plotly / plotly/plotly.py

Aggregate hover data for internal nodes in hierarchical plots

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描述

Hierarchical plots constructed with px.treemap, px.icicle, and px.sunburst, aggregate data at internal nodes as follows:

  • values: sum of children,
  • color: values-weighted sum of children if df[color] is numeric, else "discrete aggregation",
  • hover_data: only supports "discrete aggregation",
    where for "discrete aggregation", the value of an internal node is mapped to that of its children if all its children have the same value, otherwise the aggregated value is set to "(?)".

Below is an example of a treemap with 2 quantities in hover data, one of which is numeric and could be aggregated at internal nodes, but instead all non-leaf nodes get a "(?)":

df = px.data.gapminder().query("year == 2007")
df["quantity_to_aggregate"] = np.random.random(df.shape[0])

fig = px.treemap(
    df,
    path=[px.Constant("world"), "continent", "country"],
    values="pop",
    color="lifeExp",
    hover_data=["iso_alpha", "quantity_to_aggregate"],
    color_continuous_scale="RdBu",
    color_continuous_midpoint=np.average(df["lifeExp"], weights=df["pop"]),
)
fig.update_layout(margin=dict(t=50, l=25, r=25, b=25))
fig.show()

Capture

Is it possible to aggregate numeric hover_data in hierarchical plots, perhaps as a sum initially, but potentially also giving the option to apply a different function?

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  4. 提交 Pull Request,并在描述里引用这个 Issue 编号。

调研方向

从 px.treemap、px.icicle 和 px.sunburst 所描述的层次图行为入手,使用提供的包含数值 hover_data 的 Gapminder 示例。确定当前如何聚合内部节点的 hover_data,以及如何公开一个聚合函数。完成标准是:数值 hover 字段在内部节点进行聚合,而离散字段保持现有行为,并支持所请求的选项。

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评估

技术栈
python
领域
data-visualization
Issue 类型
功能
难度
5/5
预计耗时
一周以上
活跃度
停滞
描述清晰度
基本清楚
新手友好度
25/100

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