spec/dummy_iruby/Nyaplot | Creating Visualizations with DataFrame  |  from daru examples.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Note:_ this tutorial is from the Daru visualization tutorial : http://nbviewer.jupyter.org/github/SciRuby/sciruby-notebooks/blob/master/Visualization/Visualizing%20data%20with%20daru%20DataFrame.ipynb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating Visualizations with DataFrame\n",
    "\n",
    "Using nyaplot in the background to generate interactive plots, which can be viewed in your browser.\n",
    "\n",
    "In this tutorial we'll see how we can create some interesting plots with Daru::DataFrame using the Daru::View::Plot function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "Install the spreadsheet gem version ~>1.1.1 for using spreadsheet functions.\n",
      "\n",
      "Install the mechanize gem version ~>2.7.5 for using mechanize functions.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "true"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "require 'daru/view'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "if(window['d3'] === undefined ||\n",
       "   window['Nyaplot'] === undefined){\n",
       "    var path = {\"d3\":\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\",\"downloadable\":\"http://cdn.rawgit.com/domitry/d3-downloadable/master/d3-downloadable\"};\n",
       "\n",
       "\n",
       "\n",
       "    var shim = {\"d3\":{\"exports\":\"d3\"},\"downloadable\":{\"exports\":\"downloadable\"}};\n",
       "\n",
       "    require.config({paths: path, shim:shim});\n",
       "\n",
       "\n",
       "require(['d3'], function(d3){window['d3']=d3;console.log('finished loading d3');require(['downloadable'], function(downloadable){window['downloadable']=downloadable;console.log('finished loading downloadable');\n",
       "\n",
       "\tvar script = d3.select(\"head\")\n",
       "\t    .append(\"script\")\n",
       "\t    .attr(\"src\", \"http://cdn.rawgit.com/domitry/Nyaplotjs/master/release/nyaplot.js\")\n",
       "\t    .attr(\"async\", true);\n",
       "\n",
       "\tscript[0][0].onload = script[0][0].onreadystatechange = function(){\n",
       "\n",
       "\n",
       "\t    var event = document.createEvent(\"HTMLEvents\");\n",
       "\t    event.initEvent(\"load_nyaplot\",false,false);\n",
       "\t    window.dispatchEvent(event);\n",
       "\t    console.log('Finished loading Nyaplotjs');\n",
       "\n",
       "\t};\n",
       "\n",
       "\n",
       "});});\n",
       "}\n"
      ],
      "text/plain": [
       "\"if(window['d3'] === undefined ||\\n   window['Nyaplot'] === undefined){\\n    var path = {\\\"d3\\\":\\\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\\\",\\\"downloadable\\\":\\\"http://cdn.rawgit.com/domitry/d3-downloadable/master/d3-downloadable\\\"};\\n\\n\\n\\n    var shim = {\\\"d3\\\":{\\\"exports\\\":\\\"d3\\\"},\\\"downloadable\\\":{\\\"exports\\\":\\\"downloadable\\\"}};\\n\\n    require.config({paths: path, shim:shim});\\n\\n\\nrequire(['d3'], function(d3){window['d3']=d3;console.log('finished loading d3');require(['downloadable'], function(downloadable){window['downloadable']=downloadable;console.log('finished loading downloadable');\\n\\n\\tvar script = d3.select(\\\"head\\\")\\n\\t    .append(\\\"script\\\")\\n\\t    .attr(\\\"src\\\", \\\"http://cdn.rawgit.com/domitry/Nyaplotjs/master/release/nyaplot.js\\\")\\n\\t    .attr(\\\"async\\\", true);\\n\\n\\tscript[0][0].onload = script[0][0].onreadystatechange = function(){\\n\\n\\n\\t    var event = document.createEvent(\\\"HTMLEvents\\\");\\n\\t    event.initEvent(\\\"load_nyaplot\\\",false,false);\\n\\t    window.dispatchEvent(event);\\n\\t    console.log('Finished loading Nyaplotjs');\\n\\n\\t};\\n\\n\\n});});\\n}\\n\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       ":nyaplot"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Set a default plotting library\n",
    "Daru::View.plotting_library = :nyaplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatter Plot\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<b> Daru::DataFrame(100x2) </b>\n",
       "<table>\n",
       "  <thead>\n",
       "  \n",
       "    <tr>\n",
       "      <th></th>\n",
       "      \n",
       "        <th>a</th>\n",
       "      \n",
       "        <th>b</th>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "</thead>\n",
       "  <tbody>\n",
       "  \n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      \n",
       "        <td>0</td>\n",
       "      \n",
       "        <td>0.3447841799989877</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      \n",
       "        <td>1</td>\n",
       "      \n",
       "        <td>0.6968734945196623</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      \n",
       "        <td>2</td>\n",
       "      \n",
       "        <td>0.09649490951573847</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      \n",
       "        <td>3</td>\n",
       "      \n",
       "        <td>0.5263126740196412</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      \n",
       "        <td>4</td>\n",
       "      \n",
       "        <td>0.6293731782745632</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      \n",
       "        <td>5</td>\n",
       "      \n",
       "        <td>0.387047899991113</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      \n",
       "        <td>6</td>\n",
       "      \n",
       "        <td>0.16484049455841465</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      \n",
       "        <td>7</td>\n",
       "      \n",
       "        <td>0.2585597903063831</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      \n",
       "        <td>8</td>\n",
       "      \n",
       "        <td>0.6724279875502677</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      \n",
       "        <td>9</td>\n",
       "      \n",
       "        <td>0.8178184620787948</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      \n",
       "        <td>10</td>\n",
       "      \n",
       "        <td>0.3574032918370441</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      \n",
       "        <td>11</td>\n",
       "      \n",
       "        <td>0.7369342193847986</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      \n",
       "        <td>12</td>\n",
       "      \n",
       "        <td>0.8930326089117675</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      \n",
       "        <td>13</td>\n",
       "      \n",
       "        <td>0.01837073143160517</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      \n",
       "        <td>14</td>\n",
       "      \n",
       "        <td>0.6336293798498954</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      \n",
       "        <td>15</td>\n",
       "      \n",
       "        <td>0.04836392518854282</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      \n",
       "        <td>16</td>\n",
       "      \n",
       "        <td>0.6063792302308972</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      \n",
       "        <td>17</td>\n",
       "      \n",
       "        <td>0.34685884034761316</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      \n",
       "        <td>18</td>\n",
       "      \n",
       "        <td>0.6700769991991191</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      \n",
