-0476-4609-c6e6-427abfa09ed1\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"838edaca-01fe-4d41-cdbe-e1d23ad154e1\"},\"id\":\"84df1150-0476-4609-c6e6-427abfa09ed1\",\"doc\":null,\"tags\":[]}},{\"id\":\"20d4b3d4-841c-4012-c081-34da76a62b8d\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"20d4b3d4-841c-4012-c081-34da76a62b8d\",\"tags\":[],\"doc\":null}},{\"id\":\"514388ca-8040-49ab-c970-da13edd8366a\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"514388ca-8040-49ab-c970-da13edd8366a\",\"tags\":[],\"doc\":null}},{\"id\":\"10b0d18a-1fcb-4f9d-cfa7-4d59b92c5257\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"20d4b3d4-841c-4012-c081-34da76a62b8d\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"514388ca-8040-49ab-c970-da13edd8366a\"},\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"10b0d18a-1fcb-4f9d-cfa7-4d59b92c5257\",\"doc\":null,\"tags\":[]}},{\"id\":\"348e5164-1100-43d6-c371-41d314fe0893\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"514388ca-8040-49ab-c970-da13edd8366a\"},\"id\":\"348e5164-1100-43d6-c371-41d314fe0893\",\"doc\":null,\"tags\":[]}},{\"id\":\"acf8b91f-9c19-459e-c549-8b3711781dc4\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"acf8b91f-9c19-459e-c549-8b3711781dc4\",\"doc\":null,\"tags\":[]}},{\"id\":\"aa8e1891-99c2-484d-c8b8-632745394cf7\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"aa8e1891-99c2-484d-c8b8-632745394cf7\",\"doc\":null,\"tags\":[]}},{\"id\":\"dcac303e-207d-4adb-ca92-6caa37642be9\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"dcac303e-207d-4adb-ca92-6caa37642be9\",\"tags\":[],\"doc\":null}},{\"id\":\"da3fb758-8a43-42a0-c2de-3e033445164b\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"da3fb758-8a43-42a0-c2de-3e033445164b\",\"tags\":[],\"doc\":null}},{\"id\":\"08a22ec5-5fff-4739-c77a-ee5bd51f5ed2\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"08a22ec5-5fff-4739-c77a-ee5bd51f5ed2\",\"tags\":[],\"doc\":null}},{\"id\":\"b90c6f62-4211-499a-c9b3-57fadc39fb47\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"b90c6f62-4211-499a-c9b3-57fadc39fb47\",\"tags\":[],\"doc\":null}},{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"8f5db4fc-de12-4c88-ccec-247b0116243c\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"7cabf6cd-812b-4a8a-cabb-54f54f4ac37a\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"3021a2d6-abfc-4c08-cc40-7676e77c96e8\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"718efc43-6e15-456b-c533-bc1e1e5e67b0\"},{\"type\":\"LinearAxis\",\"id\":\"3021a2d6-abfc-4c08-cc40-7676e77c96e8\"},{\"type\":\"Grid\",\"id\":\"84df1150-0476-4609-c6e6-427abfa09ed1\"},{\"type\":\"LinearAxis\",\"id\":\"10b0d18a-1fcb-4f9d-cfa7-4d59b92c5257\"},{\"type\":\"Grid\",\"id\":\"348e5164-1100-43d6-c371-41d314fe0893\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"acf8b91f-9c19-459e-c549-8b3711781dc4\"},{\"type\":\"WheelZoomTool\",\"id\":\"aa8e1891-99c2-484d-c8b8-632745394cf7\"},{\"type\":\"BoxZoomTool\",\"id\":\"dcac303e-207d-4adb-ca92-6caa37642be9\"},{\"type\":\"PreviewSaveTool\",\"id\":\"da3fb758-8a43-42a0-c2de-3e033445164b\"},{\"type\":\"ResizeTool\",\"id\":\"08a22ec5-5fff-4739-c77a-ee5bd51f5ed2\"},{\"type\":\"ResetTool\",\"id\":\"b90c6f62-4211-499a-c9b3-57fadc39fb47\"}],\"doc\":null,\"right\":[],\"title\":\"Untitled Plot\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"10b0d18a-1fcb-4f9d-cfa7-4d59b92c5257\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"95bfa47b-f350-411c-c150-4ba25da453ad\"},\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "  Bokeh.load_models(all_models);\n",
       "  var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "  $(\"#63518dff-01d3-4198-c1d1-e6812be996c6\").html(''); // clear any previous plot in window_id\n",
       "  var view = new model.default_view({model: model, el: \"#63518dff-01d3-4198-c1d1-e6812be996c6\"});\n",
       "    } else {\n",
       "  load_lib(bokehjs_url, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", new Date())\n",
       "      var modelid = \"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\";\n",
       "      var modeltype = \"Plot\";\n",
       "      var all_models = [{\"id\":\"fc965f40-30b9-4c75-cc0d-e827a0cc1ea3\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[1,1,1,3,3,3,1,3,5,4,5,4,6,12,6,9,18,17,9,12,15,16,22,20,18,17,18,18,15,22,22,24,17,20,17,5,21,9,12,7,2,7,8,9,5,4,3,4,0,2,4,1,2,3,0,5,1,6,6,4,6,8,13,10,15,19,14,24,22,15,23,26,17,21,31,22,24,13,18,20,20,17,11,11,9,5,9,5,6,2,2,1,0,4,1,1,0,0,0,1],\"x0\":[-17.355443954468,-17.17954666446,-17.003649374451,-16.827752084443,-16.651854794435,-16.475957504427,-16.300060214418,-16.12416292441,-15.948265634402,-15.772368344394,-15.596471054385,-15.420573764377,-15.244676474369,-15.068779184361,-14.892881894352,-14.716984604344,-14.541087314336,-14.365190024328,-14.18929273432,-14.013395444311,-13.837498154303,-13.661600864295,-13.485703574287,-13.309806284278,-13.13390899427,-12.958011704262,-12.782114414254,-12.606217124245,-12.430319834237,-12.254422544229,-12.078525254221,-11.902627964212,-11.726730674204,-11.550833384196,-11.374936094188,-11.199038804179,-11.023141514171,-10.847244224163,-10.671346934155,-10.495449644147,-10.319552354138,-10.14365506413,-9.9677577741218,-9.7918604841136,-9.6159631941054,-9.4400659040971,-9.2641686140889,-9.0882713240807,-8.9123740340724,-8.7364767440642,-8.5605794540559,-8.3846821640477,-8.2087848740395,-8.0328875840312,-7.856990294023,-7.6810930040148,-7.5051957140065,-7.3292984239983,-7.15340113399,-6.9775038439818,-6.8016065539736,-6.6257092639653,-6.4498119739571,-6.2739146839489,-6.0980173939406,-5.9221201039324,-5.7462228139242,-5.5703255239159,-5.3944282339077,-5.2185309438994,-5.0426336538912,-4.866736363883,-4.6908390738747,-4.5149417838665,-4.3390444938583,-4.16314720385,-3.9872499138418,-3.8113526238335,-3.6354553338253,-3.4595580438171,-3.2836607538088,-3.1077634638006,-2.9318661737924,-2.7559688837841,-2.5800715937759,-2.4041743037677,-2.2282770137594,-2.0523797237512,-1.8764824337429,-1.7005851437347,-1.5246878537265,-1.3487905637182,-1.17289327371,-0.99699598370177,-0.82109869369353,-0.64520140368529,-0.46930411367705,-0.29340682366882,-0.11750953366058,0.058387756347656],\"x1\":[-17.18130563736,-17.005408347351,-16.829511057343,-16.653613767335,-16.477716477327,-16.301819187318,-16.12592189731,-15.950024607302,-15.774127317294,-15.598230027285,-15.422332737277,-15.246435447269,-15.070538157261,-14.894640867253,-14.718743577244,-14.542846287236,-14.366948997228,-14.19105170722,-14.015154417211,-13.839257127203,-13.663359837195,-13.487462547187,-13.311565257178,-13.13566796717,-12.959770677162,-12.783873387154,-12.607976097145,-12.432078807137,-12.256181517129,-12.080284227121,-11.904386937113,-11.728489647104,-11.552592357096,-11.376695067088,-11.20079777708,-11.024900487071,-10.849003197063,-10.673105907055,-10.497208617047,-10.321311327038,-10.14541403703,-9.9695167470219,-9.7936194570137,-9.6177221670054,-9.4418248769972,-9.265927586989,-9.0900302969807,-8.9141330069725,-8.7382357169643,-8.562338426956,-8.3864411369478,-8.2105438469395,-8.0346465569313,-7.8587492669231,-7.6828519769148,-7.5069546869066,-7.3310573968984,-7.1551601068901,-6.9792628168819,-6.8033655268737,-6.6274682368654,-6.4515709468572,-6.2756736568489,-6.0997763668407,-5.9238790768325,-5.7479817868242,-5.572084496816,-5.3961872068078,-5.2202899167995,-5.0443926267913,-4.8684953367831,-4.6925980467748,-4.5167007567666,-4.3408034667583,-4.1649061767501,-3.9890088867419,-3.8131115967336,-3.6372143067254,-3.4613170167172,-3.2854197267089,-3.1095224367007,-2.9336251466924,-2.7577278566842,-2.581830566676,-2.4059332766677,-2.2300359866595,-2.0541386966513,-1.878241406643,-1.7023441166348,-1.5264468266266,-1.3505495366183,-1.1746522466101,-0.99875495660184,-0.82285766659361,-0.64696037658537,-0.47106308657714,-0.2951657965689,-0.11926850656066,0.056628783447574,0.23252607345581],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"fc965f40-30b9-4c75-cc0d-e827a0cc1ea3\",\"doc\":null,\"tags\":[]}},{\"id\":\"faf9598d-922c-43d6-c3d8-8e36ab5e09db\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"faf9598d-922c-43d6-c3d8-8e36ab5e09db\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"e0db899b-5828-4f84-cf3f-37be1d981956\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"e0db899b-5828-4f84-cf3f-37be1d981956\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"718efc43-6e15-456b-c533-bc1e1e5e67b0\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"e0db899b-5828-4f84-cf3f-37be1d981956\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"fc965f40-30b9-4c75-cc0d-e827a0cc1ea3\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"faf9598d-922c-43d6-c3d8-8e36ab5e09db\"},\"selection_glyph\":null,\"id\":\"718efc43-6e15-456b-c533-bc1e1e5e67b0\",\"tags\":[]}},{\"id\":\"8f5db4fc-de12-4c88-ccec-247b0116243c\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"fc965f40-30b9-4c75-cc0d-e827a0cc1ea3\"}}],\"id\":\"8f5db4fc-de12-4c88-ccec-247b0116243c\",\"tags\":[],\"doc\":null}},{\"id\":\"95bfa47b-f350-411c-c150-4ba25da453ad\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"fc965f40-30b9-4c75-cc0d-e827a0cc1ea3\"}}],\"id\":\"95bfa47b-f350-411c-c150-4ba25da453ad\",\"tags\":[],\"doc\":null}},{\"id\":\"7cabf6cd-812b-4a8a-cabb-54f54f4ac37a\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"7cabf6cd-812b-4a8a-cabb-54f54f4ac37a\",\"geometries\":[],\"doc\":null}},{\"id\":\"9c3ede90-3b6c-4330-c324-dd0944724bce\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"9c3ede90-3b6c-4330-c324-dd0944724bce\",\"tags\":[],\"doc\":null}},{\"id\":\"838edaca-01fe-4d41-cdbe-e1d23ad154e1\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"838edaca-01fe-4d41-cdbe-e1d23ad154e1\",\"tags\":[],\"doc\":null}},{\"id\":\"3021a2d6-abfc-4c08-cc40-7676e77c96e8\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"9c3ede90-3b6c-4330-c324-dd0944724bce\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"838edaca-01fe-4d41-cdbe-e1d23ad154e1\"},\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"3021a2d6-abfc-4c08-cc40-7676e77c96e8\",\"doc\":null,\"tags\":[]}},{\"id\":\"84df1150-0476-4609-c6e6-427abfa09ed1\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"838edaca-01fe-4d41-cdbe-e1d23ad154e1\"},\"id\":\"84df1150-0476-4609-c6e6-427abfa09ed1\",\"doc\":null,\"tags\":[]}},{\"id\":\"20d4b3d4-841c-4012-c081-34da76a62b8d\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"20d4b3d4-841c-4012-c081-34da76a62b8d\",\"tags\":[],\"doc\":null}},{\"id\":\"514