{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook describes the plots you can make with Gruff in Daru."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"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\":\"https://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\", \"https://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\\\":\\\"https://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\\\", \\\"https://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'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets change the plotting library to Gruff."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
":gruff"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Daru.plotting_library = :gruff"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting Vector"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" | Daru::Vector(3) | \n",
"
\n",
" \n",
"\n",
" \n",
" \n",
" | 0 | \n",
" 1 | \n",
"
\n",
" \n",
" \n",
" | 1 | \n",
" 2 | \n",
"
\n",
" \n",
" \n",
" | 2 | \n",
" 3 | \n",
"
\n",
" \n",
"\n",
" \n",
"
"
],
"text/plain": [
"#\n",
" 0 1\n",
" 1 2\n",
" 2 3"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dv = Daru::Vector.new [1, 2, 3]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Bar Graph"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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@title=\"lol\", @title_font=nil, @scale=0.625, @font=nil, @bold_title=true, @marker_font_size=21.0, @legend_font_size=20.0, @title_font_size=36.0, @right_margin=20.0, @left_margin=20.0, @bottom_margin=20.0, @top_margin=20.0, @legend_margin=20.0, @title_margin=20.0, @legend_box_size=20.0, @no_data_message=\"No Data\", @show_labels_for_bar_values=false, @legend_at_bottom=false, @hide_line_numbers=false, @hide_title=false, @hide_legend=false, @hide_line_markers=false, @center_labels_over_point=true, @has_left_labels=false, @label_stagger_height=0, @label_max_size=0, @label_truncation_style=:absolute, @additional_line_values=[], @additional_line_colors=[], @theme_options={:colors=>[\"#FDD84E\", \"#6886B4\", \"#72AE6E\", \"#D1695E\", \"#8A6EAF\", \"#EFAA43\", \"white\"], :additional_line_colors=>[], :marker_color=>\"white\", :marker_shadow_color=>nil, :font_color=>\"white\", :background_colors=>[\"black\", \"#4a465a\"], :background_image=>nil}, @use_data_label=false, @x_axis_increment=nil, @y_axis_label=nil, @x_axis_label=nil, @y_axis_increment=nil, @stacked=nil, @norm_data=[[:vector, [0.0, 0.5, 1.0], \"#FDD84E\"]], @color_index=0, @d=scale 0.625,0.625\n",
"stroke \"transparent\"\n",
"stroke \"transparent\"\n",
"fill \"#FDD84E\"\n",
"rectangle 345.602,75 365.602,95\n",
"stroke-antialias 0\n",
"fill \"white\"\n",
"line 50.3281,544.001 780,544.001\n",
"stroke \"transparent\"\n",
"fill \"white\"\n",
"line 50.3281,440.501 780,440.501\n",
"stroke \"transparent\"\n",
"fill \"white\"\n",
"line 50.3281,337.001 780,337.001\n",
"stroke \"transparent\"\n",
"fill \"white\"\n",
"line 50.3281,233.501 780,233.501\n",
"stroke \"transparent\"\n",
"fill \"white\"\n",
"line 50.3281,130.001 780,130.001\n",
"stroke \"transparent\"\n",
"stroke-antialias 1\n",
"stroke \"transparent\"\n",
"stroke-opacity 0.0\n",
"fill \"#FDD84E\"\n",
"rectangle 62.4893,545 281.391,543\n",
"stroke \"transparent\"\n",
"fill \"#FDD84E\"\n",
"rectangle 305.713,338 524.615,543\n",
"stroke \"transparent\"\n",
"fill \"#FDD84E\"\n",
"rectangle 548.937,131 767.839,543\n",
"stroke \"transparent\", @colors=[\"#FDD84E\", \"#6886B4\", \"#72AE6E\", \"#D1695E\", \"#8A6EAF\", \"#EFAA43\", \"white\"], @marker_color=\"white\", @marker_shadow_color=nil, @font_color=\"white\", @base_image= PNG 500x375 DirectClass 16-bit 19kb, @spacing_factor=0.9, @spread=2.0, @marker_caps_height=26.0, @title_caps_height=45.0, @legend_caps_height=25.0, @graph_left=50.328125, @graph_right_margin=20.0, @graph_bottom_margin=56.0, @graph_right=780.0, @graph_width=729.671875, @graph_top=130.0, @graph_bottom=544.0, @graph_height=414.0, @legend_labels=[:vector], @increment_scaled=#, @bar_spacing=0.9, @bar_width=243.22395833333334>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dv.plot do |p|\n",
" p.title = 'lol'\n",
"end"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Pie Chart"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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",
"text/plain": [
"#[\"#FDD84E\", \"#6886B4\", \"#72AE6E\", \"#D1695E\", \"#8A6EAF\", \"#EFAA43\", \"white\"], :additional_line_colors=>[], :marker_color=>\"white\", :marker_shadow_color=>nil, :font_color=>\"white\", :background_colors=>[\"black\", \"#4a465a\"], :background_image=>nil}, @use_data_label=false, @x_axis_increment=nil, @y_axis_label=nil, @x_axis_label=nil, @y_axis_increment=nil, @stacked=nil, @norm_data=[[0, [0.0], \"#FDD84E\"], [1, [0.5], \"#6886B4\"], [2, [1.0], \"#72AE6E\"]], @show_values_as_labels=false, @color_index=0, @d=scale 0.625,0.625\n",
"stroke \"transparent\"\n",
"stroke \"transparent\"\n",
"fill \"#FDD84E\"\n",
"rectangle 304.797,30 324.797,50\n",
"stroke \"transparent\"\n",
"stroke \"transparent\"\n",
"fill \"#6886B4\"\n",
"rectangle 368.938,30 388.938,50\n",
"stroke \"transparent\"\n",
"stroke \"transparent\"\n",
"fill \"#72AE6E\"\n",
"rectangle 430.891,30 450.891,50\n",
"stroke \"#FDD84E\"\n",
"fill \"transparent\"\n",
"stroke-width 198.0\n",
"ellipse 400,322.5 99,99 0,60.5\n",
"stroke \"#6886B4\"\n",
"fill \"transparent\"\n",
"stroke-width 198.0\n",
