{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "ir",
      "display_name": "R"
    },
    "language_info": {
      "name": "R"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 489
        },
        "id": "3msXWn08qAeI",
        "outputId": "211b8ba3-adbc-4fc8-faf7-de2859641a0a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Installing package into ‘/usr/local/lib/R/site-library’\n",
            "(as ‘lib’ is unspecified)\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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KFISBvkDzggRQakYJtPuu6N1beNWe1m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\nAhJRgoBElCAgESUISEQJ+v/FlDOHbnGdygAAAABJRU5ErkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ],
      "source": [
        "install.packages(\"ggplot2\")\n",
        "library(ggplot2)\n",
        "\n",
        "ds <- read.csv(\"/content/Crop_recommendation.csv\", header = TRUE)\n",
        "\n",
        "ggplot(data=ds, mapping=aes(x=label, y=temperature))+\n",
        "        geom_boxplot()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "library(ggplot2)\n",
        "\n",
        "ds <- read.csv(\"Crop_recommendation.csv\", header = TRUE)\n",
        "\n",
        "ggplot(ds, aes(x = label, y = temperature, fill = label)) +\n",
        "  geom_boxplot() +\n",
        "  stat_summary(fun = \"mean\", geom = \"point\", shape = 8,\n",
        "               size = 2, color = \"white\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "2MC-mqcwqD5r",
        "outputId": "8895e533-1342-4824-bc83-2eb85a399d47"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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b9Q7uoSACgfwQ53nZ9++um775wx19fO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\nRU5ErkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "library(ggplot2)\n",
        "ds <- read.csv(\"Crop_recommendation.csv\", header = TRUE)\n",
        "\n",
        "ggplot(ds, aes(x = label, y = temperature, fill = label)) +\n",
        "  geom_boxplot() +\n",
        "  theme(legend.position = \"top\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "qoql9ZyiqQFx",
        "outputId": "db920547-7193-4f48-d70f-ab3564d588fc"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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nhgwoQJCxcuVGlVAADwIQ7Fwg+cOXOm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              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "library(ggplot2)\n",
        "ds <- read.csv(\"Crop_recommendation.csv\", header = TRUE)\n",
        "\n",
        "# Creating a Horizontal Boxplot using ggplot2 in R\n",
        "ggplot(ds, aes(x = label, y = temperature, fill = label)) +\n",
        "  geom_boxplot() +\n",
        "  coord_flip()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "opr5gHOSqSME",
        "outputId": "46cc368c-1946-4708-cb1f-54126b2f9524"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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VnDmVrWxRMhISG9e/d+7733Ll++bDKZ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          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "crop2<-ggplot(ds, aes(x=label, y=temperature, color=label)) +\n",
        "  geom_boxplot()\n",
        "crop2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "HeLbNnv2qUMX",
        "outputId": "70230aa8-d503-4ea1-dac8-9e936191d04c"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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JwcHR29Y8cOHx8fIcSQIUMKCwvnzZv3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"
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ggplot(ds, aes(x = label, y = temperature, color = label)) +\n",
        "  geom_boxplot() +\n",
        "  scale_fill_manual(values = c(\n",
        "  \"#999999\", \"#E69F00\", \"#56B4E9\",\n",
        "  \"red\", \"green\", \"blue\", \"purple\"\n",
        "))"
      ],
      "metadata": {
        "id": "CGyNbSGrrUHx",
        "outputId": "28caeaf7-3046-4a22-a806-9b7d7cf2cfed",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        }
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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JwcHR29Y8cOHx8fIcSQIUMKCwvnzZv3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"
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ggplot(ds, aes(x = label, y = temperature, color = label)) +\n",
        "  geom_boxplot() +\n",
        "  scale_color_brewer(palette = \"Dark2\")"
      ],
      "metadata": {
        "id": "_YpKprjrrV0h",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "outputId": "36cfd604-ccc2-494e-cde6-92307b137c87"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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paYmBgREbFz506dTieEGDFiRHFx8cKF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\ntP4o2nX3lE7CS7Etu/vuu6+66qri4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          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ggplot(data = ds, aes(x = label, y = temperature)) +\n",
        "  geom_boxplot(fill = 'green')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "LFi-nMgOLfpl",
        "outputId": "bdb527e3-602b-4f2d-a046-26ef7f0becda"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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8bgwYMHDx48atSo888//7nnnuvXr199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\nwQ4AACAmCHYAAAAxQbADAACIiQ/AYLp7wH3QEgAAAABJRU5ErkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ggplot(ds, aes(x = label, y = temperature, fill = label)) +\n",
        "  geom_boxplot(outlier.colour = \"black\", outlier.shape = 16, outlier.size = 2)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "Af1r55aZLivu",
        "outputId": "bbd2facd-f5d8-44f9-8e10-a4c71849933c"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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Lp167i4uLCwsD179uh0OiHEkCFD8vPz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MEHH0yYMKFjx45FRUVnn312Op1etmxZk26c/fw//vGP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\ngg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ggplot(ds, aes(x = label, y = temperature, fill = label)) +\n",
        "  geom_boxplot() +\n",
        "  scale_fill_manual(values = c(\n",
        "    \"#999999\", \"#E69F00\", \"#56B4E9\",\n",
        "    \"red\", \"green\", \"blue\", \"purple\"\n",
        "  ))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "277gLsetLmCx",
        "outputId": "0f096272-e7c1-4bfb-d2e7-de4803f3b3ac"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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7Jly6SkpIiIiJ07d+p0OiHEkCFDioqK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\n/wPPFG90gSgyJwAAAABJRU5ErkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ggplot(ds, aes(x = label, y = temperature, fill = label)) +\n",
        "  geom_boxplot(outlier.colour = \"black\", outlier.shape = 16, outlier.size = 2) +\n",
        "  scale_fill_brewer(palette = \"Dark1\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "iLs-CCr1Lojf",
        "outputId": "cc82247e-9384-486a-98cc-3399f40e31ad"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Warning message:\n",
            "“\u001b[1m\u001b[22mUnknown palette: \u001b[34m\"Dark1\"\u001b[39m”\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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8fFxYWGhu7Zs0ev1wshhg0blpeXN3/+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"
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "crop3<-ggplot(ds, aes(x = label, y = temperature, fill = label)) +\n",
        "  geom_boxplot(outlier.colour=\"black\", outlier.shape=16, outlier.size=2)\n",
        "\n",
        "crop3 + scale_fill_grey() + theme_classic()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "BFuDXSKSL7Gn",
        "outputId": "138a0d41-a31b-4960-ffe1-51fc123bf250"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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QQkA6REQMoiINmAZANSFgHJ1gYhLR3T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"
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ggplot(ds, aes(x = label, y = temperature)) +\n",
        "  geom_boxplot() +\n",
        "  geom_jitter(position = position_jitter(0.2))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "4gOhGOuyL9nj",
        "outputId": "9e59601f-8f8a-4b67-eafd-1d94784bc567"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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AUMSLdC0L3WU9oLCJA2wgq9n9kBUnkA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"
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ggplot(ds, aes(x = label, y = temperature)) +\n",
        "  geom_boxplot(notch = TRUE) +\n",
        "  geom_jitter(position = position_jitter(0.2))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "bVpIMrznL_4_",
        "outputId": "48fb9ec6-4df3-4a3d-bf8a-dfd0fe64f476"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
            "image/png": 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GgOaYzGoiBhiYJkqEON2fdjnR/u88UOYKbLoQNVH0fM4pN71Jfe/4htuN+Tu7ik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\niCTv6X1/o3d1rbxBJCZAJG5cIpIREIkJEIkbEIkbEIkJEIkb5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Q/yMNlxu6O9C3kWu8vuPyzSL7bdaEaLnD1/RXsX8ix2l91/WKSxidGK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\n+D9JUCX6X86yFQAAAABJRU5ErkJggg=="
          },
          "metadata": {
            "image/png": {
              "width": 420,
              "height": 420
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "|"
      ],
      "metadata": {
        "id": "yBh_Y0-GMCVP"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}