388ca-8040-49ab-c970-da13edd8366a\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"514388ca-8040-49ab-c970-da13edd8366a\",\"tags\":[],\"doc\":null}},{\"id\":\"10b0d18a-1fcb-4f9d-cfa7-4d59b92c5257\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"20d4b3d4-841c-4012-c081-34da76a62b8d\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"514388ca-8040-49ab-c970-da13edd8366a\"},\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"10b0d18a-1fcb-4f9d-cfa7-4d59b92c5257\",\"doc\":null,\"tags\":[]}},{\"id\":\"348e5164-1100-43d6-c371-41d314fe0893\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"514388ca-8040-49ab-c970-da13edd8366a\"},\"id\":\"348e5164-1100-43d6-c371-41d314fe0893\",\"doc\":null,\"tags\":[]}},{\"id\":\"acf8b91f-9c19-459e-c549-8b3711781dc4\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"acf8b91f-9c19-459e-c549-8b3711781dc4\",\"doc\":null,\"tags\":[]}},{\"id\":\"aa8e1891-99c2-484d-c8b8-632745394cf7\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"aa8e1891-99c2-484d-c8b8-632745394cf7\",\"doc\":null,\"tags\":[]}},{\"id\":\"dcac303e-207d-4adb-ca92-6caa37642be9\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"dcac303e-207d-4adb-ca92-6caa37642be9\",\"tags\":[],\"doc\":null}},{\"id\":\"da3fb758-8a43-42a0-c2de-3e033445164b\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"da3fb758-8a43-42a0-c2de-3e033445164b\",\"tags\":[],\"doc\":null}},{\"id\":\"08a22ec5-5fff-4739-c77a-ee5bd51f5ed2\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"08a22ec5-5fff-4739-c77a-ee5bd51f5ed2\",\"tags\":[],\"doc\":null}},{\"id\":\"b90c6f62-4211-499a-c9b3-57fadc39fb47\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"b90c6f62-4211-499a-c9b3-57fadc39fb47\",\"tags\":[],\"doc\":null}},{\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"8f5db4fc-de12-4c88-ccec-247b0116243c\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"7cabf6cd-812b-4a8a-cabb-54f54f4ac37a\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"3021a2d6-abfc-4c08-cc40-7676e77c96e8\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"718efc43-6e15-456b-c533-bc1e1e5e67b0\"},{\"type\":\"LinearAxis\",\"id\":\"3021a2d6-abfc-4c08-cc40-7676e77c96e8\"},{\"type\":\"Grid\",\"id\":\"84df1150-0476-4609-c6e6-427abfa09ed1\"},{\"type\":\"LinearAxis\",\"id\":\"10b0d18a-1fcb-4f9d-cfa7-4d59b92c5257\"},{\"type\":\"Grid\",\"id\":\"348e5164-1100-43d6-c371-41d314fe0893\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"acf8b91f-9c19-459e-c549-8b3711781dc4\"},{\"type\":\"WheelZoomTool\",\"id\":\"aa8e1891-99c2-484d-c8b8-632745394cf7\"},{\"type\":\"BoxZoomTool\",\"id\":\"dcac303e-207d-4adb-ca92-6caa37642be9\"},{\"type\":\"PreviewSaveTool\",\"id\":\"da3fb758-8a43-42a0-c2de-3e033445164b\"},{\"type\":\"ResizeTool\",\"id\":\"08a22ec5-5fff-4739-c77a-ee5bd51f5ed2\"},{\"type\":\"ResetTool\",\"id\":\"b90c6f62-4211-499a-c9b3-57fadc39fb47\"}],\"doc\":null,\"right\":[],\"title\":\"Untitled Plot\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"10b0d18a-1fcb-4f9d-cfa7-4d59b92c5257\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"95bfa47b-f350-411c-c150-4ba25da453ad\"},\"id\":\"625b65c0-afba-4a7d-ca4d-bd9d6b82268a\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "      Bokeh.load_models(all_models);\n",
       "      var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "      $(\"#63518dff-01d3-4198-c1d1-e6812be996c6\").html(''); // clear any previous plot in window_id\n",
       "      var view = new model.default_view({model: model, el: \"#63518dff-01d3-4198-c1d1-e6812be996c6\"});\n",
       "  });\n",
       "    }\n",
       "});\n",
       "</script>\n",
       "<div class=\"plotdiv\" id=\"63518dff-01d3-4198-c1d1-e6812be996c6\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<script type=\"text/javascript\">\n",
       "$(function() {\n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\"){\n",
       "  window._bokeh_onload_callbacks = [];\n",
       "    }\n",
       "    function load_lib(url, callback){\n",
       "  window._bokeh_onload_callbacks.push(callback);\n",
       "  if (window._bokeh_is_loading){\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", new Date());\n",
       "      return null;\n",
       "  }\n",
       "  console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", new Date());\n",
       "  window._bokeh_is_loading = true;\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = function(){\n",
       "      Bokeh.embed.inject_css(\"http://cdn.pydata.org/bokeh-0.7.0.min.css\");\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback){callback()});\n",
       "  };\n",
       "  s.onerror = function(){\n",
       "      console.warn(\"failed to load library \" + url);\n",
       "  };\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "\n",
       "    bokehjs_url = \"http://cdn.pydata.org/bokeh-0.7.0.min.js\"\n",
       "\n",
       "    var elt = document.getElementById(\"63518dff-01d3-4198-c1d1-e6812be996c6\");\n",
       "    if(elt==null) {\n",
       "  console.log(\"Bokeh: ERROR: autoload.js configured with elementid '63518dff-01d3-4198-c1d1-e6812be996c6'\"\n",
       "        + \"but no matching script tag was found. \")\n",
       "  return false;\n",
       "    }\n",
       "\n",
       "    if(typeof(Bokeh) !== \"undefined\") {\n",
       "  console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "  var modelid = \"71d02081-2060-4b46-cb84-a8860824e56e\";\n",
       "  var modeltype = \"Plot\";\n",
       "  var all_models = [{\"id\":\"04a25a4e-5015-4e33-cecf-32102ac6103a\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[1,1,1,3,3,3,1,3,5,4,5,4,6,12,6,9,18,17,9,12,15,16,22,20,18,17,18,18,15,22,22,24,17,20,17,5,21,9,12,7,2,7,8,9,5,4,3,4,0,2,4,1,2,3,0,5,1,6,6,4,6,8,13,10,15,19,14,24,22,15,23,26,17,21,31,22,24,13,18,20,20,17,11,11,9,5,9,5,6,2,2,1,0,4,1,1,0,0,0,1],\"x0\":[-17.355443954468,-17.17954666446,-17.003649374451,-16.827752084443,-16.651854794435,-16.475957504427,-16.300060214418,-16.12416292441,-15.948265634402,-15.772368344394,-15.596471054385,-15.420573764377,-15.244676474369,-15.068779184361,-14.892881894352,-14.716984604344,-14.541087314336,-14.365190024328,-14.18929273432,-14.013395444311,-13.837498154303,-13.661600864295,-13.485703574287,-13.309806284278,-13.13390899427,-12.958011704262,-12.782114414254,-12.606217124245,-12.430319834237,-12.254422544229,-12.078525254221,-11.902627964212,-11.726730674204,-11.550833384196,-11.374936094188,-11.199038804179,-11.023141514171,-10.847244224163,-10.671346934155,-10.495449644147,-10.319552354138,-10.14365506413,-9.9677577741218,-9.7918604841136,-9.6159631941054,-9.4400659040971,-9.2641686140889,-9.0882713240807,-8.9123740340724,-8.7364767440642,-8.5605794540559,-8.3846821640477,-8.2087848740395,-8.0328875840312,-7.856990294023,-7.6810930040148,-7.5051957140065,-7.3292984239983,-7.15340113399,-6.9775038439818,-6.8016065539736,-6.6257092639653,-6.4498119739571,-6.2739146839489,-6.0980173939406,-5.9221201039324,-5.7462228139242,-5.5703255239159,-5.3944282339077,-5.2185309438994,-5.0426336538912,-4.866736363883,-4.6908390738747,-4.5149417838665,-4.3390444938583,-4.16314720385,-3.9872499138418,-3.8113526238335,-3.6354553338253,-3.4595580438171,-3.2836607538088,-3.1077634638006,-2.9318661737924,-2.7559688837841,-2.5800715937759,-2.4041743037677,-2.2282770137594,-2.0523797237512,-1.8764824337429,-1.7005851437347,-1.5246878537265,-1.3487905637182,-1.17289327371,-0.99699598370177,-0.82109869369353,-0.64520140368529,-0.46930411367705,-0.29340682366882,-0.11750953366058,0.058387756347656],\"x1\":[-17.18130563736,-17.005408347351,-16.829511057343,-16.653613767335,-16.477716477327,-16.301819187318,-16.12592189731,-15.950024607302,-15.774127317294,-15.598230027285,-15.422332737277,-15.246435447269,-15.070538157261,-14.894640867253,-14.718743577244,-14.542846287236,-14.366948997228,-14.19105170722,-14.015154417211,-13.839257127203,-13.663359837195,-13.487462547187,-13.311565257178,-13.13566796717,-12.959770677162,-12.783873387154,-12.607976097145,-12.432078807137,-12.256181517129,-12.080284227121,-11.904386937113,-11.728489647104,-11.552592357096,-11.376695067088,-11.20079777708,-11.024900487071,-10.849003197063,-10.673105907055,-10.497208617047,-10.321311327038,-10.14541403703,-9.9695167470219,-9.7936194570137,-9.6177221670054,-9.4418248769972,-9.265927586989,-9.0900302969807,-8.9141330069725,-8.7382357169643,-8.562338426956,-8.3864411369478,-8.2105438469395,-8.0346465569313,-7.8587492669231,-7.6828519769148,-7.5069546869066,-7.3310573968984,-7.1551601068901,-6.9792628168819,-6.8033655268737,-6.6274682368654,-6.4515709468572,-6.2756736568489,-6.0997763668407,-5.9238790768325,-5.7479817868242,-5.572084496816,-5.3961872068078,-5.2202899167995,-5.0443926267913,-4.8684953367831,-4.6925980467748,-4.5167007567666,-4.3408034667583,-4.1649061767501,-3.9890088867419,-3.8131115967336,-3.6372143067254,-3.4613170167172,-3.2854197267089,-3.1095224367007,-2.9336251466924,-2.7577278566842,-2.581830566676,-2.4059332766677,-2.2300359866595,-2.0541386966513,-1.878241406643,-1.7023441166348,-1.5264468266266,-1.3505495366183,-1.1746522466101,-0.99875495660184,-0.82285766659361,-0.64696037658537,-0.47106308657714,-0.2951657965689,-0.11926850656066,0.056628783447574,0.23252607345581],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"04a25a4e-5015-4e33-cecf-32102ac6103a\",\"doc\":null,\"tags\":[]}},{\"id\":\"cd6f995e-65db-4095-c0a0-d4c831035ea2\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"cd6f995e-65db-4095-c0a0-d4c831035ea2\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"862aafd8-6a42-4198-c1d3-2e57a4383134\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"862aafd8-6a42-4198-c1d3-2e57a4383134\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"421ef438-bd68-47fc-c763-b33d17c098c7\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"862aafd8-6a42-4198-c1d3-2e57a4383134\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"04a25a4e-5015-4e33-cecf-32102ac6103a\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"cd6f995e-65db-4095-c0a0-d4c831035ea2\"},\"selection_glyph\":null,\"id\":\"421ef438-bd68-47fc-c763-b33d17c098c7\",\"tags\":[]}},{\"id\":\"b782cbf9-bc46-4a23-ca76-99363a4e3a0c\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"04a25a4e-5015-4e33-cecf-32102ac6103a\"}}],\"id\":\"b782cbf9-bc46-4a23-ca76-99363a4e3a0c\",\"tags\":[],\"doc\":null}},{\"id\":\"dcbbbc4f-3afe-434b-c361-09cbca3795ad\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"04a25a4e-5015-4e33-cecf-32102ac6103a\"}}],\