Part_II_slide_deck_template_Ebola_data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Part II - Investigation of Death Distribution and Case Fatality Rate in the 2014–2016 Ebola Virus Disease Outbreak\n",
    "\n",
    "## by Uchanma Adeola Igbokwe"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "\n",
    "## Investigation Overview\n",
    "\n",
    "The main goal of this exploration was to understand the distribution of confirmed deaths throughout the duration of the epidemic. It was also important to see how the confirmed cases influenced the total number of deaths.\n",
    "A second was to determine whether there is a relationship between total probable cases and total confirmed cases. \n",
    "And another was to determine the case fatality rate of each country for the duration of the outbreak.\n",
    "\n",
    "\n",
    "## Dataset Overview\n",
    "\n",
    "The data explored had 17585 entries and 36 indicators. Because most of the indicators had over 60% missing information, 9 features were chosen for the analysis. The dataset was tidied by making the indicators columns and the observation rows, which resulted in 2485 entries. In addition, a categorical column was created for the classification of Ebola deaths in the country according to 'low', 'high' and 'very high'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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 sb\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# suppress warnings from final output\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# load in the dataset into a pandas dataframe\n",
    "ebola_df = pd.read_csv('ebola_data_clean.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Distribution of Total Confirmed Ebola Deaths\n",
    "\n",
    "Generally, the numbers of confirmed Ebola deaths were between 0-200. Therefore, for most days of the outbreak, the number of deaths typically ranged between 0-200. Slight peaks are seen in 2000-2200 and at 3400-3600 bars with the 3400-3600 bar being the next bar where more values fall into after the 0-200 bar. About four values fall into the highest value 3800."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1296x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize =(18, 7))\n",
    "bins = np.arange(0, ebola_df['total_confirmed_deaths'].max()+200, 200)\n",
    "sb.histplot(data= ebola_df, x='total_confirmed_deaths', color = 'green', bins= bins);\n",
    "plt.xticks(bins);\n",
    "\n",
    "#Formats x and y-axis\n",
    "plt.xlabel( 'Total Number of Confirmed Ebola Deaths', fontsize=15, weight = \"bold\")\n",
    "\n",
    "plt.ylabel('Frequency', fontsize=15, weight = \"bold\");\n",
    "    \n",
    "#Adds title to the top of histogram\n",
    "plt.title('Distribution of Confirmed Ebola Deaths', fontsize=18, weight=\"bold\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Distribution of Case Fatality Rate\n",
    "\n",
    "The histogram of case fatality rate is right tailed and has two high peaks, one between 0-10 and the second at 30-40. The other bars contain a substantial number of values except from 70 and above. This distribution is bimodal. Since case fatality rate is a measureof disease severity, the lower values are preferred. This distribution represents the bins where the case fatality rate calculated daily fall into."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize =(18, 7))\n",
    "bins = np.arange(0, ebola_df[\"case_fatality_rate\"].max() + 10, 10)\n",
    "sb.histplot(data= ebola_df, x='case_fatality_rate', color = 'green', bins= bins);\n",
    "plt.xticks(bins);\n",
    "plt.yticks(np.arange(0, 500 + 50, 50));\n",
    "\n",
    "#Formats x and y-axis\n",
    "plt.xlabel( 'Case Fatality Rate (%)', fontsize=15, weight = \"bold\")\n",
    "\n",
    "plt.ylabel('Frequency', fontsize=15, weight = \"bold\");\n",
    "    \n",
    "#Adds title to the top of histogram\n",
    "plt.title('Distribution of Case Fatality rate', fontsize=18, weight=\"bold\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Trends in the number of confirmed deaths and confirmed cases in the 2-year Ebola Outbreak\n",
    "\n",
    "To enable us see the trend in both confirmed deaths and cases, the data was plotted on a line chart. This shows there is a gradual rise in both the number of confirmed cases and confirmed deaths. For the number of confirmed cases, a slight drop is observed in October 2014 before increasing again. This is mostly the case, a sustained rise, dip then a rise again until April 2015 where a sustained decrease was noticed.\n",
