{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup environment: \n",
    "In order to create plots using data shader, you must first setup your python environment by installing the required packages.  This requires [Anaconda Python distribution](https://www.continuum.io/downloads).  For simplicity, this guide demonstrates using an [Anaconda virtual environment](https://conda.io/docs/using/envs.html).  \n",
    "\n",
    "First, create your python environment (answer `y` to proceed)\n",
    "```\n",
    "conda create -n plotting python=3.6\n",
    "```\n",
    "then activate the environment\n",
    "```\n",
    "source activate plotting\n",
    "```\n",
    "Note that your terminal prompt now has `(plotting)` on the left, showing which python environment you have active.\n",
    "Now install datashader from the bokeh channel packages (answer `y` to proceed)\n",
    "```\n",
    "conda install -c bokeh datashader\n",
    "```\n",
    "This should bring in most of the other requirements.  You still need `bokeh`, `ipython`, and `jupyter` so lets install them (again answer `y` to proceed)\n",
    "```\n",
    "conda install ipython jupyter bokeh matplotlib\n",
    "```\n",
    "At this point, you may want to deactivate, then reactivate your python environment to make sure the path is updated (sometimes `ipython` requires this step so I include it in case this is your situation)\n",
    "```\n",
    "source deactivate\n",
    "source activate plotting\n",
    "```\n",
    "You can now directly open this notebook using the command\n",
    "```\n",
    "jupyter notebook dense\\ plot.ipynb\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import datashader as ds\n",
    "import datashader.transfer_functions as tf\n",
    "from datashader.bokeh_ext import InteractiveImage, create_ramp_legend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"27368876-4564-4731-ac3c-5a7f681a7e87\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(global) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    window._bokeh_onload_callbacks = [];\n",
       "    window._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "\n",
       "  \n",
       "  if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    window._bokeh_timeout = Date.now() + 5000;\n",
       "    window._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    if (window.Bokeh !== undefined) {\n",
       "      var el = document.getElementById(\"27368876-4564-4731-ac3c-5a7f681a7e87\");\n",
       "      el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "    } else if (Date.now() < window._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    delete window._bokeh_onload_callbacks\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    window._bokeh_onload_callbacks.push(callback);\n",
       "    if (window._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    window._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        window._bokeh_is_loading--;\n",
       "        if (window._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"27368876-4564-4731-ac3c-5a7f681a7e87\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '27368876-4564-4731-ac3c-5a7f681a7e87' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.5.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.5.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "      document.getElementById(\"27368876-4564-4731-ac3c-5a7f681a7e87\").textContent = \"BokehJS is loading...\";\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.5.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.5.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.5.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.5.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i](window.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < window._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!window._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      window._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"27368876-4564-4731-ac3c-5a7f681a7e87\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (window._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(this));"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import bokeh.plotting\n",
    "bokeh.plotting.output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.gridspec as gridspec\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## code to download the data file if needed (http://stackoverflow.com/a/39225272/3585557)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def download_file_from_google_drive(id, destination):\n",
    "    URL = \"https://docs.google.com/uc?export=download\"\n",
    "\n",
    "    session = requests.Session()\n",
    "\n",
    "    response = session.get(URL, params = { 'id' : id }, stream = True)\n",
    "    token = get_confirm_token(response)\n",
    "\n",
    "    if token:\n",
    "        params = { 'id' : id, 'confirm' : token }\n",
    "        response = session.get(URL, params = params, stream = True)\n",
    "\n",
    "    save_response_content(response, destination)    \n",
    "\n",
    "def get_confirm_token(response):\n",
    "    for key, value in response.cookies.items():\n",
    "        if key.startswith('download_warning'):\n",
    "            return value\n",
    "\n",
    "    return None\n",
    "\n",
    "def save_response_content(response, destination):\n",
    "    CHUNK_SIZE = 32768\n",
    "\n",
    "    with open(destination, \"wb\") as f:\n",
    "        for chunk in response.iter_content(CHUNK_SIZE):\n",
    "            if chunk: # filter out keep-alive new chunks\n",
    "                f.write(chunk)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# $R$-factor vs $R_g$ Example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets make sure you have the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_fname = 'rg_rfactor.dat'\n",
    "data_id = '0BzH_QCttbrwvNm9qMVRid1lzTXM'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "downloading data file\n"
     ]
    }
   ],
   "source": [
    "if not os.path.exists(data_fname):\n",
    "    print('downloading data file')\n",
    "    download_file_from_google_drive(data_id, data_fname)\n",
    "else:\n",
    "     print('data file found in current directory')   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rg</th>\n",
       "      <th>R-factor</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>111.020562</td>\n",
       "      <td>0.203760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>111.020621</td>\n",
       "      <td>0.203759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>111.014174</td>\n",
       "      <td>0.203978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>111.159593</td>\n",
       "      <td>0.203095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>111.162165</td>\n",
       "      <td>0.203032</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Rg  R-factor\n",
       "id                      \n",
       "1   111.020562  0.203760\n",
       "2   111.020621  0.203759\n",
       "3   111.014174  0.203978\n",
       "4   111.159593  0.203095\n",
       "5   111.162165  0.203032"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rg_df = pd.DataFrame.from_csv(data_fname, index_col=0)\n",
    "rg_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rg_range:  [80.0, 211.0]\n",
      "r_range:  [0.0132609965, 0.53681868700000002]\n"
     ]
    }
   ],
   "source": [
    "rg_range = [np.floor(rg_df.Rg.min()), np.ceil(rg_df.Rg.max())]\n",
    "r_range = [rg_df['R-factor'].min(), rg_df['R-factor'].max()]\n",
    "print('rg_range: ', rg_range)\n",
    "print('r_range: ', r_range)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting without `datashader`\n",
    "Using `matplotlib` because when using `bokeh` the number of data points stresses the browser."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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/bE3mL1ubm1esy7qNfak3ez6/qpKd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\nAAB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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5a30c68e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 13.1 s, sys: 56 ms, total: 13.1 s\n",
      "Wall time: 13.1 s\n"
     ]
    }
   ],
   "source": [
    "def make_plot():\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "\n",
    "    ax.plot(rg_df['Rg'], rg_df['R-factor'], 'o')\n",
    "    ax.set_xlabel(r'R$_g$ ($\\AA$)')\n",
    "    ax.set_ylabel(r'R-factor')\n",
    "    plt.show()\n",
    "\n",