"id\":\"dcbbbc4f-3afe-434b-c361-09cbca3795ad\",\"tags\":[],\"doc\":null}},{\"id\":\"79903160-c193-449b-c407-fe60ecf2e51e\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"79903160-c193-449b-c407-fe60ecf2e51e\",\"geometries\":[],\"doc\":null}},{\"id\":\"3d9f9530-b09c-4058-c043-3b17a181dedc\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"3d9f9530-b09c-4058-c043-3b17a181dedc\",\"tags\":[],\"doc\":null}},{\"id\":\"ec8e11db-12bc-46b0-c61f-cfa89489c027\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"ec8e11db-12bc-46b0-c61f-cfa89489c027\",\"tags\":[],\"doc\":null}},{\"id\":\"01772ebc-d848-4a14-ca02-d267587952ec\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"3d9f9530-b09c-4058-c043-3b17a181dedc\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"ec8e11db-12bc-46b0-c61f-cfa89489c027\"},\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"01772ebc-d848-4a14-ca02-d267587952ec\",\"doc\":null,\"tags\":[]}},{\"id\":\"945b31d4-4d0d-4418-c4db-f94baa22fa3a\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"ec8e11db-12bc-46b0-c61f-cfa89489c027\"},\"id\":\"945b31d4-4d0d-4418-c4db-f94baa22fa3a\",\"doc\":null,\"tags\":[]}},{\"id\":\"dcccff7b-11ff-416d-c19c-6a508781298a\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"dcccff7b-11ff-416d-c19c-6a508781298a\",\"tags\":[],\"doc\":null}},{\"id\":\"75e821fc-3628-4fc5-cfc1-0a628ffbd2a9\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"75e821fc-3628-4fc5-cfc1-0a628ffbd2a9\",\"tags\":[],\"doc\":null}},{\"id\":\"c1a460a9-6ecd-4361-c35e-47a7d6189f74\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"dcccff7b-11ff-416d-c19c-6a508781298a\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"75e821fc-3628-4fc5-cfc1-0a628ffbd2a9\"},\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"c1a460a9-6ecd-4361-c35e-47a7d6189f74\",\"doc\":null,\"tags\":[]}},{\"id\":\"fdcfc3ed-e362-4349-c316-b61318964fa7\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"75e821fc-3628-4fc5-cfc1-0a628ffbd2a9\"},\"id\":\"fdcfc3ed-e362-4349-c316-b61318964fa7\",\"doc\":null,\"tags\":[]}},{\"id\":\"7c58bd61-765f-4d29-cdf2-54bf3f6fe909\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"7c58bd61-765f-4d29-cdf2-54bf3f6fe909\",\"doc\":null,\"tags\":[]}},{\"id\":\"cf4508c5-6227-4926-c945-73829dc33c34\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"cf4508c5-6227-4926-c945-73829dc33c34\",\"doc\":null,\"tags\":[]}},{\"id\":\"01ca6395-cca9-47cf-c715-a066c741cc9a\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"01ca6395-cca9-47cf-c715-a066c741cc9a\",\"tags\":[],\"doc\":null}},{\"id\":\"4bc58424-ca13-48ef-c813-065c07b8b287\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"4bc58424-ca13-48ef-c813-065c07b8b287\",\"tags\":[],\"doc\":null}},{\"id\":\"4564ddd8-ebcd-46d7-c6f8-e4feb8ad35cc\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"4564ddd8-ebcd-46d7-c6f8-e4feb8ad35cc\",\"tags\":[],\"doc\":null}},{\"id\":\"4b7e02cb-e8e5-447c-c458-8e8f9d33e27e\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"4b7e02cb-e8e5-447c-c458-8e8f9d33e27e\",\"tags\":[],\"doc\":null}},{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"b782cbf9-bc46-4a23-ca76-99363a4e3a0c\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"79903160-c193-449b-c407-fe60ecf2e51e\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"01772ebc-d848-4a14-ca02-d267587952ec\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"421ef438-bd68-47fc-c763-b33d17c098c7\"},{\"type\":\"LinearAxis\",\"id\":\"01772ebc-d848-4a14-ca02-d267587952ec\"},{\"type\":\"Grid\",\"id\":\"945b31d4-4d0d-4418-c4db-f94baa22fa3a\"},{\"type\":\"LinearAxis\",\"id\":\"c1a460a9-6ecd-4361-c35e-47a7d6189f74\"},{\"type\":\"Grid\",\"id\":\"fdcfc3ed-e362-4349-c316-b61318964fa7\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"7c58bd61-765f-4d29-cdf2-54bf3f6fe909\"},{\"type\":\"WheelZoomTool\",\"id\":\"cf4508c5-6227-4926-c945-73829dc33c34\"},{\"type\":\"BoxZoomTool\",\"id\":\"01ca6395-cca9-47cf-c715-a066c741cc9a\"},{\"type\":\"PreviewSaveTool\",\"id\":\"4bc58424-ca13-48ef-c813-065c07b8b287\"},{\"type\":\"ResizeTool\",\"id\":\"4564ddd8-ebcd-46d7-c6f8-e4feb8ad35cc\"},{\"type\":\"ResetTool\",\"id\":\"4b7e02cb-e8e5-447c-c458-8e8f9d33e27e\"}],\"doc\":null,\"right\":[],\"title\":\"True Prior Distribution\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"c1a460a9-6ecd-4361-c35e-47a7d6189f74\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"dcbbbc4f-3afe-434b-c361-09cbca3795ad\"},\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "  Bokeh.load_models(all_models);\n",
       "  var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "  $(\"#63518dff-01d3-4198-c1d1-e6812be996c6\").html(''); // clear any previous plot in window_id\n",
       "  var view = new model.default_view({model: model, el: \"#63518dff-01d3-4198-c1d1-e6812be996c6\"});\n",
       "    } else {\n",
       "  load_lib(bokehjs_url, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", new Date())\n",
       "      var modelid = \"71d02081-2060-4b46-cb84-a8860824e56e\";\n",
       "      var modeltype = \"Plot\";\n",
       "      var all_models = [{\"id\":\"04a25a4e-5015-4e33-cecf-32102ac6103a\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[1,1,1,3,3,3,1,3,5,4,5,4,6,12,6,9,18,17,9,12,15,16,22,20,18,17,18,18,15,22,22,24,17,20,17,5,21,9,12,7,2,7,8,9,5,4,3,4,0,2,4,1,2,3,0,5,1,6,6,4,6,8,13,10,15,19,14,24,22,15,23,26,17,21,31,22,24,13,18,20,20,17,11,11,9,5,9,5,6,2,2,1,0,4,1,1,0,0,0,1],\"x0\":[-17.355443954468,-17.17954666446,-17.003649374451,-16.827752084443,-16.651854794435,-16.475957504427,-16.300060214418,-16.12416292441,-15.948265634402,-15.772368344394,-15.596471054385,-15.420573764377,-15.244676474369,-15.068779184361,-14.892881894352,-14.716984604344,-14.541087314336,-14.365190024328,-14.18929273432,-14.013395444311,-13.837498154303,-13.661600864295,-13.485703574287,-13.309806284278,-13.13390899427,-12.958011704262,-12.782114414254,-12.606217124245,-12.430319834237,-12.254422544229,-12.078525254221,-11.902627964212,-11.726730674204,-11.550833384196,-11.374936094188,-11.199038804179,-11.023141514171,-10.847244224163,-10.671346934155,-10.495449644147,-10.319552354138,-10.14365506413,-9.9677577741218,-9.7918604841136,-9.6159631941054,-9.4400659040971,-9.2641686140889,-9.0882713240807,-8.9123740340724,-8.7364767440642,-8.5605794540559,-8.3846821640477,-8.2087848740395,-8.0328875840312,-7.856990294023,-7.6810930040148,-7.5051957140065,-7.3292984239983,-7.15340113399,-6.9775038439818,-6.8016065539736,-6.6257092639653,-6.4498119739571,-6.2739146839489,-6.0980173939406,-5.9221201039324,-5.7462228139242,-5.5703255239159,-5.3944282339077,-5.2185309438994,-5.0426336538912,-4.866736363883,-4.6908390738747,-4.5149417838665,-4.3390444938583,-4.16314720385,-3.9872499138418,-3.8113526238335,-3.6354553338253,-3.4595580438171,-3.2836607538088,-3.1077634638006,-2.9318661737924,-2.7559688837841,-2.5800715937759,-2.4041743037677,-2.2282770137594,-2.0523797237512,-1.8764824337429,-1.7005851437347,-1.5246878537265,-1.3487905637182,-1.17289327371,-0.99699598370177,-0.82109869369353,-0.64520140368529,-0.46930411367705,-0.29340682366882,-0.11750953366058,0.058387756347656],\"x1\":[-17.18130563736,-17.005408347351,-16.829511057343,-16.653613767335,-16.477716477327,-16.301819187318,-16.12592189731,-15.950024607302,-15.774127317294,-15.598230027285,-15.422332737277,-15.246435447269,-15.070538157261,-14.894640867253,-14.718743577244,-14.542846287236,-14.366948997228,-14.19105170722,-14.015154417211,-13.839257127203,-13.663359837195,-13.487462547187,-13.311565257178,-13.13566796717,-12.959770677162,-12.783873387154,-12.607976097145,-12.432078807137,-12.256181517129,-12.080284227121,-11.904386937113,-11.728489647104,-11.552592357096,-11.376695067088,-11.20079777708,-11.024900487071,-10.849003197063,-10.673105907055,-10.497208617047,-10.321311327038,-10.14541403703,-9.9695167470219,-9.7936194570137,-9.6177221670054,-9.4418248769972,-9.265927586989,-9.0900302969807,-8.9141330069725,-8.7382357169643,-8.562338426956,-8.3864411369478,-8.2105438469395,-8.0346465569313,-7.8587492669231,-7.6828519769148,-7.5069546869066,-7.3310573968984,-7.1551601068901,-6.9792628168819,-6.8033655268737,-6.6274682368654,-6.4515709468572,-6.2756736568489,-6.0997763668407,-5.9238790768325,-5.7479817868242,-5.572084496816,-5.3961872068078,-5.2202899167995,-5.0443926267913,-4.8684953367831,-4.6925980467748,-4.5167007567666,-4.3408034667583,-4.1649061767501,-3.9890088867419,-3.8131115967336,-3.6372143067254,-3.4613170167172,-3.2854197267089,-3.1095224367007,-2.9336251466924,-2.7577278566842,-2.581830566676,-2.4059332766677,-2.2300359866595,-2.0541386966513,-1.878241406643,-1.7023441166348,-1.5264468266266,-1.3505495366183,-1.1746522466101,-0.99875495660184,-0.82285766659361,-0.64696037658537,-0.47106308657714,-0.2951657965689,-0.11926850656066,0.056628783447574,0.23252607345581],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"04a25a4e-5015-4e33-cecf-32102ac6103a\",\"doc\":null,\"tags\":[]}},{\"id\":\"cd6f995e-65db-4095-c0a0-d4c831035ea2\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"cd6f995e-65db-4095-c0a0-d4c831035ea2\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"862aafd8-6a42-4198-c1d3-2e57a4383134\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"862aafd8-6a42-4198-c1d3-2e57a4383134\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"421ef438-bd68-47fc-c763-b33d17c098c7\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"862aafd8-6a42-4198-c1d3-2e57a4383134\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"04a25a4e-5015-4e33-cecf-32102ac6103a\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"cd6f995e-65db-4095-c0a0-d4c831035ea2\"},\"selection_glyph\":null,\"id\":\"421ef438-bd68-47fc-c763-b33d17c098c7\",\"tags\":[]}},{\"id\":\"b782cbf9-bc46-4a23-ca76-99363a4e3a0c\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"04a25a4e-5015-4e33-cecf-32102ac6103a\"}}],\"id\":\"b782cbf9-bc46-4a23-ca76-99363a4e3a0c\",\"tags\":[],\"doc\":null}},{\"id\":\"dcbbbc4f-3afe-434b-c361-09cbca3795ad\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"04a25a4e-5015-4e33-cecf-32102ac6103a\"}}],\"id\":\"dcbbbc4f-3afe-434b-c361-09cbca3795ad\",\"tags\":[],\"doc\":null}},{\"id\":\"79903160-c193-449b-c407-fe60ecf2e51e\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"79903160-c193-449b-c407-fe60ecf2e51e\",\"geometries\":[],\"doc\":null}},{\"id\":\"3d9f9530-b09c-4058-c043-3b17a181dedc\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"3d9f9530-b09c-4058-c043-3b17a181dedc