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Last active Sep 19, 2018
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Stack overflow salary calculator data analysis
# frozen_string_literal: true
require 'mechanize'
require 'eps'
require 'daru'
def format_salary(string)
string.strip.delete(',').delete('$').to_i
end
a = Mechanize.new
url = 'https://stackoverflow.com/company/salary/calculator'
a.get(url) do |page|
salary_form = page.form_with(action: '/company/salary/calculator')
positions = salary_form.field('p').options.take(1)
experiences = salary_form.field('e').options.take(10)
skills = salary_form.field('s').options
location = salary_form.field('l').options.first
data = []
positions.each do |position|
experiences.each do |experience|
skills.each do |skill|
query_string = "?p=#{position.value.to_i}\
&e=#{experience.value.to_i}\
&s=#{skill.value.to_f}\
&l=#{location.value.to_i}"
a.get(url + query_string) do |new_page|
row = {
p: position.text,
e: experience.value.to_i,
s: skill.value.to_f,
l: location.text,
salary: format_salary(new_page.search('.salary-value').text)
}
data << row
print '.'
sleep 0.5
end
end
end
end
puts '$'
puts data
data_frame = Daru::DataFrame.new data
model = Eps::Regressor.new(data_frame, target: :salary)
puts model.summary(extended: true)
end
data =
[
{:p=>"Developer", :e=>0, :s=>0.0, :l=>"United States", :salary=>88500},
{:p=>"Developer", :e=>0, :s=>0.5, :l=>"United States", :salary=>92400},
{:p=>"Developer", :e=>0, :s=>1.0, :l=>"United States", :salary=>96500},
{:p=>"Developer", :e=>0, :s=>1.5, :l=>"United States", :salary=>100700},
{:p=>"Developer", :e=>0, :s=>2.0, :l=>"United States", :salary=>105100},
{:p=>"Developer", :e=>0, :s=>2.5, :l=>"United States", :salary=>109800},
{:p=>"Developer", :e=>0, :s=>3.0, :l=>"United States", :salary=>114600},
{:p=>"Developer", :e=>0, :s=>3.5, :l=>"United States", :salary=>119700},
{:p=>"Developer", :e=>0, :s=>4.0, :l=>"United States", :salary=>124900},
{:p=>"Developer", :e=>0, :s=>4.5, :l=>"United States", :salary=>130400},
{:p=>"Developer", :e=>0, :s=>5.0, :l=>"United States", :salary=>136200},
{:p=>"Developer", :e=>1, :s=>0.0, :l=>"United States", :salary=>89800},
{:p=>"Developer", :e=>1, :s=>0.5, :l=>"United States", :salary=>93800},
{:p=>"Developer", :e=>1, :s=>1.0, :l=>"United States", :salary=>97900},
{:p=>"Developer", :e=>1, :s=>1.5, :l=>"United States", :salary=>102200},
{:p=>"Developer", :e=>1, :s=>2.0, :l=>"United States", :salary=>106800},
{:p=>"Developer", :e=>1, :s=>2.5, :l=>"United States", :salary=>111500},
{:p=>"Developer", :e=>1, :s=>3.0, :l=>"United States", :salary=>116400},
{:p=>"Developer", :e=>1, :s=>3.5, :l=>"United States", :salary=>121500},
{:p=>"Developer", :e=>1, :s=>4.0, :l=>"United States", :salary=>126800},
{:p=>"Developer", :e=>1, :s=>4.5, :l=>"United States", :salary=>132400},