    "%time make_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that the result looks like a continuous area.  Let's try using transparency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3gK1WU9+/55ln/fGb0O9Dr/cKzzzzDACdTodez/dCJUmSvhO+UyktgLJuFqKM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\nnlo5Lk9bHr+4z36taI1h0jQoC8b1w/3KID6Op2DsQ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eKfxbgrnAvSaZRoo/gaX8fpopCb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\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lJY+cDjjVi1kJC4aZiTaEWUUvyTcCGzdKN8x5biWmG+cc64UsBCmx7GkjrpECfAUNx+KW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\nxwHHsbHtJ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3jsCbih7FALnENRNhmguNVzE0gT2L8f6nXIsmIaretCGEKjUaVer5NlGcYY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\nfj3P829N+fou4J3AW6Z5zreALfmzfOMZY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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5a2ce114a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gs = gridspec.GridSpec(1, 4)\n",
    "fig, (ax0, ax1, ax2, ax3) = plt.subplots(1, 4, sharex=True, sharey=True, figsize=(8,2))\n",
    "\n",
    "N = len(rg_df)\n",
    "\n",
    "ax0.plot(rg_df['Rg'][:N], rg_df['R-factor'][:N], 'o', alpha=0.5)\n",
    "ax1.plot(rg_df['Rg'][:N], rg_df['R-factor'][:N], 'o', alpha=0.1)\n",
    "ax2.plot(rg_df['Rg'][:N], rg_df['R-factor'][:N], 'o', alpha=0.02)\n",
    "ax3.plot(rg_df['Rg'][:N], rg_df['R-factor'][:N], 'o', alpha=0.004)\n",
    "\n",
    "ax0.set_ylabel(r'R-factor')\n",
    "\n",
    "all_ax = [ax0, ax1, ax2, ax3]\n",
    "for ax in all_ax:\n",
    "    ax.set_xlabel(r'R$_g$ ($\\AA$)')\n",
    "\n",
    "fig.subplots_adjust(wspace=0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That did not improve things much.  Let's try using smaller points to improve the visual representation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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V2ATOLzdYb3bZaCUkWUYvy0jSbCA9S5IkDZMshzCLuXOmxK0zh6gVQoqTcAKo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\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5rS8/8qT24G8dXuBdf3sv+QvmD0edsRcy3uev3kByuVwut6recsm6FX9TP9UMkQJuOTTP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Zg4CjEl9ENBVkiOtDyqZkYcx1zaCwlyie+YLFQkcZJypTfB8yo8vNomyzKcPKPr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FSdqmobcnuVVVPbmqPjVjfv+c5PuTvOKgw2dNOfVdi8ytY70sHltrLcnz5pxy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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5a298b9c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gs = gridspec.GridSpec(1, 4)\n",
    "fig, (ax0, ax1, ax2, ax3) = plt.subplots(1, 4, sharex=True, sharey=True, figsize=(8,2))\n",
    "\n",
    "N = len(rg_df)\n",
    "\n",
    "ax0.plot(rg_df['Rg'][:N], rg_df['R-factor'][:N], '.', ms=1)\n",
    "ax1.plot(rg_df['Rg'][:N], rg_df['R-factor'][:N], '.', ms=0.1)\n",
    "ax2.plot(rg_df['Rg'][:N], rg_df['R-factor'][:N], '.', ms=0.01)\n",
    "ax3.plot(rg_df['Rg'][:N], rg_df['R-factor'][:N], '.', ms=0.001)\n",
    "\n",
    "ax0.set_ylabel(r'R-factor')\n",
    "\n",
    "all_ax = [ax0, ax1, ax2, ax3]\n",
    "for ax in all_ax:\n",
    "    ax.set_xlabel(r'R$_g$ ($\\AA$)')\n",
    "\n",
    "fig.subplots_adjust(wspace=0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This starts to reveal the structure of the data but this requires several plots (and takes a long time to render)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Now lets use `datashader` to reveal the data structure in a consolidated image\n",
    "This creates static images without axes labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Everything in one line:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 372 ms, sys: 0 ns, total: 372 ms\n",
      "Wall time: 373 ms\n"
     ]
    },
    {
     "data": {
      "image/png": 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h6sD3nlYamyvY2+lXpYolhBBCiDvBNQWshqZyJoaj2J0m4tE0A2eniIaS2F0mzp4e4+k2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\nliR8D4XZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<xarray.Image (y_axis: 600, x_axis: 600)>\n",
       "array([[         0,          0,          0, ...,          0,          0,\n",
       "                 0],\n",
       "       [         0,          0,          0, ...,          0,          0,\n",
       "                 0],\n",
       "       [         0,          0,          0, ...,          0,          0,\n",
       "                 0],\n",
       "       ..., \n",
       "       [         0,          0,          0, ...,          0,          0,\n",
       "                 0],\n",
       "       [         0, 4292392851,          0, ...,          0,          0,\n",
       "                 0],\n",
       "       [         0, 4293318829,          0, ...,          0,          0,\n",
       "                 0]], dtype=uint32)\n",
       "Coordinates:\n",
       "  * y_axis   (y_axis) float64 0.01326 0.01414 0.01501 0.01588 0.01676 ...\n",
       "  * x_axis   (x_axis) float64 80.95 81.17 81.38 81.6 81.82 82.03 82.25 82.47 ..."
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time tf.shade(ds.Canvas().points(rg_df,'Rg','R-factor'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice how much faster this took than the original matplotlib plot of all the data (around 250 ms instead of 13 s on my system)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Breaking it up a bit (and add a legend):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<xarray.DataArray (y_axis: 300, x_axis: 600)>\n",
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ..., \n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=int32)\n",
       "Coordinates:\n",
       "  * y_axis   (y_axis) float64 0.01326 0.01501 0.01676 0.01851 0.02027 ...\n",
       "  * x_axis   (x_axis) float64 80.0 80.22 80.44 80.66 80.87 81.09 81.31 81.53 ..."
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# notice how I adjusted the plot_width to 600 and the height to 300 for easier comparison, adjust to fit your needs\n",
    "# 1. create a canvas to put the data on\n",
    "canvas = ds.Canvas(plot_width=600, plot_height=300, x_range=rg_range, y_range=r_range)\n",
    "# 2. aggregate the data, the key step behind data shader\n",
    "agg = canvas.points(rg_df, 'Rg', 'R-factor', agg=ds.count())\n",
    "agg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HWD/e/QVl8Z2F9gsKheL2SDBFJp2nss6JxWrEYDKQz+apbXJjsRppWVHJxHCcYCAJFJYH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\nL66W24BCCHEL+B+3S83qruGrTQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<xarray.Image (y_axis: 300, x_axis: 600)>\n",
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ..., \n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint32)\n",
       "Coordinates:\n",
       "  * y_axis   (y_axis) float64 0.01326 0.01501 0.01676 0.01851 0.02027 ...\n",
       "  * x_axis   (x_axis) float64 80.0 80.22 80.44 80.66 80.87 81.09 81.31 81.53 ..."
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = tf.shade(agg)\n",
    "img"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Lets adjust the transform function.  You can specify how the data values should map into colors: 'linear', 'log', or 'eq_hist', as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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7a8YlBllHc7CWVjMkqUU+8hjuF3j+1bAWUMYYBB9gnfquXGIxHpYYDUuUeYCI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\nob0FAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<xarray.Image (y_axis: 300, x_axis: 600)>\n",
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ..., \n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint32)\n",
       "Coordinates:\n",
       "  * y_axis   (y_axis) float64 0.01326 0.01501 0.01676 0.01851 0.02027 ...\n",
       "  * x_axis   (x_axis) float64 80.0 80.22 80.44 80.66 80.87 81.09 81.31 81.53 ..."
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.shade(agg, how='linear') \n",
    "# linear does not accentuate the variation (not much gained by using datashader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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tIYQQQgi4wxuNrub//uIP7TMfpQBIJ0v0b4zQsy6EP6CRz1SJJwKEY176N4Q5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\nvv/jmrwGFEKIu8B/AZw09U8JUK2gAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<xarray.Image (y_axis: 300, x_axis: 600)>\n",
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ..., \n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint32)\n",
       "Coordinates:\n",
       "  * y_axis   (y_axis) float64 0.01326 0.01501 0.01676 0.01851 0.02027 ...\n",
       "  * x_axis   (x_axis) float64 80.0 80.22 80.44 80.66 80.87 81.09 81.31 81.53 ..."
