Part_II_slide_deck_template.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8e941859",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Part II - Ford GoBike Data Explanation\n",
    "## by (Tella Adetayo)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "662299e3",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Investigation Overview\n",
    "\n",
    "I am trying to investigate what day of the week has the highest starting times per rides, what is/are the peak of the highest starting times for every rides, what gender took the most trips throughout the year, what are the top 10 station for starting trips and What is the average duration per minutes for every rides by user.\n",
    "\n",
    "\n",
    "## Dataset Overview\n",
    "\n",
    "Ford GoBike dataset have 174,952 rows after some wrangling and 19 columns. The columns are duration_sec and bike_id which the datatype is int64, start_time and end_time which both their datatype are in datetime, user_type, member_gender and bike_share_for_all_trips are in category while start_station_id, start_station_name, start_station_latitude,start_station_longitude, end_station_id, end_station_name, end_station_latitude, end_station_longitude are float64, the weekday_name is in object and the hour column is in int64."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ab1d9322",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "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 sns\n",
    "\n",
    "\n",
    "# suppress warnings from final output\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "499af2e7",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# load in the dataset into a pandas dataframe\n",
    "GoBike_df = pd.read_csv(\"Downloads/201902-fordgobike-tripdata.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "98475cec",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Copy the dataset\n",
    "GoBike_df_copy = GoBike_df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "19097ad7",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Drop the null values\n",
    "GoBike_df_copy.dropna(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7149cd61",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Change the datatypes of the columns to datetime and category\n",
    "GoBike_df_copy[\"start_time\"] = pd.to_datetime(GoBike_df_copy[\"start_time\"])\n",
    "GoBike_df_copy[\"end_time\"] = pd.to_datetime(GoBike_df_copy[\"end_time\"])\n",
    "GoBike_df_copy[\"bike_share_for_all_trip\"] = GoBike_df_copy[\"bike_share_for_all_trip\"].astype(\"category\")\n",
    "GoBike_df_copy[\"member_gender\"] = GoBike_df_copy[\"member_gender\"].astype(\"category\")\n",
    "GoBike_df_copy[\"user_type\"] = GoBike_df_copy[\"user_type\"].astype(\"category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1768cea6",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Extracting the weekday_name, hour and minutes from the start_time column\n",
    "days_of_week = {\n",
    "    0: \"Monday\",\n",
    "    1: \"Tuesday\",\n",
    "    2: \"Wednesday\",\n",
    "    3: \"Thursday\",\n",
    "    4: \"Friday\", \n",
    "    5: \"Saturday\",\n",
    "    6: \"Sunday\"\n",
    "}\n",
    "\n",
    "GoBike_df_copy[\"weekday_name\"] = GoBike_df_copy[\"start_time\"].dt.weekday.map(days_of_week)\n",
    "\n",
    "GoBike_df_copy[\"hour\"] = GoBike_df_copy[\"start_time\"].dt.hour\n",
    "GoBike_df_copy[\"minutes\"] = GoBike_df_copy[\"start_time\"].dt.minute"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f76d14d5",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## What day of the week has the highest starting time per rides?\n",
    "\n",
    "Thursday is the day with the highest total number of trips followed by Tuesday and Friday which means there are more trips on a weekdays than on weekend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a2ada558",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "base_color = sns.color_palette()[0]\n",
    "sns.countplot(data = GoBike_df_copy, y = \"weekday_name\", color = base_color)\n",
    "plt.ylabel(\"Days of the week\")\n",
    "plt.xlabel(\"Count\")\n",
    "plt.title(\"Total Number of trips per day\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76c7178d",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## What is/are the peak of the starting time for every rides?\n",
    "\n",
    "The data is bimodal which means there are two peaks in the dataset and the first occur arround 8am in the morning and the second peak occur around 17hrs(5pm) in the evening. The peaks signifys thats people took a lot of rides when leaving home around 8am and the second peak occur around 17hrs(5pm) when people are probably heading back home."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b62ff1d6",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8, 5))\n",
    "base_color = sns.color_palette()[0]\n",
    "sns.countplot(data = GoBike_df_copy, x = \"hour\", color = base_color)\n",
    "plt.xlabel(\"Hour\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.title(\"Number of trips per hour\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dde85641",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## What Gender took the most trips throughout the year?\n",
    "\n",
    "There are there genders which are male, female and others. Male are the most common gender that took a trips which are 75% of the dataset followed by a Female which are 23% and there are Other which are the 2% of the dataset which are probably people that didn't specify their gender."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5ddb8627",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sorted_columns = GoBike_df_copy[\"member_gender\"].value_counts()\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.pie(sorted_columns, labels = sorted_columns.index, explode = (0, 0.1, 0), autopct = \"%.0f%%\")\n",
    "plt.title(\"Member Gender\")\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cdb5a82",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## What are the top 10 station for starting trips?\n",
    "\n",
    "Market Station is the most common place when rides are usually started and the least place where rides are usually started is Powell st BART Station."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4c0b00ff",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (12, 8))\n",
    "base_color = sns.color_palette()[0]\n",
    "top10_start_station = GoBike_df_copy[\"start_station_name\"].value_counts()[:10].sort_values()\n",
    "top10_start_station.plot(kind = \"barh\", color = base_color)\n",
    "plt.xlabel(\"Count\")\n",
    "plt.ylabel(\"Station name\")\n",
    "plt.title(\"Top 10 Station with the starting trips\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64564b11",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## What is the average duration per minutes for every rides by user?\n",
    "\n",
    "Customers are the user who spend a longer time on a trip than Subscriber even though the Subscribers are the most common user."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a17400d2",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (12, 8))\n",
    "sns.barplot(data = GoBike_df_copy, x = \"hour\", y = \"minutes\", hue = \"user_type\")\n",
    "plt.xlabel(\"Hour\")\n",
    "plt.ylabel(\"Minutes\")\n",
    "plt.title(\"Average duration per minutes for every rides\");"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "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"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}