Skip to content

Instantly share code, notes, and snippets.

@charlienewey
Created February 12, 2017 19:56
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save charlienewey/7559784ed49c97374afee6f83cb9bf10 to your computer and use it in GitHub Desktop.
Save charlienewey/7559784ed49c97374afee6f83cb9bf10 to your computer and use it in GitHub Desktop.
Exploratory analysis on a dataset of job adverts
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 189,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"# silence warnings produced by Seaborn\n",
"from IPython.utils.shimmodule import ShimWarning\n",
"import warnings\n",
"warnings.filterwarnings(action=\"ignore\", category=ShimWarning)\n",
"\n",
"# imports\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import sklearn\n",
"\n",
"# plotting library formats\n",
"sns.set(style=\"whitegrid\")\n",
"sns.set_color_codes(\"pastel\")\n",
"sns.set_palette(\"husl\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Read Dataset"
]
},
{
"cell_type": "code",
"execution_count": 192,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df = pd.read_csv(\"/vagrant/train.csv\")\n",
"\n",
"# remove unwanted fields\n",
"del df[\"Id\"]\n",
"#del df[\"FullDescription\"]\n",
"del df[\"LocationRaw\"]\n",
"del df[\"SalaryRaw\"]\n",
"\n",
"# tidy up unnecessary text\n",
"df[\"Category\"] = df[\"Category\"].map(lambda x: x[:-5])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exploratory Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## How does salary vary by job industry?\n",
"\n",
"This is a nice variable - it looks like job industry is a very strong predictor of salary, and there appears to be fairly little variance within each category. However, this doesn't capture all of the information (for example, bimodal income distributions). For example, look at the \"Healthcare & Nursing\" category - both doctors and nurses are included in this category (doctors are high earners and nurses are less so), but the only metric shown here is the average. Later on, I'll do a faceted distribution plot so that we can get a better idea of the income distribution within each industry.\n",
"\n",
"Interestingly, there appears to be a roughly sigmoidal shape in the distribution of incomes within each sector - this appears to show a low number of low-paid jobs, a large number of jobs with moderate pay, and again, a low number of highly-paid jobs. I'm not sure what conclusions we can draw from this."
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f7112e45358>"
]
},
"execution_count": 138,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA3gAAAIACAYAAADQaM5WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhBBCCCFETvw/0T57rB9Tw5MAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f71099ff710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"order = df.groupby(\"Category\").mean()[\"SalaryNormalized\"].sort_values().reset_index()[\"Category\"]\n",
"sns.barplot(x=\"SalaryNormalized\", y=\"Category\", order=order, data=df)\n",
"sns.despine()\n",
"plt.title(\"Average Salary\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Distribution of salaries within each industry\n",
"\n",
"Here are some density plots of the distributions of salaries - to try and figure out if industry is an accurate predictor of salary. Most of these distributions appear to be roughly Gaussian around a single mean (which is to be expected) - this suggests an \"average\" salary with a small amount of variance. The notable exceptions to this are \"Teaching\" and \"Healthcare & Nursing\", which appears to be bimodal - perhaps there's some extra information that we need to pull out (for example, teaching assistants versus teachers versus headteachers)."
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
@utkuozbulak
Copy link

utkuozbulak commented Feb 20, 2017

wow, nice

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment