notebooks/updating_data.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Updating data in plots\n",
"#### Data used in the following examples"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
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"source": [
"x = (1..600).map { |i| i/100.0 }\n",
"y = x.map { |xx| Math.sin(xx ** 2.3) * Math.exp(-xx) }\n",
"nil"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Updating data stored in file\n",
"First lets generate a file"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"1..300"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"File.open('tons_of_data', 'w') { |f| (1..300).each { |i| f.puts \"#{x[i]} #{y[i]}\" } }"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and plot it"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
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"text/plain": [
"#<GnuplotRB::Plot:0x000000016cc4f0 @options=Hamster::Hash[], @datasets=Hamster::Vector[#<GnuplotRB::Dataset:0x000000016cc478 @type=:datafile, @data=\"'tons_of_data'\", @options=Hamster::Hash[:title => \"Tons of data\", :with => \"lines\"]>], @cmd=\"plot \">"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"require 'gnuplotrb'\n",
"include GnuplotRB\n",
"\n",
"graph = Plot.new(['tons_of_data', title: 'Tons of data', with: 'lines'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can just append file and replot out graph"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
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],
"text/plain": [
"#<GnuplotRB::Plot:0x000000016cc4f0 @options=Hamster::Hash[], @datasets=Hamster::Vector[#<GnuplotRB::Dataset:0x000000016cc478 @type=:datafile, @data=\"'tons_of_data'\", @options=Hamster::Hash[:title => \"Tons of data\", :with => \"lines\"]>], @cmd=\"plot \">"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"File.open('tons_of_data', 'a') { |f| (301..600).each { |i| f.puts \"#{x[i]} #{y[i]}\" } }\n",
"\n",
"graph"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Updating data given as points array\n",
"##### 1. Data stored in memory and piped to gnuplot in here-doc"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
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"text/plain": [
"#<GnuplotRB::Plot:0x000000015bd140 @options=Hamster::Hash[], @datasets=Hamster::Vector[#<GnuplotRB::Dataset:0x000000015bd0a0 @type=:datablock, @data=#<GnuplotRB::Datablock:0x000000015bcfb0 @stored_in_file=false, @data=\"0.01 2.4868927436513322e-05\\n0.02 0.00012125037746537788\\n0.03 0.0003050352603595612\\n0.04 0.0005852833558395339\\n0.05 0.0009680910629643855\\n0.06 0.0014577734407681439\\n0.07 0.0020574274310873933\\n0.08 0.0027692537987392004\\n0.09 0.003594762052759224\\n0.1 0.004534910638922391\\n0.11 0.005590207959218235\\n0.12 0.006760788066098809\\n0.13 0.00804646913017274\\n0.14 0.009446799705774049\\n0.15 0.01096109606223854\\n0.16 0.012588472790109972\\n0.17 0.014327868224951947\\n0.18 0.016178065796051987\\n0.19 0.018137712113872287\\n0.2 0.020205332406939107\\n0.21 0.022379343774856307\\n0.22 0.024658066619922932\\n0.23 0.027039734543037177\\n0.24 0.029522502932038647\\n0.25 0.032104456426907436\\n0.26 0.034783615412550345\\n0.27 0.03755794166364217\\n0.28 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]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x0 = x[0..200]\n",
"y0 = y[0..200]\n",
"updatable_plot = Plot.new([[x0,y0], with: 'lines', title: 'Before update'])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
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]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x1 = x[201..600]\n",
"y1 = y[201..600]\n",
"updatable_plot.update_dataset(data: [x1,y1], title: 'After update')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This way is expensive because data is piped to gnuplot each time you want to replot it, but updating data does not affect original Plot:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
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"text/plain": [
