yssymmt/boxplot_vegalite.ipynb

## boxplot_vegalite.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "eb28ac83-5450-405f-a668-eb7fcacfdcfa",
   "metadata": {
    "tags": []
   },
   "source": [
    "### 箱ひげ図を描いてみよう Vega-Lite編"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c7fd294-b5ca-4670-be72-976e0b93dc6b",
   "metadata": {},
   "source": [
    "#### 横に表示する"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d3dd0029-5271-4e51-86cd-f93d239c069a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
       "data": {
        "format": {
         "type": "csv"
        },
        "values": "色,変数名,最小値,第1四分位,第2四分位,第3四分位,最大値,平均値\r\na,変数1,4,6,19,20,33,16.6\r\nb,変数2,4,7,17,25,29,16.8\r\na,変数3,3,10,12,24,28,15.8\r\nb,変数4,3,6,16,26,28,16.2\r\na,変数5,1,6,15,23,29,15.4\r\nb,変数6,5,10,16,22,30,17.4\r\na,変数7,1,9,15,23,33,16\r\nb,変数8,1,10,19,22,31,16.6\r\na,変数9,2,7,19,20,29,15.4\r\n"
       },
       "encoding": {
        "y": {
         "field": "変数名",
         "type": "nominal"
        }
       },
       "height": 400,
       "layer": [
        {
         "encoding": {
          "x": {
           "field": "最小値",
           "title": "値 (黒:平均値 | 白:中央値)",
           "type": "quantitative"
          },
          "x2": {
           "field": "最大値",
           "type": "quantitative"
          }
         },
         "mark": {
          "color": "#a9a9a9",
          "strokeWidth": 5,
          "type": "rule"
         }
        },
        {
         "encoding": {
          "color": {
           "legend": null
          },
          "x": {
           "field": "第1四分位",
           "type": "quantitative"
          },
          "x2": {
           "field": "第3四分位"
          }
         },
         "mark": {
          "color": "#008b8b",
          "opacity": 0.5,
          "size": 30,
          "type": "bar"
         }
        },
        {
         "encoding": {
          "x": {
           "field": "第2四分位",
           "type": "quantitative"
          }
         },
         "mark": {
          "color": "white",
          "size": 25,
          "type": "tick"
         }
        },
        {
         "encoding": {
          "x": {
           "field": "平均値",
           "type": "quantitative"
          }
         },
         "mark": {
          "color": "black",
          "size": 25,
          "type": "tick"
         }
        },
        {
         "encoding": {
          "x": {
           "field": "最小値",
           "type": "quantitative"
          }
         },
         "mark": {
          "color": "grey",
          "size": 15,
          "type": "tick"
         }
        },
        {
         "encoding": {
          "x": {
           "field": "最大値",
           "type": "quantitative"
          }
         },
         "mark": {
          "color": "grey",
          "size": 15,
          "type": "tick"
         }
        }
       ],
       "width": 600
      },
      "image/png": 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"
     },
     "execution_count": 5,
     "metadata": {
      "application/vnd.teradata.resultset": ""
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%chart spec=Documents/scr/boxplot_vegalite_horiz.json"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c59c28e-68ec-4694-998c-aa9982a4f9bf",
   "metadata": {},
   "source": [
    "#### 縦に表示する"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4b8fa3fb-efa9-4074-b5dc-95d673183bab",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
       "data": {
        "format": {
         "type": "csv"
        },
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       },
       "encoding": {
        "x": {
         "field": "変数名",
         "type": "nominal"
        }
       },
       "height": 400,
       "layer": [
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         "encoding": {
          "y": {
           "field": "最小値",
           "title": "値 (黒:平均値 | 白:中央値)",
           "type": "quantitative"
          },
          "y2": {
           "field": "最大値",
           "type": "quantitative"
          }
         },
         "mark": {
          "color": "#a9a9a9",
          "strokeWidth": 5,
          "type": "rule"
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         "encoding": {
          "color": {
           "legend": null
          },
          "y": {
           "field": "第1四分位",
           "type": "quantitative"
          },
          "y2": {
           "field": "第3四分位"
          }
         },
         "mark": {
          "color": "#008b8b",
          "opacity": 0.5,
          "size": 30,
          "type": "bar"
         }
        },
        {
         "encoding": {
          "y": {
           "field": "第2四分位",
           "type": "quantitative"
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         "mark": {
          "color": "white",
          "size": 25,
