问题描述
相关问题已经被问及之前例如
代码:
导入 plotly.graph_objects将 plotly.express 导入为 pxdf = px.data.gapminder().query("country=='Canada'")fig = px.line(df, x="year", y="lifeExp", title='加拿大的预期寿命')图.show()
运行
fig.show
现在将以 dict 的形式部分显示图形的结构:<绑定方法BaseFigure.show of Figure({'data': [{'hovertemplate': 'year=%{x}<br>lifeExp=%{y}<extra></extra>','传奇组':'','line': {'color': '#636efa', 'dash': 'solid'},'模式':'线条','名称': '','方向':'v','showlegend':错误,'类型':'分散','x': 数组([1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007],dtype=int64),'xaxis':'x','y': 数组([68.75 , 69.96 , 71.3 , 72.13 , 72.88 , 74.21 , 75.76 , 76.86 , 77.95 ,78.61, 79.77, 80.653]),'yaxis': 'y'}],'布局':{'图例':{'tracegroupgap':0},'模板': '...','title': {'text': '加拿大的预期寿命'},'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'year'}},'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'lifeExp'}}}})
但正如您自己看到的那样,缺少很多细节.那么如何进行更完整的人物自省呢?
解决方案从 4.10 版开始,plotly 开发者引入了他们谈论的很棒的
<块引用>fig.full_figure_for_development()
函数 这里.在那里你会看到:fig.full_figure_for_development()
函数将返回一个新的go.Figure
对象,预填充了您提供的相同值,以及所有Plotly.js 计算的默认值,让您了解更多信息关于哪些属性控制着你身材的每一个细节以及你如何可以自定义它们.此功能被命名为用于开发",因为没有必要用它来制作数字,但它确实可以方便您在研究如何构建人物时探索人物.因此,在问题中的示例的基础上,以下代码段将生成大约 180 行的输出,其中包含关于图形布局的这部分以及大量其他细节:
'margin': {'autoexpand': True, 'b': 80, 'l': 80, 'pad': 0, 'r': 80, 't': 100},'modebar': {'activecolor': 'rgba(68, 68, 68, 0.7)','bgcolor': 'rgba(255, 255, 255, 0.5)','颜色': 'rgba(68, 68, 68, 0.3)','方向':'h'},'newshape': {'drawdirection': '对角线','fillcolor': 'rgba(0,0,0,0)','fillrule': '偶数','层':'上面','line': {'color': '#444', 'dash': 'solid', 'width': 4},不透明度":1},'paper_bgcolor':'白色','plot_bgcolor': '#E5ECF6','分隔符': '.,','showlegend':错误,'尖峰距离':20,
您还可以在此处看到绘图的背景颜色为
'plot_bgcolor': '#E5ECF6'
.你可能知道你可以设置背景颜色,例如'grey'
使用fig.update_layout(plot_bgcolor='grey')
.但是现在您也知道如何获取它了:# 在:fig.layout.plot_bgcolor# 出去:'#E5ECF6'
知道如何做到这一点,您就知道如何获取和设置情节图形的几乎所有属性.如果您使用
构建图形并不重要plotly.graph_objects
或plotly.express
Related questions have already been asked and before e.g.
- How can I search for the options for a particular property of a plotly figure?
- Plotly: How to inspect the basic figure structure (version 4)
But the answers to these questions have been limited by the fact that not all parameters have been available through Python, meaning that the real answers were buried somewhere in JavaScript. But for newer versions of plotly, how can you inspect and edit a plotly figure? How could you, for example, find out what the background color of a figure is? And then change it? From the second link above you can see that
fig.show
andprint(fig)
will reveal some details about the figure structure. But certainly not all of it. The code snippet below will produce the following plot:Plot:
Code:
import plotly.graph_objects as go import plotly.express as px df = px.data.gapminder().query("country=='Canada'") fig = px.line(df, x="year", y="lifeExp", title='Life expectancy in Canada') fig.show()
Running
fig.show
will now partly reveal the structure of the figure in the form of a dict:<bound method BaseFigure.show of Figure({ 'data': [{'hovertemplate': 'year=%{x}<br>lifeExp=%{y}<extra></extra>', 'legendgroup': '', 'line': {'color': '#636efa', 'dash': 'solid'}, 'mode': 'lines', 'name': '', 'orientation': 'v', 'showlegend': False, 'type': 'scatter', 'x': array([1952, 1957, 1962, 1967, 1972, 1977, 1982, 1987, 1992, 1997, 2002, 2007], dtype=int64), 'xaxis': 'x', 'y': array([68.75 , 69.96 , 71.3 , 72.13 , 72.88 , 74.21 , 75.76 , 76.86 , 77.95 , 78.61 , 79.77 , 80.653]), 'yaxis': 'y'}], 'layout': {'legend': {'tracegroupgap': 0}, 'template': '...', 'title': {'text': 'Life expectancy in Canada'}, 'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'year'}}, 'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'lifeExp'}}} })
But as you can see for yourself, there are a lot of details missing. So how can you peform a more complete figure introspection?
解决方案As of version 4.10, the plotly developers have introduced the awesome
fig.full_figure_for_development()
function which they talk about here. There you'll see that:fig.full_figure_for_development()
function will return a newgo.Figure
object, prepopulated with the same values you provided, as well as all the default values computed by Plotly.js, to allow you to learn more about what attributes control every detail of your figure and how you can customize them. This function is named "for development" because it’s not necessary to use it to produce figures, but it can be really handy to explore figures while you’re figuring out how to build them.So building on the example in the question, the following snippet will produce an output of about 180 lines containing, among a plethora of other details, this part about the figure layout:
'margin': {'autoexpand': True, 'b': 80, 'l': 80, 'pad': 0, 'r': 80, 't': 100}, 'modebar': {'activecolor': 'rgba(68, 68, 68, 0.7)', 'bgcolor': 'rgba(255, 255, 255, 0.5)', 'color': 'rgba(68, 68, 68, 0.3)', 'orientation': 'h'}, 'newshape': {'drawdirection': 'diagonal', 'fillcolor': 'rgba(0,0,0,0)', 'fillrule': 'evenodd', 'layer': 'above', 'line': {'color': '#444', 'dash': 'solid', 'width': 4}, 'opacity': 1}, 'paper_bgcolor': 'white', 'plot_bgcolor': '#E5ECF6', 'separators': '.,', 'showlegend': False, 'spikedistance': 20,
And there you can also see the background color of the plot as
'plot_bgcolor': '#E5ECF6'
. And you probably know that you can set the background color using to for example'grey'
usingfig.update_layout(plot_bgcolor='grey')
. But now you know how to get it as well:# In: fig.layout.plot_bgcolor # Out: '#E5ECF6'
And in knowing how to do this, you know how to get and set almost any attribute of a plotly figure. And it doesn't matter if you've built the figure using
plotly.graph_objects
orplotly.express
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