{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "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": { "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": [ "true" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "require 'daru/view'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Categorical Vector Visualization" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", "
Daru::Vector(6):category
0a
1a
2a
3b
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5c
" ], "text/plain": [ "#\n", " 0 a\n", " 1 a\n", " 2 a\n", " 3 b\n", " 4 b\n", " 5 c" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dv = Daru::Vector.new [:a, :a, :a, :b, :b, :c], type: :category" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bar graph\n", "\n", "##### 1. Frequency (count)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "#[#:bar, :options=>{:x=>\"data0\", :y=>\"data1\"}, :data=>\"b95cc6df-7f7f-40a4-9059-d751b75baa84\"}, @xrange=[:a, :b, :c], @yrange=[0, 3]>], :options=>{}}>>" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bar_graph1 = Daru::View::Plot.new(dv, type: :bar)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Nyaplot::Plot" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bar_graph1.chart.class" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#[#:bar, :options=>{:x=>\"data0\", :y=>\"data1\"}, :data=>\"b95cc6df-7f7f-40a4-9059-d751b75baa84\"}, @xrange=[:a, :b, :c], @yrange=[0, 3]>], :options=>{:width=>700, :xrange=>[:a, :b, :c], :yrange=>[0, 3]}}>], :data=>{\"b95cc6df-7f7f-40a4-9059-d751b75baa84\"=>#:a, :data1=>3}, {:data0=>:b, :data1=>2}, {:data0=>:c, :data1=>1}]>}, :extension=>[]}>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bar_graph1.show_in_iruby" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ ":category" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dv = Daru::Vector.new ['III']*10 + ['II']*5 + ['I']*5, type: :category, categories: ['I', 'II', 'III']\n", "dv.type" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "#[#:bar, :options=>{:x=>\"data0\", :y=>\"data1\"}, :data=>\"e440efae-8482-48c6-97dc-06c3b629a358\"}, @xrange=[\"I\", \"II\", \"III\"], @yrange=[0, 10]>], :options=>{}}>>" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bar_graph2 = Daru::View::Plot.new(dv, type: :bar)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Daru::View::Plot" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bar_graph2.class" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Nyaplot::Plot" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bar_graph2.chart.class" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#:bar, :options=>{:x=>\"data0\", :y=>\"data1\"}, :data=>\"e440efae-8482-48c6-97dc-06c3b629a358\"}, @xrange=[\"I\", \"II\", \"III\"], @yrange=[0, 10]>], :options=>{:x_label=>\"Cat\", :y_label=>\"Frequency\", :width=>700, :xrange=>[\"I\", \"II\", \"III\"], :yrange=>[0, 10]}}>" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Nyaplot methods will work.Since #chart is Nyaplot::Plot class object\n", "bar_graph2.chart.x_label 'Cat'\n", "bar_graph2.chart.y_label 'Frequency'" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#:bar, :options=>{:x=>\"data0\", :y=>\"data1\"}, :data=>\"e440efae-8482-48c6-97dc-06c3b629a358\"}, @xrange=[\"I\", \"II\", \"III\"], @yrange=[0, 10]>], :options=>{:x_label=>\"Cat\", :y_label=>\"Frequency\", :width=>700, :xrange=>[\"I\", \"II\", \"III\"], :yrange=>[0, 