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.shade(agg, how='log')\n",
    "# log looks better than linear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HWD/e/QVl8Z2F9gsKheL2SDBFJp2nss6JxWrEYDKQz+apbXJjsRppWVHJxHCcYCAJFJYH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\nL66W24BCCHEL+B+3S83qruGrTQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<xarray.Image (y_axis: 300, x_axis: 600)>\n",
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ..., \n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint32)\n",
       "Coordinates:\n",
       "  * y_axis   (y_axis) float64 0.01326 0.01501 0.01676 0.01851 0.02027 ...\n",
       "  * x_axis   (x_axis) float64 80.0 80.22 80.44 80.66 80.87 81.09 81.31 81.53 ..."
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.shade(agg, how='eq_hist')\n",
    "# equalization of the histogram looks great"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### again with some color contrast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "palette = ['navy', 'orange']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HvM5wXOUI0UEVGFavdMXwTgghhBDyIblmFSyjDh6HiwJBBTvjBR5vH9uKQhcxLmo40XZ0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\nrkJggg==\n",
      "text/plain": [
       "<xarray.Image (y_axis: 300, x_axis: 600)>\n",
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ..., \n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint32)\n",
       "Coordinates:\n",
       "  * y_axis   (y_axis) float64 0.01326 0.01501 0.01676 0.01851 0.02027 ...\n",
       "  * x_axis   (x_axis) float64 80.0 80.22 80.44 80.66 80.87 81.09 81.31 81.53 ..."
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.shade(agg, cmap=palette, how='linear') \n",
    "# linear does not accentuate the variation (not much gained by using datashader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KxJMBFnJuLkx18vSWKXIlJ3rVTshX5Hu/eIoX935OPGFmt06OvaYc3P0do1K1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VB5NJ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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<xarray.Image (y_axis: 300, x_axis: 600)>\n",
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ..., \n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint32)\n",
       "Coordinates:\n",
       "  * y_axis   (y_axis) float64 0.01326 0.01501 0.01676 0.01851 0.02027 ...\n",
       "  * x_axis   (x_axis) float64 80.0 80.22 80.44 80.66 80.87 81.09 81.31 81.53 ..."
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.shade(agg, cmap=palette, how='log')\n",
    "# log looks better than linear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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aLSGEEELM8sAFWMNBF6NTTmJJM+msAa8zRp03RFZVeHJtLwC/+fFzDE9quw71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\nJ4QQ6+8/PASpVeoFxfEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<xarray.Image (y_axis: 300, x_axis: 600)>\n",
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ..., \n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint32)\n",
       "Coordinates:\n",
       "  * y_axis   (y_axis) float64 0.01326 0.01501 0.01676 0.01851 0.02027 ...\n",
       "  * x_axis   (x_axis) float64 80.0 80.22 80.44 80.66 80.87 81.09 81.31 81.53 ..."
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.shade(agg, cmap=palette, how='eq_hist')\n",
    "# equalization of the histogram looks great"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice how little of the color range is being used for the `'linear'` case, because the high end (orange) is used only for the single pixel with the highest density, whereas a `'linear'` mapping results in all the rest having values near the low end of the colormap. The `'log'` mapping has similar issues, though less severe because it maps a wide range of data values into a smaller range for plotting. The `'eq_hist'` (default) setting correctly conveys the differences in density between the various distributions, by equalizing the histogram of pixel values such that every pixel color is used equally often."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Label plots using bokeh"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### only 1 color (default color)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"1d9be964-e795-480c-8341-86290012a4a6\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        var el = document.getElementById(\"1d9be964-e795-480c-8341-86290012a4a6\");\n",
       "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"1d9be964-e795-480c-8341-86290012a4a6\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1d9be964-e795-480c-8341-86290012a4a6' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
       "            var docs_json = 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Application\",\"version\":\"0.12.5\"}};\n",
       "            var render_items = [{\"docid\":\"cad5a8ce-1b3f-42fb-ac22-fcc32d5bdd9a\",\"elementid\":\"1d9be964-e795-480c-8341-86290012a4a6\",\"modelid\":\"c006d41b-85b4-41c5-b72e-f44bca62e56e\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"1d9be964-e795-480c-8341-86290012a4a6\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "width = 600\n",
    "height = 300\n",
    "\n",
    "canvas = ds.Canvas(plot_width=width, plot_height=height, x_range=rg_range, y_range=r_range)\n",
    "agg = canvas.points(rg_df, 'Rg', 'R-factor', agg=ds.count())\n",
    "# agg = canvas.points(rg_df, 'Rg', 'R-factor')\n",
    "img = tf.shade(agg, how='eq_hist')\n",
    "\n",
    "fig = bokeh.plotting.Figure(x_range=rg_range, y_range=r_range, \n",
    "                            plot_width=width, plot_height=height, \n",
    "                            x_axis_label='Rg', y_axis_label='R-factor') \n",
    "                            \n",
    "fig.image_rgba(image=[img.data], x=rg_range[0], y=r_range[0],\n",
    "               dw=[rg_range[1]-rg_range[0]], dh=[r_range[1]-r_range[0]])\n",
    "\n",
    "bokeh.plotting.show(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that while bokeh provides interactivity, updating the plotting ranges does not call the datashader's aggregate function to update the pixel binning.  I will demonstrate this later."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### only 1 color (my choice)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"bd621ea8-1929-4893-979e-9376ceb84e25\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        var el = document.getElementById(\"bd621ea8-1929-4893-979e-9376ceb84e25\");\n",
       "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"bd621ea8-1929-4893-979e-9376ceb84e25\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'bd621ea8-1929-4893-979e-9376ceb84e25' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
       "            var docs_json = 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       "            var render_items = [{\"docid\":\"a3991dd3-43b4-4453-a32f-fa878f77a667\",\"elementid\":\"bd621ea8-1929-4893-979e-9376ceb84e25\",\"modelid\":\"2ae6e0d0-3aad-486f-ab02-6a6e80bdd56c\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"bd621ea8-1929-4893-979e-9376ceb84e25\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "palette = ['white', 'firebrick']\n",
    "width = 600\n",
    "height = 300\n",
    "\n",
    "canvas = ds.Canvas(plot_width=width, plot_height=height, x_range=rg_range, y_range=r_range)\n",
    "agg = canvas.points(rg_df, 'Rg', 'R-factor', agg=ds.count())\n",
    "# agg = canvas.points(rg_df, 'Rg', 'R-factor')\n",
    "img = tf.shade(agg, cmap=palette, how='eq_hist')\n",
    "\n",
    "fig = bokeh.plotting.Figure(x_range=rg_range, y_range=r_range, \n",
    "                            plot_width=width, plot_height=height, \n",
    "                            x_axis_label='Rg', y_axis_label='R-factor') \n",
