AgentSkillsCN

report-visuals

以 PBIR 格式创建 Power BI 报表与可视化内容。适用于页面布局、图表、表格、切片器,以及各类视觉配置的定制化需求。

SKILL.md
--- frontmatter
name: report-visuals
description: "Creates Power BI reports and visuals in PBIR format. Use for pages, charts, tables, slicers, and visual configuration."

Report Visuals Skill

This skill helps create Power BI reports and visuals in PBIR (Power BI Report) format.

When to Use This Skill

  • Creating report pages with dimensions and layout
  • Adding visuals (charts, tables, cards, slicers)
  • Configuring visual queries (binding data to visuals)
  • Setting up filters, bookmarks, drill-through
  • Creating mobile layouts

PBIR Structure Overview

code
<ProjectName>.Report/
├── definition.pbir              # Report pointer file
├── report.json                  # Report configuration
├── StaticResources/            # Images and resources
│   └── RegisteredResources/
└── definition/
    ├── pages/
    │   ├── ReportSection1/
    │   │   └── page.json
    │   └── ReportSection2/
    │       └── page.json
    ├── bookmarks/
    └── ...

Report Configuration

report.json

json
{
  "$schema": "https://developer.microsoft.com/json-schemas/fabric/item/report/definition/report/1.0.0/schema.json",
  "themeCollection": {
    "baseTheme": {
      "name": "CY24SU06",
      "reportVersionAtImport": "5.55",
      "type": "SharedResources"
    }
  },
  "config": {
    "version": 5,
    "defaultDrillFilterOtherVisuals": true
  },
  "objects": {}
}

Page Structure

Basic Page

json
{
  "$schema": "https://developer.microsoft.com/json-schemas/fabric/item/report/definition/page/1.0.0/schema.json",
  "name": "ReportSection1a2b3c4d",
  "displayName": "Sales Overview",
  "displayOption": "FitToPage",
  "height": 720,
  "width": 1280,
  "visuals": [],
  "filters": [],
  "ordinal": 0
}

Page Properties

PropertyDescriptionValues
nameUnique identifierReportSection + GUID
displayNameUser-visible nameAny string
displayOptionSizing modeFitToPage, FitToWidth, ActualSize
heightPage height in pixels720 (standard), 1080 (tall)
widthPage width in pixels1280 (standard), 1920 (wide)
ordinalPage order0, 1, 2, ...

Page Sizes

SizeWidthHeightUse Case
16:91280720Standard dashboard
4:31280960Traditional reports
Letter8161056Print reports
CustomAnyAnySpecial layouts

Visual Structure

Common Visual Properties

Every visual has this structure:

json
{
  "name": "visual_unique_id",
  "position": {
    "x": 0,
    "y": 0,
    "width": 400,
    "height": 300,
    "z": 0,
    "tabOrder": 0
  },
  "visual": {
    "visualType": "columnChart",
    "query": { ... },
    "objects": { ... },
    "visualContainerObjects": { ... }
  }
}

Position Object

PropertyDescription
xLeft position in pixels
yTop position in pixels
widthVisual width in pixels
heightVisual height in pixels
zLayer order (higher = on top)
tabOrderKeyboard navigation order

Visual Types

Column Chart

json
{
  "name": "columnChart1",
  "position": {
    "x": 20,
    "y": 20,
    "width": 600,
    "height": 400,
    "z": 0,
    "tabOrder": 0
  },
  "visual": {
    "visualType": "columnChart",
    "query": {
      "queryState": {
        "Category": {
          "projections": [
            {
              "field": {
                "Column": {
                  "Expression": {
                    "SourceRef": { "Entity": "Products" }
                  },
                  "Property": "Category"
                }
              },
              "queryRef": "Products.Category",
              "active": true
            }
          ]
        },
        "Y": {
          "projections": [
            {
              "field": {
                "Measure": {
                  "Expression": {
                    "SourceRef": { "Entity": "Sales" }
                  },
                  "Property": "Total Sales"
                }
              },
              "queryRef": "Sales.Total Sales",
              "active": true
            }
          ]
        }
      }
    },
    "objects": {
      "categoryAxis": [{
        "properties": {
          "show": { "expr": { "Literal": { "Value": "true" } } }
        }
      }],
      "valueAxis": [{
        "properties": {
          "show": { "expr": { "Literal": { "Value": "true" } } }
        }
      }]
    }
  }
}