10]}}>" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bar_graph2.chart # or bar_graph2.show_in_iruby" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Percentage" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "#[#:bar, :options=>{:x=>\"data0\", :y=>\"data1\"}, :data=>\"ccbe84da-ad90-4bee-b7d3-285b37d7f648\"}, @xrange=[\"I\", \"II\", \"III\"], @yrange=[0, 50.0]>], :options=>{:yrange=>[0, 100]}}>>" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bar_graph2_per = Daru::View::Plot.new(dv, type: :bar, method: :percentage)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#[#:bar, :options=>{:x=>\"data0\", :y=>\"data1\"}, :data=>\"ccbe84da-ad90-4bee-b7d3-285b37d7f648\"}, @xrange=[\"I\", \"II\", \"III\"], @yrange=[0, 50.0]>], :options=>{:yrange=>[0, 100], :x_label=>\"Categories\", :y_label=>\"Percentage (%)\", :width=>700, :xrange=>[\"I\", \"II\", \"III\"]}}>], :data=>{\"ccbe84da-ad90-4bee-b7d3-285b37d7f648\"=>#\"I\", :data1=>25.0}, {:data0=>\"II\", :data1=>25.0}, {:data0=>\"III\", :data1=>50.0}]>}, :extension=>[]}>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bar_graph2_per.chart.x_label 'Categories'\n", "bar_graph2_per.chart.y_label 'Percentage (%)'\n", "bar_graph2_per.show_in_iruby" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3. Fraction" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "#[#:bar, :options=>{:x=>\"data0\", :y=>\"data1\"}, :data=>\"8df6373e-fdd1-4232-84f5-2aad579fc334\"}, @xrange=[\"I\", \"II\", \"III\"], @yrange=[0, 0.5]>], :options=>{:yrange=>[0, 1]}}>>" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bar_graph2_frac = Daru::View::Plot.new(dv, type: :bar, method: :fraction)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#[#:bar, :options=>{:x=>\"data0\", :y=>\"data1\"}, :data=>\"8df6373e-fdd1-4232-84f5-2aad579fc334\"}, @xrange=[\"I\", \"II\", \"III\"], @yrange=[0, 0.5]>], :options=>{:yrange=>[0, 1], :y_label=>\"Fraction\", :width=>700, :xrange=>[\"I\", \"II\", \"III\"]}}>], :data=>{\"8df6373e-fdd1-4232-84f5-2aad579fc334\"=>#\"I\", :data1=>0.25}, {:data0=>\"II\", :data1=>0.25}, {:data0=>\"III\", :data1=>0.5}]>}, :extension=>[]}>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# bar_graph2_frac.chart.x_label 'Categories'\n", "bar_graph2_frac.chart.y_label 'Fraction'\n", "bar_graph2_frac.show_in_iruby" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Categorical data visualization in Dataframe\n", "### Bar Graph" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ ":category" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = Daru::DataFrame.new({\n", " a: [1, 2, 4, -2, 5, 23, 0],\n", " b: [3, 1, 3, -6, 2, 1, 0],\n", " c: ['I', 'II', 'I', 'III', 'I', 'III', 'II']\n", " })\n", "df.to_category :c\n", "df[:c].type" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "#[#:bar, :options=>{:value=>:c}, :data=>\"3be85fac-17f7-48c4-aff7-13f61385b9b4\"}, @xrange=[\"I\", \"II\", \"III\"], @yrange=[0, 7]>], :options=>{}}>>" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bar_graph3 = Daru::View::Plot.new(df, type: :bar, x: :c)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#[#:bar, :options=>{:value=>:c}, :data=>\"3be85fac-17f7-48c4-aff7-13f61385b9b4\"}, @xrange=[\"I\", \"II\", \"III\"], @yrange=[0, 7]>], :options=>{:width=>700, :xrange=>[\"I\", \"II\", \"III\"], :yrange=>[0, 7]}}>], :data=>{\"3be85fac-17f7-48c4-aff7-13f61385b9b4\"=>#1, :b=>3, :c=>\"I\"}, {:a=>2, :b=>1, :c=>\"II\"}, {:a=>4, :b=>3, :c=>\"I\"}, {:a=>-2, :b=>-6, :c=>\"III\"}, {:a=>5, :b=>2, :c=>\"I\"}, {:a=>23, :b=>1, :c=>\"III\"}, {:a=>0, :b=>0, :c=>\"II\"}]>}, :extension=>[]}>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bar_graph3.show_in_iruby" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter plot categorized by categorical variable¶\n", "#### Plots can be categorized by\n", "\n", "- Color\n", "- Size\n", "- Shape" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ ":category" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = Daru::DataFrame.new({\n", " a: [1, 2, 4, -2, 5, 23, 0],\n", " b: [3, 1, 3, -6, 2, 1, 0],\n", " c: ['I', 'II', 'I', 'III', 'I', 'III', 'II']\n", " })\n", "df.to_category :c\n", "df[:c].type" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "#[#:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"I\", :color=>\"rgb(166,206,227)\", :tooltip_contents=>[\"I\", \"I\", \"I\"]}, :data=>\"bc150eb5-c9ae-4b37-ad52-6d633415a76d\"}, @xrange=[1, 5], @yrange=[2, 3]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"II\", :color=>\"rgb(31,120,180)\", :tooltip_contents=>[\"II\", \"II\"]}, :data=>\"3f002967-c3d7-4f14-9aa7-70b884f0a65e\"}, @xrange=[0, 2], @yrange=[0, 1]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"III\", :color=>\"rgb(178,223,138)\", :tooltip_contents=>[\"III\", \"III\"]}, :data=>\"44bf9e88-ac4d-48fd-8d8c-1dde044153d6\"}, @xrange=[-2, 23], @yrange=[-6, 1]>], :options=>{:legend=>true}}>>" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scatter_1 = Daru::View::Plot.new(df, type: :scatter, x: :a, y: :b, categorized: {by: :c, method: :color})" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#[#:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"I\", :color=>\"rgb(166,206,227)\", :tooltip_contents=>[\"I\", \"I\", \"I\"]}, :data=>\"bc150eb5-c9ae-4b37-ad52-6d633415a76d\"}, @xrange=[1, 5], @yrange=[2, 3]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"II\", :color=>\"rgb(31,120,180)\", :tooltip_contents=>[\"II\", \"II\"]}, :data=>\"3f002967-c3d7-4f14-9aa7-70b884f0a65e\"}, @xrange=[0, 2], @yrange=[0, 1]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"III\", :color=>\"rgb(178,223,138)\", :tooltip_contents=>[\"III\", \"III\"]}, :data=>\"44bf9e88-ac4d-48fd-8d8c-1dde044153d6\"}, @xrange=[-2, 23], @yrange=[-6, 1]>], :options=>{:legend=>true, :zoom=>true, :width=>800, :xrange=>[-2, 23], :yrange=>[-6, 3]}}>], :data=>{\"bc150eb5-c9ae-4b37-ad52-6d633415a76d\"=>#1, :b=>3}, {:a=>4, :b=>3}, {:a=>5, :b=>2}]>, \"3f002967-c3d7-4f14-9aa7-70b884f0a65e\"=>#2, :b=>1}, {:a=>0, :b=>0}]>, \"44bf9e88-ac4d-48fd-8d8c-1dde044153d6\"=>#-2, :b=>-6}, {:a=>23, :b=>1}]>}, :extension=>[]}>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scatter_1.show_in_iruby" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"I\", :color=>\"rgb(166,206,227)\", :tooltip_contents=>[\"I\", \"I\", \"I\"]}, :data=>\"bc150eb5-c9ae-4b37-ad52-6d633415a76d\"}, @xrange=[1, 5], @yrange=[2, 3]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"II\", :color=>\"rgb(31,120,180)\", :tooltip_contents=>[\"II\", \"II\"]}, :data=>\"3f002967-c3d7-4f14-9aa7-70b884f0a65e\"}, @xrange=[0, 2], @yrange=[0, 1]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"III\", :color=>\"rgb(178,223,138)\", :tooltip_contents=>[\"III\", \"III\"]}, :data=>\"44bf9e88-ac4d-48fd-8d8c-1dde044153d6\"}, @xrange=[-2, 