\",\"tags\":[],\"doc\":null}},{\"id\":\"ec8e11db-12bc-46b0-c61f-cfa89489c027\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"ec8e11db-12bc-46b0-c61f-cfa89489c027\",\"tags\":[],\"doc\":null}},{\"id\":\"01772ebc-d848-4a14-ca02-d267587952ec\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"3d9f9530-b09c-4058-c043-3b17a181dedc\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"ec8e11db-12bc-46b0-c61f-cfa89489c027\"},\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"01772ebc-d848-4a14-ca02-d267587952ec\",\"doc\":null,\"tags\":[]}},{\"id\":\"945b31d4-4d0d-4418-c4db-f94baa22fa3a\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"ec8e11db-12bc-46b0-c61f-cfa89489c027\"},\"id\":\"945b31d4-4d0d-4418-c4db-f94baa22fa3a\",\"doc\":null,\"tags\":[]}},{\"id\":\"dcccff7b-11ff-416d-c19c-6a508781298a\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"dcccff7b-11ff-416d-c19c-6a508781298a\",\"tags\":[],\"doc\":null}},{\"id\":\"75e821fc-3628-4fc5-cfc1-0a628ffbd2a9\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"75e821fc-3628-4fc5-cfc1-0a628ffbd2a9\",\"tags\":[],\"doc\":null}},{\"id\":\"c1a460a9-6ecd-4361-c35e-47a7d6189f74\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"dcccff7b-11ff-416d-c19c-6a508781298a\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"75e821fc-3628-4fc5-cfc1-0a628ffbd2a9\"},\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"c1a460a9-6ecd-4361-c35e-47a7d6189f74\",\"doc\":null,\"tags\":[]}},{\"id\":\"fdcfc3ed-e362-4349-c316-b61318964fa7\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"75e821fc-3628-4fc5-cfc1-0a628ffbd2a9\"},\"id\":\"fdcfc3ed-e362-4349-c316-b61318964fa7\",\"doc\":null,\"tags\":[]}},{\"id\":\"7c58bd61-765f-4d29-cdf2-54bf3f6fe909\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"7c58bd61-765f-4d29-cdf2-54bf3f6fe909\",\"doc\":null,\"tags\":[]}},{\"id\":\"cf4508c5-6227-4926-c945-73829dc33c34\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"cf4508c5-6227-4926-c945-73829dc33c34\",\"doc\":null,\"tags\":[]}},{\"id\":\"01ca6395-cca9-47cf-c715-a066c741cc9a\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"01ca6395-cca9-47cf-c715-a066c741cc9a\",\"tags\":[],\"doc\":null}},{\"id\":\"4bc58424-ca13-48ef-c813-065c07b8b287\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"4bc58424-ca13-48ef-c813-065c07b8b287\",\"tags\":[],\"doc\":null}},{\"id\":\"4564ddd8-ebcd-46d7-c6f8-e4feb8ad35cc\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"4564ddd8-ebcd-46d7-c6f8-e4feb8ad35cc\",\"tags\":[],\"doc\":null}},{\"id\":\"4b7e02cb-e8e5-447c-c458-8e8f9d33e27e\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"4b7e02cb-e8e5-447c-c458-8e8f9d33e27e\",\"tags\":[],\"doc\":null}},{\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"b782cbf9-bc46-4a23-ca76-99363a4e3a0c\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"79903160-c193-449b-c407-fe60ecf2e51e\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"01772ebc-d848-4a14-ca02-d267587952ec\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"421ef438-bd68-47fc-c763-b33d17c098c7\"},{\"type\":\"LinearAxis\",\"id\":\"01772ebc-d848-4a14-ca02-d267587952ec\"},{\"type\":\"Grid\",\"id\":\"945b31d4-4d0d-4418-c4db-f94baa22fa3a\"},{\"type\":\"LinearAxis\",\"id\":\"c1a460a9-6ecd-4361-c35e-47a7d6189f74\"},{\"type\":\"Grid\",\"id\":\"fdcfc3ed-e362-4349-c316-b61318964fa7\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"7c58bd61-765f-4d29-cdf2-54bf3f6fe909\"},{\"type\":\"WheelZoomTool\",\"id\":\"cf4508c5-6227-4926-c945-73829dc33c34\"},{\"type\":\"BoxZoomTool\",\"id\":\"01ca6395-cca9-47cf-c715-a066c741cc9a\"},{\"type\":\"PreviewSaveTool\",\"id\":\"4bc58424-ca13-48ef-c813-065c07b8b287\"},{\"type\":\"ResizeTool\",\"id\":\"4564ddd8-ebcd-46d7-c6f8-e4feb8ad35cc\"},{\"type\":\"ResetTool\",\"id\":\"4b7e02cb-e8e5-447c-c458-8e8f9d33e27e\"}],\"doc\":null,\"right\":[],\"title\":\"True Prior Distribution\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"c1a460a9-6ecd-4361-c35e-47a7d6189f74\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"dcbbbc4f-3afe-434b-c361-09cbca3795ad\"},\"id\":\"71d02081-2060-4b46-cb84-a8860824e56e\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "      Bokeh.load_models(all_models);\n",
       "      var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "      $(\"#63518dff-01d3-4198-c1d1-e6812be996c6\").html(''); // clear any previous plot in window_id\n",
       "      var view = new model.default_view({model: model, el: \"#63518dff-01d3-4198-c1d1-e6812be996c6\"});\n",
       "  });\n",
       "    }\n",
       "});\n",
       "</script>\n",
       "<div class=\"plotdiv\" id=\"9ad73be8-179e-4bb3-cb08-a5c31bf70100\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "-- select images\n",
    "N = 1000\n",
    "indices = torch.randperm(train:size(1)):long():split(N)\n",
    "v = indices[1]\n",
    "x_input = torch.zeros(N, x_size):cuda()\n",
    "y_input = train:index(1, v)\n",
    "-- cvae\n",
    "mu_logv = encoder:forward({x_input, y_input})\n",
    "code = sampler:forward(mu_logv)\n",
    "plot = Plot():histogram(code:double()):draw()\n",
    "plot:title(\"True Prior Distribution\"):redraw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "-- select images\n",
    "N = 1000\n",
    "indices = torch.randperm(train:size(1)):long():split(N)\n",
    "v = indices[1]\n",
    "x_input = torch.zeros(N, x_size):cuda()\n",
    "-- cvae\n",
    "pmu_plogv_pi = {unpack(prior:forward(x_input))}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pi = pmu_plogv_pi[#pmu_plogv_pi]\n",
    "a = torch.multinomial(pi, 1)\n",
    "K = pi:size(2)\n",
    "pmu = torch.zeros(#pmu_plogv_pi[1]):cuda()\n",
    "plogv = torch.zeros(#pmu_plogv_pi[1]):cuda()\n",
    "for i=1,pmu:size(1) do\n",
    "    pmu[i] = pmu_plogv_pi[a[{i,1}]][i]\n",
    "    plogv[i] = pmu_plogv_pi[a[{i,1}]+K][i]\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script type=\"text/javascript\">\n",
       "$(function() {\n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\"){\n",
       "  window._bokeh_onload_callbacks = [];\n",
       "    }\n",
       "    function load_lib(url, callback){\n",
       "  window._bokeh_onload_callbacks.push(callback);\n",
       "  if (window._bokeh_is_loading){\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", new Date());\n",
       "      return null;\n",
       "  }\n",
       "  console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", new Date());\n",
       "  window._bokeh_is_loading = true;\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = function(){\n",
       "      Bokeh.embed.inject_css(\"http://cdn.pydata.org/bokeh-0.7.0.min.css\");\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback){callback()});\n",
       "  };\n",
       "  s.onerror = function(){\n",
       "      console.warn(\"failed to load library \" + url);\n",
       "  };\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "\n",
       "    bokehjs_url = \"http://cdn.pydata.org/bokeh-0.7.0.min.js\"\n",
       "\n",
       "    var elt = document.getElementById(\"15a075e4-b81e-45a1-c578-f59acf191c3e\");\n",
       "    if(elt==null) {\n",
       "  console.log(\"Bokeh: ERROR: autoload.js configured with elementid '15a075e4-b81e-45a1-c578-f59acf191c3e'\"\n",
       "        + \"but no matching script tag was found. \")\n",
       "  return false;\n",
       "    }\n",
       "\n",
       "    if(typeof(Bokeh) !== \"undefined\") {\n",
       "  console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "  var modelid = \"ca19229f-1a32-435e-c360-1062807a508f\";\n",
       "  var modeltype = \"Plot\";\n",
       "  var all_models = [{\"id\":\"fe98abcc-642f-45ed-c53e-7fac4884fe5f\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[1,0,0,1,0,0,0,2,2,0,0,2,1,4,2,0,3,1,3,3,2,1,7,3,3,7,7,2,6,8,5,7,8,11,16,10,9,13,21,23,20,19,16,12,31,21,31,24,23,25,21,29,29,28,29,27,26,24,28,21,21,19,20,18,10,13,19,16,19,20,14,10,14,10,9,16,11,8,9,6,4,4,2,0,3,4,3,2,2,2,3,2,2,1,3,1,1,0,0,1],\"x0\":[-23.439785003662,-23.160179581305,-22.880574158948,-22.600968736591,-22.321363314234,-22.041757891877,-21.762152469519,-21.482547047162,-21.202941624805,-20.923336202448,-20.643730780091,-20.364125357734,-20.084519935377,-19.80491451302,-19.525309090662,-19.245703668305,-18.966098245948,-18.686492823591,-18.406887401234,-18.127281978877,-17.84767655652,-17.568071134163,-17.288465711806,-17.008860289448,-16.729254867091,-16.449649444734,-16.170044022377,-15.89043860002,-15.610833177663,-15.331227755306,-15.051622332949,-14.772016910592,-14.492411488234,-14.212806065877,-13.93320064352,-13.653595221163,-13.373989798806,-13.094384376449,-12.814778954092,-12.535173531735,-12.255568109377,-11.97596268702,-11.696357264663,-11.416751842306,-11.137146419949,-10.857540997592,-10.577935575235,-10.298330152878,-10.018724730521,-9.7391193081634,-9.4595138858063,-9.1799084634492,-8.9003030410921,-8.620697618735,-8.3410921963778,-8.0614867740207,-7.7818813516636,-7.5022759293065,-7.2226705069494,-6.9430650845923,-6.6634596622351,-6.383854239878,-6.1042488175209,-5.8246433951638,-5.5450379728067,-5.2654325504496,-4.9858271280924,-4.7062217057353,-4.4266162833782,-4.1470108610211,-3.867405438664,-3.5878000163069,-3.3081945939498,-3.0285891715926,-2.7489837492355,-2.4693783268784,-2.1897729045213,-1.9101674821642,-1.6305620598071,-1.3509566374499,-1.0713512150928,-0.79174579273571,-0.51214037037859,-0.23253494802147,0.047070474335641,0.32667589669276,0.60628131904987,0.88588674140699,1.1654921637641,1.4450975861212,1.7247030084783,2.0043084308355,2.2839138531926,2.5635192755497,2.8431246979068,3.1227301202639,3.402335542621,3.6819409649781,3.9615463873353,4.2411518096924],\"x1\":[-23.162975635529,-22.883370213171,-22.603764790814,-22.324159368457,-22.0445539461,-21.764948523743,-21.485343101386,-21.205737679029,-20.926132256672,-20.646526834315,-20.366921411957,-20.0873159896,-19.807710567243,-19.528105144886,-19.248499722529,-18.968894300172,-18.689288877815,-18.409683455458,-18.1300780331,-17.850472610743,-17.570867188386,-17.291261766029,-17.011656343672,-16.732050921315,-16.452445498958,-16.172840076601,-15.893234654244,-15.613629231886,-15.334023809529,-15.054418387172,-14.774812964815,-14.495207542458,-14.215602120101,-13.935996697744,-13.656391275387,-13.37678585303,-13.097180430672,-12.817575008315,-12.537969585958,-12.258364163601,-11.978758741244,-11.699153318887,-11.41954789653,-11.139942474173,-10.860337051815,-10.580731629458,-10.301126207101,-10.021520784744,-9.741915362387,-9.4623099400