{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ " \n", "\n", "# Python Developer Salary Survey Results\n", "
\n", "The survey was conducted over a 1 month period in February 2014 using a simple Google form. The anonymized data was then stored in an SQL Server database. The raw data is publicly accessible via SlashDB API. In this notebook we are doing some simple analysis of the results using (what else) Python. Enjoy.\n", "\n", "## Access to raw survey data provided by SlashDB\n", "http://demo.slashdb.com/db/pystreet.html\n", "\n", "### Survey data, HTML representation\n", "* Results table: http://demo.slashdb.com/db/pystreet/response.html\n", "* Results with salaries converted to USD: http://demo.slashdb.com/db/pystreet/response_usd.html\n", "* USA only: http://demo.slashdb.com/db/pystreet/response_usd/country/United%20States.html\n", "\n", "### Survey data, JSON representation\n", "* Results table: http://demo.slashdb.com/db/pystreet/response.json\n", "* Results with salaries converted to USD: http://demo.slashdb.com/db/pystreet/response_usd.json\n", "* USA only: http://demo.slashdb.com/db/pystreet/response_usd/country/United%20States.json" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Load" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import pandas\n", "import numpy\n", "\n", "pandas.options.display.float_format = '${:,.2f}'.format\n", "\n", "responses_all = pandas.read_json('http://demo.slashdb.com/db/pystreet/response_usd.json')\n", "responses_usa = pandas.read_json('http://demo.slashdb.com/db/pystreet/response_usd/country/United%20States.json')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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__hrefccycountrydesired_salarydesired_salary_usdempl_typeresponse_idsalarysalary_usdyears_experience
0/db/pystreet/response_usd/response_id/2.jsonUSDUnited States$60,000.00$60,000.00Employee2$45,000.00$45,000.000
1/db/pystreet/response_usd/response_id/3.jsonUSDUnited States$125,000.00$125,000.00Employee3$95,000.00$95,000.000
2/db/pystreet/response_usd/response_id/31.jsonUSDUnited States$80,000.00$80,000.00Employee31$65,000.00$65,000.001
3/db/pystreet/response_usd/response_id/53.jsonUSDUnited States$125,000.00$125,000.00Self-employed53$100,000.00$100,000.003
4/db/pystreet/response_usd/response_id/54.jsonUSDUnited States$125,000.00$125,000.00Employee54$110,000.00$110,000.003
5/db/pystreet/response_usd/response_id/57.jsonUSDUnited States$75,000.00$75,000.00Employee57$62,000.00$62,000.003
6/db/pystreet/response_usd/response_id/168.jsonUSDUnited States$125,000.00$125,000.00Employee168$95,000.00$95,000.0013
7/db/pystreet/response_usd/response_id/170.jsonUSDUnited States$150,000.00$150,000.00Employee170$100,000.00$100,000.0015
8/db/pystreet/response_usd/response_id/173.jsonUSDUnited States$91,000.00$91,000.00Employee173$91,000.00$91,000.0015
9/db/pystreet/response_usd/response_id/174.jsonUSDUnited States$115,000.00$115,000.00Employee174$90,000.00$90,000.0015
10/db/pystreet/response_usd/response_id/176.jsonUSDUnited States$700,000.00$700,000.00Employee176$600,000.00$600,000.0018
11/db/pystreet/response_usd/response_id/157.jsonUSDUnited States$250,000.00$250,000.00Self-employed157$250,000.00$250,000.0010
12/db/pystreet/response_usd/response_id/158.jsonUSDUnited States$150,000.00$150,000.00Employee158$120,000.00$120,000.0010
13/db/pystreet/response_usd/response_id/159.jsonUSDUnited States$40,000.00$40,000.00Employee159$30,000.00$30,000.0010
14/db/pystreet/response_usd/response_id/162.jsonUSDUnited States$160,000.00$160,000.00Employee162$142,000.00$142,000.0010
15/db/pystreet/response_usd/response_id/163.jsonUSDUnited States$135,000.00$135,000.00Self-employed163$145,000.00$145,000.0011
16/db/pystreet/response_usd/response_id/164.jsonUSDUnited States$68,000.00$68,000.00Employee164$68,000.00$68,000.0011