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]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"updatable_plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### 2. Data stored in temporary file and its name is piped to gnuplot\n",
"Dataset boolean option 'file' corresponds to using temporary file for storage data being plotted."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
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"text/plain": [
"#<GnuplotRB::Plot:0x00000000ff0640 @options=Hamster::Hash[], @datasets=Hamster::Vector[#<GnuplotRB::Dataset:0x00000000ff0370 @type=:datablock, @data=#<GnuplotRB::Datablock:0x00000000ff00c8 @stored_in_file=true, @file_name=\"tmp_data20150811-7742-1am91xu-0\">, @options=Hamster::Hash[:with => \"lines\", :title => \"Before update\"]>], @cmd=\"plot \">"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x0 = x[0..400]\n",
"y0 = y[0..400]\n",
"updatable_file_plot = Plot.new([[x0,y0], with: 'lines', title: 'Before update', file: true])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
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"text/plain": [
"#<GnuplotRB::Plot:0x00000002bdb5f8 @options=Hamster::Hash[], @datasets=Hamster::Vector[#<GnuplotRB::Dataset:0x00000002bdba30 @type=:datablock, @data=#<GnuplotRB::Datablock:0x00000000ff00c8 @stored_in_file=true, @file_name=\"tmp_data20150811-7742-1am91xu-0\">, @options=Hamster::Hash[:with => \"lines\", :title => \"After update\"]>], @cmd=\"plot \">"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x1 = x[401..600]\n",
"y1 = y[401..600]\n",
"updatable_file_plot.update_dataset(data: [x1,y1], title: 'After update')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Be careful**: updating data stored in temp file **affects** original Plot:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
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],
"text/plain": [
"#<GnuplotRB::Plot:0x00000000ff0640 @options=Hamster::Hash[], @datasets=Hamster::Vector[#<GnuplotRB::Dataset:0x00000000ff0370 @type=:datablock, @data=#<GnuplotRB::Datablock:0x00000000ff00c8 @stored_in_file=true, @file_name=\"tmp_data20150811-7742-1am91xu-0\">, @options=Hamster::Hash[:with => \"lines\", :title => \"Before update\"]>], @cmd=\"plot \">"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"updatable_file_plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Destructive update methods\n",
"Almost every update method in GnuplotRB's classes has its destructive twin ending with '!' or '='."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 1. Updating options\n",
"\n",
"Examples relate to Plot, but Splot, Multiplot, Animation and so on options may be changed the same way too."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
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"text/plain": [
"#<GnuplotRB::Plot:0x00000002c56618 @options=Hamster::Hash[:title => \"Old title\"], @datasets=Hamster::Vector[#<GnuplotRB::Dataset:0x00000002c56488 @type=:math_function, @data=\"sin(x)\", @options=Hamster::Hash[]>], @cmd=\"plot \">"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot = Plot.new('sin(x)', title: 'Old title')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
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],
"text/plain": [
"#<GnuplotRB::Plot:0x00000002c56618 @options=Hamster::Hash[:title => [\"New title\"], :yrange => [0..1], :xrange => [-1..1]], @datasets=Hamster::Vector[#<GnuplotRB::Dataset:0x00000002c56488 @type=:math_function, @data=\"sin(x)\", @options=Hamster::Hash[:title => [\"Dataset title\"]]>], @cmd=\"plot \">"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot.title = 'New title'\n",
"# plot is container of datasets, so plot[0] is Dataset object\n",
"plot[0].title = 'Dataset title'\n",
"plot.xrange!(-1..1)\n",
"plot.yrange = 0..1\n",
"plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can update several options at once using ```#options!``` method or use something like ```Plot#update_dataset!```.Please see [GnuplotRB](https://rubygems.org/gems/gnuplotrb) doc for more methods."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2. Updating containers\n",