Bar Chart

json
{
  "name": "barChart1",
  "position": { "x": 20, "y": 20, "width": 500, "height": 350, "z": 0, "tabOrder": 0 },
  "visual": {
    "visualType": "barChart",
    "query": {
      "queryState": {
        "Category": {
          "projections": [{
            "field": {
              "Column": {
                "Expression": { "SourceRef": { "Entity": "Products" } },
                "Property": "Product Name"
              }
            },
            "queryRef": "Products.Product Name",
            "active": true
          }]
        },
        "Y": {
          "projections": [{
            "field": {
              "Measure": {
                "Expression": { "SourceRef": { "Entity": "Sales" } },
                "Property": "Total Sales"
              }
            },
            "queryRef": "Sales.Total Sales",
            "active": true
          }]
        }
      }
    }
  }
}

Line Chart

json
{
  "name": "lineChart1",
  "position": { "x": 20, "y": 20, "width": 600, "height": 400, "z": 0, "tabOrder": 0 },
  "visual": {
    "visualType": "lineChart",
    "query": {
      "queryState": {
        "Category": {
          "projections": [{
            "field": {
              "Column": {
                "Expression": { "SourceRef": { "Entity": "Date" } },
                "Property": "Month"
              }
            },
            "queryRef": "Date.Month",
            "active": true
          }]
        },
        "Y": {
          "projections": [{
            "field": {
              "Measure": {
                "Expression": { "SourceRef": { "Entity": "Sales" } },
                "Property": "Total Sales"
              }
            },
            "queryRef": "Sales.Total Sales",
            "active": true
          }]
        }
      }
    }
  }
}

Card (Single Value)

json
{
  "name": "card1",
  "position": { "x": 20, "y": 20, "width": 200, "height": 100, "z": 0, "tabOrder": 0 },
  "visual": {
    "visualType": "card",
    "query": {
      "queryState": {
        "Values": {
          "projections": [{
            "field": {
              "Measure": {
                "Expression": { "SourceRef": { "Entity": "Sales" } },
                "Property": "Total Sales"
              }
            },
            "queryRef": "Sales.Total Sales",
            "active": true
          }]
        }
      }
    },
    "objects": {
      "labels": [{
        "properties": {
          "fontSize": { "expr": { "Literal": { "Value": "28D" } } }
        }
      }]
    }
  }
}

Table

json
{
  "name": "table1",
  "position": { "x": 20, "y": 20, "width": 500, "height": 400, "z": 0, "tabOrder": 0 },
  "visual": {
    "visualType": "tableEx",
    "query": {
      "queryState": {
        "Values": {
          "projections": [
            {
              "field": {
                "Column": {
                  "Expression": { "SourceRef": { "Entity": "Products" } },
                  "Property": "Product Name"
                }
              },
              "queryRef": "Products.Product Name",
              "active": true
            },
            {
              "field": {
                "Measure": {
                  "Expression": { "SourceRef": { "Entity": "Sales" } },
                  "Property": "Total Sales"
                }
              },
              "queryRef": "Sales.Total Sales",
              "active": true
            },
            {
              "field": {
                "Measure": {
                  "Expression": { "SourceRef": { "Entity": "Sales" } },
                  "Property": "Total Quantity"
                }
              },
              "queryRef": "Sales.Total Quantity",
              "active": true
            }
          ]
        }
      }
    }
  }
}

Matrix

json
{
  "name": "matrix1",
  "position": { "x": 20, "y": 20, "width": 600, "height": 400, "z": 0, "tabOrder": 0 },
  "visual": {
    "visualType": "pivotTable",
    "query": {
      "queryState": {
        "Rows": {
          "projections": [{
            "field": {
              "Column": {
                "Expression": { "SourceRef": { "Entity": "Products" } },
                "Property": "Category"
              }
            },
            "queryRef": "Products.Category",
            "active": true
          }]
        },
        "Columns": {
          "projections": [{
            "field": {
              "Column": {
                "Expression": { "SourceRef": { "Entity": "Date" } },
                "Property": "Year"
              }
            },
            "queryRef": "Date.Year",
            "active": true
          }]
        },
        "Values": {
          "projections": [{
            "field": {
              "Measure": {
                "Expression": { "SourceRef": { "Entity": "Sales" } },
                "Property": "Total Sales"
              }
            },
            "queryRef": "Sales.Total Sales",
            "active": true
          }]
        }
      }
    }
  }
}

Slicer

json
{
  "name": "slicer1",
  "position": { "x": 20, "y": 20, "width": 200, "height": 300, "z": 0, "tabOrder": 0 },
  "visual": {
    "visualType": "slicer",
    "query": {
      "queryState": {
        "Values": {
          "projections": [{
            "field": {
              "Column": {
                "Expression": { "SourceRef": { "Entity": "Products" } },
                "Property": "Category"
              }
            },
            "queryRef": "Products.Category",
            "active": true
          }]
        }
      }
    },
    "objects": {
      "general": [{
        "properties": {
          "orientation": { "expr": { "Literal": { "Value": "'Vertical'" } } }
        }
      }],
      "selection": [{
        "properties": {
          "selectAllCheckboxEnabled": { "expr": { "Literal": { "Value": "true" } } },
          "singleSelect": { "expr": { "Literal": { "Value": "false" } } }
        }
      }]
    }
  }
}

Date Slicer

json
{
  "name": "dateSlicer1",
  "position": { "x": 20, "y": 20, "width": 300, "height": 80, "z": 0, "tabOrder": 0 },
  "visual": {
    "visualType": "slicer",
    "query": {
      "queryState": {
        "Values": {
          "projections": [{
            "field": {
              "Column": {
                "Expression": { "SourceRef": { "Entity": "Date" } },
                "Property": "Date"
              }
            },
            "queryRef": "Date.Date",
            "active": true
          }]
        }
      }
    },
    "objects": {
      "general": [{
        "properties": {
          "orientation": { "expr": { "Literal": { "Value": "'Horizontal'" } } }
        }
      }],
      "data": [{
        "properties": {
          "mode": { "expr": { "Literal": { "Value": "'Between'" } } }
        }
      }]
    }
  }
}

Semantic Query Format

The query object binds visuals to data. Key concepts:

Field Reference

json
{
  "field": {
    "Column": {
      "Expression": { "SourceRef": { "Entity": "TableName" } },
      "Property": "ColumnName"
    }
  }
}

Measure Reference

json
{
  "field": {
    "Measure": {
      "Expression": { "SourceRef": { "Entity": "TableName" } },
      "Property": "MeasureName"
    }
  }
}

Query Buckets

BucketUsed ByPurpose
CategoryChartsX-axis grouping
YChartsY-axis values
SeriesChartsLegend grouping
ValuesCards, TablesData fields
RowsMatrixRow headers
ColumnsMatrixColumn headers
TooltipsAllHover information

Filters

Visual-Level Filter

json
{
  "name": "Filter123",
  "expression": {
    "Column": {
      "Expression": { "SourceRef": { "Entity": "Products" } },
      "Property": "Category"
    }
  },
  "type": "Categorical",
  "filter": {
    "Version": 2,
    "From": [{"Name": "p", "Entity": "Products", "Type": 0}],
    "Where": [{
      "Condition": {
        "In": {
          "Expressions": [{"Column": {"Expression": {"SourceRef": {"Source": "p"}}, "Property": "Category"}}],
          "Values": [[{"Literal": {"Value": "'Electronics'"}}]]
        }
      }
    }]
  }
}

Page-Level Filter

Add to the page's filters array using the same structure.

Conditional Formatting

Data Bars

json
{
  "objects": {
    "values": [{
      "properties": {
        "backColor": {
          "solid": { "color": { "expr": { "Literal": { "Value": "'#E8E8E8'" } } } }
        }
      }
    }]
  }
}

Color by Rules

json
{
  "properties": {
    "fontColor": {
      "expr": {
        "Conditional": {
          "Cases": [
            {
              "Condition": { "Comparison": { "Left": { "Measure": "..." }, "Right": { "Literal": { "Value": "0" } } } },
              "Value": { "Literal": { "Value": "'#FF0000'" } }
            }
          ],
          "Else": { "Literal": { "Value": "'#00FF00'" } }
        }
      }
    }
  }
}

Boundaries and Constraints

DO

  • Always validate JSON syntax before saving
  • Use unique name values for all visuals
  • Reference only existing tables and measures
  • Test visuals after creating page files
  • Keep visual positions within page bounds
  • Use z ordering for overlapping visuals

DO NOT

  • Never hardcode data values in visuals
  • Never reference non-existent measures
  • Never use duplicate visual names
  • Never exceed page width/height bounds
  • Never modify auto-generated IDs without testing

Workflow Integration

After creating visuals:

  1. Open in Power BI Desktop - Validate the report loads
  2. Check data binding - Verify visuals show correct data
  3. Test interactions - Confirm cross-filtering works
  4. Validate - Use the best-practices skill for quality checks

Common Issues

"Visual won't render"

  • Check JSON syntax (use JSON validator)
  • Verify all table/measure references exist
  • Ensure position is within page bounds

"No data displayed"

  • Verify queryRef matches the field path
  • Check that measures are defined in semantic model
  • Confirm table relationships exist

"Page won't load"

  • Validate page.json has required properties
  • Check $schema reference is correct
  • Ensure name follows expected format