IT496_ViktoriiaO_Pareto_Chart_for_HelpDesk.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "IT496_ViktoriiaO_Pareto_Chart_for_HelpDesk.ipynb",
      "provenance": [],
      "mount_file_id": "1cIZHf2VhgmYEN7Fg-NCD7Lx8YsSQnGe4",
      "authorship_tag": "ABX9TyOcSGcXB90G34Xwc03wBw5k",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/vovsiienko/IT496_Course_acitvities/blob/master/IT496_ViktoriiaO_Pareto_Chart_for_HelpDesk.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GubJFW2ErDx2",
        "outputId": "b093d060-312a-4308-a7f3-1111f98f45ca"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "       reason                         description  frequency\n",
            "0         ERP                    myIllinoinsState          7\n",
            "1         VPN                connection from home         10\n",
            "2       email                   unable to message         18\n",
            "3         PCs  office computers for staff/faculty         12\n",
            "4     printer                     unable to print         10\n",
            "5    internet                   connection issues         22\n",
            "6   ReggieNet            issues accesing features          8\n",
            "7      mobile       mobile devices not connecting         14\n",
            "8    password               password reset issues         11\n",
            "9        VoIP  phone / voice message difficulties         15\n",
            "10   hardware             general hardware issues         25\n",
            "11  Office365             question accessing apps         13\n"
          ]
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib.ticker import PercentFormatter\n",
        "HelpDeskDF=pd.read_csv(\"/content/drive/MyDrive/IT496/HelpDesk.csv\")\n",
        "print(HelpDeskDF)\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "HelpDeskDF.index = HelpDeskDF['reason']\n",
        "HelpDeskDF = HelpDeskDF.sort_values(by='frequency', ascending=False)\n",
        "\n",
        "print(HelpDeskDF)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8kQmDlgjthjV",
        "outputId": "687a6def-d85a-40c8-ede4-60df56d3d0d2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              reason                         description  frequency\n",
            "reason                                                             \n",
            "hardware    hardware             general hardware issues         25\n",
            "internet    internet                   connection issues         22\n",
            "email          email                   unable to message         18\n",
            "VoIP            VoIP  phone / voice message difficulties         15\n",
            "mobile        mobile       mobile devices not connecting         14\n",
            "Office365  Office365             question accessing apps         13\n",
            "PCs              PCs  office computers for staff/faculty         12\n",
            "password    password               password reset issues         11\n",
            "VPN              VPN                connection from home         10\n",
            "printer      printer                     unable to print         10\n",
            "ReggieNet  ReggieNet            issues accesing features          8\n",
            "ERP              ERP                    myIllinoinsState          7\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "HelpDeskDF['cumulativePercentage'] = HelpDeskDF['frequency'].cumsum()/HelpDeskDF['frequency'].sum()*100\n",
        "\n",
        "HelpDeskDF['cumulativePercentage'] = HelpDeskDF['cumulativePercentage'].apply(lambda x: round(x,2))\n",
        "\n",
        "print(HelpDeskDF)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DFzw2znVuFf5",
        "outputId": "e82635f3-feef-446a-da5b-91edb3f3ee70"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              reason                         description  frequency  \\\n",
            "reason                                                                \n",
            "hardware    hardware             general hardware issues         25   \n",
            "internet    internet                   connection issues         22   \n",
            "email          email                   unable to message         18   \n",
            "VoIP            VoIP  phone / voice message difficulties         15   \n",
            "mobile        mobile       mobile devices not connecting         14   \n",
            "Office365  Office365             question accessing apps         13   \n",
            "PCs              PCs  office computers for staff/faculty         12   \n",
            "password    password               password reset issues         11   \n",
            "VPN              VPN                connection from home         10   \n",
            "printer      printer                     unable to print         10   \n",
            "ReggieNet  ReggieNet            issues accesing features          8   \n",
            "ERP              ERP                    myIllinoinsState          7   \n",
            "\n",
            "           cumulativePercentage  \n",
            "reason                           \n",
            "hardware                  15.15  \n",
            "internet                  28.48  \n",
            "email                     39.39  \n",
            "VoIP                      48.48  \n",
            "mobile                    56.97  \n",
            "Office365                 64.85  \n",
            "PCs                       72.12  \n",
            "password                  78.79  \n",
            "VPN                       84.85  \n",
            "printer                   90.91  \n",
            "ReggieNet                 95.76  \n",
            "ERP                      100.00  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots()\n",
        "ax.bar(HelpDeskDF.index, HelpDeskDF['frequency'], color=\"C0\")\n",
        "\n",
        "ax.set_xticklabels(HelpDeskDF['reason'], rotation=45)\n",
        "\n",
        "ax2 = ax.twinx()\n",
        "\n",
        "ax2.plot(HelpDeskDF.index, HelpDeskDF['cumulativePercentage'], color=\"C1\", marker=\"D\", ms=7, label=HelpDeskDF['cumulativePercentage'])\n",
        "ax2.yaxis.set_major_formatter(PercentFormatter())\n",
        "\n",
        "ax.tick_params(axis=\"y\", colors=\"C0\")\n",
        "ax2.tick_params(axis=\"y\", colors=\"C1\")\n",
        "\n",
        "for index, v in HelpDeskDF.iterrows():\n",
        "  label = round(v['cumulativePercentage'],1)\n",
        "  plt.annotate(label, xy=(v['reason'],v['cumulativePercentage']))\n",
        "  \n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 299
        },
        "id": "g1p7RvVgvEh0",
        "outputId": "c83a1843-3812-42d6-cc91-dcdf1bcff32d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}