17/db/pystreet/response_usd/response_id/145.jsonUSDUnited States$120,000.00$120,000.00Employee145$71,956.00$71,956.007
18/db/pystreet/response_usd/response_id/147.jsonUSDUnited States$100,000.00$100,000.00Employee147$85,000.00$85,000.007
19/db/pystreet/response_usd/response_id/148.jsonUSDUnited States$150,000.00$150,000.00Employee148$120,000.00$120,000.007
20/db/pystreet/response_usd/response_id/149.jsonUSDUnited States$75,000.00$75,000.00Employee149$68,000.00$68,000.008
22/db/pystreet/response_usd/response_id/155.jsonUSDUnited States$150,000.00$150,000.00Employee155$140,000.00$140,000.009
23/db/pystreet/response_usd/response_id/129.jsonUSDUnited States$120,000.00$120,000.00Self-employed129$70,000.00$70,000.006
24/db/pystreet/response_usd/response_id/130.jsonUSDUnited States$130,000.00$130,000.00Self-employed130$120,000.00$120,000.006
25/db/pystreet/response_usd/response_id/133.jsonUSDUnited States$110,000.00$110,000.00Employee133$96,000.00$96,000.006
26/db/pystreet/response_usd/response_id/135.jsonUSDUnited States$120,000.00$120,000.00Employee135$112,000.00$112,000.006
27/db/pystreet/response_usd/response_id/142.jsonUSDUnited States$110,000.00$110,000.00Employee142$90,000.00$90,000.007
28/db/pystreet/response_usd/response_id/144.jsonUSDUnited States$150,000.00$150,000.00Employee144$125,000.00$125,000.007
29/db/pystreet/response_usd/response_id/112.jsonUSDUnited States$175,000.00$175,000.00Self-employed112$150,000.00$150,000.005
30/db/pystreet/response_usd/response_id/115.jsonUSDUnited States$110,000.00$110,000.00Self-employed115$90,000.00$90,000.005
31/db/pystreet/response_usd/response_id/116.jsonUSDUnited States$134,000.00$134,000.00Employee116$114,000.00$114,000.005
32/db/pystreet/response_usd/response_id/120.jsonUSDUnited States$135,000.00$135,000.00Employee120$123,000.00$123,000.005
33/db/pystreet/response_usd/response_id/122.jsonUSDUnited States$58,000.00$58,000.00Employee122$55,000.00$55,000.005
34/db/pystreet/response_usd/response_id/124.jsonUSDUnited States$130,000.00$130,000.00Employee124$130,000.00$130,000.006
35/db/pystreet/response_usd/response_id/90.jsonUSDUnited States$100,000.00$100,000.00Employee90$75,000.00$75,000.004
36/db/pystreet/response_usd/response_id/91.jsonUSDUnited States$55,000.00$55,000.00Employee91$40,000.00$40,000.004
37/db/pystreet/response_usd/response_id/96.jsonUSDUnited States$120,000.00$120,000.00Employee96$60,000.00$60,000.005
38/db/pystreet/response_usd/response_id/102.jsonUSDUnited States$70,000.00$70,000.00Employee102$50,000.00$50,000.005
39/db/pystreet/response_usd/response_id/103.jsonUSDUnited States$150,000.00$150,000.00Employee103$100,000.00$100,000.005
40/db/pystreet/response_usd/response_id/109.jsonUSDUnited States$140,000.00$140,000.00Employee109$120,000.00$120,000.005
41/db/pystreet/response_usd/response_id/59.jsonUSDUnited States$150,000.00$150,000.00Self-employed59$100,000.00$100,000.003
42/db/pystreet/response_usd/response_id/64.jsonUSDUnited States$60,000.00$60,000.00Self-employed64$30,000.00$30,000.003
43/db/pystreet/response_usd/response_id/65.jsonUSDUnited States$85,000.00$85,000.00Self-employed65$70,000.00$70,000.003
44/db/pystreet/response_usd/response_id/67.jsonUSDUnited States$85,000.00$85,000.00Employee67$85,000.00$85,000.003
45/db/pystreet/response_usd/response_id/72.jsonUSDUnited States$97,996.00$97,996.00Employee72$97,996.00$97,996.003
46/db/pystreet/response_usd/response_id/74.jsonUSDUnited States$80,000.00$80,000.00Employee74$80,000.00$80,000.004
