Salaries Viz.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sbn\n",
    "import re\n",
    "from matplotlib import pyplot\n",
    "import matplotlib.ticker as mtick\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('./assets/cleaned_data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Years of Experience Versus Pay \n",
    "## Interesting how it levels out more or less after a decade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = pyplot.subplots(figsize=(20,10))\n",
    "\n",
    "plot = sbn.scatterplot(data=df, x='experience', y='salary', ax=ax, hue='title_categories')\n",
    "plot.set(xlabel='Years of Experience', ylabel='Salary', yticklabels=range(0, 1000000, 50000), title='Salary By Years of Experience')\n",
    "fig.show()\n",
    "ax.legend(title='Specialization')\n",
    "\n",
    "fmt = '${x:,.0f}'\n",
    "tick = mtick.StrMethodFormatter(fmt)\n",
    "ax.yaxis.set_major_formatter(tick) \n",
    "\n",
    "fig.savefig('./graphs/experience-scatter.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Distribution of Pay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, ax = pyplot.subplots(figsize=(20,10))\n",
    "\n",
    "fmt = '${x:,.0f}'\n",
    "tick = mtick.StrMethodFormatter(fmt)\n",
    "ax.xaxis.set_major_formatter(tick) \n",
    "\n",
    "plot = sbn.distplot(df['salary'], ax=ax, kde=False)\n",
    "plot.set(xlabel='Annual Salary', ylabel='# of Respondents', title='# of Respondents By Salary')\n",
    "\n",
    "fig.show()\n",
    "fig.savefig('./graphs/pay-histogram.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pay in Different Cities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_cities = df['location'].value_counts()[:9].index\n",
    "\n",
    "fig, axs = pyplot.subplots(3, 3, figsize=(20,20))\n",
    "for i, figure in enumerate(axs.flat):\n",
    "    plot = sbn.distplot(df[df['location'] == top_cities[i]]['salary'], ax=figure, kde=False)\n",
    "    plot.set(title=f'Salaries in {top_cities[i].title()}', xlabel='Annual Salary', ylabel='# of Respondents')\n",
    "fig.savefig('./graphs/cities-histogram.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pay Distribution in Different Specialties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "title_categories = df['title_categories'].unique()[1:]\n",
    "\n",
    "fig, axs = pyplot.subplots(3, 3, figsize=(20,20))\n",
    "for i, figure in enumerate(axs.flat):\n",
    "    plot = sbn.distplot(df[df['title_categories'] == title_categories[i]]['salary'], ax=figure, kde=False)\n",
    "    plot.set(title=f'Salaries in Speciality {title_categories[i].title()}', xlabel='Annual Salary')\n",
    "fig.savefig('./graphs/specialties-histogram.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Respondents from Different Specialties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts = df['title_categories'].value_counts()\n",
    "fig, axs = pyplot.subplots(figsize=(15,15))\n",
    "\n",
    "pyplot.pie(counts, labels=counts.keys())\n",
    "fig.savefig('./graphs/specialty-pie.png')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Average Salary By Org Size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "org_salaries = df.groupby('Org Size').mean()['salary']\n",
    "org_salaries = pd.DataFrame(org_salaries).reset_index()\n",
    "\n",
    "fig, axs = pyplot.subplots(figsize=(15,15))\n",
    "\n",
    "plot = sbn.barplot(data=org_salaries, x='Org Size', y='salary', order=['0 - 10', '11- 50', '51 - 500', '501 - 1000', '1001 - 5000', '> 5000'])\n",
    "plot.set(title=f'Average Salary By Org Size', xlabel='Org Size', ylabel='Average Salary')\n",
    "\n",
    "fmt = '${x:,.0f}'\n",
    "tick = mtick.StrMethodFormatter(fmt)\n",
    "axs.yaxis.set_major_formatter(tick) \n",
    "\n",
    "fig.savefig('./graphs/org-size-bar.png')\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Remote By Org Size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "remote = df.groupby(['Org Size', 'Remote?']).count()['salary']\n",
    "remote = pd.DataFrame(remote).reset_index()\n",
    "\n",
    "fig, axs = pyplot.subplots(figsize=(15,15))\n",
    "\n",
    "plot = sbn.barplot(data=remote, x='Org Size', y='salary', hue='Remote?',  order=['0 - 10', '11- 50', '51 - 500', '501 - 1000', '1001 - 5000', '> 5000'])\n",
    "plot.set(title=f'Remote Status By Org Size', xlabel='Org Size', ylabel='# Remote')\n",
    "\n",
    "fig.savefig('./graphs/org-size-remote-bar.png')\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}