    "                            \n",
    "fig.image_rgba(image=[img.data], x=rg_range[0], y=r_range[0],\n",
    "               dw=[rg_range[1]-rg_range[0]], dh=[r_range[1]-r_range[0]])\n",
    "\n",
    "bokeh.plotting.show(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that in order to get a single color of my choice, I actually used a palette with 2 colors, `'white'` for the low values (to blend in with the background), and `'firebrick'` for the high values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now with a legend ([issues exist for some cases](https://github.com/bokeh/datashader/issues/276))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"1081a527-b729-4d7a-9613-7b6b5d081458\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        var el = document.getElementById(\"1081a527-b729-4d7a-9613-7b6b5d081458\");\n",
       "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"1081a527-b729-4d7a-9613-7b6b5d081458\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1081a527-b729-4d7a-9613-7b6b5d081458' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
       "            var docs_json = 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       "            var render_items = [{\"docid\":\"4a7639fb-3fa4-4258-86be-63d6322b8c53\",\"elementid\":\"1081a527-b729-4d7a-9613-7b6b5d081458\",\"modelid\":\"c054379e-47cd-4204-a682-5fdf582f19c0\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
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       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"1081a527-b729-4d7a-9613-7b6b5d081458\")).parents('.cell').data().cell;\n",
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       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "AssertionError",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-27-5ae480695c0e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     19\u001b[0m \u001b[0mbokeh\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplotting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 21\u001b[0;31m \u001b[0mlegend_fig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcreate_ramp_legend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0magg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpalette\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mhow\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mwidth\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     22\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     23\u001b[0m \u001b[0mbokeh\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplotting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlegend_fig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/schowell/data/myPrograms/anaconda3/envs/py35/lib/python3.5/site-packages/datashader-0.4.0-py3.5.egg/datashader/bokeh_ext.py\u001b[0m in \u001b[0;36mcreate_ramp_legend\u001b[0;34m(agg, cmap, how, width)\u001b[0m\n\u001b[1;32m    395\u001b[0m     \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshade\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvals_arr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcmap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mhow\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    396\u001b[0m     \u001b[0mx_axis_type\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhow\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 397\u001b[0;31m     \u001b[0;32massert\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_axis_type\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'linear'\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mx_axis_type\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m'log'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    398\u001b[0m     legend_fig = Figure(x_range=(min_val, max_val),\n\u001b[1;32m    399\u001b[0m                         \u001b[0mplot_height\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAssertionError\u001b[0m: "
     ]
    }
   ],
   "source": [
    "height = 300\n",
    "width = 600\n",
    "palette = ['white', 'navy']\n",
    "how = 'eq_hist'\n",
    "canvas = ds.Canvas(plot_width=width, plot_height=height,\n",
    "                   x_range=rg_range, y_range=r_range,\n",
    "                   x_axis_type='linear')\n",
    "\n",
    "agg = canvas.points(rg_df, 'Rg', 'R-factor')\n",
    "img = tf.shade(agg, cmap=palette, how=how)\n",
    "fig = bokeh.plotting.Figure(x_range=rg_range, y_range=r_range,\n",
    "             plot_width=width, plot_height=height,\n",
    "             x_axis_label='Rg', y_axis_label='R-factor',\n",
    "             # tools='',  # uncomment this line to hide the bokeh tools\n",
    "             )\n",
    "fig.image_rgba(image=[img.data], x=rg_range[0], y=r_range[0],\n",
    "               dw=[rg_range[1]-rg_range[0]], dh=[r_range[1]-r_range[0]])\n",
    "\n",
    "bokeh.plotting.show(fig)\n",
    "\n",
    "legend_fig = create_ramp_legend(agg, palette, how=how, width=width)\n",
    "                                \n",
    "bokeh.plotting.show(legend_fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"c5142bf0-0d4a-471e-b0e7-e4b353376d61\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        var el = document.getElementById(\"c5142bf0-0d4a-471e-b0e7-e4b353376d61\");\n",
       "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
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       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"c5142bf0-0d4a-471e-b0e7-e4b353376d61\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'c5142bf0-0d4a-471e-b0e7-e4b353376d61' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
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       "            var render_items = [{\"docid\":\"2fe6473d-0904-471f-b0ec-81c17ff321c0\",\"elementid\":\"c5142bf0-0d4a-471e-b0e7-e4b353376d61\",\"modelid\":\"f9199e0c-77b7-4160-976e-ab60e98ced5d\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
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       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
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       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
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       "  \n",
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       "</script>"
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    {
     "ename": "AssertionError",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-28-217359880a6a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     19\u001b[0m \u001b[0mbokeh\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplotting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 21\u001b[0;31m \u001b[0mlegend_fig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcreate_ramp_legend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0magg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpalette\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mhow\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mwidth\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     22\u001b[0m \u001b[0mbokeh\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplotting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlegend_fig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/schowell/data/myPrograms/anaconda3/envs/py35/lib/python3.5/site-packages/datashader-0.4.0-py3.5.egg/datashader/bokeh_ext.py\u001b[0m in \u001b[0;36mcreate_ramp_legend\u001b[0;34m(agg, cmap, how, width)\u001b[0m\n\u001b[1;32m    395\u001b[0m     \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshade\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvals_arr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcmap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mhow\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    396\u001b[0m     \u001b[0mx_axis_type\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhow\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 397\u001b[0;31m     \u001b[0;32massert\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_axis_type\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'linear'\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mx_axis_type\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m'log'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    398\u001b[0m     legend_fig = Figure(x_range=(min_val, max_val),\n\u001b[1;32m    399\u001b[0m                         \u001b[0mplot_height\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAssertionError\u001b[0m: "