{:p=>"Developer", :e=>1, :s=>5.0, :l=>"United States", :salary=>138200},
{:p=>"Developer", :e=>2, :s=>0.0, :l=>"United States", :salary=>91200},
{:p=>"Developer", :e=>2, :s=>0.5, :l=>"United States", :salary=>95200},
{:p=>"Developer", :e=>2, :s=>1.0, :l=>"United States", :salary=>99400},
{:p=>"Developer", :e=>2, :s=>1.5, :l=>"United States", :salary=>103800},
{:p=>"Developer", :e=>2, :s=>2.0, :l=>"United States", :salary=>108400},
{:p=>"Developer", :e=>2, :s=>2.5, :l=>"United States", :salary=>113100},
{:p=>"Developer", :e=>2, :s=>3.0, :l=>"United States", :salary=>118100},
{:p=>"Developer", :e=>2, :s=>3.5, :l=>"United States", :salary=>123300},
{:p=>"Developer", :e=>2, :s=>4.0, :l=>"United States", :salary=>128700},
{:p=>"Developer", :e=>2, :s=>4.5, :l=>"United States", :salary=>134400},
{:p=>"Developer", :e=>2, :s=>5.0, :l=>"United States", :salary=>140300},
{:p=>"Developer", :e=>3, :s=>0.0, :l=>"United States", :salary=>92600},
{:p=>"Developer", :e=>3, :s=>0.5, :l=>"United States", :salary=>96600},
{:p=>"Developer", :e=>3, :s=>1.0, :l=>"United States", :salary=>100900},
{:p=>"Developer", :e=>3, :s=>1.5, :l=>"United States", :salary=>105300},
{:p=>"Developer", :e=>3, :s=>2.0, :l=>"United States", :salary=>110000},
{:p=>"Developer", :e=>3, :s=>2.5, :l=>"United States", :salary=>114800},
{:p=>"Developer", :e=>3, :s=>3.0, :l=>"United States", :salary=>119900},
{:p=>"Developer", :e=>3, :s=>3.5, :l=>"United States", :salary=>125100},
{:p=>"Developer", :e=>3, :s=>4.0, :l=>"United States", :salary=>130600},
{:p=>"Developer", :e=>3, :s=>4.5, :l=>"United States", :salary=>136400},
{:p=>"Developer", :e=>3, :s=>5.0, :l=>"United States", :salary=>142400},
{:p=>"Developer", :e=>4, :s=>0.0, :l=>"United States", :salary=>93900},
{:p=>"Developer", :e=>4, :s=>0.5, :l=>"United States", :salary=>98000},
{:p=>"Developer", :e=>4, :s=>1.0, :l=>"United States", :salary=>102400},
{:p=>"Developer", :e=>4, :s=>1.5, :l=>"United States", :salary=>106900},
{:p=>"Developer", :e=>4, :s=>2.0, :l=>"United States", :salary=>111600},
{:p=>"Developer", :e=>4, :s=>2.5, :l=>"United States", :salary=>116500},
{:p=>"Developer", :e=>4, :s=>3.0, :l=>"United States", :salary=>121600},
{:p=>"Developer", :e=>4, :s=>3.5, :l=>"United States", :salary=>127000},
{:p=>"Developer", :e=>4, :s=>4.0, :l=>"United States", :salary=>132500},
{:p=>"Developer", :e=>4, :s=>4.5, :l=>"United States", :salary=>138400},
{:p=>"Developer", :e=>4, :s=>5.0, :l=>"United States", :salary=>144500},
{:p=>"Developer", :e=>5, :s=>0.0, :l=>"United States", :salary=>95200},
{:p=>"Developer", :e=>5, :s=>0.5, :l=>"United States", :salary=>99400},
{:p=>"Developer", :e=>5, :s=>1.0, :l=>"United States", :salary=>103800},
{:p=>"Developer", :e=>5, :s=>1.5, :l=>"United States", :salary=>108400},
{:p=>"Developer", :e=>5, :s=>2.0, :l=>"United States", :salary=>113200},
{:p=>"Developer", :e=>5, :s=>2.5, :l=>"United States", :salary=>118100},