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" ], "text/plain": [ " __href ccy country \\\n", "0 /db/pystreet/response_usd/response_id/2.json USD United States \n", "1 /db/pystreet/response_usd/response_id/3.json USD United States \n", "2 /db/pystreet/response_usd/response_id/31.json USD United States \n", "3 /db/pystreet/response_usd/response_id/53.json USD United States \n", "4 /db/pystreet/response_usd/response_id/54.json USD United States \n", "5 /db/pystreet/response_usd/response_id/57.json USD United States \n", "6 /db/pystreet/response_usd/response_id/168.json USD United States \n", "7 /db/pystreet/response_usd/response_id/170.json USD United States \n", "8 /db/pystreet/response_usd/response_id/173.json USD United States \n", "9 /db/pystreet/response_usd/response_id/174.json USD United States \n", "10 /db/pystreet/response_usd/response_id/176.json USD United States \n", "11 /db/pystreet/response_usd/response_id/157.json USD United States \n", "12 /db/pystreet/response_usd/response_id/158.json USD United States \n", "13 /db/pystreet/response_usd/response_id/159.json USD United States \n", "14 /db/pystreet/response_usd/response_id/162.json USD United States \n", "15 /db/pystreet/response_usd/response_id/163.json USD United States \n", "16 /db/pystreet/response_usd/response_id/164.json USD United States \n", "17 /db/pystreet/response_usd/response_id/145.json USD United States \n", "18 /db/pystreet/response_usd/response_id/147.json USD United States \n", "19 /db/pystreet/response_usd/response_id/148.json USD United States \n", "20 /db/pystreet/response_usd/response_id/149.json USD United States \n", "22 /db/pystreet/response_usd/response_id/155.json USD United States \n", "23 /db/pystreet/response_usd/response_id/129.json USD United States \n", "24 /db/pystreet/response_usd/response_id/130.json USD United States \n", "25 /db/pystreet/response_usd/response_id/133.json USD United States \n", "26 /db/pystreet/response_usd/response_id/135.json USD United States \n", "27 /db/pystreet/response_usd/response_id/142.json USD United States \n", "28 /db/pystreet/response_usd/response_id/144.json USD United States \n", "29 /db/pystreet/response_usd/response_id/112.json USD United States \n", "30 /db/pystreet/response_usd/response_id/115.json USD United States \n", "31 /db/pystreet/response_usd/response_id/116.json USD United States \n", "32 /db/pystreet/response_usd/response_id/120.json USD United States \n", "33 /db/pystreet/response_usd/response_id/122.json USD United States \n", "34 /db/pystreet/response_usd/response_id/124.json USD United States \n", "35 /db/pystreet/response_usd/response_id/90.json USD United States \n", "36 /db/pystreet/response_usd/response_id/91.json USD United States \n", "37 /db/pystreet/response_usd/response_id/96.json USD United States \n", "38 /db/pystreet/response_usd/response_id/102.json USD United States \n", "39 /db/pystreet/response_usd/response_id/103.json USD United States \n", "40 /db/pystreet/response_usd/response_id/109.json USD United States \n", "41 /db/pystreet/response_usd/response_id/59.json USD United States \n", "42 /db/pystreet/response_usd/response_id/64.json USD United States \n", "43 /db/pystreet/response_usd/response_id/65.json USD United States \n", "44 /db/pystreet/response_usd/response_id/67.json USD United States \n", "45 /db/pystreet/response_usd/response_id/72.json USD United States \n", "46 /db/pystreet/response_usd/response_id/74.json USD United States \n", "\n", " desired_salary desired_salary_usd empl_type response_id \\\n", "0 $60,000.00 $60,000.00 Employee 2 \n", "1 $125,000.00 $125,000.00 Employee 3 \n", "2 $80,000.00 $80,000.00 Employee 31 \n", "3 $125,000.00 $125,000.00 Self-employed 53 \n", "4 $125,000.00 $125,000.00 Employee 54 \n", "5 $75,000.00 $75,000.00 Employee 57 \n", "6 $125,000.00 $125,000.00 Employee 168 \n", "7 $150,000.00 $150,000.00 Employee 170 \n", "8 $91,000.00 $91,000.00 Employee 173 \n", "9 $115,000.00 $115,000.00 Employee 174 \n", "10 $700,000.00 $700,000.00 Employee 176 \n", "11 $250,000.00 $250,000.00 Self-employed 157 \n", "12 $150,000.00 $150,000.00 Employee 158 \n", "13 $40,000.00 $40,000.00 Employee 159 \n", "14 $160,000.00 $160,000.00 Employee 162 \n", "15 $135,000.00 $135,000.00 Self-employed 163 \n", "16 $68,000.00 $68,000.00 Employee 164 \n", "17 $120,000.00 $120,000.00 Employee 145 \n", "18 $100,000.00 $100,000.00 Employee 147 \n", "19 $150,000.00 $150,000.00 Employee 148 \n", "20 $75,000.00 $75,000.00 Employee 149 \n", "22 $150,000.00 $150,000.00 Employee 155 \n", "23 $120,000.00 $120,000.00 Self-employed 129 \n", "24 $130,000.00 $130,000.00 Self-employed 130 \n", "25 $110,000.00 $110,000.00 Employee 133 \n", "26 $120,000.00 $120,000.00 Employee 135 \n", "27 $110,000.00 $110,000.00 Employee 142 \n", "28 $150,000.00 $150,000.00 Employee 144 \n", "29 $175,000.00 $175,000.00 Self-employed 112 \n", "30 $110,000.00 $110,000.00 Self-employed 115 \n", "31 $134,000.00 $134,000.00 Employee 116 \n", "32 $135,000.00 $135,000.00 Employee 120 \n", "33 $58,000.00 $58,000.00 Employee 122 \n", "34 $130,000.00 $130,000.00 Employee 124 \n", "35 $100,000.00 $100,000.00 Employee 90 \n", "36 $55,000.00 $55,000.00 Employee 91 \n", "37 $120,000.00 $120,000.00 Employee 96 \n", "38 $70,000.00 $70,000.00 Employee 102 \n", "39 $150,000.00 $150,000.00 Employee 103 \n", "40 $140,000.00 $140,000.00 Employee 109 \n", "41 $150,000.00 $150,000.00 Self-employed 59 \n", "42 $60,000.00 $60,000.00 Self-employed 64 \n", "43 $85,000.00 $85,000.00 Self-employed 65 \n", "44 $85,000.00 $85,000.00 Employee 67 \n", "45 $97,996.00 $97,996.00 Employee 72 \n", "46 $80,000.00 $80,000.00 Employee 74 \n", "\n", " salary salary_usd years_experience \n", "0 $45,000.00 $45,000.00 0 \n", "1 $95,000.00 $95,000.00 0 \n", "2 $65,000.00 $65,000.00 1 \n", "3 $100,000.00 $100,000.00 3 \n", "4 $110,000.00 $110,000.00 3 \n", "5 $62,000.00 $62,000.00 3 \n", "6 $95,000.00 $95,000.00 13 \n", "7 $100,000.00 $100,000.00 15 \n", "8 $91,000.00 $91,000.00 15 \n", "9 $90,000.00 $90,000.00 15 \n", "10 $600,000.00 $600,000.00 18 \n", "11 $250,000.00 $250,000.00 10 \n", "12 $120,000.00 $120,000.00 10 \n", "13 $30,000.00 $30,000.00 10 \n", "14 $142,000.00 $142,000.00 10 \n", "15 $145,000.00 $145,000.00 11 \n", "16 $68,000.00 $68,000.00 11 \n", "17 $71,956.00 $71,956.00 7 \n", "18 $85,000.00 $85,000.00 7 \n", "19 $120,000.00 $120,000.00 7 \n", "20 $68,000.00 $68,000.00 8 \n", "22 $140,000.00 $140,000.00 9 \n", "23 $70,000.00 $70,000.00 6 \n", "24 $120,000.00 $120,000.00 6 \n", "25 $96,000.00 $96,000.00 6 \n", "26 $112,000.00 $112,000.00 6 \n", "27 $90,000.00 $90,000.00 7 \n", "28 $125,000.00 $125,000.00 7 \n", "29 $150,000.00 $150,000.00 5 \n", "30 $90,000.00 $90,000.00 5 \n", "31 $114,000.00 $114,000.00 5 \n", "32 $123,000.00 $123,000.00 5 \n", "33 $55,000.00 $55,000.00 5 \n", "34 $130,000.00 $130,000.00 6 \n", "35 $75,000.00 $75,000.00 4 \n", "36 $40,000.00 $40,000.00 4 \n", "37 $60,000.00 $60,000.00 5 \n", "38 $50,000.00 $50,000.00 5 \n", "39 $100,000.00 $100,000.00 5 \n", "40 $120,000.00 $120,000.00 5 \n", "41 $100,000.00 $100,000.00 3 \n", "42 $30,000.00 $30,000.00 3 \n", "43 $70,000.00 $70,000.00 3 \n", "44 $85,000.00 $85,000.00 3 \n", "45 $97,996.00 $97,996.00 3 \n", "46 $80,000.00 $80,000.00 4 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "responses_usa" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Survey participation by country" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JQnJdr5FGRALYV9IChXv/qg5C8vVJwJ+BlYFR3ez+NytBSK7rceAP+e3oTsoeAbQVXk91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AwYLmntiBjb0us0MzMz60kciFink7QUsD5wZk46JyLe6qC2+gHjSUHILyLipLJ7B5ACgCJ3AkMj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\nZ2ZmZta3eUTEGmnJfJxbOiFpSVLgMIyUZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "by_country = responses_all.groupby('country').size().sort_values()\n", "by_country.plot(kind='barh', figsize=(7,10), fontsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Salary Analysis\n", "### Remove outliers\n", "Note that there are a few outliers in the raw data, where the annual salary is clearly outside of sensible range. Skip the following cell if you don't want to remove the outliers or modify the cutoff values." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "min_salary_cutoff = 500\n", "max_salary_cutoff = 800000\n", "responses_all = responses_all[responses_all['salary_usd'] > min_salary_cutoff]\n", "responses_all = responses_all[responses_all['salary_usd'] < max_salary_cutoff]\n", "responses_usa = responses_usa[responses_usa['salary_usd'] > min_salary_cutoff]\n", "responses_usa = responses_usa[responses_usa['salary_usd'] < max_salary_cutoff]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Salary paid" ] }, { "cell_type": "code", "execution_count": 6, "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", "
MinMaxAvgMedian
USA$30,000.00$600,000.00$105,998.96$95,000.00
Worldwide$1,443.30$600,000.00$63,817.37$50,000.00
\n", "
" ], "text/plain": [ " Min Max Avg Median\n", "USA $30,000.00 $600,000.00 $105,998.96 $95,000.00\n", "Worldwide $1,443.30 $600,000.00 $63,817.37 $50,000.00" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "salary = responses_all[\"salary_usd\"]\n", "salary_usa = responses_usa[\"salary_usd\"]\n", "desired_salary = responses_all[\"desired_salary_usd\"]\n", "\n", "d = [{'Min':salary_usa.min(),'Max':salary_usa.max(),'Avg':salary_usa.mean(),'Median':salary_usa.median()},\n", " {'Min':salary.min(),'Max':salary.max(),'Avg':salary.mean(),'Median':salary.median()}]\n", "df = pandas.DataFrame.from_records(d)\n", "df = df[['Min','Max','Avg','Median']]\n", "df.index = ['USA','Worldwide',]\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Salary desired" ] }, { "cell_type": "code", "execution_count": 7, "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", "
MinMaxAvgMedian
USA$40,000.00$700,000.00$127,043.39$120,000.00
Worldwide$1,900.00$700,000.00$84,593.24$69,444.44
\n", "
" ], "text/plain": [ " Min Max Avg Median\n", "USA $40,000.00 $700,000.00 $127,043.39 $120,000.00\n", "Worldwide $1,900.00 $700,000.00 $84,593.24 $69,444.44" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "desired_salary = responses_all[\"desired_salary_usd\"]\n", "desired_salary_usa = responses_usa[\"desired_salary_usd\"]\n", "\n", "d = [{'Min':desired_salary_usa.min(),'Max':desired_salary_usa.max(),'Avg':desired_salary_usa.mean(),'Median':desired_salary_usa.median()},\n", " {'Min':desired_salary.min(),'Max':desired_salary.max(),'Avg':desired_salary.mean(),'Median':desired_salary.median()}]\n", "df = pandas.DataFrame.from_records(d)\n", "df = df[['Min','Max','Avg','Median']]\n", "df.index = ['USA','Worldwide',]\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### USA Salary Breakdown" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AxpWAl9V1nohHiHFuzuKDLyZcSbwncCbwFOCzEfHoiZ3r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\n/8zX2tJEnc5Mi2XaF0pHeXyScjawAbBYZ9vP1HU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5cuxSYOPMvG7C+icCb6FcnfBk4ErK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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = responses_usa.hist(column=['salary_usd','desired_salary_usd'], bins=[0, 25000,50000,75000,100000,125000,150000,175000,200000,225000,250000,275000,300000,325000,350000,375000,400000,425000,450000,475000,500000], figsize=(20,5), xrot=45, xlabelsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Worldwide Salary Breakdown" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AAACAwVIoAQAAAAAABkuhBAAAAAAAGCyFEgAAAAAAYLAUSgAAAAAA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\nDW1CvUVvHnAi5UFQu2fmryNiLK9+qOO6uu5/UBKuPwL3y8xfDX3O7YF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = responses_all.hist(column=['salary_usd','desired_salary_usd'], bins=[0, 25000,50000,75000,100000,125000,150000,175000,200000,225000,250000,275000,300000,325000,350000,375000,400000,425000,450000,475000,500000], figsize=(20,5), xrot=45, xlabelsize=15, ylabelsize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How much more Python developers would like to earn?