       "        <td>19</td>\n",
       "      \n",
       "        <td>0.9007545790410785</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      \n",
       "        <td>20</td>\n",
       "      \n",
       "        <td>0.474619168116753</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      \n",
       "        <td>21</td>\n",
       "      \n",
       "        <td>0.8139687868626249</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      \n",
       "        <td>22</td>\n",
       "      \n",
       "        <td>0.4672805332349288</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      \n",
       "        <td>23</td>\n",
       "      \n",
       "        <td>0.7278089074851877</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      \n",
       "        <td>24</td>\n",
       "      \n",
       "        <td>0.8036446663638377</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      \n",
       "        <td>25</td>\n",
       "      \n",
       "        <td>0.2689517133384054</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      \n",
       "        <td>26</td>\n",
       "      \n",
       "        <td>0.8719021997508183</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      \n",
       "        <td>27</td>\n",
       "      \n",
       "        <td>0.40672535934635345</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      \n",
       "        <td>28</td>\n",
       "      \n",
       "        <td>0.652809747372604</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      \n",
       "        <td>29</td>\n",
       "      \n",
       "        <td>0.8787143235571078</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "    <tr>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "        <td>...</td>\n",
       "      \n",
       "    </tr>\n",
       "\n",
       "    \n",
       "\n",
       "    <tr>\n",
       "      <td>99</td>\n",
       "        \n",
       "          <td>99</td>\n",
       "        \n",
       "          <td>0.2742733733135949</td>\n",
       "        \n",
       "    </tr>\n",
       "  \n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "#<Daru::DataFrame(100x2)>\n",
       "                     a          b\n",
       "          0          0 0.34478417\n",
       "          1          1 0.69687349\n",
       "          2          2 0.09649490\n",
       "          3          3 0.52631267\n",
       "          4          4 0.62937317\n",
       "          5          5 0.38704789\n",
       "          6          6 0.16484049\n",
       "          7          7 0.25855979\n",
       "          8          8 0.67242798\n",
       "          9          9 0.81781846\n",
       "         10         10 0.35740329\n",
       "         11         11 0.73693421\n",
       "         12         12 0.89303260\n",
       "         13         13 0.01837073\n",
       "         14         14 0.63362937\n",
       "        ...        ...        ..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = Daru::DataFrame.new({\n",
    "  a: Array.new(100) {|i| i}, \n",
    "  b: 100.times.map{rand}\n",
    "})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "#<Daru::View::Plot:0x00000001b81090 @data=#<Daru::DataFrame(100x2)>\n",
       "                     a          b\n",
       "          0          0 0.34478417\n",
       "          1          1 0.69687349\n",
       "          2          2 0.09649490\n",
       "          3          3 0.52631267\n",
       "          4          4 0.62937317\n",
       "          5          5 0.38704789\n",
       "          6          6 0.16484049\n",
       "          7          7 0.25855979\n",
       "          8          8 0.67242798\n",
       "          9          9 0.81781846\n",
       "         10         10 0.35740329\n",
       "         11         11 0.73693421\n",
       "         12         12 0.89303260\n",
       "         13         13 0.01837073\n",
       "         14         14 0.63362937\n",
       "        ...        ...        ..., @options={:type=>:scatter, :x=>:a, :y=>:b}, @user_options={}, @adapter=Daru::View::Adapter::NyaplotAdapter, @chart=#<Nyaplot::Plot:0x00000001b80ed8 @properties={:diagrams=>[#<Nyaplot::Diagram:0x000000019d6d30 @properties={:type=>:scatter, :options=>{:x=>:a, :y=>:b}, :data=>\"679b94f9-47f6-4e4e-89b2-49b0e019478e\"}, @xrange=[0, 99], @yrange=[0.010839114272730876, 0.9930018236532082]>], :options=>{}}>>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatter_1 = Daru::View::Plot.new(df, type: :scatter, x: :a, y: :b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id='vis-8a87fb8a-ad90-4635-bcae-569ff955db0b'></div>\n",
       "<script>\n",
       "(function(){\n",
       "    var render = function(){\n",
       "        var model = {\"panes\":[{\"diagrams\":[{\"type\":\"scatter\",\"options\":{\"x\":\"a\",\"y\":\"b\"},\"data\":\"679b94f9-47f6-4e4e-89b2-49b0e019478e\"}],\"options\":{\"zoom\":true,\"width\":700,\"xrange\":[0,99],\"yrange\":[0.010839114272730876,0.9930018236532082]}}],\"data\":{\"679b94f9-47f6-4e4e-89b2-49b0e019478e\":[{\"a\":0,\"b\":0.3447841799989877},{\"a\":1,\"b\":0.6968734945196623},{\"a\":2,\"b\":0.09649490951573847},{\"a\":3,\"b\":0.5263126740196412},{\"a\":4,\"b\":0.6293731782745632},{\"a\":5,\"b\":0.387047899991113},{\"a\":6,\"b\":0.16484049455841465},{\"a\":7,\"b\":0.2585597903063831},{\"a\":8,\"b\":0.6724279875502677},{\"a\":9,\"b\":0.8178184620787948},{\"a\":10,\"b\":0.3574032918370441},{\"a\":11,\"b\":0.7369342193847986},{\"a\":12,\"b\":0.8930326089117675},{\"a\":13,\"b\":0.01837073143160517},{\"a\":14,\"b\":0.6336293798498954},{\"a\":15,\"b\":0.04836392518854282},{\"a\":16,\"b\":0.6063792302308972},{\"a\":17,\"b\":0.34685884034761316},{\"a\":18,\"b\":0.6700769991991191},{\"a\":19,\"b\":0.9007545790410785},{\"a\":20,\"b\":0.474619168116753},{\"a\":21,\"b\":0.8139687868626249},{\"a\":22,\"b\":0.4672805332349288},{\"a\":23,\"b\":0.7278089074851877},{\"a\":24,\"b\":0.8036446663638377},{\"a\":25,\"b\":0.2689517133384054},{\"a\":26,\"b\":0.8719021997508183},{\"a\":27,\"b\":0.40672535934635345},{\"a\":28,\"b\":0.652809747372604},{\"a\":29,\"b\":0.8787143235571078},{\"a\":30,\"b\":0.1586968932615762},{\"a\":31,\"b\":0.9278973543985212},{\"a\":32,\"b\":0.09679340147879578},{\"a\":33,\"b\":0.1505656862872009},{\"a\":34,\"b\":0.46854636778706915},{\"a\":35,\"b\":0.06128188709677396},{\"a\":36,\"b\":0.12201013690937978},{\"a\":37,\"b\":0.8740678870162911},{\"a\":38,\"b\":0.4706861004697439},{\"a\":39,\"b\":0.2766574483789669},{\"a\":40,\"b\":0.35458290850597485},{\"a\":41,\"b\":0.9462845775013673},{\"a\":42,\"b\":0.7424998234141766},{\"a\":43,\"b\":0.16661767881756906},{\"a\":44,\"b\":0.6919641835424449},{\"a\":45,\"b\":0.2645735564528301},{\"a\":46,\"b\":0.8676683847922624},{\"a\":47,\"b\":0.15683413440554173},{\"a\":48,\"b\":0.7113588270668573},{\"a\":49,\"b\":0.2746570334624815},{\"a\":50,\"b\":0.6093241132171469},{\"a\":51,\"b\":0.7997083977221141},{\"a\":52,\"b\":0.5540779498992924},{\"a\":53,\"b\":0.061271174084170044},{\"a\":54,\"b\":0.9453938999632436},{\"a\":55,\"b\":0.3212651758014158},{\"a\":56,\"b\":0.36836505493876515},{\"a\":57,\"b\":0.550301081740285},{\"a\":58,\"b\":0.1464498088937649},{\"a\":59,\"b\":0.24984116807530654},{\"a\":60,\"b\":0.9245371422580391},{\"a\":61,\"b\":0.3125465795762803},{\"a\":62,\"b\":0.08402906843500235},{\"a\":63,\"b\":0.5979