299,-9.1827045176728,-8.9030990953156,-8.6234936729585,-8.3438882506014,-8.0642828282443,-7.7846774058872,-7.5050719835301,-7.2254665611729,-6.9458611388158,-6.6662557164587,-6.3866502941016,-6.1070448717445,-5.8274394493874,-5.5478340270303,-5.2682286046731,-4.988623182316,-4.7090177599589,-4.4294123376018,-4.1498069152447,-3.8702014928876,-3.5905960705304,-3.3109906481733,-3.0313852258162,-2.7517798034591,-2.472174381102,-2.1925689587449,-1.9129635363877,-1.6333581140306,-1.3537526916735,-1.0741472693164,-0.79454184695928,-0.51493642460216,-0.23533100224505,0.044274420112071,0.32387984246919,0.6034852648263,0.88309068718342,1.1626961095405,1.4423015318977,1.7219069542548,2.0015123766119,2.281117798969,2.5607232213261,2.8403286436832,3.1199340660403,3.3995394883975,3.6791449107546,3.9587503331117,4.2383557554688,4.5179611778259],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"fe98abcc-642f-45ed-c53e-7fac4884fe5f\",\"doc\":null,\"tags\":[]}},{\"id\":\"f4484c28-4d41-4c2b-cca8-ac6acd3fd59a\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"f4484c28-4d41-4c2b-cca8-ac6acd3fd59a\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"68948536-ea13-4d52-cdd4-dfc78e2c26d9\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"68948536-ea13-4d52-cdd4-dfc78e2c26d9\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"448004bd-5754-4b3d-cbeb-77d56d0af11a\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"68948536-ea13-4d52-cdd4-dfc78e2c26d9\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"fe98abcc-642f-45ed-c53e-7fac4884fe5f\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"f4484c28-4d41-4c2b-cca8-ac6acd3fd59a\"},\"selection_glyph\":null,\"id\":\"448004bd-5754-4b3d-cbeb-77d56d0af11a\",\"tags\":[]}},{\"id\":\"dd15acf6-c041-4c2e-cccf-d18cb3b8b3e7\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"fe98abcc-642f-45ed-c53e-7fac4884fe5f\"}}],\"id\":\"dd15acf6-c041-4c2e-cccf-d18cb3b8b3e7\",\"tags\":[],\"doc\":null}},{\"id\":\"efec460d-4ccb-4e30-cee1-250be7792397\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"fe98abcc-642f-45ed-c53e-7fac4884fe5f\"}}],\"id\":\"efec460d-4ccb-4e30-cee1-250be7792397\",\"tags\":[],\"doc\":null}},{\"id\":\"5d352a20-e60d-4a87-cade-9fae58086fa8\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"5d352a20-e60d-4a87-cade-9fae58086fa8\",\"geometries\":[],\"doc\":null}},{\"id\":\"faaa2eff-1082-4b77-cb18-f45e2ee98459\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"faaa2eff-1082-4b77-cb18-f45e2ee98459\",\"tags\":[],\"doc\":null}},{\"id\":\"2b183f1f-4ab4-4577-c545-351a5ca7dd88\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"2b183f1f-4ab4-4577-c545-351a5ca7dd88\",\"tags\":[],\"doc\":null}},{\"id\":\"2aebb54f-0ca6-4bd6-cb16-dc809c20cd00\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"faaa2eff-1082-4b77-cb18-f45e2ee98459\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"2b183f1f-4ab4-4577-c545-351a5ca7dd88\"},\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"2aebb54f-0ca6-4bd6-cb16-dc809c20cd00\",\"doc\":null,\"tags\":[]}},{\"id\":\"8409fbf3-40e0-45d0-c5c4-e1e4b13c692a\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"2b183f1f-4ab4-4577-c545-351a5ca7dd88\"},\"id\":\"8409fbf3-40e0-45d0-c5c4-e1e4b13c692a\",\"doc\":null,\"tags\":[]}},{\"id\":\"f1e0010c-e69e-472a-c714-b86d103a1ed1\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"f1e0010c-e69e-472a-c714-b86d103a1ed1\",\"tags\":[],\"doc\":null}},{\"id\":\"0641a12c-e32e-43ac-c3b9-6c5d0913b1d6\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"0641a12c-e32e-43ac-c3b9-6c5d0913b1d6\",\"tags\":[],\"doc\":null}},{\"id\":\"796a83bb-c24a-4b0f-cb6e-addc09c6f58c\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"f1e0010c-e69e-472a-c714-b86d103a1ed1\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"0641a12c-e32e-43ac-c3b9-6c5d0913b1d6\"},\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"796a83bb-c24a-4b0f-cb6e-addc09c6f58c\",\"doc\":null,\"tags\":[]}},{\"id\":\"813d65c0-ac49-45a2-c51a-ff6295092d3b\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"0641a12c-e32e-43ac-c3b9-6c5d0913b1d6\"},\"id\":\"813d65c0-ac49-45a2-c51a-ff6295092d3b\",\"doc\":null,\"tags\":[]}},{\"id\":\"0f278294-cfeb-43b0-c373-239496333da8\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"0f278294-cfeb-43b0-c373-239496333da8\",\"doc\":null,\"tags\":[]}},{\"id\":\"02ebeeae-6fb3-4696-c67a-734b385e7384\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"02ebeeae-6fb3-4696-c67a-734b385e7384\",\"doc\":null,\"tags\":[]}},{\"id\":\"8a580b54-27c0-4832-c805-64fc51d5af13\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"8a580b54-27c0-4832-c805-64fc51d5af13\",\"tags\":[],\"doc\":null}},{\"id\":\"dd48f48e-622b-4adb-caa5-725fb18ae733\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"dd48f48e-622b-4adb-caa5-725fb18ae733\",\"tags\":[],\"doc\":null}},{\"id\":\"def8ad4f-26d8-4d65-cd85-0fa2b67f8b2c\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"def8ad4f-26d8-4d65-cd85-0fa2b67f8b2c\",\"tags\":[],\"doc\":null}},{\"id\":\"062688d3-8162-4f7b-cf76-e8e02ad1d724\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"062688d3-8162-4f7b-cf76-e8e02ad1d724\",\"tags\":[],\"doc\":null}},{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"dd15acf6-c041-4c2e-cccf-d18cb3b8b3e7\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"5d352a20-e60d-4a87-cade-9fae58086fa8\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"2aebb54f-0ca6-4bd6-cb16-dc809c20cd00\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"448004bd-5754-4b3d-cbeb-77d56d0af11a\"},{\"type\":\"LinearAxis\",\"id\":\"2aebb54f-0ca6-4bd6-cb16-dc809c20cd00\"},{\"type\":\"Grid\",\"id\":\"8409fbf3-40e0-45d0-c5c4-e1e4b13c692a\"},{\"type\":\"LinearAxis\",\"id\":\"796a83bb-c24a-4b0f-cb6e-addc09c6f58c\"},{\"type\":\"Grid\",\"id\":\"813d65c0-ac49-45a2-c51a-ff6295092d3b\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"0f278294-cfeb-43b0-c373-239496333da8\"},{\"type\":\"WheelZoomTool\",\"id\":\"02ebeeae-6fb3-4696-c67a-734b385e7384\"},{\"type\":\"BoxZoomTool\",\"id\":\"8a580b54-27c0-4832-c805-64fc51d5af13\"},{\"type\":\"PreviewSaveTool\",\"id\":\"dd48f48e-622b-4adb-caa5-725fb18ae733\"},{\"type\":\"ResizeTool\",\"id\":\"def8ad4f-26d8-4d65-cd85-0fa2b67f8b2c\"},{\"type\":\"ResetTool\",\"id\":\"062688d3-8162-4f7b-cf76-e8e02ad1d724\"}],\"doc\":null,\"right\":[],\"title\":\"Untitled Plot\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"796a83bb-c24a-4b0f-cb6e-addc09c6f58c\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"efec460d-4ccb-4e30-cee1-250be7792397\"},\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "  Bokeh.load_models(all_models);\n",
       "  var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "  $(\"#15a075e4-b81e-45a1-c578-f59acf191c3e\").html(''); // clear any previous plot in window_id\n",
       "  var view = new model.default_view({model: model, el: \"#15a075e4-b81e-45a1-c578-f59acf191c3e\"});\n",
       "    } else {\n",
       "  load_lib(bokehjs_url, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", new Date())\n",
       "      var modelid = \"ca19229f-1a32-435e-c360-1062807a508f\";\n",
       "      var modeltype = \"Plot\";\n",
       "      var all_models = [{\"id\":\"fe98abcc-642f-45ed-c53e-7fac4884fe5f\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[1,0,0,1,0,0,0,2,2,0,0,2,1,4,2,0,3,1,3,3,2,1,7,3,3,7,7,2,6,8,5,7,8,11,16,10,9,13,21,23,20,19,16,12,31,21,31,24,23,25,21,29,29,28,29,27,26,24,28,21,21,19,20,18,10,13,19,16,19,20,14,10,14,10,9,16,11,8,9,6,4,4,2,0,3,4,3,2,2,2,3,2,2,1,3,1,1,0,0,1],\"x0\":[-23.439785003662,-23.160179581305,-22.880574158948,-22.600968736591,-22.321363314234,-22.041757891877,-21.762152469519,-21.482547047162,-21.202941624805,-20.923336202448,-20.643730780091,-20.364125357734,-20.084519935377,-19.80491451302,-19.525309090662,-19.245703668305,-18.966098245948,-18.686492823591,-18.406887401234,-18.127281978877,-17.84767655652,-17.568071134163,-17.288465711806,-17.008860289448,-16.729254867091,-16.449649444734,-16.170044022377,-15.89043860002,-15.610833177663,-15.331227755306,-15.051622332949,-14.772016910592,-14.492411488234,-14.212806065877,-13.93320064352,-13.653595221163,-13.373989798806,-13.094384376449,-12.814778954092,-12.535173531735,-12.255568109377,-11.97596268702,-11.696357264663,-11.416751842306,-11.137146419949,-10.857540997592,-10.577935575235,-10.298330152878,-10.018724730521,-9.7391193081634,-9.4595138858063,-9.1799084634492,-8.9003030410921,-8.620697618735,-8.3410921963778,-8.0614867740207,-7.7818813516636,-7.5022759293065,-7.2226705069494,-6.9430650845923,-6.6634596622351,-6.383854239878,-6.1042488175209,-5.8246433951638,-5.5450379728067,-5.2654325504496,-4.9858271280924,-4.7062217057353,-4.4266162833782,-4.1470108610211,-3.867405438664,-3.5878000163069,-3.3081945939498,-3.0285891715926,-2.7489837492355,-2.4693783268784,-2.1897729045213,-1.9101674821642,-1.6305620598071,-1.3509566374499,-1.0713512150928,-0.79174579273571,-0.51214037037859,-0.23253494802147,0.047070474335641,0.32667589669276,0.60628131904987,0.88588674140699,1.1654921637641,1.4450975861212,1.7247030084783,2.0043084308355,2.2839138531926,2.5635192755497,2.8431246979068,3.1227301202639,3.402335542621,3.6819409649781,3.9615463873353,4.2411518096924],\"x1\":[-23.162975635529,-22.883370213171,-22.603764790814,-22.324159368457,-22.0445539461,-21.764948523743,-21.485343101386,-21.205737679029,-20.926132256672,-20.646526834315,-20.366921411957,-20.0873159896,-19.807710567243,-19.528105144886,-19.248499722529,-18.968894300172,-18.689288877815,-18.409683455458,-18.1300780331,-17.850472610743,-17.570867188386,-17.291261766029,-17.011656343672,-16.732050921315,-16.452445498958,-16.172840076601,-15.893234654244,-15.613629231886,-15.334023809529,-15.054418387172,-14.774812964815,-14.495207542458,-14.215602120101,-13.935996697744,-13.656391275387,-13.37678585303,-13.097180430672,-12.817575008315,-12.537969585958,-12.258364163601,-11.978758741244,-11.699153318887,-11.41954789653,-11.139942474173,-10.860337051815,-10.580731629458,-10.301126207101,-10.021520784744,-9.741915362387,-9.4623099400299,-9.1827045176728,-8.9030990953156,-8.6234936729585,-8.3438882506014,-8.0642828282443,-7.7846774058872,-7.5050719835301,-7.2254665611729,-6.9458611388158,-6.6662557164587,-6.3866502941016,-6.1070448717445,-5.8274394493874,-5.5478340270303,-5.2682286046731,-4.988623182316,-4.7090177599589,-4.4294123376018,-4.1498069152447,-3.8702014928876,-3.5905960705304,-3.3109906481733,-3.0313852258162,-2.7517798034591,-2.472174381102,-2.1925689587449,-1.9129635363877,-1.6333581140306,-1.3537526916735,-1.0741472693164,-0.79454184695928,-0.51493642460216,-0.23533100224505,0.044274420112071,0.32387984246919,0.6034852648263,0.88309068718342,1.1626961095405,1.4423015318977,1.7219069542548,2.0015123766119,2.281117798969,2.5607232213261,2.8403286436832,3.1199340660403,3.3995394883975,3.6791449107546,3.9587503331117,4.2383557554688,4.5179611778259],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"fe98abcc-642f-45ed-c53e-7fac4884fe5f\",\"doc\":null,\"tags\":[]}},{\"id\":\"f4484c28-4d41-4c2b-cca8-ac6acd3fd59a\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"f4484c28-4d41-4c2b-cca8-ac6acd3fd59a\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"68948536-ea13-4d52-cdd4-dfc78e2c26d9\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"68948536-ea13-4d52-cdd4-dfc78e2c26d9\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"448004bd-5754-4b3d-cbeb-77d56d0af11a\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"68948536-ea13-4d52-cdd4-dfc78e2c26d9\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"fe98abcc-642f-45ed-c53e-7fac4884fe5f\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"f4484c28-4d41-4c2b-cca8-ac6acd3fd59a\"},\"selection_glyph\":null,\"id\":\"448004bd-5754-4b3d-cbeb-77d56d0af11a\",\"tags\":[]}},{\"id\":\"dd15acf6-c041-4c2e-cccf-d18cb3b8b3e7\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"fe98abcc-642f-45ed-c53e-7fac4884fe5f\"}}],\"id\":\"dd15acf6-c041-4c2e-cccf-d18cb3b8b3e7\",\"tags\":[],\"doc\":null}},{\"id\":\"efec460d-4ccb-4e30-cee1-250be7792397\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"fe98abcc-642f-45ed-c53e-7fac4884fe5f\"}}],\"id\":\"efec460d-4ccb-4e30-cee1-250be7792397\",\"tags\":[],\"doc\":null}},{\"id\":\"5d352a20-e60d-4a87-cade-9fae58086fa8\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"5d352a20-e60d-4a87-cade-9fae58086fa8\",\"geometries\":[],\"doc\":null}},{\"id\":\"faaa2eff-1082-4b77-cb18-f45e2ee98459\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"faaa2eff-1082-4b77-cb18-f45e2ee98459\",\"tags\":[],\"doc\":null}},{\"id\":\"2b183f1f-4ab4-4577-c545-351a5ca7dd88\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"2b183f1f-4ab4-4577-c545-351a5ca7dd88\",\"tags\":[],\"doc\":null}},{\"id\":\"2aebb54f-0ca6-4bd6-cb16-dc809c20cd00\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"faaa2eff-1082-4b77-cb18-f45e2ee98459\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"2b183f1f-4ab4-4577-c545-351a5ca7dd88\"},\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"2aebb54f-0ca6-4bd6-cb16-dc809c20cd00\",\"doc\":null,\"tags\":[]}},{\"id\":\"8409fbf3-40e0-45d0-c5c4-e1e4b13c692a\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"2b183f1f-4ab4-4577-c545-351a5ca7dd88\"},\"id\":\"8409fbf3-40e0-45d0-c5c4-e1e4b13c692a\",\"doc\":null,\"tags\":[]}},{\"id\":\"f1e0010c-e69e-472a-c714-b86d103a1ed1\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"f1e0010c-e69e-472a-c714-b86d103a1ed1\",\"tags\":[],\"doc\":null}},{\"id\":\"0641a12c-e32e-43ac-c3b9-6c5d0913b1d6\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"0641a12c-e32e-43ac-c3b9-6c5d0913b1d6\",\"tags\":[],\"doc\":null}},{\"id\":\"796a83bb-c24a-4b0f-cb6e-addc09c6f58c\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"f1e0010c-e69e-472a-c714-b86d103a1ed1\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"0641a12c-e32e-43ac-c3b9-6c5d0913b1d6\"},\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"796a83bb-c24a-4b0f-cb6e-addc09c6f58c\",\"doc\":null,\"tags\":[]}},{\"id\":\"813d65c0-ac49-45a2-c51a-ff6295092d3b\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"0641a12c-e32e-43ac-c3b9-6c5d0913b1d6\"},\"id\":\"813d65c0-ac49-45a2-c51a-ff6295092d3b\",\"doc\":null,\"tags\":[]}},{\"id\":\"0f278294-cfeb-43b0-c373-239496333da8\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"0f278294-cfeb-43b0-c373-239496333da8\",\"doc\":null,\"tags\":[]}},{\"id\":\"02ebeeae-6fb3-4696-c67a-734b385e7384\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"02ebeeae-6fb3-4696-c67a-734b385e7384\",\"doc\":null,\"tags\":[]}},{\"id\":\"8a580b54-27c0-4832-c805-64fc51d5af13\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"8a580b54-27c0-4832-c805-64fc51d5af13\",\"tags\":[],\"doc\":null}},{\"id\":\"dd48f48e-622b-4adb-caa5-725fb18ae733\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"dd48f48e-622b-4adb-caa5-725fb18ae733\",\"tags\":[],\"doc\":null}},{\"id\":\"def8ad4f-26d8-4d65-cd85-0fa2b67f8b2c\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"def8ad4f-26d8-4d65-cd85-0fa2b67f8b2c\",\"tags\":[],\"doc\":null}},{\"id\":\"062688d3-8162-4f7b-cf76-e8e02ad1d724\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"062688d3-8162-4f7b-cf76-e8e02ad1d724\",\"tags\":[],\"doc\":null}},{\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"dd15acf6-c041-4c2e-cccf-d18cb3b8b3e7\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"5d352a20-e60d-4a87-cade-9fae58086fa8\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"2aebb54f-0ca6-4bd6-cb16-dc809c20cd00\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"448004bd-5754-4b3d-cbeb-77d56d0af11a\"},{\"type\":\"LinearAxis\",\"id\":\"2aebb54f-0ca6-4bd6-cb16-dc809c20cd00\"},{\"type\":\"Grid\",\"id\":\"8409fbf3-40e0-45d0-c5c4-e1e4b13c692a\"},{\"type\":\"LinearAxis\",\"id\":\"796a83bb-c24a-4b0f-cb6e-addc09c6f58c\"},{\"type\":\"Grid\",\"id\":\"813d65c0-ac49-45a2-c51a-ff6295092d3b\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"0f278294-cfeb-43b0-c373-239496333da8\"},{\"type\":\"WheelZoomTool\",\"id\":\"02ebeeae-6fb3-4696-c67a-734b385e7384\"},{\"type\":\"BoxZoomTool\",\"id\":\"8a580b54-27c0-4832-c805-64fc51d5af13\"},{\"type\":\"PreviewSaveTool\",\"id\":\"dd48f48e-622b-4adb-caa5-725fb18ae733\"},{\"type\":\"ResizeTool\",\"id\":\"def8ad4f-26d8-4d65-cd85-0fa2b67f8b2c\"},{\"type\":\"ResetTool\",\"id\":\"062688d3-8162-4f7b-cf76-e8e02ad1d724\"}],\"doc\":null,\"right\":[],\"title\":\"Untitled Plot\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"796a83bb-c24a-4b0f-cb6e-addc09c6f58c\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"efec460d-4ccb-4e30-cee1-250be7792397\"},\"id\":\"ca19229f-1a32-435e-c360-1062807a508f\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "      Bokeh.load_models(all_models);\n",
       "      var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "      $(\"#15a075e4-b81e-45a1-c578-f59acf191c3e\").html(''); // clear any previous plot in window_id\n",
       "      var view = new model.default_view({model: model, el: \"#15a075e4-b81e-45a1-c578-f59acf191c3e\"});\n",
       "  });\n",
       "    }\n",
       "});\n",
       "</script>\n",
       "<div class=\"plotdiv\" id=\"15a075e4-b81e-45a1-c578-f59acf191c3e\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<script type=\"text/javascript\">\n",
       "$(function() {\n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\"){\n",
       "  window._bokeh_onload_callbacks = [];\n",
       "    }\n",
       "    function load_lib(url, callback){\n",
       "  window._bokeh_onload_callbacks.push(callback);\n",
       "  if (window._bokeh_is_loading){\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", new Date());\n",
       "      return null;\n",
       "  }\n",
       "  console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", new Date());\n",
       "  window._bokeh_is_loading = true;\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = function(){\n",
       "      Bokeh.embed.inject_css(\"http://cdn.pydata.org/bokeh-0.7.0.min.css\");\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback){callback()});\n",
       "  };\n",
       "  s.onerror = function(){\n",
       "      console.warn(\"failed to load library \" + url);\n",
       "  };\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "\n",
       "    bokehjs_url = \"http://cdn.pydata.org/bokeh-0.7.0.min.js\"\n",
       "\n",
       "    var elt = document.getElementById(\"15a075e4-b81e-45a1-c578-f59acf191c3e\");\n",
       "    if(elt==null) {\n",
       "  console.log(\"Bokeh: ERROR: autoload.js configured with elementid '15a075e4-b81e-45a1-c578-f59acf191c3e'\"\n",
       "        + \"but no matching script tag was found. \")\n",
       "  return false;\n",
       "    }\n",
       "\n",
       "    if(typeof(Bokeh) !== \"undefined\") {\n",
       "  console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "  var modelid = \"c356dc20-26de-4c0d-cc9d-ba07df00f23e\";\n",
       "  var modeltype = \"Plot\";\n",
       "  var all_models = [{\"id\":\"66cacf07-fdda-4793-c7af-f9c179b142e7\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[1,0,0,1,0,0,0,2,2,0,0,2,1,4,2,0,3,1,3,3,2,1,7,3,3,7,7,2,6,8,5,7,8,11,16,10,9,13,21,23,20,19,16,12,31,21,31,24,23,25,21,29,29,28,29,27,26,24,28,21,21,19,20,18,10,13,19,16,19,20,14,10,14,10,9,16,11,8,9,6,4,4,2,0,3,4,3,2,2,2,3,2,2,1,3,1,1,0,0,1],\"x0\":[-23.439785003662,-23.160179581305,-22.880574158948,-22.600968736591,-22.321363314234,-22.041757891877,-21.762152469519,-21.482547047162,-21.202941624805,-20.923336202448,-20.643730780091,-20.364125357734,-20.084519935377,-19.80491451302,-19.525309090662,-19.245703668305,-18.966098245948,-18.686492823591,-18.406887401234,-18.127281978877,-17.84767655652,-17.568071134163,-17.288465711806,-17.008860289448,-16.729254867091,-16.449649444734,-16.170044022377,-15.89043860002,-15.610833177663,-15.331227755306,-15.051622332949,-14.772016910592,-14.492411488234,-14.212806065877,-13.93320064352,-13.653595221163,-13.373989798806,-13.094384376449,-12.814778954092,-12.535173531735,-12.255568109377,-11.97596268702,-11.696357264663,-11.416751842306,-11.137146419949,-10.857540997592,-10.577935575235,-10.298330152878,-10.018724730521,-9.7391193081634,-9.4595138858063,-9.1799084634492,-8.9003030410921,-8.620697618735,-8.3410921963778,-8.0614867740207,-7.7818813516636,-7.5022759293065,-7.2226705069494,-6.9430650845923,-6.6634596622351,-6.383854239878,-6.1042488175209,-5.8246433951638,-5.5450379728067,-5.2654325504496,-4.9858271280924,-4.7062217057353,-4.4266162833782,-4.1470108610211,-3.867405438664,-3.5878000163069,-3.3081945939498,-3.0285891715926,-2.7489837492355,-2.4693783268784,-2.1897729045213,-1.9101674821642,-1.6305620598071,-1.3509566374499,-1.0713512150928,-0.79174579273571,-0.51214037037859,-0.23253494802147,0.047070474335641,0.32667589669276,0.60628131904987,0.88588674140699,1.1654921637641,1.4450975861212,1.7247030084783,2.0043084308355,2.2839138531926,2.5635192755497,2.8431246979068,3.1227301202639,3.402335542621,3.6819409649781,