{:p=>"Developer", :e=>5, :s=>3.0, :l=>"United States", :salary=>123400},
{:p=>"Developer", :e=>5, :s=>3.5, :l=>"United States", :salary=>128800},
{:p=>"Developer", :e=>5, :s=>4.0, :l=>"United States", :salary=>134500},
{:p=>"Developer", :e=>5, :s=>4.5, :l=>"United States", :salary=>140400},
{:p=>"Developer", :e=>5, :s=>5.0, :l=>"United States", :salary=>146600},
{:p=>"Developer", :e=>6, :s=>0.0, :l=>"United States", :salary=>96600},
{:p=>"Developer", :e=>6, :s=>0.5, :l=>"United States", :salary=>100900},
{:p=>"Developer", :e=>6, :s=>1.0, :l=>"United States", :salary=>105300},
{:p=>"Developer", :e=>6, :s=>1.5, :l=>"United States", :salary=>109900},
{:p=>"Developer", :e=>6, :s=>2.0, :l=>"United States", :salary=>114800},
{:p=>"Developer", :e=>6, :s=>2.5, :l=>"United States", :salary=>119800},
{:p=>"Developer", :e=>6, :s=>3.0, :l=>"United States", :salary=>125100},
{:p=>"Developer", :e=>6, :s=>3.5, :l=>"United States", :salary=>130600},
{:p=>"Developer", :e=>6, :s=>4.0, :l=>"United States", :salary=>136400},
{:p=>"Developer", :e=>6, :s=>4.5, :l=>"United States", :salary=>142400},
{:p=>"Developer", :e=>6, :s=>5.0, :l=>"United States", :salary=>148600},
{:p=>"Developer", :e=>7, :s=>0.0, :l=>"United States", :salary=>98000},
{:p=>"Developer", :e=>7, :s=>0.5, :l=>"United States", :salary=>102300},
{:p=>"Developer", :e=>7, :s=>1.0, :l=>"United States", :salary=>106800},
{:p=>"Developer", :e=>7, :s=>1.5, :l=>"United States", :salary=>111500},
{:p=>"Developer", :e=>7, :s=>2.0, :l=>"United States", :salary=>116400},
{:p=>"Developer", :e=>7, :s=>2.5, :l=>"United States", :salary=>121500},
{:p=>"Developer", :e=>7, :s=>3.0, :l=>"United States", :salary=>126800},
{:p=>"Developer", :e=>7, :s=>3.5, :l=>"United States", :salary=>132400},
{:p=>"Developer", :e=>7, :s=>4.0, :l=>"United States", :salary=>138300},
{:p=>"Developer", :e=>7, :s=>4.5, :l=>"United States", :salary=>144400},
{:p=>"Developer", :e=>7, :s=>5.0, :l=>"United States", :salary=>150700},
{:p=>"Developer", :e=>8, :s=>0.0, :l=>"United States", :salary=>99300},
{:p=>"Developer", :e=>8, :s=>0.5, :l=>"United States", :salary=>103700},
{:p=>"Developer", :e=>8, :s=>1.0, :l=>"United States", :salary=>108200},
{:p=>"Developer", :e=>8, :s=>1.5, :l=>"United States", :salary=>113000},
{:p=>"Developer", :e=>8, :s=>2.0, :l=>"United States", :salary=>118000},
{:p=>"Developer", :e=>8, :s=>2.5, :l=>"United States", :salary=>123200},
{:p=>"Developer", :e=>8, :s=>3.0, :l=>"United States", :salary=>128600},
{:p=>"Developer", :e=>8, :s=>3.5, :l=>"United States", :salary=>134300},
{:p=>"Developer", :e=>8, :s=>4.0, :l=>"United States", :salary=>140200},
{:p=>"Developer", :e=>8, :s=>4.5, :l=>"United States", :salary=>146300},
{:p=>"Developer", :e=>8, :s=>5.0, :l=>"United States", :salary=>152800},
{:p=>"Developer", :e=>9, :s=>0.0, :l=>"United States", :salary=>100600},