416822140927},{\"a\":64,\"b\":0.25120878246093814},{\"a\":65,\"b\":0.6999151286147229},{\"a\":66,\"b\":0.542383296647105},{\"a\":67,\"b\":0.41314110652134306},{\"a\":68,\"b\":0.894998829276665},{\"a\":69,\"b\":0.5971301455072078},{\"a\":70,\"b\":0.010839114272730876},{\"a\":71,\"b\":0.08810836429844093},{\"a\":72,\"b\":0.35049774323397187},{\"a\":73,\"b\":0.16046030299485226},{\"a\":74,\"b\":0.33260953094155987},{\"a\":75,\"b\":0.9170474748504148},{\"a\":76,\"b\":0.9200644850061444},{\"a\":77,\"b\":0.9776726936513667},{\"a\":78,\"b\":0.951507757152799},{\"a\":79,\"b\":0.9604357766589586},{\"a\":80,\"b\":0.6334677446678382},{\"a\":81,\"b\":0.9201678624262415},{\"a\":82,\"b\":0.2790900245910035},{\"a\":83,\"b\":0.04923007596284479},{\"a\":84,\"b\":0.38081615309246075},{\"a\":85,\"b\":0.3508251726723667},{\"a\":86,\"b\":0.2624587825143875},{\"a\":87,\"b\":0.9771427043524675},{\"a\":88,\"b\":0.5331896378854085},{\"a\":89,\"b\":0.4392396954273535},{\"a\":90,\"b\":0.7131911415611382},{\"a\":91,\"b\":0.9055455113120169},{\"a\":92,\"b\":0.9930018236532082},{\"a\":93,\"b\":0.5357855326817414},{\"a\":94,\"b\":0.3207378288027626},{\"a\":95,\"b\":0.08319122073030816},{\"a\":96,\"b\":0.5444805829372174},{\"a\":97,\"b\":0.7501287128503634},{\"a\":98,\"b\":0.4217036902481841},{\"a\":99,\"b\":0.2742733733135949}]},\"extension\":[]}\n",
       "        var id_name = '#vis-8a87fb8a-ad90-4635-bcae-569ff955db0b';\n",
       "        Nyaplot.core.parse(model, id_name);\n",
       "\n",
       "        require(['downloadable'], function(downloadable){\n",
       "          var svg = d3.select(id_name).select(\"svg\");\n",
       "\t  if(!svg.empty())\n",
       "\t    svg.call(downloadable().filename('fig'));\n",
       "\t});\n",
       "    };\n",
       "    if(window['Nyaplot']==undefined){\n",
       "        window.addEventListener('load_nyaplot', render, false);\n",
       "\treturn;\n",
       "    } else {\n",
       "       render();\n",
       "    }\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "#<Nyaplot::Frame:0x0000000194abf0 @properties={:panes=>[#<Nyaplot::Plot:0x00000001b80ed8 @properties={:diagrams=>[#<Nyaplot::Diagram:0x000000019d6d30 @properties={:type=>:scatter, :options=>{:x=>:a, :y=>:b}, :data=>\"679b94f9-47f6-4e4e-89b2-49b0e019478e\"}, @xrange=[0, 99], @yrange=[0.010839114272730876, 0.9930018236532082]>], :options=>{:zoom=>true, :width=>700, :xrange=>[0, 99], :yrange=>[0.010839114272730876, 0.9930018236532082]}}>], :data=>{\"679b94f9-47f6-4e4e-89b2-49b0e019478e\"=>#<Nyaplot::DataFrame:0x000000019f3a98 @name=\"679b94f9-47f6-4e4e-89b2-49b0e019478e\", @rows=[{:a=>0, :b=>0.3447841799989877}, {:a=>1, :b=>0.6968734945196623}, {:a=>2, :b=>0.09649490951573847}, {:a=>3, :b=>0.5263126740196412}, {:a=>4, :b=>0.6293731782745632}, {:a=>5, :b=>0.387047899991113}, {:a=>6, :b=>0.16484049455841465}, {:a=>7, :b=>0.2585597903063831}, {:a=>8, :b=>0.6724279875502677}, {:a=>9, :b=>0.8178184620787948}, {:a=>10, :b=>0.3574032918370441}, {:a=>11, :b=>0.7369342193847986}, {:a=>12, :b=>0.8930326089117675}, {:a=>13, :b=>0.01837073143160517}, {:a=>14, :b=>0.6336293798498954}, {:a=>15, :b=>0.04836392518854282}, {:a=>16, :b=>0.6063792302308972}, {:a=>17, :b=>0.34685884034761316}, {:a=>18, :b=>0.6700769991991191}, {:a=>19, :b=>0.9007545790410785}, {:a=>20, :b=>0.474619168116753}, {:a=>21, :b=>0.8139687868626249}, {:a=>22, :b=>0.4672805332349288}, {:a=>23, :b=>0.7278089074851877}, {:a=>24, :b=>0.8036446663638377}, {:a=>25, :b=>0.2689517133384054}, {:a=>26, :b=>0.8719021997508183}, {:a=>27, :b=>0.40672535934635345}, {:a=>28, :b=>0.652809747372604}, {:a=>29, :b=>0.8787143235571078}, {:a=>30, :b=>0.1586968932615762}, {:a=>31, :b=>0.9278973543985212}, {:a=>32, :b=>0.09679340147879578}, {:a=>33, :b=>0.1505656862872009}, {:a=>34, :b=>0.46854636778706915}, {:a=>35, :b=>0.06128188709677396}, {:a=>36, :b=>0.12201013690937978}, {:a=>37, :b=>0.8740678870162911}, {:a=>38, :b=>0.4706861004697439}, {:a=>39, :b=>0.2766574483789669}, {:a=>40, :b=>0.35458290850597485}, {:a=>41, :b=>0.9462845775013673}, {:a=>42, :b=>0.7424998234141766}, {:a=>43, :b=>0.16661767881756906}, {:a=>44, :b=>0.6919641835424449}, {:a=>45, :b=>0.2645735564528301}, {:a=>46, :b=>0.8676683847922624}, {:a=>47, :b=>0.15683413440554173}, {:a=>48, :b=>0.7113588270668573}, {:a=>49, :b=>0.2746570334624815}, {:a=>50, :b=>0.6093241132171469}, {:a=>51, :b=>0.7997083977221141}, {:a=>52, :b=>0.5540779498992924}, {:a=>53, :b=>0.061271174084170044}, {:a=>54, :b=>0.9453938999632436}, {:a=>55, :b=>0.3212651758014158}, {:a=>56, :b=>0.36836505493876515}, {:a=>57, :b=>0.550301081740285}, {:a=>58, :b=>0.1464498088937649}, {:a=>59, :b=>0.24984116807530654}, {:a=>60, :b=>0.9245371422580391}, {:a=>61, :b=>0.3125465795762803}, {:a=>62, :b=>0.08402906843500235}, {:a=>63, :b=>0.5979416822140927}, {:a=>64, :b=>0.25120878246093814}, {:a=>65, :b=>0.6999151286147229}, {:a=>66, :b=>0.542383296647105}, {:a=>67, :b=>0.41314110652134306}, {:a=>68, :b=>0.894998829276665}, {:a=>69, :b=>0.5971301455072078}, {:a=>70, :b=>0.010839114272730876}, {:a=>71, :b=>0.08810836429844093}, {:a=>72, :b=>0.35049774323397187}, {:a=>73, :b=>0.16046030299485226}, {:a=>74, :b=>0.33260953094155987}, {:a=>75, :b=>0.9170474748504148}, {:a=>76, :b=>0.9200644850061444}, {:a=>77, :b=>0.9776726936513667}, {:a=>78, :b=>0.951507757152799}, {:a=>79, :b=>0.9604357766589586}, {:a=>80, :b=>0.6334677446678382}, {:a=>81, :b=>0.9201678624262415}, {:a=>82, :b=>0.2790900245910035}, {:a=>83, :b=>0.04923007596284479}, {:a=>84, :b=>0.38081615309246075}, {:a=>85, :b=>0.3508251726723667}, {:a=>86, :b=>0.2624587825143875}, {:a=>87, :b=>0.9771427043524675}, {:a=>88, :b=>0.5331896378854085}, {:a=>89, :b=>0.4392396954273535}, {:a=>90, :b=>0.7131911415611382}, {:a=>91, :b=>0.9055455113120169}, {:a=>92, :b=>0.9930018236532082}, {:a=>93, :b=>0.5357855326817414}, {:a=>94, :b=>0.3207378288027626}, {:a=>95, :b=>0.08319122073030816}, {:a=>96, :b=>0.5444805829372174}, {:a=>97, :b=>0.7501287128503634}, {:a=>98, :b=>0.4217036902481841}, {:a=>99, :b=>0.2742733733135949}]>}, :extension=>[]}>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_1.show_in_iruby"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just specifying the options to plot yields a very simple graph without much customization.\n",
    "\n",
    "But what if you want to enhance your scatter plot with colors, add tooltips for each point and change the label of the X and Y axes. Also you may be faced with a situation where you want to see two different scatter plots on the same graph, each with a different color.\n",
    "\n",
    "All this can be done by combining #plot with a block. The #plot method yields the corresponding Nyaplot::Plot and Nyaplot::Diagram objects for the graph, which can be used for many varied customizations. Lets see some examples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<b> Daru::DataFrame(10x4) </b>\n",
       "<table>\n",
       "  <thead>\n",
       "  \n",
       "    <tr>\n",
       "      <th></th>\n",
       "      \n",
       "        <th>temperature</th>\n",
       "      \n",
       "        <th>sales</th>\n",
       "      \n",
       "        <th>city</th>\n",
       "      \n",
       "        <th>staff</th>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "</thead>\n",
       "  <tbody>\n",
       "  \n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      \n",
       "        <td>30.4</td>\n",