     ]
    }
   ],
   "source": [
    "height = 300\n",
    "width = 600\n",
    "from bokeh.palettes import Viridis256 as palette \n",
    "how = 'eq_hist'\n",
    "\n",
    "canvas = ds.Canvas(plot_width=width, plot_height=height,\n",
    "                   x_range=rg_range, y_range=r_range)\n",
    "\n",
    "agg = canvas.points(rg_df, 'Rg', 'R-factor')\n",
    "img = tf.shade(agg, cmap=palette, how=how)\n",
    "fig = bokeh.plotting.Figure(x_range=rg_range, y_range=r_range,\n",
    "             plot_width=width, plot_height=height,\n",
    "             x_axis_label='Rg', y_axis_label='R-factor',\n",
    "             # tools='',  # uncomment this line to hide the bokeh tools\n",
    "             )\n",
    "fig.image_rgba(image=[img.data], x=rg_range[0], y=r_range[0],\n",
    "               dw=[rg_range[1]-rg_range[0]], dh=[r_range[1]-r_range[0]])\n",
    "\n",
    "bokeh.plotting.show(fig)\n",
    "\n",
    "legend_fig = create_ramp_legend(agg, palette, how=how, width=width)\n",
    "bokeh.plotting.show(legend_fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interactive Plots\n",
    "Try zooming in/out for these plots to see it update the shading on the fly."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### only 1 color (default color)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       // Define a callback to capture errors on the Python side\\n        function callback(msg){\\n          if (msg.msg_type == \\\"execute_result\\\") {\\n            if (msg.content.data['text/plain'] === \\\"'Complete'\\\") {\\n               if (Bokeh._queued.length) {\\n                   update_plot();\\n               } else {\\n                   Bokeh._blocked = false;\\n               }\\n               Bokeh._timeout = Date.now();\\n            }\\n          } else {\\n            console.log(\\\"Python callback returned unexpected message:\\\", msg)\\n          }\\n        }\\n        callbacks = {iopub: {output: callback}};\\n\\n        function update_plot() {\\n            range = Bokeh._queued;\\n            var cmd = \\\"from datashader.bokeh_ext import InteractiveImage; InteractiveImage._callbacks['6a244cc7-6422-46fa-ba00-7deb02c92623'].update(\\\" + range + \\\")\\\"\\n            // Execute the command on the Python kernel\\n            if (IPython.notebook.kernel !== undefined) {\\n                var kernel = IPython.notebook.kernel;\\n                kernel.execute(cmd, callbacks, {silent : false});\\n            }\\n            Bokeh._queued = [];\\n        }\\n\\n        var plot = x_range.plots[0];\\n        // Generate a command to execute in Python\\n        var ranges = {xmin: x_range.start,\\n                       ymin: y_range.start,\\n                       xmax: x_range.end,\\n                       ymax: y_range.end,\\n                       w: Math.floor(plot.width),\\n                       h: Math.floor(plot.height)}\\n        var range_str = JSON.stringify(ranges)\\n\\n        if (!Bokeh._queued) {\\n            Bokeh._queued = [];\\n            Bokeh._blocked = false;\\n            Bokeh._timeout = Date.now();\\n        }\\n\\n        timeout = Bokeh._timeout + 2000;\\n        if (typeof _ === \\\"undefined\\\") {\\n        } else if ((Bokeh._blocked && (Date.now() < timeout))) {\\n            Bokeh._queued = [range_str];\\n        } else {\\n            Bokeh._queued = [range_str];\\n            setTimeout(update_plot(), 200);\\n            Bokeh._blocked = true;\\n            Bokeh._timeout = Date.now();\\n        }\\n    \"},\"id\":\"4b39f3a9-3136-4edc-a05f-38d791124178\",\"type\":\"CustomJS\"},{\"attributes\":{\"plot\":{\"id\":\"f830c064-5665-4822-8de7-81b0fd01056c\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"c96fcb20-740e-4177-9cfc-bb166e85ed8b\",\"type\":\"PanTool\"},{\"attributes\":{\"plot\":{\"id\":\"f830c064-5665-4822-8de7-81b0fd01056c\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"511a97b8-267a-4b56-b7d2-85615fd4103f\",\"type\":\"SaveTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"756e9f67-6721-494b-aef9-fd2f596350c4\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"plot\":{\"id\":\"f830c064-5665-4822-8de7-81b0fd01056c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"d926241d-dd3c-4101-8f8b-f0ffab100bb7\",\"type\":\"BasicTicker\"}},\"id\":\"b0a89082-0b6f-4b9c-8018-3b81b2cea511\",\"type\":\"Grid\"},{\"attributes\":{\"axis_label\":\"R-factor\",\"formatter\":{\"id\":\"cfef05bd-abf5-4192-b646-55047ffe6f61\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"f830c064-5665-4822-8de7-81b0fd01056c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"48cfcd36-c85c-4d7f-a2e1-152782f04e97\",\"type\":\"BasicTicker\"}},\"id\":\"b490298a-20f3-42d7-960b-b342ffc3b0c8\",\"type\":\"LinearAxis\"},{\"attributes\":{\"plot\":{\"id\":\"f830c064-5665-4822-8de7-81b0fd01056c\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"00df5dc9-737b-4a58-a668-b33ad464223e\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"plot\":{\"id\":\"f830c064-5665-4822-8de7-81b0fd01056c\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"38104058-fbf4-4dce-b173-c80438a314e4\",\"type\":\"HelpTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"c96fcb20-740e-4177-9cfc-bb166e85ed8b\",\"type\":\"PanTool\"},{\"id\":\"00df5dc9-737b-4a58-a668-b33ad464223e\",\"type\":\"WheelZoomTool\"},{\"id\":\"2baaed66-0244-4ec9-8bc8-52deea1fe3c0\",\"type\":\"BoxZoomTool\"},{\"id\":\"511a97b8-267a-4b56-b7d2-85615fd4103f\",\"type\":\"SaveTool\"},{\"id\":\"acaf2b45-ba83-47ec-9761-43647b9d41ce\",\"type\":\"ResetTool\"},{\"id\":\"38104058-fbf4-4dce-b173-c80438a314e4\",\"type\":\"HelpTool\"}]},\"id\":\"1ce78041-f4ee-42ba-b01a-186e93c05a6d\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":{\"id\":\"4b39f3a9-3136-4edc-a05f-38d791124178\",\"type\":\"CustomJS\"},\"end\":211.0,\"start\":80.0},\"id\":\"7bc53cd3-7ec5-4a16-8e47-b76cca1bfff8\",\"type\":\"Range1d\"},{\"attributes\":{\"axis_label\":\"Rg\",\"formatter\":{\"id\":\"662d2076-acfd-43a7-b4c2-a70919f84121\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"f830c064-5665-4822-8de7-81b0fd01056c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"d926241d-dd3c-4101-8f8b-f0ffab100bb7\",\"type\":\"BasicTicker\"}},\"id\":\"f3d584c8-097f-440b-8bad-549485ba3612\",\"type\":\"LinearAxis\"},{\"attributes\":{\"plot\":{\"id\":\"f830c064-5665-4822-8de7-81b0fd01056c\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"acaf2b45-ba83-47ec-9761-43647b9d41ce\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"662d2076-acfd-43a7-b4c2-a70919f84121\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"overlay\":{\"id\":\"756e9f67-6721-494b-aef9-fd2f596350c4\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"f830c064-5665-4822-8de7-81b0fd01056c\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"2baaed66-0244-4ec9-8bc8-52deea1fe3c0\",\"type\":\"BoxZoomTool\"}],\"root_ids\":[\"f830c064-5665-4822-8de7-81b0fd01056c\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.5\"}};\n",