23], @yrange=[-6, 1]>], :options=>{:legend=>true, :zoom=>true, :width=>800, :xrange=>[-10, 10], :yrange=>[-10, 10]}}>" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scatter_1.chart.xrange [-10, 10]\n", "scatter_1.chart.yrange [-10, 10]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#[#:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"I\", :shape=>\"circle\", :tooltip_contents=>[\"I\", \"I\", \"I\"]}, :data=>\"1351c061-a258-4944-83f2-45642b880489\"}, @xrange=[1, 5], @yrange=[2, 3]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"II\", :shape=>\"triangle-up\", :tooltip_contents=>[\"II\", \"II\"]}, :data=>\"7390dc34-9f39-47f5-a78b-a05d293dcb61\"}, @xrange=[0, 2], @yrange=[0, 1]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"III\", :shape=>\"diamond\", :tooltip_contents=>[\"III\", \"III\"]}, :data=>\"ea689d88-2318-49c0-a7ad-25ad25fe8b26\"}, @xrange=[-2, 23], @yrange=[-6, 1]>], :options=>{:legend=>true, :zoom=>true, :width=>800, :xrange=>[-2, 23], :yrange=>[-6, 3]}}>], :data=>{\"1351c061-a258-4944-83f2-45642b880489\"=>#1, :b=>3}, {:a=>4, :b=>3}, {:a=>5, :b=>2}]>, \"7390dc34-9f39-47f5-a78b-a05d293dcb61\"=>#2, :b=>1}, {:a=>0, :b=>0}]>, \"ea689d88-2318-49c0-a7ad-25ad25fe8b26\"=>#-2, :b=>-6}, {:a=>23, :b=>1}]>}, :extension=>[]}>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scatter_2 = Daru::View::Plot.new(df, type: :scatter, x: :a, y: :b, categorized: {by: :c, method: :shape})\n", "scatter_2.show_in_iruby" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"I\", :shape=>\"circle\", :tooltip_contents=>[\"I\", \"I\", \"I\"]}, :data=>\"1351c061-a258-4944-83f2-45642b880489\"}, @xrange=[1, 5], @yrange=[2, 3]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"II\", :shape=>\"triangle-up\", :tooltip_contents=>[\"II\", \"II\"]}, :data=>\"7390dc34-9f39-47f5-a78b-a05d293dcb61\"}, @xrange=[0, 2], @yrange=[0, 1]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"III\", :shape=>\"diamond\", :tooltip_contents=>[\"III\", \"III\"]}, :data=>\"ea689d88-2318-49c0-a7ad-25ad25fe8b26\"}, @xrange=[-2, 23], @yrange=[-6, 1]>], :options=>{:legend=>true, :zoom=>true, :width=>800, :xrange=>[-10, 10], :yrange=>[-10, 10]}}>" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scatter_2.chart.xrange [-10, 10]\n", "scatter_2.chart.yrange [-10, 10]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#[#:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"I\", :color=>:red, :tooltip_contents=>[\"I\", \"I\", \"I\"]}, :data=>\"fe17e0d5-09dc-4c97-87f6-1deefb77e92f\"}, @xrange=[1, 5], @yrange=[2, 3]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"II\", :color=>:blue, :tooltip_contents=>[\"II\", \"II\"]}, :data=>\"e019cb8d-3270-4683-b653-95d900ae1e45\"}, @xrange=[0, 2], @yrange=[0, 1]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"III\", :color=>:green, :tooltip_contents=>[\"III\", \"III\"]}, :data=>\"46d24166-97d8-4630-b5e4-c1171d665814\"}, @xrange=[-2, 23], @yrange=[-6, 1]>], :options=>{:legend=>true, :zoom=>true, :width=>800, :xrange=>[-2, 23], :yrange=>[-6, 3]}}>], :data=>{\"fe17e0d5-09dc-4c97-87f6-1deefb77e92f\"=>#1, :b=>3}, {:a=>4, :b=>3}, {:a=>5, :b=>2}]>, \"e019cb8d-3270-4683-b653-95d900ae1e45\"=>#2, :b=>1}, {:a=>0, :b=>0}]>, \"46d24166-97d8-4630-b5e4-c1171d665814\"=>#-2, :b=>-6}, {:a=>23, :b=>1}]>}, :extension=>[]}>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"I\", :shape=>\"circle\", :tooltip_contents=>[\"I\", \"I\", \"I\"]}, :data=>\"1351c061-a258-4944-83f2-45642b880489\"}, @xrange=[1, 