{:p=>"Developer", :e=>9, :s=>0.5, :l=>"United States", :salary=>105100},
{:p=>"Developer", :e=>9, :s=>1.0, :l=>"United States", :salary=>109700},
{:p=>"Developer", :e=>9, :s=>1.5, :l=>"United States", :salary=>114500},
{:p=>"Developer", :e=>9, :s=>2.0, :l=>"United States", :salary=>119600},
{:p=>"Developer", :e=>9, :s=>2.5, :l=>"United States", :salary=>124800},
{:p=>"Developer", :e=>9, :s=>3.0, :l=>"United States", :salary=>130300},
{:p=>"Developer", :e=>9, :s=>3.5, :l=>"United States", :salary=>136100},
{:p=>"Developer", :e=>9, :s=>4.0, :l=>"United States", :salary=>142100},
{:p=>"Developer", :e=>9, :s=>4.5, :l=>"United States", :salary=>148300},
{:p=>"Developer", :e=>9, :s=>5.0, :l=>"United States", :salary=>154900},
{:p=>"Developer", :e=>10, :s=>0.0, :l=>"United States", :salary=>102000},
{:p=>"Developer", :e=>10, :s=>0.5, :l=>"United States", :salary=>106500},
{:p=>"Developer", :e=>10, :s=>1.0, :l=>"United States", :salary=>111200},
{:p=>"Developer", :e=>10, :s=>1.5, :l=>"United States", :salary=>116100},
{:p=>"Developer", :e=>10, :s=>2.0, :l=>"United States", :salary=>121200},
{:p=>"Developer", :e=>10, :s=>2.5, :l=>"United States", :salary=>126500},
{:p=>"Developer", :e=>10, :s=>3.0, :l=>"United States", :salary=>132100},
{:p=>"Developer", :e=>10, :s=>3.5, :l=>"United States", :salary=>137900},
{:p=>"Developer", :e=>10, :s=>4.0, :l=>"United States", :salary=>144000},
{:p=>"Developer", :e=>10, :s=>4.5, :l=>"United States", :salary=>150300},
{:p=>"Developer", :e=>10, :s=>5.0, :l=>"United States", :salary=>156900},
{:p=>"Developer", :e=>11, :s=>0.0, :l=>"United States", :salary=>103400},
{:p=>"Developer", :e=>11, :s=>0.5, :l=>"United States", :salary=>107900},
{:p=>"Developer", :e=>11, :s=>1.0, :l=>"United States", :salary=>112700},
{:p=>"Developer", :e=>11, :s=>1.5, :l=>"United States", :salary=>117600},
{:p=>"Developer", :e=>11, :s=>2.0, :l=>"United States", :salary=>122800},
{:p=>"Developer", :e=>11, :s=>2.5, :l=>"United States", :salary=>128200},
{:p=>"Developer", :e=>11, :s=>3.0, :l=>"United States", :salary=>133800},
{:p=>"Developer", :e=>11, :s=>3.5, :l=>"United States", :salary=>139700},
{:p=>"Developer", :e=>11, :s=>4.0, :l=>"United States", :salary=>145900},
{:p=>"Developer", :e=>11, :s=>4.5, :l=>"United States", :salary=>152300},
{:p=>"Developer", :e=>11, :s=>5.0, :l=>"United States", :salary=>159000},
{:p=>"Developer", :e=>12, :s=>0.0, :l=>"United States", :salary=>104700},
{:p=>"Developer", :e=>12, :s=>0.5, :l=>"United States", :salary=>109300},
{:p=>"Developer", :e=>12, :s=>1.0, :l=>"United States", :salary=>114100},
{:p=>"Developer", :e=>12, :s=>1.5, :l=>"United States", :salary=>119100},
{:p=>"Developer", :e=>12, :s=>2.0, :l=>"United States", :salary=>124400},
{:p=>"Developer", :e=>12, :s=>2.5, :l=>"United States", :salary=>129900},
