Data Visualization with python Assignment1.ipynb

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  "metadata": {
    "colab": {
      "name": "Assignment 1.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyN3H8TrbvVE7qaxWPDTdYPU",
      "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/shiyu-hua/Data-visualization-project/blob/main/Data%20Visualization%20with%20python%20Assignment1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iBhvmNjOLLhG"
      },
      "source": [
        "**Assignment 1**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yP6BFHhtpPmV"
      },
      "source": [
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_LdwwCyDQciN"
      },
      "source": [
        "plt.rcParams['figure.figsize'] = [12,9]"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x9yMbxf0K3Rl"
      },
      "source": [
        "Read the companies file into Pandas data frame and print a list of companies based in the USA"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "STJNL1wS-ChT",
        "outputId": "f73c8440-4d38-4f9a-b53f-0d600520d4c6"
      },
      "source": [
        "comp = pd.read_csv('companies.csv')\n",
        "comp.head()"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>companyName</th>\n",
              "      <th>city</th>\n",
              "      <th>state</th>\n",
              "      <th>country</th>\n",
              "      <th>employees</th>\n",
              "      <th>founded</th>\n",
              "      <th>annualRevenue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Apple</td>\n",
              "      <td>Cupertino</td>\n",
              "      <td>California</td>\n",
              "      <td>USA</td>\n",
              "      <td>147000</td>\n",
              "      <td>1976</td>\n",
              "      <td>274.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Microsoft</td>\n",
              "      <td>Redmond</td>\n",
              "      <td>Washington</td>\n",
              "      <td>USA</td>\n",
              "      <td>166475</td>\n",
              "      <td>1975</td>\n",
              "      <td>143.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Amazon</td>\n",
              "      <td>Seattle</td>\n",
              "      <td>Washington</td>\n",
              "      <td>USA</td>\n",
              "      <td>1298000</td>\n",
              "      <td>1994</td>\n",
              "      <td>386.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Google</td>\n",
              "      <td>Mountain View</td>\n",
              "      <td>California</td>\n",
              "      <td>USA</td>\n",
              "      <td>135301</td>\n",
              "      <td>1998</td>\n",
              "      <td>187.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Alibaba</td>\n",
              "      <td>Hangzhou</td>\n",
              "      <td>Zhejiang</td>\n",
              "      <td>China</td>\n",
              "      <td>117600</td>\n",
              "      <td>1999</td>\n",
              "      <td>72.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  companyName           city       state  ... employees  founded  annualRevenue\n",
              "0       Apple      Cupertino  California  ...    147000     1976          274.5\n",
              "1   Microsoft        Redmond  Washington  ...    166475     1975          143.0\n",
              "2      Amazon        Seattle  Washington  ...   1298000     1994          386.0\n",
              "3      Google  Mountain View  California  ...    135301     1998          187.5\n",
              "4     Alibaba       Hangzhou    Zhejiang  ...    117600     1999           72.0\n",
              "\n",
              "[5 rows x 7 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 173
        },
        "id": "P4i76npsCHUH",
        "outputId": "9cd642f8-30ef-4a98-d531-51aaaeb6be8a"
      },
      "source": [
        "comp_usa = comp[comp['country']=='USA']\n",
        "comp_usa"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>companyName</th>\n",
              "      <th>city</th>\n",
              "      <th>state</th>\n",
              "      <th>country</th>\n",
              "      <th>employees</th>\n",
              "      <th>founded</th>\n",
              "      <th>annualRevenue</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Apple</td>\n",
              "      <td>Cupertino</td>\n",
              "      <td>California</td>\n",
              "      <td>USA</td>\n",
              "      <td>147000</td>\n",
              "      <td>1976</td>\n",
              "      <td>274.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Microsoft</td>\n",
              "      <td>Redmond</td>\n",
              "      <td>Washington</td>\n",
              "      <td>USA</td>\n",
              "      <td>166475</td>\n",
              "      <td>1975</td>\n",
              "      <td>143.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Amazon</td>\n",
              "      <td>Seattle</td>\n",
              "      <td>Washington</td>\n",
              "      <td>USA</td>\n",
              "      <td>1298000</td>\n",
              "      <td>1994</td>\n",
              "      <td>386.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Google</td>\n",
              "      <td>Mountain View</td>\n",
              "      <td>California</td>\n",
              "      <td>USA</td>\n",
              "      <td>135301</td>\n",
              "      <td>1998</td>\n",
              "      <td>187.5</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  companyName           city       state  ... employees  founded  annualRevenue\n",
              "0       Apple      Cupertino  California  ...    147000     1976          274.5\n",
              "1   Microsoft        Redmond  Washington  ...    166475     1975          143.0\n",
              "2      Amazon        Seattle  Washington  ...   1298000     1994          386.0\n",
              "3      Google  Mountain View  California  ...    135301     1998          187.5\n",
              "\n",
              "[4 rows x 7 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "R9_t80-_LChd"
      },
      "source": [
        "Sort the companies in descending order of revenue and generate a bar chart"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 567
        },
        "id": "iu2x4IjyM_Ed",
        "outputId": "61aa5262-5378-4639-d3e0-d7b3223da347"
      },
      "source": [
        "plt.title('Companies in descending order of revenue')\n",
        "sns.barplot(x= 'annualRevenue', \n",
        "            y = 'companyName', \n",
        "            data = comp, \n",
        "            order = comp.sort_values('annualRevenue', ascending = False).companyName,\n",
        "            orient = 'h')\n",
        "plt.show()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x648 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WS2ZYYokRgOL"
      },
      "source": [
        "Generate a bubble chart showing companies by the number of employees"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 567
        },
        "id": "YUDgBi87QmM-",
        "outputId": "720ee58f-c8c6-4164-9858-f7ec40cdabe3"
      },
      "source": [
        "plt.title('Companies by the number of employees')\n",
        "sns.scatterplot(data = comp,\n",
        "                x = 'founded', \n",
        "                y = 'companyName',\n",
        "                size = 'employees', \n",
        "                hue = 'companyName',\n",
        "                legend = False, \n",
        "                sizes = (3000,20000))\n",
        "plt.show()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x648 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7DCvWBuiWuEC"
      },
      "source": [
        "Generate two pie charts of companies by revenue and by the number of employees"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 536
        },
        "id": "YTcNUcvYSOoU",
        "outputId": "1e477f52-5251-4da7-de45-48261ef66ccb"
      },
      "source": [
        "plt.pie(x = 'annualRevenue',\n",
        "        data = comp, \n",
        "        labels = 'companyName', \n",
        "        autopct = '%.1f%%', \n",
        "        explode=[0.05]*len(comp['companyName']))\n",
        "plt.title('Companies by revenue')\n",
        "plt.show()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x648 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 536
        },
        "id": "rtw8ILiQYPRi",
        "outputId": "a07c77e8-097d-4bb3-cf86-91867e02afd8"
      },
      "source": [
        "plt.pie(x = 'employees', \n",
        "        data = comp, \n",
        "        labels = 'companyName', \n",
        "        autopct = '%.1f%%', \n",
        "        explode=[0.05]*len(comp['companyName']))\n",
        "plt.title('Companies by the number of employees')\n",
        "plt.show()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x648 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bgW3q1l4ZamQ"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}