       "      \n",
       "        <td>350</td>\n",
       "      \n",
       "        <td>Pune</td>\n",
       "      \n",
       "        <td>15</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      \n",
       "        <td>23.5</td>\n",
       "      \n",
       "        <td>150</td>\n",
       "      \n",
       "        <td>Delhi</td>\n",
       "      \n",
       "        <td>20</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      \n",
       "        <td>44.5</td>\n",
       "      \n",
       "        <td>500</td>\n",
       "      \n",
       "        <td>Pune</td>\n",
       "      \n",
       "        <td>15</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      \n",
       "        <td>20.3</td>\n",
       "      \n",
       "        <td>200</td>\n",
       "      \n",
       "        <td>Delhi</td>\n",
       "      \n",
       "        <td>20</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      \n",
       "        <td>34</td>\n",
       "      \n",
       "        <td>480</td>\n",
       "      \n",
       "        <td>Pune</td>\n",
       "      \n",
       "        <td>15</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      \n",
       "        <td>24</td>\n",
       "      \n",
       "        <td>250</td>\n",
       "      \n",
       "        <td>Delhi</td>\n",
       "      \n",
       "        <td>20</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      \n",
       "        <td>31.45</td>\n",
       "      \n",
       "        <td>330</td>\n",
       "      \n",
       "        <td>Pune</td>\n",
       "      \n",
       "        <td>15</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      \n",
       "        <td>28.34</td>\n",
       "      \n",
       "        <td>400</td>\n",
       "      \n",
       "        <td>Delhi</td>\n",
       "      \n",
       "        <td>20</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      \n",
       "        <td>37</td>\n",
       "      \n",
       "        <td>420</td>\n",
       "      \n",
       "        <td>Pune</td>\n",
       "      \n",
       "        <td>15</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      \n",
       "        <td>24</td>\n",
       "      \n",
       "        <td>560</td>\n",
       "      \n",
       "        <td>Delhi</td>\n",
       "      \n",
       "        <td>20</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "#<Daru::DataFrame(10x4)>\n",
       "            temperatur      sales       city      staff\n",
       "          0       30.4        350       Pune         15\n",
       "          1       23.5        150      Delhi         20\n",
       "          2       44.5        500       Pune         15\n",
       "          3       20.3        200      Delhi         20\n",
       "          4         34        480       Pune         15\n",
       "          5         24        250      Delhi         20\n",
       "          6      31.45        330       Pune         15\n",
       "          7      28.34        400      Delhi         20\n",
       "          8         37        420       Pune         15\n",
       "          9         24        560      Delhi         20"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DataFrame denoting Ice Cream sales of a particular food chain in a city\n",
    "# according to the maximum recorded temperature in that city. It also lists\n",
    "# the staff strength present in each city.\n",
    "\n",
    "df = Daru::DataFrame.new({\n",
    "  :temperature => [30.4, 23.5, 44.5, 20.3, 34, 24, 31.45, 28.34, 37, 24],\n",
    "  :sales       => [350, 150, 500, 200, 480, 250, 330, 400, 420, 560],\n",
    "  :city        => ['Pune', 'Delhi']*5,\n",
    "  :staff       => [15,20]*5\n",
    "  })\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id='vis-49ed6bd7-ceb0-433e-bc0f-2fac2d81fa9f'></div>\n",
       "<script>\n",
       "(function(){\n",
       "    var render = function(){\n",
       "        var model = {\"panes\":[{\"diagrams\":[{\"type\":\"scatter\",\"options\":{\"x\":\"temperature\",\"y\":\"sales\",\"tooltip_contents\":[\"city\",\"staff\"],\"color\":[\"rgb(127,201,127)\",\"rgb(190,174,212)\",\"rgb(253,192,134)\",\"rgb(255,255,153)\",\"rgb(56,108,176)\",\"rgb(240,2,127)\",\"rgb(191,91,23)\",\"rgb(102,102,102)\"],\"fill_by\":\"city\",\"shape_by\":\"city\"},\"data\":\"203a200e-5a70-4e1f-9a69-3618d9b0907e\"}],\"options\":{\"x_label\":\"Temperature\",\"y_label\":\"Sales\",\"yrange\":[100,600],\"xrange\":[15,50],\"zoom\":true,\"width\":700}}],\"data\":{\"203a200e-5a70-4e1f-9a69-3618d9b0907e\":[{\"temperature\":30.4,\"sales\":350,\"city\":\"Pune\",\"staff\":15},{\"temperature\":23.5,\"sales\":150,\"city\":\"Delhi\",\"staff\":20},{\"temperature\":44.5,\"sales\":500,\"city\":\"Pune\",\"staff\":15},{\"temperature\":20.3,\"sales\":200,\"city\":\"Delhi\",\"staff\":20},{\"temperature\":34,\"sales\":480,\"city\":\"Pune\",\"staff\":15},{\"temperature\":24,\"sales\":250,\"city\":\"Delhi\",\"staff\":20},{\"temperature\":31.45,\"sales\":330,\"city\":\"Pune\",\"staff\":15},{\"temperature\":28.34,\"sales\":400,\"city\":\"Delhi\",\"staff\":20},{\"temperature\":37,\"sales\":420,\"city\":\"Pune\",\"staff\":15},{\"temperature\":24,\"sales\":560,\"city\":\"Delhi\",\"staff\":20}]},\"extension\":[]}\n",
       "        var id_name = '#vis-49ed6bd7-ceb0-433e-bc0f-2fac2d81fa9f';\n",
       "        Nyaplot.core.parse(model, id_name);\n",
       "\n",
       "        require(['downloadable'], function(downloadable){\n",
       "          var svg = d3.select(id_name).select(\"svg\");\n",
       "\t  if(!svg.empty())\n",
       "\t    svg.call(downloadable().filename('fig'));\n",
       "\t});\n",
       "    };\n",
       "    if(window['Nyaplot']==undefined){\n",
       "        window.addEventListener('load_nyaplot', render, false);\n",
       "\treturn;\n",
       "    } else {\n",
       "       render();\n",
       "    }\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "#<Nyaplot::Plot:0x00000000d2bce8 @properties={:diagrams=>[#<Nyaplot::Diagram:0x00000000ccf380 @properties={:type=>:scatter, :options=>{:x=>:temperature, :y=>:sales, :tooltip_contents=>[:city, :staff], :color=>#<Nyaplot::Color:0x00000000ccc4a0 @source=[\"rgb(127,201,127)\", \"rgb(190,174,212)\", \"rgb(253,192,134)\", \"rgb(255,255,153)\", \"rgb(56,108,176)\", \"rgb(240,2,127)\", \"rgb(191,91,23)\", \"rgb(102,102,102)\"]>, :fill_by=>:city, :shape_by=>:city}, :data=>\"203a200e-5a70-4e1f-9a69-3618d9b0907e\"}, @xrange=[20.3, 44.5], @yrange=[150, 560]>], :options=>{:x_label=>\"Temperature\", :y_label=>\"Sales\", :yrange=>[100, 600], :xrange=>[15, 50], :zoom=>true, :width=>700}}>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generating a scatter plot with tool tips, colours and different shapes.\n",
    "scatter_2 = Daru::View::Plot.new(df, type: :scatter, x: :temperature, y: :sales).chart\n",
    "scatter_2.tap do |plot, diagram|\n",
    "  plot.x_label \"Temperature\"\n",
    "  plot.y_label \"Sales\"\n",
    "  plot.yrange [100, 600]\n",
    "  plot.xrange [15, 50]\n",
    "  plot.diagrams[0].tooltip_contents([:city, :staff])\n",
    "  plot.diagrams[0].color(Nyaplot::Colors.qual) # set the color scheme for this diagram. See Nyaplot::Colors for more info.\n",
    "  plot.diagrams[0].fill_by(:city) # Change color of each point WRT to the city that it belongs to.\n",