          "type": "tick"
         }
        },
        {
         "encoding": {
          "y": {
           "field": "平均値",
           "type": "quantitative"
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          "size": 25,
          "type": "tick"
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        },
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         "encoding": {
          "y": {
           "field": "最小値",
           "type": "quantitative"
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         "mark": {
          "color": "grey",
          "size": 15,
          "type": "tick"
         }
        },
        {
         "encoding": {
          "y": {
           "field": "最大値",
           "type": "quantitative"
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         },
         "mark": {
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          "size": 15,
          "type": "tick"
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        }
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       "width": 600
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"
     },
     "execution_count": 4,
     "metadata": {
      "application/vnd.teradata.resultset": ""
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%chart spec=Documents/scr/boxplot_vegalite_verti.json"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1945c7a-f6e8-4260-9f86-2a584b923129",
   "metadata": {},
   "source": [
    "#### 色分けする"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2605f3b3-15b2-4e98-b853-766db995f647",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
       "data": {
        "format": {
         "type": "csv"
        },
        "values": "色,変数名,最小値,第1四分位,第2四分位,第3四分位,最大値,平均値\r\na,変数1,4,6,19,20,33,16.6\r\nb,変数2,4,7,17,25,29,16.8\r\na,変数3,3,10,12,24,28,15.8\r\nb,変数4,3,6,16,26,28,16.2\r\na,変数5,1,6,15,23,29,15.4\r\nb,変数6,5,10,16,22,30,17.4\r\na,変数7,1,9,15,23,33,16\r\nb,変数8,1,10,19,22,31,16.6\r\na,変数9,2,7,19,20,29,15.4\r\n"
       },
       "encoding": {
        "y": {
         "field": "変数名",
         "type": "nominal"
        }
       },
       "height": 400,
       "layer": [
        {
         "encoding": {
          "x": {
           "field": "最小値",
           "title": "値 (黒:平均値 | 白:中央値)",
           "type": "quantitative"
          },
          "x2": {
           "field": "最大値",
           "type": "quantitative"
          }
         },
         "mark": {
          "color": "#a9a9a9",
          "strokeWidth": 5,
          "type": "rule"
         }
        },
        {
         "encoding": {
          "color": {
           "field": "色",
           "legend": null,
           "scale": {
            "range": [
             "#FF6161",
             "#EB6E19"
            ]
           },
           "type": "nominal"
          },
          "x": {
           "field": "第1四分位",
           "type": "quantitative"
          },
          "x2": {
           "field": "第3四分位"
          }
         },
         "mark": {
          "opacity": 0.5,
          "size": 30,
          "type": "bar"
         }
        },
        {
         "encoding": {
          "x": {
           "field": "第2四分位",
           "type": "quantitative"
          }
         },
         "mark": {
          "color": "white",
          "size": 25,
          "type": "tick"
         }
        },
        {
         "encoding": {
          "x": {
           "field": "平均値",
           "type": "quantitative"
          }
         },
         "mark": {
          "color": "black",
          "size": 25,
          "type": "tick"
         }
        },
        {
         "encoding": {
          "x": {
           "field": "最小値",
           "type": "quantitative"
          }
         },
         "mark": {
          "color": "grey",
          "size": 15,
          "type": "tick"
         }
        },
        {
         "encoding": {
          "x": {
           "field": "最大値",
           "type": "quantitative"
          }
         },
         "mark": {
          "color": "grey",
          "size": 15,
          "type": "tick"
         }
        }
       ],
       "width": 600
      },
      "image/png": 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"
     },
     "execution_count": 7,
     "metadata": {
      "application/vnd.teradata.resultset": ""
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%chart spec=Documents/scr/boxplot_vegalite_color.json"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Teradata SQL",
   "language": "Teradata SQL",
   "name": "teradatasql"
  },
  "language_info": {
   "codemirror_mode": "Teradata SQL",
   "file_extension": ".tdrs",
   "mimetype": "application/vnd.teradata.resultset",
   "name": "Teradata SQL",
   "nbconvert_exporter": "",
   "pygments_lexer": "",
   "version": "16.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}