{:p=>"Developer", :e=>12, :s=>3.0, :l=>"United States", :salary=>135600},
{:p=>"Developer", :e=>12, :s=>3.5, :l=>"United States", :salary=>141600},
{:p=>"Developer", :e=>12, :s=>4.0, :l=>"United States", :salary=>147800},
{:p=>"Developer", :e=>12, :s=>4.5, :l=>"United States", :salary=>154300},
{:p=>"Developer", :e=>12, :s=>5.0, :l=>"United States", :salary=>161100},
{:p=>"Developer", :e=>13, :s=>0.0, :l=>"United States", :salary=>106000},
{:p=>"Developer", :e=>13, :s=>0.5, :l=>"United States", :salary=>110700},
{:p=>"Developer", :e=>13, :s=>1.0, :l=>"United States", :salary=>115600},
{:p=>"Developer", :e=>13, :s=>1.5, :l=>"United States", :salary=>120700},
{:p=>"Developer", :e=>13, :s=>2.0, :l=>"United States", :salary=>126000},
{:p=>"Developer", :e=>13, :s=>2.5, :l=>"United States", :salary=>131500},
{:p=>"Developer", :e=>13, :s=>3.0, :l=>"United States", :salary=>137300},
{:p=>"Developer", :e=>13, :s=>3.5, :l=>"United States", :salary=>143400},
{:p=>"Developer", :e=>13, :s=>4.0, :l=>"United States", :salary=>149700},
{:p=>"Developer", :e=>13, :s=>4.5, :l=>"United States", :salary=>156300},
{:p=>"Developer", :e=>13, :s=>5.0, :l=>"United States", :salary=>163200},
{:p=>"Developer", :e=>14, :s=>0.0, :l=>"United States", :salary=>107400},
{:p=>"Developer", :e=>14, :s=>0.5, :l=>"United States", :salary=>112100},
{:p=>"Developer", :e=>14, :s=>1.0, :l=>"United States", :salary=>117100},
{:p=>"Developer", :e=>14, :s=>1.5, :l=>"United States", :salary=>122200},
{:p=>"Developer", :e=>14, :s=>2.0, :l=>"United States", :salary=>127600},
{:p=>"Developer", :e=>14, :s=>2.5, :l=>"United States", :salary=>133200},
{:p=>"Developer", :e=>14, :s=>3.0, :l=>"United States", :salary=>139100},
{:p=>"Developer", :e=>14, :s=>3.5, :l=>"United States", :salary=>145200},
{:p=>"Developer", :e=>14, :s=>4.0, :l=>"United States", :salary=>151600},
{:p=>"Developer", :e=>14, :s=>4.5, :l=>"United States", :salary=>158300},
{:p=>"Developer", :e=>14, :s=>5.0, :l=>"United States", :salary=>165200},
{:p=>"Developer", :e=>15, :s=>0.0, :l=>"United States", :salary=>108800},
{:p=>"Developer", :e=>15, :s=>0.5, :l=>"United States", :salary=>113500},
{:p=>"Developer", :e=>15, :s=>1.0, :l=>"United States", :salary=>118500},
{:p=>"Developer", :e=>15, :s=>1.5, :l=>"United States", :salary=>123800},
{:p=>"Developer", :e=>15, :s=>2.0, :l=>"United States", :salary=>129200},
{:p=>"Developer", :e=>15, :s=>2.5, :l=>"United States", :salary=>134900},
{:p=>"Developer", :e=>15, :s=>3.0, :l=>"United States", :salary=>140800},
{:p=>"Developer", :e=>15, :s=>3.5, :l=>"United States", :salary=>147000},
{:p=>"Developer", :e=>15, :s=>4.0, :l=>"United States", :salary=>153500},
{:p=>"Developer", :e=>15, :s=>4.5, :l=>"United States", :salary=>160300},
{:p=>"Developer", :e=>15, :s=>5.0, :l=>"United States", :salary=>167300},
{:p=>"Developer", :e=>16, :s=>0.0, :l=>"United States", :salary=>110100},