"ellipse 400,322.5 99,99 60,180.5\n",
"stroke \"#72AE6E\"\n",
"fill \"transparent\"\n",
"stroke-width 198.0\n",
"ellipse 400,322.5 99,99 180,360.5, @colors=[\"#FDD84E\", \"#6886B4\", \"#72AE6E\", \"#D1695E\", \"#8A6EAF\", \"#EFAA43\", \"white\"], @marker_color=\"white\", @marker_shadow_color=nil, @font_color=\"white\", @base_image= PNG 500x375 DirectClass 16-bit 23kb, @spread=2.0, @marker_caps_height=0, @title_caps_height=0, @legend_caps_height=25.0, @graph_bottom_margin=20.0, @graph_right_margin=20.0, @graph_left=20.0, @graph_right=780.0, @graph_width=760.0, @graph_top=85.0, @graph_bottom=580.0, @graph_height=495.0, @legend_labels=[0, 1, 2], @zero_degree=0.0, @hide_labels_less_than=0.0, @text_offset_percentage=0.15, @slices=[#0.0, :hide_labels_less_than=>0.0, :text_offset_percentage=>0.15, :show_values_as_labels=>false}>, #0.0, :hide_labels_less_than=>0.0, :text_offset_percentage=>0.15, :show_values_as_labels=>false}>, #0.0, :hide_labels_less_than=>0.0, :text_offset_percentage=>0.15, :show_values_as_labels=>false}>], @radius=198.0, @center_x=400.0, @center_y=322.5, @chart_degrees=360.0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dv.plot type: :pie"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Line Graph"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dv.plot type: :line"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Scatter Plot"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dv.plot type: :scatter"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting Category Vector"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bar Graph"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dv = Daru::Vector.new [:a, :a, :a, :b, :b, :b, :c, :c], type: :category"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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},
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}
],
"source": [
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]
},
{
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"execution_count": 13,
"metadata": {
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},
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@y_axis_label=nil, @x_axis_label=nil, @y_axis_increment=nil, @stacked=nil, @norm_data=[[:vector, [1.0, 1.0, 0.0], \"#FDD84E\"]], @color_index=0, @d=scale 0.625,0.625\n",
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"stroke-antialias 0\n",
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"line 90.3281,544.001 780,544.001\n",
"stroke \"transparent\"\n",
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"line 90.3281,430.169 780,430.169\n",
"stroke \"transparent\"\n",
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"line 90.3281,316.337 780,316.337\n",
"stroke \"transparent\"\n",
"fill \"white\"\n",
"line 90.3281,202.505 780,202.505\n",
"stroke \"transparent\"\n",
"fill \"white\"\n",
"line 90.3281,88.673 780,88.673\n",
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"rectangle 101.823,86 308.724,543\n",
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"rectangle 331.713,86 538.615,543\n",
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"rectangle 561.604,545 768.505,543\n",
"stroke \"transparent\", @colors=[\"#FDD84E\", \"#6886B4\", \"#72AE6E\", \"#D1695E\", \"#8A6EAF\", \"#EFAA43\", \"white\"], @marker_color=\"white\", @marker_shadow_color=nil, @font_color=\"white\", @base_image= PNG 500x375 DirectClass 16-bit 25kb, @spacing_factor=0.9, @spread=0.125, @marker_caps_height=26.0, @title_caps_height=0, @legend_caps_height=25.0, @graph_left=90.328125, @graph_right_margin=20.0, @graph_bottom_margin=56.0, @graph_right=780.0, @graph_width=689.671875, @graph_top=85.0, @graph_bottom=544.0, @graph_height=459.0, @legend_labels=[:vector], @increment_scaled=#, @bar_spacing=0.9, @bar_width=229.890625>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dv.plot type: :bar, method: :fraction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pie Chart"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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",
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"ellipse 400,345 90,90 135,270.5\n",
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"ellipse 400,345 90,90 270,360.5, @colors=[\"#FDD84E\", \"#6886B4\", \"#72AE6E\", \"#D1695E\", \"#8A6EAF\", \"#EFAA43\", \"white\"], @marker_color=\"white\", @marker_shadow_color=nil, @font_color=\"white\", @base_image= PNG 500x375 DirectClass 16-bit 29kb, @spread=1.0, @marker_caps_height=0, @title_caps_height=45.0, @legend_caps_height=25.0, @graph_bottom_margin=20.0, @graph_right_margin=20.0, @graph_left=20.0, @graph_right=780.0, @graph_width=760.0, @graph_top=130.0, @graph_bottom=580.0, @graph_height=450.0, @legend_labels=[:a, :b, :c], @zero_degree=0.0, @hide_labels_less_than=0.0, @text_offset_percentage=0.15, @slices=[#0.0, :hide_labels_less_than=>0.0, :text_offset_percentage=>0.15, :show_values_as_labels=>false}>, #0.0, :hide_labels_less_than=>0.0, :text_offset_percentage=>0.15, :show_values_as_labels=>false}>, #0.0, :hide_labels_less_than=>0.0, :text_offset_percentage=>0.15, :show_values_as_labels=>false}>], @radius=180.0, @center_x=400.0, @center_y=345.0, @chart_degrees=360.0>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dv.plot type: :pie do |p|\n",
" p.title = 'category plot'\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
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