    "  plot.diagrams[0].shape_by(:city) # Shape each point WRT to the city that it belongs to.\n",
    "end\n",
    "\n",
    "# Move the mouse pointer over the points to see the tool tips."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[#<Nyaplot::Diagram:0x00000000ccf380 @properties={:type=>:scatter, :options=>{:x=>:temperature, :y=>:sales, :tooltip_contents=>[:city, :staff], :color=>#<Nyaplot::Color:0x00000000ccc4a0 @source=[\"rgb(127,201,127)\", \"rgb(190,174,212)\", \"rgb(253,192,134)\", \"rgb(255,255,153)\", \"rgb(56,108,176)\", \"rgb(240,2,127)\", \"rgb(191,91,23)\", \"rgb(102,102,102)\"]>, :fill_by=>:city, :shape_by=>:city}, :data=>\"203a200e-5a70-4e1f-9a69-3618d9b0907e\"}, @xrange=[20.3, 44.5], @yrange=[150, 560]>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Array of diagrams\n",
    "scatter_2.diagrams"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bar Graph\n",
    "Generating a bar graph requires passing `:bar` into the `:type` option."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<b> Daru::DataFrame(5x2) </b>\n",
       "<table>\n",
       "  <thead>\n",
       "  \n",
       "    <tr>\n",
       "      <th></th>\n",
       "      \n",
       "        <th>name</th>\n",
       "      \n",
       "        <th>age</th>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "</thead>\n",
       "  <tbody>\n",
       "  \n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      \n",
       "        <td>Shivaji Maharaj</td>\n",
       "      \n",
       "        <td>53</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      \n",
       "        <td>Rana Pratap</td>\n",
       "      \n",
       "        <td>57</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      \n",
       "        <td>Krishnadevaraya</td>\n",
       "      \n",
       "        <td>58</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      \n",
       "        <td>Akbar The Great</td>\n",
       "      \n",
       "        <td>63</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      \n",
       "        <td>Emperor Asoka</td>\n",
       "      \n",
       "        <td>72</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "#<Daru::DataFrame(5x2)>\n",
       "                  name        age\n",
       "          3 Shivaji Ma         53\n",
       "          2 Rana Prata         57\n",
       "          4 Krishnadev         58\n",
       "          1 Akbar The          63\n",
       "          0 Emperor As         72"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# A Bar Graph denoting the age at which various Indian Kings died.\n",
    "\n",
    "df = Daru::DataFrame.new({\n",
    "  name: ['Emperor Asoka', 'Akbar The Great', 'Rana Pratap', 'Shivaji Maharaj', 'Krishnadevaraya'],\n",
    "  age:  [72,63,57,53,58] \n",
    "  }, order: [:name, :age])\n",
    "\n",
    "df.sort!([:age])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id='vis-a5107b31-0236-4e95-b13a-8a1448b96b2f'></div>\n",
       "<script>\n",
       "(function(){\n",
       "    var render = function(){\n",
       "        var model = {\"panes\":[{\"diagrams\":[{\"type\":\"bar\",\"options\":{\"x\":\"name\",\"y\":\"age\"},\"data\":\"83973487-ae3d-484f-8f3b-176f0378d1af\"}],\"options\":{\"x_label\":\"Name\",\"y_label\":\"Age\",\"yrange\":[20,80],\"width\":700,\"xrange\":[\"Shivaji Maharaj\",\"Rana Pratap\",\"Krishnadevaraya\",\"Akbar The Great\",\"Emperor Asoka\"]}}],\"data\":{\"83973487-ae3d-484f-8f3b-176f0378d1af\":[{\"name\":\"Shivaji Maharaj\",\"age\":53},{\"name\":\"Rana Pratap\",\"age\":57},{\"name\":\"Krishnadevaraya\",\"age\":58},{\"name\":\"Akbar The Great\",\"age\":63},{\"name\":\"Emperor Asoka\",\"age\":72}]},\"extension\":[]}\n",
       "        var id_name = '#vis-a5107b31-0236-4e95-b13a-8a1448b96b2f';\n",
       "        Nyaplot.core.parse(model, id_name);\n",
       "\n",
       "        require(['downloadable'], function(downloadable){\n",
       "          var svg = d3.select(id_name).select(\"svg\");\n",
       "\t  if(!svg.empty())\n",
       "\t    svg.call(downloadable().filename('fig'));\n",
       "\t});\n",
       "    };\n",
       "    if(window['Nyaplot']==undefined){\n",
       "        window.addEventListener('load_nyaplot', render, false);\n",
       "\treturn;\n",
       "    } else {\n",
       "       render();\n",
       "    }\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "#<Nyaplot::Plot:0x00000001bd33b8 @properties={:diagrams=>[#<Nyaplot::Diagram:0x00000001bbf278 @properties={:type=>:bar, :options=>{:x=>:name, :y=>:age}, :data=>\"83973487-ae3d-484f-8f3b-176f0378d1af\"}, @xrange=[\"Shivaji Maharaj\", \"Rana Pratap\", \"Krishnadevaraya\", \"Akbar The Great\", \"Emperor Asoka\"], @yrange=[0, 72]>], :options=>{:x_label=>\"Name\", :y_label=>\"Age\", :yrange=>[20, 80], :width=>700, :xrange=>[\"Shivaji Maharaj\", \"Rana Pratap\", \"Krishnadevaraya\", \"Akbar The Great\", \"Emperor Asoka\"]}}>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Daru::View::Plot.new(df, type: :bar, x: :name, y: :age).chart.tap do |plot|\n",
    "  plot.x_label \"Name\"\n",
    "  plot.y_label \"Age\"\n",
    "  plot.yrange [20,80]\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**It is also possible to simply pass in the `:x ` parameter if you want to the frequency of occurence of each element in a Vector.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    {
     "data": {
      "text/html": [
       "<div id='vis-a6a0776d-3b41-4258-ba74-98ced8393e89'></div>\n",
       "<script>\n",
       "(function(){\n",
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       "        var id_name = '#vis-a6a0776d-3b41-4258-ba74-98ced8393e89';\n",
       "        Nyaplot.core.parse(model, id_name);\n",
       "\n",
       "        require(['downloadable'], function(downloadable){\n",
       "          var svg = d3.select(id_name).select(\"svg\");\n",
       "\t  if(!svg.empty())\n",
       "\t    svg.call(downloadable().filename('fig'));\n",
       "\t});\n",
       "    };\n",
       "    if(window['Nyaplot']==undefined){\n",
       "        window.addEventListener('load_nyaplot', render, false);\n",
       "\treturn;\n",
       "    } else {\n",
       "       render();\n",
       "    }\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "#<Nyaplot::Plot:0x00000001af9cf8 @properties={:diagrams=>[#<Nyaplot::Diagram:0x00000000a13178 @properties={:type=>:bar, :options=>{:value=>:a}, :data=>\"bdf062c8-d220-4e6c-a339-1a9a8f597908\"}, @xrange=[\"A\", \"C\", \"T\", \"G\"], @yrange=[0, 1000]>], :options=>{:yrange=>[0, 350], :y_label=>\"Frequency\", :x_label=>\"Letter\", :width=>700, :xrange=>[\"A\", \"C\", \"T\", \"G\"]}}>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = ['A', 'C', 'G', 'T']\n",
    "v = 1000.times.map { a.sample }\n",
    "\n",
    "puts \"v : \", v\n",
    "\n",
    "df = Daru::DataFrame.new({\n",
    "  a: v\n",
    "  })\n",
    "Daru::View::Plot.new(df, type: :bar, x: :a).chart.tap do |plot|\n",
    "  plot.yrange [0,350]\n",
    "  plot.y_label \"Frequency\"\n",
    "  plot.x_label \"Letter\"\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Box Plots\n",
    "\n",
    "A box plot can be generated of the numerical vectors in the DataFrame by simply passing `:box` to the `:type` argument.\n",
    "\n",
    "To demonstrate, I'll prepare some data using the distribution gem to get a bunch of normally distributed random variables. We'll then plot in a Box plot after creating a DataFrame with the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id='vis-956aba6a-8967-4761-9f61-95aaec8a4266'></div>\n",