{:p=>"Developer", :e=>16, :s=>0.5, :l=>"United States", :salary=>114900},
{:p=>"Developer", :e=>16, :s=>1.0, :l=>"United States", :salary=>120000},
{:p=>"Developer", :e=>16, :s=>1.5, :l=>"United States", :salary=>125300},
{:p=>"Developer", :e=>16, :s=>2.0, :l=>"United States", :salary=>130800},
{:p=>"Developer", :e=>16, :s=>2.5, :l=>"United States", :salary=>136600},
{:p=>"Developer", :e=>16, :s=>3.0, :l=>"United States", :salary=>142600},
{:p=>"Developer", :e=>16, :s=>3.5, :l=>"United States", :salary=>148900},
{:p=>"Developer", :e=>16, :s=>4.0, :l=>"United States", :salary=>155400},
{:p=>"Developer", :e=>16, :s=>4.5, :l=>"United States", :salary=>162300},
{:p=>"Developer", :e=>16, :s=>5.0, :l=>"United States", :salary=>169400},
{:p=>"Developer", :e=>17, :s=>0.0, :l=>"United States", :salary=>111400},
{:p=>"Developer", :e=>17, :s=>0.5, :l=>"United States", :salary=>116400},
{:p=>"Developer", :e=>17, :s=>1.0, :l=>"United States", :salary=>121500},
{:p=>"Developer", :e=>17, :s=>1.5, :l=>"United States", :salary=>126800},
{:p=>"Developer", :e=>17, :s=>2.0, :l=>"United States", :salary=>132400},
{:p=>"Developer", :e=>17, :s=>2.5, :l=>"United States", :salary=>138200},
{:p=>"Developer", :e=>17, :s=>3.0, :l=>"United States", :salary=>144300},
{:p=>"Developer", :e=>17, :s=>3.5, :l=>"United States", :salary=>150700},
{:p=>"Developer", :e=>17, :s=>4.0, :l=>"United States", :salary=>157300},
{:p=>"Developer", :e=>17, :s=>4.5, :l=>"United States", :salary=>164200},
{:p=>"Developer", :e=>17, :s=>5.0, :l=>"United States", :salary=>171500},
{:p=>"Developer", :e=>18, :s=>0.0, :l=>"United States", :salary=>112800},
{:p=>"Developer", :e=>18, :s=>0.5, :l=>"United States", :salary=>117800},
{:p=>"Developer", :e=>18, :s=>1.0, :l=>"United States", :salary=>123000},
{:p=>"Developer", :e=>18, :s=>1.5, :l=>"United States", :salary=>128400},
{:p=>"Developer", :e=>18, :s=>2.0, :l=>"United States", :salary=>134000},
{:p=>"Developer", :e=>18, :s=>2.5, :l=>"United States", :salary=>139900},
{:p=>"Developer", :e=>18, :s=>3.0, :l=>"United States", :salary=>146100},
{:p=>"Developer", :e=>18, :s=>3.5, :l=>"United States", :salary=>152500},
{:p=>"Developer", :e=>18, :s=>4.0, :l=>"United States", :salary=>159200},
{:p=>"Developer", :e=>18, :s=>4.5, :l=>"United States", :salary=>166200},
{:p=>"Developer", :e=>18, :s=>5.0, :l=>"United States", :salary=>173600},
{:p=>"Developer", :e=>19, :s=>0.0, :l=>"United States", :salary=>114200},
{:p=>"Developer", :e=>19, :s=>0.5, :l=>"United States", :salary=>119200},
{:p=>"Developer", :e=>19, :s=>1.0, :l=>"United States", :salary=>124400},
{:p=>"Developer", :e=>19, :s=>1.5, :l=>"United States", :salary=>129900},
{:p=>"Developer", :e=>19, :s=>2.0, :l=>"United States", :salary=>135600},
{:p=>"Developer", :e=>19, :s=>2.5, :l=>"United States", :salary=>141600},
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