    "\n",
    "Number of confirmed deaths also showed a similar pattern with the number of confirmed cases. This is expected since they have very strong positive correlation.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# What is the spread of the number of confirmed deaths and confirmed cases in the 2-year outbreak?\n",
    "plt.figure(figsize= (20,10))\n",
    "\n",
    "sb.lineplot(data = ebola_df, x= 'monthyear', y= 'total_confirmed_cases', color = 'blue');\n",
    "sb.lineplot(data= ebola_df, x= 'monthyear', y= 'total_confirmed_deaths', color= 'green');\n",
    "plt.xticks(rotation = 25);\n",
    "\n",
    "#Setting labels/titles for axis\n",
    "plt.xlabel('Date', fontsize = 16, weight = \"bold\")\n",
    "plt.ylabel('Number of Confirmed Cases', fontsize = 16, weight = \"bold\")\n",
    "\n",
    "#Adding title of chart and legend for rating values\n",
    "plt.title('Plot of Confirmed Deaths and Confirmed Cases in the Countries (Aug. 2014- March. 2016)', fontsize=18, weight = \"bold\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Cumulative confirmed deaths in each country\n",
    "\n",
    "Sierra Leone, Guinea and Liberia have the highest cumulative confirmed deaths for the duration of the outbreak. The United Kingdom, Spain, Senegal, and Italy have no record of deaths.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribution of deaths in the various countries, ordered from highest to lowest.\n",
    "grouped = ebola_df[['total_confirmed_deaths', 'country', 'date']].groupby('country').sum()\n",
    "grouped = grouped.sort_values(by = ['total_confirmed_deaths'], ascending = True)\n",
    "\n",
    "grouped.plot.barh(color = 'green', figsize = [18,12]);\n",
    "plt.xscale('log')\n",
    "\n",
    "# Add x label and format it\n",
    "plt.xlabel('Confirmed Deaths (log scale)', fontsize = 14, weight = \"bold\")\n",
    "\n",
    "# Add y label and format it\n",
    "plt.ylabel('Country', fontsize = 14, weight = \"bold\")\n",
    "\n",
    "# Add title and format it\n",
    "plt.title('Cumulative Confirmed Deaths in the Countries (Aug. 2014- Mar. 2016)', fontsize =17, weight = \"bold\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Case fatality rate for each country for the outbreak period\n",
    "\n",
    "The Case fatality rate is a measure of disease severity. The severity of the epidemic was the highest in Guinea compared to the other countries. Even though Sierra Leone had the greatest number of confirmed deaths and cases, it's case fatality rate was not as high as in Guinea. One would expect Liberia to have the third highest case fatality rate but this is not case. Nigeria has the third highest case fatality rate. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cumulative death in each country for the 2 year duration of the outbreak.\n",
    "# Calculate case fatality rate in each country for the duration of the epidemic.\n",
    "ebola_tablesum = ebola_df[['country', 'total_confirmed_deaths', 'total_confirmed_cases']].groupby('country', as_index = False).sum().sort_values('total_confirmed_deaths', ascending = False)\n",
    "ebola_tablesum['case_fatality_overall'] = (ebola_tablesum['total_confirmed_deaths'] / ebola_tablesum['total_confirmed_cases']) * 100\n",
    "\n",
    "# What is the Case fatality rate in each country for the duration of the outbreak?\n",
    "# Plot chart\n",
    "plt.figure(figsize = (18, 10))\n",
    "sb.barplot(data = ebola_tablesum, y= 'country', x= 'case_fatality_overall', color = 'green')\n",
    "\n",
    "# Add x label and format it\n",
    "plt.xlabel('Case Fatality Rate (%)', fontsize = 14, weight = \"bold\")\n",
    "\n",
    "# Add y label and format it\n",
    "plt.ylabel('Country', fontsize = 14, weight = \"bold\")\n",
    "\n",
    "# Add title and format it\n",
    "plt.title('Case fatality Rate in the Countries for the duration of the outbreak (Aug. 2014- Mar. 2016)', fontsize =17, weight = \"bold\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "!jupyter nbconvert Part_II_slide_deck_template_Ebola_data.ipynb --to slides --post serve --no-input --no-prompt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.9.12"
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 },
 "nbformat": 4,
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}