       "<script>\n",
       "(function(){\n",
       "    var render = function(){\n",
       "        var model = 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       "        var id_name = '#vis-956aba6a-8967-4761-9f61-95aaec8a4266';\n",
       "        Nyaplot.core.parse(model, id_name);\n",
       "\n",
       "        require(['downloadable'], function(downloadable){\n",
       "          var svg = d3.select(id_name).select(\"svg\");\n",
       "\t  if(!svg.empty())\n",
       "\t    svg.call(downloadable().filename('fig'));\n",
       "\t});\n",
       "    };\n",
       "    if(window['Nyaplot']==undefined){\n",
       "        window.addEventListener('load_nyaplot', render, false);\n",
       "\treturn;\n",
       "    } else {\n",
       "       render();\n",
       "    }\n",
       "})();\n",
       "</script>\n"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "require 'distribution'\n",
    "rng = Distribution::Normal.rng\n",
    "# Daru.lazy_update = false\n",
    "\n",
    "arr = []\n",
    "1000.times {arr.push(rng.call)}\n",
    "\n",
    "arr1 = arr.map{|val| val/0.8-2}\n",
    "arr2 = arr.map{|val| val*1.1+0.3}\n",
    "arr3 = arr.map{|val| val*1.3+0.3}\n",
    "\n",
    "df = Daru::DataFrame.new({ a: arr, b: arr1, c: arr2, d: arr3 })\n",
    "box_1 = Daru::View::Plot.new(df, type: :box)\n",
    "box_1.show_in_iruby"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### Line Graphs\n",
    "\n",
    "Line graphs can be easily generated by passing `:line` to the `:type` option.\n",
    "\n",
    "For example, lets plot a simple line graph showing the temperature of New York City over a week."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id='vis-8ab512d3-9732-4248-8165-ee798dc5285c'></div>\n",
       "<script>\n",
       "(function(){\n",
       "    var render = function(){\n",
       "        var model = {\"panes\":[{\"diagrams\":[{\"type\":\"line\",\"options\":{\"x\":\"day\",\"y\":\"temperature\",\"title\":\"Temperature in NYC\"},\"data\":\"a5abf840-3eb6-47c4-a9e1-ce5490590465\"}],\"options\":{\"x_label\":\"Day\",\"y_label\":\"Temperature\",\"yrange\":[20,60],\"xrange\":[1,6],\"legend\":true,\"zoom\":true,\"width\":800}}],\"data\":{\"a5abf840-3eb6-47c4-a9e1-ce5490590465\":[{\"temperature\":43,\"day\":1},{\"temperature\":53,\"day\":2},{\"temperature\":50,\"day\":3},{\"temperature\":57,\"day\":4},{\"temperature\":59,\"day\":5},{\"temperature\":47,\"day\":6}]},\"extension\":[]}\n",
       "        var id_name = '#vis-8ab512d3-9732-4248-8165-ee798dc5285c';\n",
       "        Nyaplot.core.parse(model, id_name);\n",
       "\n",
       "        require(['downloadable'], function(downloadable){\n",
       "          var svg = d3.select(id_name).select(\"svg\");\n",
       "\t  if(!svg.empty())\n",
       "\t    svg.call(downloadable().filename('fig'));\n",
       "\t});\n",
       "    };\n",
       "    if(window['Nyaplot']==undefined){\n",
       "        window.addEventListener('load_nyaplot', render, false);\n",
       "\treturn;\n",
       "    } else {\n",
       "       render();\n",
       "    }\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "#<Nyaplot::Plot:0x00000001c15ad8 @properties={:diagrams=>[#<Nyaplot::Diagram:0x00000001bf8bb8 @properties={:type=>:line, :options=>{:x=>:day, :y=>:temperature, :title=>\"Temperature in NYC\"}, :data=>\"a5abf840-3eb6-47c4-a9e1-ce5490590465\"}, @xrange=[1, 6], @yrange=[43, 59]>], :options=>{:x_label=>\"Day\", :y_label=>\"Temperature\", :yrange=>[20, 60], :xrange=>[1, 6], :legend=>true, :zoom=>true, :width=>800}}>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = Daru::DataFrame.new({\n",
    "  temperature: [43,53,50,57,59,47],\n",
    "  day:         [1,2,3,4,5,6]\n",
    "})\n",
    "\n",
    "line_1 = Daru::View::Plot.new(df,type: :line, x: :day, y: :temperature).chart\n",
    "line_1.tap do |plot|\n",
    "  plot.x_label \"Day\"\n",
    "  plot.y_label \"Temperature\"\n",
    "  plot.yrange [20,60]\n",
    "  plot.xrange [1,6]\n",
    "  plot.legend true\n",
    "  plot.diagrams[0].title \"Temperature in NYC\"\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogram\n",
    "\n",
    "Specify `:histogram` to `:type` will make a histogram from the data.\n",
    "\n",
    "Histograms dont need a X axis label (because they show the frequency of elements in each bin) so you need to specify the name of the vector you want to plot by passing its name into the `:x` option."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id='vis-7492a3a1-732c-4595-bfa3-f443735d1eaa'></div>\n",
       "<script>\n",
       "(function(){\n",
       "    var render = function(){\n",
       "        var model = 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       "        var id_name = '#vis-7492a3a1-732c-4595-bfa3-f443735d1eaa';\n",
       "        Nyaplot.core.parse(model, id_name);\n",
       "\n",
       "        require(['downloadable'], function(downloadable){\n",
       "          var svg = d3.select(id_name).select(\"svg\");\n",
       "\t  if(!svg.empty())\n",
       "\t    svg.call(downloadable().filename('fig'));\n",
       "\t});\n",
       "    };\n",
       "    if(window['Nyaplot']==undefined){\n",
       "        window.addEventListener('load_nyaplot', render, false);\n",
       "\treturn;\n",
       "    } else {\n",
       "       render();\n",
       "    }\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "#<Nyaplot::Plot:0x00000001b4c6d8 @properties={:diagrams=>[#<Nyaplot::Diagram:0x00000001b958d8 @properties={:type=>:histogram, :options=>{:value=>:a}, :data=>\"6c70349a-50f2-45f0-93ea-b99fa42a49e5\"}, @xrange=[0, 0.9975215098702691], @yrange=[0, 1000]>], :options=>{:yrange=>[0, 150], :y_label=>\"Frequency\", :x_label=>\"Bins\", :width=>700, :xrange=>[0, 0.9975215098702691]}}>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v = 1000.times.map { rand }\n",
    "\n",
    "df = Daru::DataFrame.new({\n",
    "  a: v\n",
    "  })\n",
    "\n",
    "Daru::View::Plot.new(df, type: :histogram, x: :a).chart.tap do |plot|\n",
    "  plot.yrange [0,150]\n",
    "  plot.y_label \"Frequency\"\n",
    "  plot.x_label \"Bins\"\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multiple Diagrams on the same Plot¶\n",
    "\n",
    "##### Scatter Diagrams on the same Plot\n",
    "\n",
    "Daru allows you to plot as many columns of your dataframe as you want on the same plot.\n",
    "\n",
    "This can allow you to plot data from the dataframe onto the same graph and visually compare results from observations. You can individually set the color or point shape of each diagram on the plot.\n",
    "\n",
    "As a first demostration, lets create a DataFrame of the temperatures of three different cities over the period of a week. Then, we'll plot them all on the same graph by passing options to the plot method which tell it the Vectors that are to be used for each of the diagrams."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id='vis-c5790cd2-de84-474b-9338-6412020f2168'></div>\n",
       "<script>\n",
       "(function(){\n",
       "    var render = function(){\n",