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "At a maximum 317%\n", "On average 46%\n", "At a minimum -7%\n" ] }, { "data": { "image/png": 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J6iBDoCRJUgcZAiVJkjrIEChJktRBhkBJkqQOMgRKkiR1kCFQkiSpgwyBkiRJ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\n+5S+fmsB6w6lIkmT4Mc0P0TOuLHdbtXX73E05w9plRgCpcH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = responses_all[['salary_usd','desired_salary_usd']].mean()\n", "# x.plot(kind='barh')\n", "plot = x.plot(kind=\"bar\", figsize=(7,7), fontsize=15, title=\"Average salary and average desired salary worldwide\")\n", "print(\"At a maximum {0:.0%}\".format(((responses_all['desired_salary_usd'] - responses_all['salary_usd'])/responses_all['salary_usd'] ).max()))\n", "print(\"On average {0:.0%}\".format(((responses_all['desired_salary_usd'] - responses_all['salary_usd'])/responses_all['salary_usd'] ).mean()))\n", "print(\"At a minimum {0:.0%}\".format(((responses_all['desired_salary_usd'] - responses_all['salary_usd'])/responses_all['salary_usd'] ).min()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Salary as a function of years of experience" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HwVPACGALPvl7gNKPo1TYuaKwwSAP91H1oezHRGlaIxQm9LlcTyF95Ml/XIXGf6mKT7BL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6AAAg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\nKSkxOwQhhBBCCCGEEG1Ac+afk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GDWLs2LHZ8j3++OO0atWKhQsXcvPNN3PTTTfx1VdfAf6WcB07diQlJYWZM2cy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\nKg7EzSNJx+BAeRn99i4A4IQh4yKnUU0hOY4VY0MInYDNwJgkSZ4LIQR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clc41P++LsdNk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gdO91/gzVqP/YGz9cZouqxm+GaCWsLaeoCabRINI2aIuj+yTtVPcLYiXclL1H3sNfrGIYSz8Q5S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\n8RikaKUQQgghmiDZ038OzrKn/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from numpy import max, min\n", "df = responses_usa[['years_experience','salary_usd']]\n", "g = df.groupby('years_experience')\n", "df = g.agg([min, max])\n", "df.plot(kind=\"line\", figsize=(12,7), title=\"U.S. Python developer salary range as a function of experience.\")\n", "\n", "df = responses_all[['years_experience','salary_usd']]\n", "g = df.groupby('years_experience')\n", "df = g.agg([min, max])\n", "df.plot(kind=\"line\", figsize=(12,7), title=\"Worldwide Python developer salary range as a function of experience.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## About Us\n", "* Pystreet is a up and coming online community of professional Python developers. We are currently in pre-launch mode at http://pystreet.com\n", "\n", "* SlashDB is a new kind of middleware, which instantly creates REST APIs to SQL databases so their content becomes instantly accessible to authorized web, mobile and enterpise applications and end-users, under standard data formats for reading and writing. http://www.slashdb.com/\n", "* vt.enterprise is a technology consultancy, co-sourcing and software development firm located in Jersey City, NJ. We are hiring: http://vtenterprise.com/career.html\n", "\n", "
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\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }