L_23_Bar_Charts_.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "L_23 Bar Charts .ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyN0TxHR+nXD2TxYbX+gnlLT",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "ir",
      "display_name": "R"
    },
    "language_info": {
      "name": "R"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/YahiaML/W3scools-R-course/blob/main/L_23_Bar_Charts_.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Forming a Bar Chart"
      ],
      "metadata": {
        "id": "OZvG-L9iW6Xb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# x-axis values\n",
        "x <- c(\"Mostafa\", \"Yahia\", \"Abd Allah\", \"Ali\")\n",
        "\n",
        "# y-axis values\n",
        "y <- c(25, 21, 18, 15)\n",
        "\n",
        "barplot(y, names.arg = x)     # names.arg defines the name"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "k92fLRHMJq49",
        "outputId": "a07a4175-57d8-4b9a-aa00-315f19854a3f"
      },
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Colors"
      ],
      "metadata": {
        "id": "E_y0oNaocZk6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# x-axis values\n",
        "x <- c(\"Mostafa\", \"Yahia\", \"Abd Allah\", \"Ali\")\n",
        "\n",
        "# y-axis values\n",
        "y <- c(25, 21, 18, 15)\n",
        "\n",
        "barplot(y, names.arg = x, col = \"Orange\")    "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "IKSX5lllcY2K",
        "outputId": "e2daecea-23e2-44d4-b319-eb2a23357729"
      },
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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KQ8ISUJqQYh5QgpSUh5QkoSUg1CyhFS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\nfqZdPgAAAABJRU5ErkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Density / Bar Texture"
      ],
      "metadata": {
        "id": "_T1I7gyjeC_v"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# x-axis values\n",
        "x <- c(\"Mostafa\", \"Yahia\", \"Abd Allah\", \"Ali\")\n",
        "\n",
        "# y-axis values\n",
        "y <- c(25, 21, 18, 15)\n",
        "\n",
        "barplot(y, names.arg = x, density = 5)  \n",
        "barplot(y, names.arg = x, density = 10)    \n",
        "barplot(y, names.arg = x, density = 15)    \n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "lZKVDEMKeDJI",
        "outputId": "808555b4-c602-477e-817c-c87427b74730"
      },
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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sp+y1Q06EW66Sbwb+FaX40VKVDto2Rb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          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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W8p5/A7NBBIphUDWxztpmKDEyk6ZMdyHHmdQlJyoCDZfLMB7wDqbHNGyZfZA8lv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\nAABJRU5ErkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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grv33LYkTyDVFvRg0TFjuRvu1h9AxFI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\nc27r8gAAAABJRU5ErkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Bar Width"
      ],
      "metadata": {
        "id": "-_N-mYA3pBZm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x <- c(\"Mostafa\", \"Yahia\", \"Abd Allah\", \"Ali\")\n",
        "y <- c(25, 21, 18, 15)\n",
        "\n",
        "barplot(y, names.arg = x, width = c(4,3,2,1))   "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "VwLgbjbMpBhM",
        "outputId": "b5fa9bdc-00d2-467a-9d8c-10fb613763f2"
      },
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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UDKBhJIQSBlAwmkIJCygQRSEEjZQAIp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\nKpz6ue7UKwAAAABJRU5ErkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Horizontal Bars"
      ],
      "metadata": {
        "id": "PBZldq1SpTaa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# x-axis values\n",
        "x <- c(\"Mostafa\", \"Yahia\", \"Abd Allah\", \"Ali\")\n",
        "\n",
        "# y-axis values\n",
        "y <- c(25, 21, 18, 15)\n",
        "\n",
        "barplot(y, names.arg = x, horiz = TRUE)     "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "629vCo57pUS5",
        "outputId": "ddaf8e50-226c-40d0-a92f-8bce5529d560"
      },
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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}