       "            var render_items = [{\"docid\":\"4eb5f68c-7631-453c-9a47-4f0aba3bbe07\",\"elementid\":\"2c1dd6ac-c06d-4ef6-a829-920bc9dbe765\",\"modelid\":\"f830c064-5665-4822-8de7-81b0fd01056c\",\"notebook_comms_target\":\"6a244cc7-6422-46fa-ba00-7deb02c92623\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"2c1dd6ac-c06d-4ef6-a829-920bc9dbe765\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ],
      "text/plain": [
       "<datashader.bokeh_ext.InteractiveImage at 0x7f15f541eeb8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p1 = bokeh.plotting.figure(x_range=rg_range, y_range=r_range, width=600, height=300,\n",
    "                           x_axis_label='Rg', y_axis_label='R-factor')\n",
    "\n",
    "# setup the interactive plotting callback (uses **global** variables)\n",
    "def image_callback(x_range, y_range, w, h):\n",
    "    canvas = ds.Canvas(plot_width=w, plot_height=h, x_range=x_range, y_range=y_range)\n",
    "    agg = canvas.points(rg_df, 'Rg', 'R-factor', agg=ds.count())\n",
    "    img = tf.shade(agg, how='eq_hist')\n",
    "    return tf.dynspread(img, threshold=0.25)\n",
    "\n",
    "InteractiveImage(p1, image_callback)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### only 1 color (my choice)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "  \n",
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       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
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       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
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       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
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       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"672a2947-f08b-4093-8001-95ace1662934\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '672a2947-f08b-4093-8001-95ace1662934' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
       "            var docs_json = 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       // Define a callback to capture errors on the Python side\\n        function callback(msg){\\n          if (msg.msg_type == \\\"execute_result\\\") {\\n            if (msg.content.data['text/plain'] === \\\"'Complete'\\\") {\\n               if (Bokeh._queued.length) {\\n                   update_plot();\\n               } else {\\n                   Bokeh._blocked = false;\\n               }\\n               Bokeh._timeout = Date.now();\\n            }\\n          } else {\\n            console.log(\\\"Python callback returned unexpected message:\\\", msg)\\n          }\\n        }\\n        callbacks = {iopub: {output: callback}};\\n\\n        function update_plot() {\\n            range = Bokeh._queued;\\n            var cmd = \\\"from datashader.bokeh_ext import InteractiveImage; InteractiveImage._callbacks['3f477f32-8768-4c5b-b2b1-9a238ec1ed68'].update(\\\" + range + \\\")\\\"\\n            // Execute the command on the Python kernel\\n            if (IPython.notebook.kernel !== undefined) {\\n                var kernel = IPython.notebook.kernel;\\n                kernel.execute(cmd, callbacks, {silent : false});\\n            }\\n            Bokeh._queued = [];\\n        }\\n\\n        var plot = x_range.plots[0];\\n        // Generate a command to execute in Python\\n        var ranges = {xmin: x_range.attributes.start,\\n                       ymin: y_range.attributes.start,\\n                       xmax: x_range.attributes.end,\\n                       ymax: y_range.attributes.end,\\n                       w: Math.floor(plot.width),\\n                       h: Math.floor(plot.height)}\\n        var range_str = JSON.stringify(ranges)\\n\\n        if (!Bokeh._queued) {\\n            Bokeh._queued = [];\\n            Bokeh._blocked = false;\\n            Bokeh._timeout = Date.now();\\n        }\\n\\n        timeout = Bokeh._timeout + 2000;\\n        if (typeof _ === \\\"undefined\\\") {\\n        } else if ((Bokeh._blocked && (Date.now() < timeout))) {\\n            Bokeh._queued = [range_str];\\n        } else {\\n            Bokeh._queued = [range_str];\\n            setTimeout(update_plot(), 200);\\n            Bokeh._blocked = true;\\n            Bokeh._timeout = Date.now();\\n        }\\n    \"},\"id\":\"2b1a65ef-911a-49dc-be9c-0b123f941710\",\"type\":\"CustomJS\"},{\"attributes\":{\"plot\":{\"id\":\"25e0b47d-caac-4077-b3c5-0d7b93da80c0\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"7c3ed6fa-8b48-45f3-abb8-8541420a90ae\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"plot\":{\"id\":\"25e0b47d-caac-4077-b3c5-0d7b93da80c0\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"9b1dc089-04ba-40a0-a7cf-57b1cac5c4f0\",\"type\":\"ResetTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"ed0b06e8-ec06-46e8-8579-cc373b566379\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"68ae968f-de6b-4e85-82aa-99769428cac8\",\"type\":\"ToolEvents\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"25e0b47d-caac-4077-b3c5-0d7b93da80c0\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"a0713a5d-0c45-4181-918b-1bc3a2260c0e\",\"type\":\"BasicTicker\"}},\"id\":\"e503cedf-1acb-4794-bc58-36ac90947c72\",\"type\":\"Grid\"},{\"attributes\":{\"axis_label\":\"Rg\",\"formatter\":{\"id\":\"7af826c5-bc8d-45a4-9f9c-02ef11dcbe35\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"25e0b47d-caac-4077-b3c5-0d7b93da80c0\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"b975d997-c93a-4524-acd4-9bf9d4833d0d\",\"type\":\"BasicTicker\"}},\"id\":\"856c4c98-ad8e-42ab-8887-95fae0a1e58f\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"b975d997-c93a-4524-acd4-9bf9d4833d0d\",\"type\":\"BasicTicker\"},{\"attributes\":{\"plot\":{\"id\":\"25e0b47d-caac-4077-b3c5-0d7b93da80c0\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"9b087dfe-41c9-4df0-8333-a56b3c5fb3e9\",\"type\":\"PanTool\"},{\"attributes\":{\"dh\":{\"field\":\"dh\",\"units\":\"data\"},\"dw\":{\"field\":\"dw\",\"units\":\"data\"},\"image\":{\"field\":\"image\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"e530c505-59e2-44ae-a76e-c2227d346a0e\",\"type\":\"ImageRGBA\"},{\"attributes\":{\"overlay\":{\"id\":\"ed0b06e8-ec06-46e8-8579-cc373b566379\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"25e0b47d-caac-4077-b3c5-0d7b93da80c0\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"d84c8584-9fcc-49dc-b99f-6d50eaba631e\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"plot\":{\"id\":\"25e0b47d-caac-4077-b3c5-0d7b93da80c0\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"44ec3a42-3b2f-46d3-bd9d-7285787ab5f3\",\"type\":\"SaveTool\"}],\"root_ids\":[\"25e0b47d-caac-4077-b3c5-0d7b93da80c0\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.5dev11\"}};\n",
       "            var render_items = [{\"docid\":\"ee4b97a9-7043-459c-ade5-c4d2b3cc30d3\",\"elementid\":\"672a2947-f08b-4093-8001-95ace1662934\",\"modelid\":\"25e0b47d-caac-4077-b3c5-0d7b93da80c0\",\"notebook_comms_target\":\"3f477f32-8768-4c5b-b2b1-9a238ec1ed68\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"672a2947-f08b-4093-8001-95ace1662934\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ],
      "text/plain": [
       "<datashader.bokeh_ext.InteractiveImage at 0x7f5a2c47f710>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "palette=['white', 'firebrick']\n",
    "\n",
    "p1 = bokeh.plotting.figure(x_range=rg_range, y_range=r_range, width=600, height=300,\n",
    "                           x_axis_label='Rg', y_axis_label='R-factor')\n",
    "\n",
    "# setup the interactive plotting callback (uses **global** variables)\n",
    "def image_callback(x_range, y_range, w, h):\n",
    "    canvas = ds.Canvas(plot_width=w, plot_height=h, x_range=x_range, y_range=y_range)\n",
    "    agg = canvas.points(rg_df, 'Rg', 'R-factor', agg=ds.count())\n",
    "    img = tf.shade(agg, cmap=palette, how='eq_hist')\n",
