StepsInNeighborhood.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Metric -- Wellbeing of residents <br>\n",
    "Dataset used -- https://data.wprdc.org/dataset/city-steps <br>\n",
    "<br>\n",
    "People typically dislike steps, however, in terms of physical wellbeing they're a great form of exercise. So, the more steps there are the better a neighborhood is when it comes to promoting physical wellbeing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='neighborhood'>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "steps = pd.read_csv(\"steps.csv\")\n",
    "steps = steps.iloc[:,[7, 16]]\n",
    "steps = steps.groupby('neighborhood').sum().sort_values('number_of_steps', ascending=False)\n",
    "\n",
    "steps.plot.bar(y='number_of_steps', rot=90,figsize=(15,15))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Conclusion -- South Side Slopes is the \"best\" neighborhood for the number of steps, which help to promote physical wellbeing."
   ]
  }
 ],
 "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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}