       "        var model = {\"panes\":[{\"diagrams\":[{\"type\":\"scatter\",\"options\":{\"x\":\"day\",\"y\":\"nyc_temp\",\"title\":\"Temprature in NYC\",\"color\":\"#00FF00\"},\"data\":\"d542c388-aa6d-464e-85b4-eddf3b67001c\"},{\"type\":\"scatter\",\"options\":{\"x\":\"day\",\"y\":\"chicago_temp\",\"title\":\"Temprature in Chicago\",\"color\":\"#FFFF00\"},\"data\":\"d542c388-aa6d-464e-85b4-eddf3b67001c\"},{\"type\":\"scatter\",\"options\":{\"x\":\"day\",\"y\":\"sf_temp\",\"title\":\"Temprature in SF\",\"color\":\"#0000FF\"},\"data\":\"d542c388-aa6d-464e-85b4-eddf3b67001c\"}],\"options\":{\"legend\":true,\"yrange\":[0,100],\"x_label\":\"Day\",\"y_label\":\"Temperature\",\"zoom\":true,\"width\":800,\"xrange\":[1,6]}}],\"data\":{\"d542c388-aa6d-464e-85b4-eddf3b67001c\":[{\"nyc_temp\":43,\"chicago_temp\":23,\"sf_temp\":60,\"day\":1},{\"nyc_temp\":53,\"chicago_temp\":30,\"sf_temp\":65,\"day\":2},{\"nyc_temp\":50,\"chicago_temp\":35,\"sf_temp\":73,\"day\":3},{\"nyc_temp\":57,\"chicago_temp\":20,\"sf_temp\":67,\"day\":4},{\"nyc_temp\":59,\"chicago_temp\":26,\"sf_temp\":55,\"day\":5},{\"nyc_temp\":47,\"chicago_temp\":38,\"sf_temp\":52,\"day\":6}]},\"extension\":[]}\n",
       "        var id_name = '#vis-c5790cd2-de84-474b-9338-6412020f2168';\n",
       "        Nyaplot.core.parse(model, id_name);\n",
       "\n",
       "        require(['downloadable'], function(downloadable){\n",
       "          var svg = d3.select(id_name).select(\"svg\");\n",
       "\t  if(!svg.empty())\n",
       "\t    svg.call(downloadable().filename('fig'));\n",
       "\t});\n",
       "    };\n",
       "    if(window['Nyaplot']==undefined){\n",
       "        window.addEventListener('load_nyaplot', render, false);\n",
       "\treturn;\n",
       "    } else {\n",
       "       render();\n",
       "    }\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "#<Nyaplot::Plot:0x000000019bd6c8 @properties={:diagrams=>[#<Nyaplot::Diagram:0x000000019a8160 @properties={:type=>:scatter, :options=>{:x=>:day, :y=>:nyc_temp, :title=>\"Temprature in NYC\", :color=>\"#00FF00\"}, :data=>\"d542c388-aa6d-464e-85b4-eddf3b67001c\"}, @xrange=[1, 6], @yrange=[43, 59]>, #<Nyaplot::Diagram:0x0000000199f858 @properties={:type=>:scatter, :options=>{:x=>:day, :y=>:chicago_temp, :title=>\"Temprature in Chicago\", :color=>\"#FFFF00\"}, :data=>\"d542c388-aa6d-464e-85b4-eddf3b67001c\"}, @xrange=[1, 6], @yrange=[20, 38]>, #<Nyaplot::Diagram:0x0000000199eb88 @properties={:type=>:scatter, :options=>{:x=>:day, :y=>:sf_temp, :title=>\"Temprature in SF\", :color=>\"#0000FF\"}, :data=>\"d542c388-aa6d-464e-85b4-eddf3b67001c\"}, @xrange=[1, 6], @yrange=[52, 73]>], :options=>{:legend=>true, :yrange=>[0, 100], :x_label=>\"Day\", :y_label=>\"Temperature\", :zoom=>true, :width=>800, :xrange=>[1, 6]}}>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = Daru::DataFrame.new({\n",
    "  nyc_temp:     [43,53,50,57,59,47],\n",
    "  chicago_temp: [23,30,35,20,26,38],\n",
    "  sf_temp:      [60,65,73,67,55,52],\n",
    "  day:          [1 ,2 ,3 ,4 ,5 , 6]\n",
    "  })\n",
    "\n",
    "# As you can see, the options passed denote the x and y axes that are to be used by each diagram.\n",
    "# You can add as many x any y axes as you want, just make sure the relevant vectors are present\n",
    "# in your DataFrame!\n",
    "#\n",
    "# Heres an explanation of all the options passed:\n",
    "#\n",
    "# * type - The type of graph to be drawn. All the diagrams will be of the same type in this case.\n",
    "# * x1/x2/x3 - The Vector from the DataFrame that is to be treated as the X axis for each of the \n",
    "# three diagrams. In this case all of them need the :day Vector.\n",
    "# * y1/y2/y3 - The Vector from the DataFrame that is to be treated as the Y axis for each of the\n",
    "# three diagrams. As you can see the 1st diagram will plot nyc_temp, the 2nd chicago_temp and the\n",
    "# the 3rd sf_temp.\n",
    "# \n",
    "# The values yielded in the block are also slightly different in this case.\n",
    "# The first argument ('plot') is the same as in all the above examples (Nyaplot::Plot), but the \n",
    "# second argument ('diagrams') is now an Array of Nyaplot::Diagram objects. Each of the elements\n",
    "# in the Array represents the diagrams that you want to plot according to the sorting sequence\n",
    "# of the options specifying the axes.\n",
    "\n",
    "graph = Daru::View::Plot.new(df, type: :scatter, x1: :day, y1: :nyc_temp, x2: :day, y2: :chicago_temp, x3: :day, y3: :sf_temp) \n",
    "\n",
    "graph.chart.tap do |plot|\n",
    "  nyc     = plot.diagrams[0]\n",
    "  chicago = plot.diagrams[1]\n",
    "  sf      = plot.diagrams[2]\n",
    "    \n",
    "  nyc.title \"Temprature in NYC\"\n",
    "  nyc.color \"#00FF00\"\n",
    "  \n",
    "  chicago.title \"Temprature in Chicago\"\n",
    "  chicago.color \"#FFFF00\"\n",
    "  \n",
    "  sf.title \"Temprature in SF\"\n",
    "  sf.color \"#0000FF\"\n",
    "  \n",
    "  plot.legend true\n",
    "  plot.yrange [0,100]\n",
    "  plot.x_label \"Day\"\n",
    "  plot.y_label \"Temperature\"\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Scatter and Line Diagram on the same Plot\n",
    "\n",
    "It is also possible to plot two different kinds of diagrams on the same plot. To show you how this works, I will plot a scatter graph and a line graph on the same plot.\n",
    "\n",
    "To elaborate, we will be plotting the a set of points on a scatter plot alongwith their line of best fit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<b> Daru::DataFrame(11x3) </b>\n",
       "<table>\n",
       "  <thead>\n",
       "  \n",
       "    <tr>\n",
       "      <th></th>\n",
       "      \n",
       "        <th>burger</th>\n",
       "      \n",
       "        <th>fat</th>\n",
       "      \n",
       "        <th>calories</th>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "</thead>\n",
       "  <tbody>\n",
       "  \n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      \n",
       "        <td>Hamburger</td>\n",
       "      \n",
       "        <td>9</td>\n",
       "      \n",
       "        <td>260</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      \n",
       "        <td>Cheeseburger</td>\n",
       "      \n",
       "        <td>13</td>\n",
       "      \n",
       "        <td>320</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      \n",
       "        <td>Quarter Pounder</td>\n",
       "      \n",
       "        <td>21</td>\n",
       "      \n",
       "        <td>420</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      \n",
       "        <td>Quarter Pounder with Cheese</td>\n",
       "      \n",
       "        <td>30</td>\n",
       "      \n",
       "        <td>530</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      \n",
       "        <td>Big Mac</td>\n",
       "      \n",
       "        <td>31</td>\n",
       "      \n",
       "        <td>560</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      \n",
       "        <td>Arch Sandwich Special</td>\n",
       "      \n",
       "        <td>31</td>\n",
       "      \n",
       "        <td>550</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      \n",
       "        <td>Arch Special with Bacon</td>\n",
       "      \n",
       "        <td>34</td>\n",
       "      \n",
       "        <td>590</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      \n",
       "        <td>Crispy Chicken</td>\n",
       "      \n",
       "        <td>25</td>\n",
       "      \n",