"\n",
"Plot and Splot are containers for Dataset, Multiplot and Animation - for Plots and Splots. So sometimes you may want to modify them. GnuplotRB offers methods such as ```#add_dataset```, ```#remove_dataset```, ```#replace_dataset```, ```#update_dataset```, their destructive twins (with '!' at the end) and methods like them for other classes."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
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],
"text/plain": [
"#<GnuplotRB::Plot:0x00000002cc32b8 @options=Hamster::Hash[:xrange => 0..2], @datasets=Hamster::Vector[#<GnuplotRB::Dataset:0x00000002cc3128 @type=:math_function, @data=\"sin(x)\", @options=Hamster::Hash[]>, #<GnuplotRB::Dataset:0x00000002cc2e08 @type=:math_function, @data=\"cos(x)\", @options=Hamster::Hash[]>, #<GnuplotRB::Dataset:0x00000002cc2ae8 @type=:math_function, @data=\"exp(x)\", @options=Hamster::Hash[]>], @cmd=\"plot \">"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot = Plot.new('sin(x)', 'cos(x)', 'exp(x)', xrange: 0..2)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
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],
"text/plain": [
"#<GnuplotRB::Plot:0x00000002d03318 @options=Hamster::Hash[:xrange => 0..2], @datasets=Hamster::Vector[#<GnuplotRB::Dataset:0x00000002cc3128 @type=:math_function, @data=\"sin(x)\", @options=Hamster::Hash[]>, #<GnuplotRB::Dataset:0x00000002d03688 @type=:math_function, @data=\"x*x\", @options=Hamster::Hash[]>, #<GnuplotRB::Dataset:0x00000002cc2ae8 @type=:math_function, @data=\"exp(x)\", @options=Hamster::Hash[]>], @cmd=\"plot \">"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot.replace_dataset(1, 'x*x') # DOES NOT modify original plot"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
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],
"text/plain": [
"#<GnuplotRB::Plot:0x00000002cc32b8 @options=Hamster::Hash[:xrange => 0..2], @datasets=Hamster::Vector[#<GnuplotRB::Dataset:0x00000002cc3128 @type=:math_function, @data=\"sin(x)\", @options=Hamster::Hash[]>, #<GnuplotRB::Dataset:0x00000002cc2e08 @type=:math_function, @data=\"cos(x)\", @options=Hamster::Hash[]>, #<GnuplotRB::Dataset:0x00000002d3c168 @type=:math_function, @data=\"x*x\", @options=Hamster::Hash[]>], @cmd=\"plot \">"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot.replace_dataset!(2, 'x*x') # MODIFYES original plot"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
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"text/plain": [
"#<GnuplotRB::Plot:0x00000002cc32b8 @options=Hamster::Hash[:xrange => 0..2], @datasets=Hamster::Vector[#<GnuplotRB::Dataset:0x00000002cc3128 @type=:math_function, @data=\"sin(x)\", @options=Hamster::Hash[:title => \"1-st dataset\"]>, #<GnuplotRB::Dataset:0x00000002cc2e08 @type=:math_function, @data=\"cos(x)\", @options=Hamster::Hash[]>, #<GnuplotRB::Dataset:0x00000002d3c168 @type=:math_function, @data=\"x*x\", @options=Hamster::Hash[]>], @cmd=\"plot \">"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot.update_dataset!(0, title: '1-st dataset')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
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],
"text/plain": [
"#<GnuplotRB::Plot:0x00000002cc32b8 @options=Hamster::Hash[:xrange => 0..2], @datasets=Hamster::Vector[#<GnuplotRB::Dataset:0x00000002cc3128 @type=:math_function, @data=\"sin(x)\", @options=Hamster::Hash[:title => \"1-st dataset\"]>, #<GnuplotRB::Dataset:0x00000002cc2e08 @type=:math_function, @data=\"cos(x)\", @options=Hamster::Hash[]>], @cmd=\"plot \">"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot.remove_dataset!(2)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Ruby 2.1.2",
"language": "ruby",
"name": "ruby"
},
"language_info": {
"file_extension": "rb",
"mimetype": "application/x-ruby",
"name": "ruby",
"version": "2.1.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}