Part_II_slide_deck.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Part II - Parameters that affect the duration of trips\n",
    "## by Falilou Niang"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Investigation Overview\n",
    "\n",
    "In this investigation, I wanted to look at parameters that can affect duration of trips. The main focus was on the user types, weekdays, hours.\n",
    "\n",
    "\n",
    "## Dataset Overview\n",
    "\n",
    " The Ford Go-Bike dataset contains 183412 records of bike rentals in the bay-area in February 2019 and divided between 16 columns. The dataset gives informations about the attributes of each trips such as the duration, the start and end station and about users such as the date of birth or gender and user types.  274 rows were removed from the analysis due to inconsistencies or missing information.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "# import all packages and set plots to be embedded inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# suppress warnings from final output\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [],
   "source": [
    "# load in the dataset into a pandas dataframe\n",
    "df = pd.read_csv('clean_dataset.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Distribution of trips duration\n",
    "\n",
    "By setting up a value limit of 5000 seconds, we can see that duration_sec has a very long-tailed distribution, with a lot of bike rides on the short duration end, and few on the long duration end. Outliers at the high end skewed the data. I plotted on a log-scale. From this graph we can see that the peak is less than 600 seconds and  the majority of trips are between 250 and 2000 seconds.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "log_binsize = 0.05\n",
    "bins = 10 ** np.arange(2.4, np.log10(df['duration_sec'].max())+log_binsize, log_binsize)\n",
    "\n",
    "plt.figure(figsize=[8,6])\n",
    "plt.hist(data = df, x = 'duration_sec', bins = bins)\n",
    "plt.xscale('log')\n",
    "tick_locs = [200, 500, 1e3, 2e3, 5e3] \n",
    "plt.xticks(tick_locs, tick_locs)\n",
    "plt.xlabel('Duration')\n",
    "plt.ylabel('Number of trips')\n",
    "plt.title('Distribution of trips duration')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Average trips duration by weekdays\n",
    "\n",
    "Though the amount of trips are more important in week days compared to weekends (as seen previously), they seem to be longer on average on Sundays and Saturdays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "avg_min_duration_weekday = df.groupby('start_day')['duration_sec'].mean().reindex(['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']).reset_index()\n",
    "\n",
    "plt.bar(avg_min_duration_weekday['start_day'],avg_min_duration_weekday['duration_sec'], color='#1e77b4')\n",
    "\n",
    "plt.title('Average trip duration by weekday', size=(18))\n",
    "plt.xlabel('Weekday', size=12)\n",
    "plt.ylabel('Average duration (in sec)', size=12)\n",
    "plt.grid(color='grey', axis='y', linestyle='-', linewidth=0.2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Average trips duration by Start Hours\n",
    "\n",
    " Average ride duration in an hour increases from midnight and reaches the peak at 2am. It's kind of unexpected to see a peak at 2am in the morning though. Then it decreases and rises again from 5am and reach another peak at 2pm with gradual decrease after that until mid-night.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['start_time'] = pd.to_datetime(df['start_time'])\n",
    "df['start_hour'] = df['start_time'].dt.hour\n",
    "plt.figure(figsize=(15,6))\n",
    "sb.barplot(data = df.query('duration_sec < 5000'), x = 'start_hour', y = 'duration_sec', \n",
    "            palette=  'Blues')\n",
    "plt.ylabel('Avg. duration in sec')\n",
    "plt.title('Average trips duration by start hours')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Duration trips and user types by weekdays\n",
    "\n",
    "Daily trip duration for customers are longer than subscribers.Both subscribers and customers take longer trips during weekend than weekdays. Customers take longer trips during the weekend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = [8,6])\n",
    "ax = sb.pointplot(data = df.query('duration_sec < 5000'), x = 'start_day', y = 'duration_sec', hue = 'user_type',\n",
    "           palette = 'Blues', linestyles = '--', dodge = 0.4,order=[ 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday'])\n",
    "plt.ylabel('Avg. duration')\n",
    "plt.yscale('log')\n",
    "plt.yticks([4e2, 6e2, 1e3,2e3], ['400', '600', '1000','2000'])\n",
    "ax.set_yticklabels([],minor = True)\n",
    "plt.title('Distribution of duration and user type by weekdays')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## "
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Diaporama",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.7"
  },
  "vscode": {
   "interpreter": {
    "hash": "ad2bdc8ecc057115af97d19610ffacc2b4e99fae6737bb82f5d7fb13d2f2c186"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}