    "    return tf.dynspread(img, threshold=0.25)\n",
    "\n",
    "InteractiveImage(p1, image_callback)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2 distinct colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"704d7ba5-6d23-499f-9202-52467062ec2a\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        var el = document.getElementById(\"704d7ba5-6d23-499f-9202-52467062ec2a\");\n",
       "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }if ((window.Jupyter !== undefined) && Jupyter.notebook.kernel) {\n",
       "      comm_manager = Jupyter.notebook.kernel.comm_manager\n",
       "      comm_manager.register_target(\"40770301-a177-41c3-9d02-ff631b88dd83\", function () {});\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"704d7ba5-6d23-499f-9202-52467062ec2a\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '704d7ba5-6d23-499f-9202-52467062ec2a' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
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       // Define a callback to capture errors on the Python side\\n        function callback(msg){\\n          if (msg.msg_type == \\\"execute_result\\\") {\\n            if (msg.content.data['text/plain'] === \\\"'Complete'\\\") {\\n               if (Bokeh._queued.length) {\\n                   update_plot();\\n               } else {\\n                   Bokeh._blocked = false;\\n               }\\n               Bokeh._timeout = Date.now();\\n            }\\n          } else {\\n            console.log(\\\"Python callback returned unexpected message:\\\", msg)\\n          }\\n        }\\n        callbacks = {iopub: {output: callback}};\\n\\n        function update_plot() {\\n            range = Bokeh._queued;\\n            var cmd = \\\"from datashader.bokeh_ext import InteractiveImage; InteractiveImage._callbacks['40770301-a177-41c3-9d02-ff631b88dd83'].update(\\\" + range + \\\")\\\"\\n            // Execute the command on the Python kernel\\n            if (IPython.notebook.kernel !== undefined) {\\n                var kernel = IPython.notebook.kernel;\\n                kernel.execute(cmd, callbacks, {silent : false});\\n            }\\n            Bokeh._queued = [];\\n        }\\n\\n        var plot = x_range.plots[0];\\n        // Generate a command to execute in Python\\n        var ranges = {xmin: x_range.attributes.start,\\n                       ymin: y_range.attributes.start,\\n                       xmax: x_range.attributes.end,\\n                       ymax: y_range.attributes.end,\\n                       w: Math.floor(plot.width),\\n                       h: Math.floor(plot.height)}\\n        var range_str = JSON.stringify(ranges)\\n\\n        if (!Bokeh._queued) {\\n            Bokeh._queued = [];\\n            Bokeh._blocked = false;\\n            Bokeh._timeout = Date.now();\\n        }\\n\\n        timeout = Bokeh._timeout + 2000;\\n        if (typeof _ === \\\"undefined\\\") {\\n        } else if ((Bokeh._blocked && (Date.now() < timeout))) {\\n            Bokeh._queued = [range_str];\\n        } else {\\n            Bokeh._queued = [range_str];\\n            setTimeout(update_plot(), 200);\\n            Bokeh._blocked = true;\\n            Bokeh._timeout = Date.now();\\n        }\\n    \"},\"id\":\"3f700325-37e1-46fd-ba3d-a6008e968294\",\"type\":\"CustomJS\"},{\"attributes\":{\"plot\":{\"id\":\"8abe6562-57d3-42bf-b17f-43e0a3b7c707\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"914f548d-3fc1-4339-827c-d069d36fb5b8\",\"type\":\"SaveTool\"},{\"attributes\":{\"plot\":{\"id\":\"8abe6562-57d3-42bf-b17f-43e0a3b7c707\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"96fb8f30-eb63-48ca-87d5-03177239120b\",\"type\":\"HelpTool\"},{\"attributes\":{\"plot\":{\"id\":\"8abe6562-57d3-42bf-b17f-43e0a3b7c707\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"00289e5e-4576-4d41-94b9-6918d70444a8\",\"type\":\"ResetTool\"}],\"root_ids\":[\"8abe6562-57d3-42bf-b17f-43e0a3b7c707\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.5dev11\"}};\n",
       "            var render_items = [{\"docid\":\"0fb13ade-f334-41df-b058-c3b24ed6311a\",\"elementid\":\"704d7ba5-6d23-499f-9202-52467062ec2a\",\"modelid\":\"8abe6562-57d3-42bf-b17f-43e0a3b7c707\",\"notebook_comms_target\":\"40770301-a177-41c3-9d02-ff631b88dd83\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"704d7ba5-6d23-499f-9202-52467062ec2a\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ],
      "text/plain": [
       "<datashader.bokeh_ext.InteractiveImage at 0x7f5a2c1ac978>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "palette = ['navy', 'orange']\n",
    "\n",
    "p2 = bokeh.plotting.figure(x_range=rg_range, y_range=r_range, width=600, height=300,\n",
    "                           x_axis_label='Rg', y_axis_label='R-factor')\n",
    "\n",
    "def image_callback(x_range, y_range, w, h):\n",
    "    canvas = ds.Canvas(plot_width=w, plot_height=h, x_range=x_range, y_range=y_range)\n",
    "    agg = canvas.points(rg_df, 'Rg', 'R-factor', agg=ds.count())\n",
    "    img = tf.shade(agg, cmap=palette, how='eq_hist')\n",
    "    return tf.dynspread(img, threshold=0.25)\n",
    "\n",
    "InteractiveImage(p2, image_callback)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### a discrete colormap (11 discrete colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"320c2984-c6a9-4172-882b-c9c93bdd128e\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
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       "    function now() {\n",
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       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
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       "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
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       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }if ((window.Jupyter !== undefined) && Jupyter.notebook.kernel) {\n",
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       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
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       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
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       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"320c2984-c6a9-4172-882b-c9c93bdd128e\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '320c2984-c6a9-4172-882b-c9c93bdd128e' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
       "            var docs_json = {\"358d8d99-3f2a-4835-82bf-8c4f61fe53cf\":{\"roots\":{\"references\":[{\"attributes\":{\"plot\":{\"id\":\"b1003bef-a912-4562-8447-f99283f57207\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"956c2f6d-a981-4839-9d26-ab9c1370c352\",\"type\":\"PanTool\"},{\"attributes\":{\"plot\":{\"id\":\"b1003bef-a912-4562-8447-f99283f57207\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"748e85e2-3f0d-4040-a68c-2c9e87c64897\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"2c414921-af9f-4ed2-a3ae-4cbd36aaf220\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"6c21ea98-7578-490c-a83e-377b7daa8181\",\"type\":\"ImageRGBA\"},\"hover_glyph\":null,\"nonselection_glyph\":{\"id\":\"1cb1b65a-8b31-4a68-8b7c-fb0f93b089ab\",\"type\":\"ImageRGBA\"},\"selection_glyph\":null},\"id\":\"79e86ce5-0a0e-44fe-9194-da77970029d4\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"plot\":null,\"text\":\"\"},\"id\":\"55373c1d-539e-4488-a840-20e22e05d426\",\"type\":\"Title\"},{\"attributes\":{\"plot\":{\"id\":\"b1003bef-a912-4562-8447-f99283f57207\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"eeff0b2e-2f15-472c-91c9-0d3612e5c3d3\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis_label\":\"R-factor\",\"formatter\":{\"id\":\"42b03c9a-1157-492c-adbb-c018cc8e1b3e\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"b1003bef-a912-4562-8447-f99283f57207\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"0b4e1ef9-9459-4ac2-a9eb-ec438f132c8e\",\"type\":\"BasicTicker\"}},\"id\":\"d3f5be86-b566-4972-abfe-0049e39903b1\",\"type\":\"LinearAxis\"},{\"attributes\":{\"args\":{\"x_range\":{\"id\":\"ddd5dd7f-1e44-4460-9364-82e2ebe02087\",\"type\":\"Range1d\"},\"y_range\":{\"id\":\"222710ae-5b45-4c55-b865-6a01ee01f6a6\",\"type\":\"Range1d\"}},\"code\":\"\\n        // Define a callback to capture errors on the Python side\\n        function callback(msg){\\n          if (msg.msg_type == \\\"execute_result\\\") {\\n            if (msg.content.data['text/plain'] === \\\"'Complete'\\\") {\\n               if (Bokeh._queued.length) {\\n                   update_plot();\\n               } else {\\n                   Bokeh._blocked = false;\\n               }\\n               Bokeh._timeout = Date.now();\\n            }\\n          } else {\\n            console.log(\\\"Python callback returned unexpected message:\\\", msg)\\n          }\\n        }\\n        callbacks = {iopub: {output: callback}};\\n\\n        function update_plot() {\\n            range = Bokeh._queued;\\n            var cmd = \\\"from datashader.bokeh_ext import InteractiveImage; InteractiveImage._callbacks['bd1f69d6-b032-4195-92ea-a7757e5b817f'].update(\\\" + range + \\\")\\\"\\n            // Execute the command on the Python kernel\\n            if 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Application\",\"version\":\"0.12.5dev11\"}};\n",
       "            var render_items = [{\"docid\":\"358d8d99-3f2a-4835-82bf-8c4f61fe53cf\",\"elementid\":\"320c2984-c6a9-4172-882b-c9c93bdd128e\",\"modelid\":\"b1003bef-a912-4562-8447-f99283f57207\",\"notebook_comms_target\":\"bd1f69d6-b032-4195-92ea-a7757e5b817f\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"320c2984-c6a9-4172-882b-c9c93bdd128e\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ],
      "text/plain": [
       "<datashader.bokeh_ext.InteractiveImage at 0x7f5a2c1e7550>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get a color map\n",
    "from bokeh.palettes import Viridis11 as palette\n",
    "\n",
    "p11 = bokeh.plotting.figure(x_range=rg_range, y_range=r_range, width=600, height=300,\n",
    "                            x_axis_label='Rg', y_axis_label='R-factor')\n",
    "\n",
    "def image_callback(x_range, y_range, w, h):\n",
    "    canvas = ds.Canvas(plot_width=w, plot_height=h, x_range=x_range, y_range=y_range)\n",
    "    agg = canvas.points(rg_df, 'Rg', 'R-factor', agg=ds.count())\n",
    "    img = tf.shade(agg, cmap=palette, how='eq_hist')\n",
    "    return tf.dynspread(img, threshold=0.25)\n",
    "\n",
    "InteractiveImage(p11, image_callback)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### a [more] continuous colormap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"93832227-daf4-4746-b8d8-6e19afe62141\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        var el = document.getElementById(\"93832227-daf4-4746-b8d8-6e19afe62141\");\n",
       "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }if ((window.Jupyter !== undefined) && Jupyter.notebook.kernel) {\n",
       "      comm_manager = Jupyter.notebook.kernel.comm_manager\n",
       "      comm_manager.register_target(\"85a775d0-124b-46ab-84ed-62af218c340d\", function () {});\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"93832227-daf4-4746-b8d8-6e19afe62141\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '93832227-daf4-4746-b8d8-6e19afe62141' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
       "            var docs_json = {\"3d64d70a-1e48-41ea-90a2-4e8faf61a1b7\":{\"roots\":{\"references\":[{\"attributes\":{\"dh\":{\"field\":\"dh\",\"units\":\"data\"},\"dw\":{\"field\":\"dw\",\"units\":\"data\"},\"image\":{\"field\":\"image\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"8d73b86b-7e4a-4724-a550-06a05bc0a650\",\"type\":\"ImageRGBA\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"image\",\"x\",\"y\",\"dw\",\"dh\"],\"data\":{\"dh\":[0.5235576905],\"dw\":[131.0],\"image\":[{\"__ndarray__\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAARAFU/0QBVP8uao3/JISN/0QBVP8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAARAFU/0QBVP8AAAAAAAAAAD1Lif8AAAAARAFU/wA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(IPython.notebook.kernel !== undefined) {\\n                var kernel = IPython.notebook.kernel;\\n                kernel.execute(cmd, callbacks, {silent : false});\\n            }\\n            Bokeh._queued = [];\\n        }\\n\\n        var plot = x_range.plots[0];\\n        // Generate a command to execute in Python\\n        var ranges = {xmin: x_range.attributes.start,\\n                       ymin: y_range.attributes.start,\\n                       xmax: x_range.attributes.end,\\n                       ymax: y_range.attributes.end,\\n                       w: Math.floor(plot.width),\\n                       h: Math.floor(plot.height)}\\n        var range_str = JSON.stringify(ranges)\\n\\n        if (!Bokeh._queued) {\\n            Bokeh._queued = [];\\n            Bokeh._blocked = false;\\n            Bokeh._timeout = Date.now();\\n        }\\n\\n        timeout = Bokeh._timeout + 2000;\\n        if (typeof _ === \\\"undefined\\\") {\\n        } else if ((Bokeh._blocked && (Date.now() < timeout))) {\\n            Bokeh._queued = [range_str];\\n        } else {\\n            Bokeh._queued = [range_str];\\n            setTimeout(update_plot(), 200);\\n            Bokeh._blocked = true;\\n            Bokeh._timeout = Date.now();\\n        }\\n    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Application\",\"version\":\"0.12.5dev11\"}};\n",
       "            var render_items = [{\"docid\":\"3d64d70a-1e48-41ea-90a2-4e8faf61a1b7\",\"elementid\":\"93832227-daf4-4746-b8d8-6e19afe62141\",\"modelid\":\"0e03b3d9-ce17-495a-ab54-21bb114b03ce\",\"notebook_comms_target\":\"85a775d0-124b-46ab-84ed-62af218c340d\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"93832227-daf4-4746-b8d8-6e19afe62141\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ],
      "text/plain": [
       "<datashader.bokeh_ext.InteractiveImage at 0x7f5a2c2a9748>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get a color map\n",
    "from bokeh.palettes import Viridis256 as palette\n",
    "\n",
    "p256 = bokeh.plotting.figure(x_range=rg_range, y_range=r_range, width=600, height=300,\n",
    "                             x_axis_label='Rg', y_axis_label='R-factor')\n",
    "\n",
    "def image_callback(x_range, y_range, w, h):\n",
    "    canvas = ds.Canvas(plot_width=w, plot_height=h, x_range=x_range, y_range=y_range)\n",
    "    agg = canvas.points(rg_df, 'Rg', 'R-factor', agg=ds.count())\n",
    "    img = tf.shade(agg, cmap=palette, how='eq_hist')\n",
    "    return tf.dynspread(img, threshold=0.25)\n",
    "\n",
    "InteractiveImage(p256, image_callback)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Questions to explore in the future\n",
    "\n",
    "1. How do I make a legend update interactively?\n",
    "2. How would I use these tools to generate a static image file for a publications?  This may require `matplotlib` to accopmlish all these goals:\n",
    "    * include axis labels\n",
    "    * include both the legend and the plot in the same image file\n",
    "    * would be great to have LaTeX formatting to include special characters and subscripts in labels\n",
    "    * can the image generation be headless, i.e., saved to a file as part of a script?    \n",
    "    \n",
    "3. Is bokeh required to add the axis labels or can this be done in datashader?  (I think the answer is, \"Yes, bokeh is required.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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