5], @yrange=[2, 3]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"II\", :shape=>\"triangle-up\", :tooltip_contents=>[\"II\", \"II\"]}, :data=>\"7390dc34-9f39-47f5-a78b-a05d293dcb61\"}, @xrange=[0, 2], @yrange=[0, 1]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"III\", :shape=>\"diamond\", :tooltip_contents=>[\"III\", \"III\"]}, :data=>\"ea689d88-2318-49c0-a7ad-25ad25fe8b26\"}, @xrange=[-2, 23], @yrange=[-6, 1]>], :options=>{:legend=>true, :zoom=>true, :width=>800, :xrange=>[-10, 10], :yrange=>[-10, 10]}}>" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scatter_3 = Daru::View::Plot.new(df, type: :scatter, x: :a, y: :b, categorized: {by: :c, method: :color, color: [:red, :blue, :green]})\n", "scatter_3.show_in_iruby\n", "scatter_2.chart.xrange [-10, 10]\n", "scatter_2.chart.yrange [-10, 10]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#[#:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"I\", :size=>300, :tooltip_contents=>[\"I\", \"I\", \"I\"]}, :data=>\"fe647398-de0b-4343-ad4f-e6e8af06c14f\"}, @xrange=[1, 5], @yrange=[2, 3]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"II\", :size=>600, :tooltip_contents=>[\"II\", \"II\"]}, :data=>\"1a9aea48-bb66-4f50-8a91-a8cc72efab92\"}, @xrange=[0, 2], @yrange=[0, 1]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"III\", :size=>900, :tooltip_contents=>[\"III\", \"III\"]}, :data=>\"0a3580dc-ab4b-49ed-b0d8-52f20fe75d94\"}, @xrange=[-2, 23], @yrange=[-6, 1]>], :options=>{:legend=>true, :zoom=>true, :width=>800, :xrange=>[-2, 23], :yrange=>[-6, 3]}}>], :data=>{\"fe647398-de0b-4343-ad4f-e6e8af06c14f\"=>#1, :b=>3}, {:a=>4, :b=>3}, {:a=>5, :b=>2}]>, \"1a9aea48-bb66-4f50-8a91-a8cc72efab92\"=>#2, :b=>1}, {:a=>0, :b=>0}]>, \"0a3580dc-ab4b-49ed-b0d8-52f20fe75d94\"=>#-2, :b=>-6}, {:a=>23, :b=>1}]>}, :extension=>[]}>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"I\", :size=>300, :tooltip_contents=>[\"I\", \"I\", \"I\"]}, :data=>\"fe647398-de0b-4343-ad4f-e6e8af06c14f\"}, @xrange=[1, 5], @yrange=[2, 3]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"II\", :size=>600, :tooltip_contents=>[\"II\", \"II\"]}, :data=>\"1a9aea48-bb66-4f50-8a91-a8cc72efab92\"}, @xrange=[0, 2], @yrange=[0, 1]>, #:scatter, :options=>{:x=>:a, :y=>:b, :title=>\"III\", :size=>900, :tooltip_contents=>[\"III\", \"III\"]}, :data=>\"0a3580dc-ab4b-49ed-b0d8-52f20fe75d94\"}, @xrange=[-2, 23], @yrange=[-6, 1]>], :options=>{:legend=>true, :zoom=>true, :width=>800, :xrange=>[-10, 10], :yrange=>[-10, 10]}}>" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scatter_4 = Daru::View::Plot.new(df, type: :scatter, x: :a, y: :b, categorized: {by: :c, method: :size, size: [300, 600, 900]})\n", "scatter_4.show_in_iruby\n", "scatter_4.chart.xrange [-10, 10]\n", "scatter_4.chart.yrange [-10, 10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Line plot categorized by categorical variable\n", "It works similar to Scatter plot above and all options are same except that there's no categorization by size but instead there is categorization by stroke_width in line plots." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ ":category" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = Daru::DataFrame.new({\n", " a: [1, 2, 3, 4, 5, 6, 7, 8, 9],\n", " b: [2, 4, 6, 1, 3, 5, 6, 4, 3],\n", " c: ['I']*3 + ['II']*3 + ['III']*3\n", " })\n", "df.to_category :c\n", "df[:c].type" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#[#:line, :options=>{:x=>:a, :y=>:b, :title=>\"I\", :color=>\"rgb(251,180,174)\"}, :data=>\"b4289654-a913-4735-9aef-749210fb6101\"}, @xrange=[1, 3], @yrange=[2, 6]>, #:line, :options=>{:x=>:a, :y=>:b, :title=>\"II\", :color=>\"rgb(179,205,227)\"}, :data=>\"fd0f6ff5-90a3-442c-8ead-f2f6bc52626a\"}, @xrange=[4, 6], @yrange=[1, 5]>, #:line, :options=>{:x=>:a, :y=>:b, :title=>\"III\", :color=>\"rgb(204,235,197)\"}, :data=>\"9d764db7-a1dd-47a5-9064-877741c3b253\"}, @xrange=[7, 9], @yrange=[3, 6]>], :options=>{:legend=>true, :zoom=>true, :width=>800, :xrange=>[1, 9], :yrange=>[1, 6]}}>], :data=>{\"b4289654-a913-4735-9aef-749210fb6101\"=>#1, :b=>2}, {:a=>2, :b=>4}, {:a=>3, :b=>6}]>, \"fd0f6ff5-90a3-442c-8ead-f2f6bc52626a\"=>#4, :b=>1}, {:a=>5, :b=>3}, {:a=>6, :b=>5}]>, \"9d764db7-a1dd-47a5-9064-877741c3b253\"=>#7, :b=>6}, {:a=>8, :b=>4}, {:a=>9, :b=>3}]>}, :extension=>[]}>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "line_1 = Daru::View::Plot.new(df, type: :line, x: :a, y: :b, categorized: {by: :c, method: :color})\n", "line_1.show_in_iruby" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#[#:line, :options=>{:x=>:a, :y=>:b, :title=>\"I\", :stroke_width=>2}, :data=>\"ac2d08e8-2538-491f-8eb1-ebdad9189f52\"}, @xrange=[1, 3], @yrange=[2, 6]>, #:line, :options=>{:x=>:a, :y=>:b, :title=>\"II\", :stroke_width=>4}, :data=>\"e063abde-25c2-4216-9426-ead82ea778b3\"}, @xrange=[4, 6], @yrange=[1, 5]>, #:line, :options=>{:x=>:a, :y=>:b, :title=>\"III\", :stroke_width=>6}, :data=>\"cbc98802-48ab-4c68-bf60-a034f00eb318\"}, @xrange=[7, 9], @yrange=[3, 6]>], :options=>{:legend=>true, :zoom=>true, :width=>800, :xrange=>[1, 9], :yrange=>[1, 6]}}>], :data=>{\"ac2d08e8-2538-491f-8eb1-ebdad9189f52\"=>#1, :b=>2}, {:a=>2, :b=>4}, {:a=>3, :b=>6}]>, \"e063abde-25c2-4216-9426-ead82ea778b3\"=>#4, :b=>1}, {:a=>5, :b=>3}, {:a=>6, :b=>5}]>, \"cbc98802-48ab-4c68-bf60-a034f00eb318\"=>#7, :b=>6}, {:a=>8, :b=>4}, {:a=>9, :b=>3}]>}, :extension=>[]}>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n" ], "text/plain": [ "#[#:line, :options=>{:x=>:a, :y=>:b, :title=>\"I\", :stroke_width=>2}, :data=>\"ac2d08e8-2538-491f-8eb1-ebdad9189f52\"}, @xrange=[1, 3], @yrange=[2, 6]>, #:line, :options=>{:x=>:a, :y=>:b, :title=>\"II\", :stroke_width=>4}, :data=>\"e063abde-25c2-4216-9426-ead82ea778b3\"}, @xrange=[4, 6], @yrange=[1, 5]>, #:line, :options=>{:x=>:a, :y=>:b, :title=>\"III\", :stroke_width=>6}, :data=>\"cbc98802-48ab-4c68-bf60-a034f00eb318\"}, @xrange=[7, 9], @yrange=[3, 6]>], :options=>{:legend=>true, :zoom=>true, :width=>800, :xrange=>[-10, 10], :yrange=>[-10, 10]}}>" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "line_2 = Daru::View::Plot.new(df, type: :line, x: :a, y: :b, categorized: {by: :c, method: :stroke_width})\n", "line_2.show_in_iruby\n", "line_2.chart.xrange [-10, 10]\n", "line_2.chart.yrange [-10, 10]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Ruby 2.3.1", "language": "ruby", "name": "ruby" }, "language_info": { "file_extension": ".rb", "mimetype": "application/x-ruby", "name": "ruby", "version": "2.3.1" } }, "nbformat": 4, "nbformat_minor": 2 }