       "        <td>500</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      \n",
       "        <td>Fish Fillet</td>\n",
       "      \n",
       "        <td>28</td>\n",
       "      \n",
       "        <td>560</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      \n",
       "        <td>Grilled Chicken</td>\n",
       "      \n",
       "        <td>20</td>\n",
       "      \n",
       "        <td>440</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      \n",
       "        <td>Grilled Chicken Light</td>\n",
       "      \n",
       "        <td>5</td>\n",
       "      \n",
       "        <td>300</td>\n",
       "      \n",
       "    </tr>\n",
       "  \n",
       "\n",
       "  \n",
       "</tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "#<Daru::DataFrame(11x3)>\n",
       "                burger        fat   calories\n",
       "          0  Hamburger          9        260\n",
       "          1 Cheeseburg         13        320\n",
       "          2 Quarter Po         21        420\n",
       "          3 Quarter Po         30        530\n",
       "          4    Big Mac         31        560\n",
       "          5 Arch Sandw         31        550\n",
       "          6 Arch Speci         34        590\n",
       "          7 Crispy Chi         25        500\n",
       "          8 Fish Fille         28        560\n",
       "          9 Grilled Ch         20        440\n",
       "         10 Grilled Ch          5        300"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = Daru::DataFrame.new({\n",
    "  burger: [\"Hamburger\",\"Cheeseburger\",\"Quarter Pounder\",\"Quarter Pounder with Cheese\",\"Big Mac\",\"Arch Sandwich Special\",\"Arch Special with Bacon\",\"Crispy Chicken\",\"Fish Fillet\",\"Grilled Chicken\",\"Grilled Chicken Light\"],\n",
    "  fat: [9,13 ,21 ,30 ,31 ,31 ,34 ,25 ,28 ,20 ,5],\n",
    "  calories: [260,320,420,530,560,550,590,500,560,440,300]\n",
    "  },\n",
    "  order: [:burger, :fat, :calories])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll now write a small algorithm to compute the slope of the line of best fit by placing the fat content as the X co-ordinates and calories as Y co-ordinates.\n",
    "\n",
    "The line of best fit will be a line graph of red color and the fat and calorie contents will be plotted as usual using a scatter plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div id='vis-c984350f-d644-4a9a-8ec4-23dd8c764ce1'></div>\n",
       "<script>\n",
       "(function(){\n",
       "    var render = function(){\n",
       "        var model = {\"panes\":[{\"diagrams\":[{\"type\":\"scatter\",\"options\":{\"x\":\"fat\",\"y\":\"calories\",\"tooltip_contents\":[\"burger\"]},\"data\":\"f22e46df-81b7-41e5-b332-37ddf471f6b4\"},{\"type\":\"line\",\"options\":{\"x\":\"fat\",\"y\":\"y_coords\",\"color\":\"#FF0000\"},\"data\":\"f22e46df-81b7-41e5-b332-37ddf471f6b4\"}],\"options\":{\"x_label\":\"Fat\",\"y_label\":\"Calories\",\"xrange\":[0,50],\"zoom\":true,\"width\":700,\"yrange\":[252.5085518814139,592.7156974534398]}}],\"data\":{\"f22e46df-81b7-41e5-b332-37ddf471f6b4\":[{\"burger\":\"Hamburger\",\"fat\":9,\"calories\":260,\"y_coords\":299.43367540858986},{\"burger\":\"Cheeseburger\",\"fat\":13,\"calories\":320,\"y_coords\":346.3587989357659},{\"burger\":\"Quarter Pounder\",\"fat\":21,\"calories\":420,\"y_coords\":440.20904599011783},{\"burger\":\"Quarter Pounder with Cheese\",\"fat\":30,\"calories\":530,\"y_coords\":545.7905739262637},{\"burger\":\"Big Mac\",\"fat\":31,\"calories\":560,\"y_coords\":557.5218548080577},{\"burger\":\"Arch Sandwich Special\",\"fat\":31,\"calories\":550,\"y_coords\":557.5218548080577},{\"burger\":\"Arch Special with Bacon\",\"fat\":34,\"calories\":590,\"y_coords\":592.7156974534398},{\"burger\":\"Crispy Chicken\",\"fat\":25,\"calories\":500,\"y_coords\":487.1341695172938},{\"burger\":\"Fish Fillet\",\"fat\":28,\"calories\":560,\"y_coords\":522.3280121626758},{\"burger\":\"Grilled Chicken\",\"fat\":20,\"calories\":440,\"y_coords\":428.4777651083238},{\"burger\":\"Grilled Chicken Light\",\"fat\":5,\"calories\":300,\"y_coords\":252.5085518814139}]},\"extension\":[]}\n",
       "        var id_name = '#vis-c984350f-d644-4a9a-8ec4-23dd8c764ce1';\n",
       "        Nyaplot.core.parse(model, id_name);\n",
       "\n",
       "        require(['downloadable'], function(downloadable){\n",
       "          var svg = d3.select(id_name).select(\"svg\");\n",
       "\t  if(!svg.empty())\n",
       "\t    svg.call(downloadable().filename('fig'));\n",
       "\t});\n",
       "    };\n",
       "    if(window['Nyaplot']==undefined){\n",
       "        window.addEventListener('load_nyaplot', render, false);\n",
       "\treturn;\n",
       "    } else {\n",
       "       render();\n",
       "    }\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "#<Nyaplot::Plot:0x00000000cd3200 @properties={:diagrams=>[#<Nyaplot::Diagram:0x00000000b0f4c8 @properties={:type=>:scatter, :options=>{:x=>:fat, :y=>:calories, :tooltip_contents=>[:burger]}, :data=>\"f22e46df-81b7-41e5-b332-37ddf471f6b4\"}, @xrange=[5, 34], @yrange=[260, 590]>, #<Nyaplot::Diagram:0x00000000b0d268 @properties={:type=>:line, :options=>{:x=>:fat, :y=>:y_coords, :color=>\"#FF0000\"}, :data=>\"f22e46df-81b7-41e5-b332-37ddf471f6b4\"}, @xrange=[5, 34], @yrange=[252.5085518814139, 592.7156974534398]>], :options=>{:x_label=>\"Fat\", :y_label=>\"Calories\", :xrange=>[0, 50], :zoom=>true, :width=>700, :yrange=>[252.5085518814139, 592.7156974534398]}}>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Algorithm for computing the line of best fit\n",
    "\n",
    "sum_x  = df[:fat].sum\n",
    "sum2_x = (df[:fat]*df[:fat]).sum \n",
    "sum_xy = (df[:fat]*df[:calories]).sum\n",
    "mean_x = df[:fat].mean\n",
    "mean_y = df[:calories].mean\n",
    "\n",
    "slope = (sum_xy - sum_x * mean_y) / (sum2_x - sum_x * mean_x)\n",
    "yint  = mean_y - slope * mean_x\n",
    "\n",
    "# Assign the computed Y co-ordinates of the line of best fit to a column \n",
    "# in the DataFrame called :y_coords\n",
    "df[:y_coords] = df[:fat].map {|f| f*slope + yint }\n",
    "\n",
    "# As you can see the options passed into plot are slightly different this time.\n",
    "#\n",
    "# Instead of passing Vector names into :x1, :x2... separately, this time we pass\n",
    "# the relevant names of the X and Y axes co-ordinates as an Array into the :x and \n",
    "# :y options.This is a simpler and easier way to plot multiple diagrams.\n",
    "# \n",
    "# As is demonstrated in the previous example, the first argument yields a Nyaplot::Plot\n",
    "# object and the second an Array of Nyaplot::Diagram objects. The diagrams are ordered\n",
    "# according to the types specified in the `:type` option.\n",
    "\n",
    "graph = Daru::View::Plot.new(df, type: [:scatter, :line], x: [:fat, :fat], y: [:calories, :y_coords]) \n",
    "graph.chart.tap do |plot|\n",
    "  plot.x_label \"Fat\"\n",
    "  plot.y_label \"Calories\"\n",
    "  plot.xrange [0,50]\n",
    "  \n",
    "  scatter = plot.diagrams[0]\n",
    "  line    = plot.diagrams[1]\n",
    "  \n",
    "  line.color \"#FF0000\" #set color of the line to 'red'\n",
    "  scatter.tooltip_contents [:burger] # set tool tip to :burger\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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