3.9615463873353,4.2411518096924],\"x1\":[-23.162975635529,-22.883370213171,-22.603764790814,-22.324159368457,-22.0445539461,-21.764948523743,-21.485343101386,-21.205737679029,-20.926132256672,-20.646526834315,-20.366921411957,-20.0873159896,-19.807710567243,-19.528105144886,-19.248499722529,-18.968894300172,-18.689288877815,-18.409683455458,-18.1300780331,-17.850472610743,-17.570867188386,-17.291261766029,-17.011656343672,-16.732050921315,-16.452445498958,-16.172840076601,-15.893234654244,-15.613629231886,-15.334023809529,-15.054418387172,-14.774812964815,-14.495207542458,-14.215602120101,-13.935996697744,-13.656391275387,-13.37678585303,-13.097180430672,-12.817575008315,-12.537969585958,-12.258364163601,-11.978758741244,-11.699153318887,-11.41954789653,-11.139942474173,-10.860337051815,-10.580731629458,-10.301126207101,-10.021520784744,-9.741915362387,-9.4623099400299,-9.1827045176728,-8.9030990953156,-8.6234936729585,-8.3438882506014,-8.0642828282443,-7.7846774058872,-7.5050719835301,-7.2254665611729,-6.9458611388158,-6.6662557164587,-6.3866502941016,-6.1070448717445,-5.8274394493874,-5.5478340270303,-5.2682286046731,-4.988623182316,-4.7090177599589,-4.4294123376018,-4.1498069152447,-3.8702014928876,-3.5905960705304,-3.3109906481733,-3.0313852258162,-2.7517798034591,-2.472174381102,-2.1925689587449,-1.9129635363877,-1.6333581140306,-1.3537526916735,-1.0741472693164,-0.79454184695928,-0.51493642460216,-0.23533100224505,0.044274420112071,0.32387984246919,0.6034852648263,0.88309068718342,1.1626961095405,1.4423015318977,1.7219069542548,2.0015123766119,2.281117798969,2.5607232213261,2.8403286436832,3.1199340660403,3.3995394883975,3.6791449107546,3.9587503331117,4.2383557554688,4.5179611778259],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"66cacf07-fdda-4793-c7af-f9c179b142e7\",\"doc\":null,\"tags\":[]}},{\"id\":\"1f4373c0-421b-40f2-c08c-bba7fee66366\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"1f4373c0-421b-40f2-c08c-bba7fee66366\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"f2938d0f-fefc-48e6-c8df-c1e6dce943a6\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"f2938d0f-fefc-48e6-c8df-c1e6dce943a6\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"9e22867f-3620-41ce-c1ad-7222ac5dbcd3\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"f2938d0f-fefc-48e6-c8df-c1e6dce943a6\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"66cacf07-fdda-4793-c7af-f9c179b142e7\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"1f4373c0-421b-40f2-c08c-bba7fee66366\"},\"selection_glyph\":null,\"id\":\"9e22867f-3620-41ce-c1ad-7222ac5dbcd3\",\"tags\":[]}},{\"id\":\"d640fbb9-188a-4f94-cf5e-f2285825405d\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"66cacf07-fdda-4793-c7af-f9c179b142e7\"}}],\"id\":\"d640fbb9-188a-4f94-cf5e-f2285825405d\",\"tags\":[],\"doc\":null}},{\"id\":\"ae48e9dc-b7c4-4c1b-cc44-43f3a5f50f8f\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"66cacf07-fdda-4793-c7af-f9c179b142e7\"}}],\"id\":\"ae48e9dc-b7c4-4c1b-cc44-43f3a5f50f8f\",\"tags\":[],\"doc\":null}},{\"id\":\"c5c783b6-725a-45aa-c5da-599afd6a29c6\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"c5c783b6-725a-45aa-c5da-599afd6a29c6\",\"geometries\":[],\"doc\":null}},{\"id\":\"f4fc0ddf-2d1d-41d3-c1df-2148152c2c9c\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"f4fc0ddf-2d1d-41d3-c1df-2148152c2c9c\",\"tags\":[],\"doc\":null}},{\"id\":\"ae6ea7dd-4976-4220-c268-8b666924d562\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"ae6ea7dd-4976-4220-c268-8b666924d562\",\"tags\":[],\"doc\":null}},{\"id\":\"1dcb2de4-eead-4347-c34e-1da57323be04\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"f4fc0ddf-2d1d-41d3-c1df-2148152c2c9c\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"ae6ea7dd-4976-4220-c268-8b666924d562\"},\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"1dcb2de4-eead-4347-c34e-1da57323be04\",\"doc\":null,\"tags\":[]}},{\"id\":\"49973e5d-35f7-488d-c8d1-3b29d0af3c55\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"ae6ea7dd-4976-4220-c268-8b666924d562\"},\"id\":\"49973e5d-35f7-488d-c8d1-3b29d0af3c55\",\"doc\":null,\"tags\":[]}},{\"id\":\"9c58187f-a15a-4485-c429-cffaa0f7d63a\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"9c58187f-a15a-4485-c429-cffaa0f7d63a\",\"tags\":[],\"doc\":null}},{\"id\":\"c7f1a3f3-18a3-43a3-c31b-db0ac644ffce\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"c7f1a3f3-18a3-43a3-c31b-db0ac644ffce\",\"tags\":[],\"doc\":null}},{\"id\":\"affd9759-0aab-4dac-cd56-7930456aa3bb\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"9c58187f-a15a-4485-c429-cffaa0f7d63a\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"c7f1a3f3-18a3-43a3-c31b-db0ac644ffce\"},\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"affd9759-0aab-4dac-cd56-7930456aa3bb\",\"doc\":null,\"tags\":[]}},{\"id\":\"0bb10656-9d33-4ae0-cac1-f3265e0b7068\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"c7f1a3f3-18a3-43a3-c31b-db0ac644ffce\"},\"id\":\"0bb10656-9d33-4ae0-cac1-f3265e0b7068\",\"doc\":null,\"tags\":[]}},{\"id\":\"6bce4032-7409-4213-c21c-a1e2ee91eeed\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"6bce4032-7409-4213-c21c-a1e2ee91eeed\",\"doc\":null,\"tags\":[]}},{\"id\":\"afe32cad-0091-47be-c7e2-e8bbf95d6df8\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"afe32cad-0091-47be-c7e2-e8bbf95d6df8\",\"doc\":null,\"tags\":[]}},{\"id\":\"35eb1676-8741-4288-c257-74f5d13a480a\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"35eb1676-8741-4288-c257-74f5d13a480a\",\"tags\":[],\"doc\":null}},{\"id\":\"5b17414d-db33-40be-c0ee-49540deaa3a3\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"5b17414d-db33-40be-c0ee-49540deaa3a3\",\"tags\":[],\"doc\":null}},{\"id\":\"8a32277f-42fb-411a-c1f5-0ff0a8dc2737\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"8a32277f-42fb-411a-c1f5-0ff0a8dc2737\",\"tags\":[],\"doc\":null}},{\"id\":\"ba6ba112-6aa0-4420-c415-67c19f94fbd8\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"ba6ba112-6aa0-4420-c415-67c19f94fbd8\",\"tags\":[],\"doc\":null}},{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"d640fbb9-188a-4f94-cf5e-f2285825405d\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"c5c783b6-725a-45aa-c5da-599afd6a29c6\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"1dcb2de4-eead-4347-c34e-1da57323be04\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"9e22867f-3620-41ce-c1ad-7222ac5dbcd3\"},{\"type\":\"LinearAxis\",\"id\":\"1dcb2de4-eead-4347-c34e-1da57323be04\"},{\"type\":\"Grid\",\"id\":\"49973e5d-35f7-488d-c8d1-3b29d0af3c55\"},{\"type\":\"LinearAxis\",\"id\":\"affd9759-0aab-4dac-cd56-7930456aa3bb\"},{\"type\":\"Grid\",\"id\":\"0bb10656-9d33-4ae0-cac1-f3265e0b7068\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"6bce4032-7409-4213-c21c-a1e2ee91eeed\"},{\"type\":\"WheelZoomTool\",\"id\":\"afe32cad-0091-47be-c7e2-e8bbf95d6df8\"},{\"type\":\"BoxZoomTool\",\"id\":\"35eb1676-8741-4288-c257-74f5d13a480a\"},{\"type\":\"PreviewSaveTool\",\"id\":\"5b17414d-db33-40be-c0ee-49540deaa3a3\"},{\"type\":\"ResizeTool\",\"id\":\"8a32277f-42fb-411a-c1f5-0ff0a8dc2737\"},{\"type\":\"ResetTool\",\"id\":\"ba6ba112-6aa0-4420-c415-67c19f94fbd8\"}],\"doc\":null,\"right\":[],\"title\":\"Gaussian-Approximated Prior Distribution\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"affd9759-0aab-4dac-cd56-7930456aa3bb\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"ae48e9dc-b7c4-4c1b-cc44-43f3a5f50f8f\"},\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "  Bokeh.load_models(all_models);\n",
       "  var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "  $(\"#15a075e4-b81e-45a1-c578-f59acf191c3e\").html(''); // clear any previous plot in window_id\n",
       "  var view = new model.default_view({model: model, el: \"#15a075e4-b81e-45a1-c578-f59acf191c3e\"});\n",
       "    } else {\n",
       "  load_lib(bokehjs_url, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", new Date())\n",
       "      var modelid = \"c356dc20-26de-4c0d-cc9d-ba07df00f23e\";\n",
       "      var modeltype = \"Plot\";\n",
       "      var all_models = [{\"id\":\"66cacf07-fdda-4793-c7af-f9c179b142e7\",\"type\":\"ColumnDataSource\",\"attributes\":{\"data\":{\"y1\":[1,0,0,1,0,0,0,2,2,0,0,2,1,4,2,0,3,1,3,3,2,1,7,3,3,7,7,2,6,8,5,7,8,11,16,10,9,13,21,23,20,19,16,12,31,21,31,24,23,25,21,29,29,28,29,27,26,24,28,21,21,19,20,18,10,13,19,16,19,20,14,10,14,10,9,16,11,8,9,6,4,4,2,0,3,4,3,2,2,2,3,2,2,1,3,1,1,0,0,1],\"x0\":[-23.439785003662,-23.160179581305,-22.880574158948,-22.600968736591,-22.321363314234,-22.041757891877,-21.762152469519,-21.482547047162,-21.202941624805,-20.923336202448,-20.643730780091,-20.364125357734,-20.084519935377,-19.80491451302,-19.525309090662,-19.245703668305,-18.966098245948,-18.686492823591,-18.406887401234,-18.127281978877,-17.84767655652,-17.568071134163,-17.288465711806,-17.008860289448,-16.729254867091,-16.449649444734,-16.170044022377,-15.89043860002,-15.610833177663,-15.331227755306,-15.051622332949,-14.772016910592,-14.492411488234,-14.212806065877,-13.93320064352,-13.653595221163,-13.373989798806,-13.094384376449,-12.814778954092,-12.535173531735,-12.255568109377,-11.97596268702,-11.696357264663,-11.416751842306,-11.137146419949,-10.857540997592,-10.577935575235,-10.298330152878,-10.018724730521,-9.7391193081634,-9.4595138858063,-9.1799084634492,-8.9003030410921,-8.620697618735,-8.3410921963778,-8.0614867740207,-7.7818813516636,-7.5022759293065,-7.2226705069494,-6.9430650845923,-6.6634596622351,-6.383854239878,-6.1042488175209,-5.8246433951638,-5.5450379728067,-5.2654325504496,-4.9858271280924,-4.7062217057353,-4.4266162833782,-4.1470108610211,-3.867405438664,-3.5878000163069,-3.3081945939498,-3.0285891715926,-2.7489837492355,-2.4693783268784,-2.1897729045213,-1.9101674821642,-1.6305620598071,-1.3509566374499,-1.0713512150928,-0.79174579273571,-0.51214037037859,-0.23253494802147,0.047070474335641,0.32667589669276,0.60628131904987,0.88588674140699,1.1654921637641,1.4450975861212,1.7247030084783,2.0043084308355,2.2839138531926,2.5635192755497,2.8431246979068,3.1227301202639,3.402335542621,3.6819409649781,3.9615463873353,4.2411518096924],\"x1\":[-23.162975635529,-22.883370213171,-22.603764790814,-22.324159368457,-22.0445539461,-21.764948523743,-21.485343101386,-21.205737679029,-20.926132256672,-20.646526834315,-20.366921411957,-20.0873159896,-19.807710567243,-19.528105144886,-19.248499722529,-18.968894300172,-18.689288877815,-18.409683455458,-18.1300780331,-17.850472610743,-17.570867188386,-17.291261766029,-17.011656343672,-16.732050921315,-16.452445498958,-16.172840076601,-15.893234654244,-15.613629231886,-15.334023809529,-15.054418387172,-14.774812964815,-14.495207542458,-14.215602120101,-13.935996697744,-13.656391275387,-13.37678585303,-13.097180430672,-12.817575008315,-12.537969585958,-12.258364163601,-11.978758741244,-11.699153318887,-11.41954789653,-11.139942474173,-10.860337051815,-10.580731629458,-10.301126207101,-10.021520784744,-9.741915362387,-9.4623099400299,-9.1827045176728,-8.9030990953156,-8.6234936729585,-8.3438882506014,-8.0642828282443,-7.7846774058872,-7.5050719835301,-7.2254665611729,-6.9458611388158,-6.6662557164587,-6.3866502941016,-6.1070448717445,-5.8274394493874,-5.5478340270303,-5.2682286046731,-4.988623182316,-4.7090177599589,-4.4294123376018,-4.1498069152447,-3.8702014928876,-3.5905960705304,-3.3109906481733,-3.0313852258162,-2.7517798034591,-2.472174381102,-2.1925689587449,-1.9129635363877,-1.6333581140306,-1.3537526916735,-1.0741472693164,-0.79454184695928,-0.51493642460216,-0.23533100224505,0.044274420112071,0.32387984246919,0.6034852648263,0.88309068718342,1.1626961095405,1.4423015318977,1.7219069542548,2.0015123766119,2.281117798969,2.5607232213261,2.8403286436832,3.1199340660403,3.3995394883975,3.6791449107546,3.9587503331117,4.2383557554688,4.5179611778259],\"y0\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"column_names\":[\"y1\",\"x0\",\"x1\",\"y0\"],\"cont_ranges\":{},\"discrete_ranges\":{},\"selected\":[],\"id\":\"66cacf07-fdda-4793-c7af-f9c179b142e7\",\"doc\":null,\"tags\":[]}},{\"id\":\"1f4373c0-421b-40f2-c08c-bba7fee66366\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"1f4373c0-421b-40f2-c08c-bba7fee66366\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"f2938d0f-fefc-48e6-c8df-c1e6dce943a6\",\"type\":\"Quad\",\"attributes\":{\"fill_alpha\":{\"units\":\"data\",\"value\":0.7},\"bottom\":{\"units\":\"data\",\"field\":\"y0\"},\"doc\":null,\"right\":{\"units\":\"data\",\"field\":\"x1\"},\"fill_color\":{\"value\":\"red\"},\"top\":{\"units\":\"data\",\"field\":\"y1\"},\"line_color\":{\"value\":\"red\"},\"line_alpha\":{\"units\":\"data\",\"value\":1},\"id\":\"f2938d0f-fefc-48e6-c8df-c1e6dce943a6\",\"left\":{\"units\":\"data\",\"field\":\"x0\"},\"tags\":[]}},{\"id\":\"9e22867f-3620-41ce-c1ad-7222ac5dbcd3\",\"type\":\"GlyphRenderer\",\"attributes\":{\"name\":null,\"nonselection_glyph\":{\"type\":\"Quad\",\"id\":\"f2938d0f-fefc-48e6-c8df-c1e6dce943a6\"},\"doc\":null,\"server_data_source\":null,\"data_source\":{\"type\":\"ColumnDataSource\",\"id\":\"66cacf07-fdda-4793-c7af-f9c179b142e7\"},\"glyph\":{\"type\":\"Quad\",\"id\":\"1f4373c0-421b-40f2-c08c-bba7fee66366\"},\"selection_glyph\":null,\"id\":\"9e22867f-3620-41ce-c1ad-7222ac5dbcd3\",\"tags\":[]}},{\"id\":\"d640fbb9-188a-4f94-cf5e-f2285825405d\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"x0\",\"x1\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"66cacf07-fdda-4793-c7af-f9c179b142e7\"}}],\"id\":\"d640fbb9-188a-4f94-cf5e-f2285825405d\",\"tags\":[],\"doc\":null}},{\"id\":\"ae48e9dc-b7c4-4c1b-cc44-43f3a5f50f8f\",\"type\":\"DataRange1d\",\"attributes\":{\"sources\":[{\"columns\":[\"y1\",\"y0\"],\"source\":{\"type\":\"ColumnDataSource\",\"id\":\"66cacf07-fdda-4793-c7af-f9c179b142e7\"}}],\"id\":\"ae48e9dc-b7c4-4c1b-cc44-43f3a5f50f8f\",\"tags\":[],\"doc\":null}},{\"id\":\"c5c783b6-725a-45aa-c5da-599afd6a29c6\",\"type\":\"ToolEvents\",\"attributes\":{\"tags\":[],\"id\":\"c5c783b6-725a-45aa-c5da-599afd6a29c6\",\"geometries\":[],\"doc\":null}},{\"id\":\"f4fc0ddf-2d1d-41d3-c1df-2148152c2c9c\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"f4fc0ddf-2d1d-41d3-c1df-2148152c2c9c\",\"tags\":[],\"doc\":null}},{\"id\":\"ae6ea7dd-4976-4220-c268-8b666924d562\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"ae6ea7dd-4976-4220-c268-8b666924d562\",\"tags\":[],\"doc\":null}},{\"id\":\"1dcb2de4-eead-4347-c34e-1da57323be04\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"f4fc0ddf-2d1d-41d3-c1df-2148152c2c9c\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"ae6ea7dd-4976-4220-c268-8b666924d562\"},\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"1dcb2de4-eead-4347-c34e-1da57323be04\",\"doc\":null,\"tags\":[]}},{\"id\":\"49973e5d-35f7-488d-c8d1-3b29d0af3c55\",\"type\":\"Grid\",\"attributes\":{\"dimension\":0,\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"ae6ea7dd-4976-4220-c268-8b666924d562\"},\"id\":\"49973e5d-35f7-488d-c8d1-3b29d0af3c55\",\"doc\":null,\"tags\":[]}},{\"id\":\"9c58187f-a15a-4485-c429-cffaa0f7d63a\",\"type\":\"BasicTickFormatter\",\"attributes\":{\"id\":\"9c58187f-a15a-4485-c429-cffaa0f7d63a\",\"tags\":[],\"doc\":null}},{\"id\":\"c7f1a3f3-18a3-43a3-c31b-db0ac644ffce\",\"type\":\"BasicTicker\",\"attributes\":{\"num_minor_ticks\":5,\"id\":\"c7f1a3f3-18a3-43a3-c31b-db0ac644ffce\",\"tags\":[],\"doc\":null}},{\"id\":\"affd9759-0aab-4dac-cd56-7930456aa3bb\",\"type\":\"LinearAxis\",\"attributes\":{\"formatter\":{\"type\":\"BasicTickFormatter\",\"id\":\"9c58187f-a15a-4485-c429-cffaa0f7d63a\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"c7f1a3f3-18a3-43a3-c31b-db0ac644ffce\"},\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"axis_label\":null,\"id\":\"affd9759-0aab-4dac-cd56-7930456aa3bb\",\"doc\":null,\"tags\":[]}},{\"id\":\"0bb10656-9d33-4ae0-cac1-f3265e0b7068\",\"type\":\"Grid\",\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"ticker\":{\"type\":\"BasicTicker\",\"id\":\"c7f1a3f3-18a3-43a3-c31b-db0ac644ffce\"},\"id\":\"0bb10656-9d33-4ae0-cac1-f3265e0b7068\",\"doc\":null,\"tags\":[]}},{\"id\":\"6bce4032-7409-4213-c21c-a1e2ee91eeed\",\"type\":\"PanTool\",\"attributes\":{\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"6bce4032-7409-4213-c21c-a1e2ee91eeed\",\"doc\":null,\"tags\":[]}},{\"id\":\"afe32cad-0091-47be-c7e2-e8bbf95d6df8\",\"type\":\"WheelZoomTool\",\"attributes\":{\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"dimensions\":[\"width\",\"height\"],\"id\":\"afe32cad-0091-47be-c7e2-e8bbf95d6df8\",\"doc\":null,\"tags\":[]}},{\"id\":\"35eb1676-8741-4288-c257-74f5d13a480a\",\"type\":\"BoxZoomTool\",\"attributes\":{\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"35eb1676-8741-4288-c257-74f5d13a480a\",\"tags\":[],\"doc\":null}},{\"id\":\"5b17414d-db33-40be-c0ee-49540deaa3a3\",\"type\":\"PreviewSaveTool\",\"attributes\":{\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"5b17414d-db33-40be-c0ee-49540deaa3a3\",\"tags\":[],\"doc\":null}},{\"id\":\"8a32277f-42fb-411a-c1f5-0ff0a8dc2737\",\"type\":\"ResizeTool\",\"attributes\":{\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"8a32277f-42fb-411a-c1f5-0ff0a8dc2737\",\"tags\":[],\"doc\":null}},{\"id\":\"ba6ba112-6aa0-4420-c415-67c19f94fbd8\",\"type\":\"ResetTool\",\"attributes\":{\"plot\":{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"subtype\":\"Figure\"},\"id\":\"ba6ba112-6aa0-4420-c415-67c19f94fbd8\",\"tags\":[],\"doc\":null}},{\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"type\":\"Plot\",\"attributes\":{\"x_range\":{\"type\":\"DataRange1d\",\"id\":\"d640fbb9-188a-4f94-cf5e-f2285825405d\"},\"tool_events\":{\"type\":\"ToolEvents\",\"id\":\"c5c783b6-725a-45aa-c5da-599afd6a29c6\"},\"below\":[{\"type\":\"LinearAxis\",\"id\":\"1dcb2de4-eead-4347-c34e-1da57323be04\"}],\"renderers\":[{\"type\":\"GlyphRenderer\",\"id\":\"9e22867f-3620-41ce-c1ad-7222ac5dbcd3\"},{\"type\":\"LinearAxis\",\"id\":\"1dcb2de4-eead-4347-c34e-1da57323be04\"},{\"type\":\"Grid\",\"id\":\"49973e5d-35f7-488d-c8d1-3b29d0af3c55\"},{\"type\":\"LinearAxis\",\"id\":\"affd9759-0aab-4dac-cd56-7930456aa3bb\"},{\"type\":\"Grid\",\"id\":\"0bb10656-9d33-4ae0-cac1-f3265e0b7068\"}],\"above\":[],\"tools\":[{\"type\":\"PanTool\",\"id\":\"6bce4032-7409-4213-c21c-a1e2ee91eeed\"},{\"type\":\"WheelZoomTool\",\"id\":\"afe32cad-0091-47be-c7e2-e8bbf95d6df8\"},{\"type\":\"BoxZoomTool\",\"id\":\"35eb1676-8741-4288-c257-74f5d13a480a\"},{\"type\":\"PreviewSaveTool\",\"id\":\"5b17414d-db33-40be-c0ee-49540deaa3a3\"},{\"type\":\"ResizeTool\",\"id\":\"8a32277f-42fb-411a-c1f5-0ff0a8dc2737\"},{\"type\":\"ResetTool\",\"id\":\"ba6ba112-6aa0-4420-c415-67c19f94fbd8\"}],\"doc\":null,\"right\":[],\"title\":\"Gaussian-Approximated Prior Distribution\",\"extra_x_ranges\":{},\"left\":[{\"type\":\"LinearAxis\",\"id\":\"affd9759-0aab-4dac-cd56-7930456aa3bb\"}],\"y_range\":{\"type\":\"DataRange1d\",\"id\":\"ae48e9dc-b7c4-4c1b-cc44-43f3a5f50f8f\"},\"id\":\"c356dc20-26de-4c0d-cc9d-ba07df00f23e\",\"extra_y_ranges\":{},\"tags\":[]}}];\n",
       "      Bokeh.load_models(all_models);\n",
       "      var model = Bokeh.Collections(modeltype).get(modelid);\n",
       "      $(\"#15a075e4-b81e-45a1-c578-f59acf191c3e\").html(''); // clear any previous plot in window_id\n",
       "      var view = new model.default_view({model: model, el: \"#15a075e4-b81e-45a1-c578-f59acf191c3e\"});\n",
       "  });\n",
       "    }\n",
       "});\n",
       "</script>\n",
       "<div class=\"plotdiv\" id=\"15db3b08-c64c-4a55-caa6-54aad8d255c5\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "code = sampler:forward({pmu, plogv})\n",
    "plot = Plot():histogram(code:double()):draw()\n",
    "plot:title(\"Gaussian-Approximated Prior Distribution\"):redraw()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Gaussian-VAE Sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "Console does not support images"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1122,
       "width": 396
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "-- select images\n",
    "N = 100\n",
    "indices = torch.randperm(train:size(1)):long():split(N)\n",
    "v = indices[1]\n",
    "x_input = torch.zeros(N, x_size):cuda()\n",
    "-- cvae\n",
    "pmu_plogv_pi = {unpack(prior:forward(x_input))}\n",
    "\n",
    "pi = pmu_plogv_pi[#pmu_plogv_pi]\n",
    "a = torch.multinomial(pi, 1)\n",
    "K = pi:size(2)\n",
    "pmu = torch.zeros(#pmu_plogv_pi[1]):cuda()\n",
    "plogv = torch.zeros(#pmu_plogv_pi[1]):cuda()\n",
    "for i=1,pmu:size(1) do\n",
    "    pmu[i] = pmu_plogv_pi[a[{i,1}]][i]\n",
    "    plogv[i] = pmu_plogv_pi[a[{i,1}]+K][i]\n",
    "end\n",
    "\n",
    "code = sampler:forward({pmu, plogv})\n",
    "recon = decoder:forward({x_input, code})\n",
    "itorch.image(recon:reshape(N, 1, 64, 64))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "iTorch",
   "language": "lua",
   "name": "itorch"
  },
  "language_info": {
   "name": "lua",
   "version": "20100"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}