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"(plotly:multiple-axes)=\n",
"# 多轴图\n",
"\n",
"参考：[Multiple Axes | Python | Plotly](https://plotly.com/python/multiple-axes/)\n",
"\n",
"```{important}\n",
"Plotly Express 不支持在单个图形上使用多个 Y 轴。要制作这样的图形，请使用 `make_subplot()` 函数与下图所述的图形对象结合使用。\n",
"```\n",
"\n",
"## 两个 Y 轴"
]
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"ticks": ""
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"baxis": {
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"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
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}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
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"yaxis": {
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"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
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"zerolinecolor": "white",
"zerolinewidth": 2
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},
"title": {
"text": "Double Y Axis Example"
},
"xaxis": {
"anchor": "y",
"domain": [
0,
0.94
],
"title": {
"text": "xaxis title"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
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"title": {
"text": "primary yaxis title"
}
},
"yaxis2": {
"anchor": "x",
"overlaying": "y",
"side": "right",
"title": {
"text": "secondary yaxis title"
}
}
}
},
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import plotly.graph_objects as go\n",
"from plotly.subplots import make_subplots\n",
"\n",
"go.FigureWidget();\n",
"\n",
"# Create figure with secondary y-axis\n",
"fig = make_subplots(specs=[[{\"secondary_y\": True}]])\n",
"\n",
"# Add traces\n",
"fig.add_trace(\n",
" go.Scatter(x=[1, 2, 3], y=[40, 50, 60], name=\"yaxis data\"),\n",
" secondary_y=False,\n",
")\n",
"\n",
"fig.add_trace(\n",
" go.Scatter(x=[2, 3, 4], y=[4, 5, 6], name=\"yaxis2 data\"),\n",
" secondary_y=True,\n",
")\n",
"\n",
"# Add figure title\n",
"fig.update_layout(\n",
" title_text=\"Double Y Axis Example\"\n",
")\n",
"\n",
"# Set x-axis title\n",
"fig.update_xaxes(title_text=\"xaxis title\")\n",
"\n",
"# Set y-axes titles\n",
"fig.update_yaxes(title_text=\"primary yaxis title\", secondary_y=False)\n",
"fig.update_yaxes(title_text=\"secondary yaxis title\", secondary_y=True)\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"id": "cc370d45",
"metadata": {},
"source": [
"## Dash 中的多个轴"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "25cbc2ca",
"metadata": {
"tags": [
"remove-input"
]
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import IFrame\n",
"snippet_url = 'https://dash-gallery.plotly.host/python-docs-dash-snippets/'\n",
"IFrame(snippet_url + 'multiple-axes', width='100%', height=630)"
]
},
{
"cell_type": "markdown",
"id": "22de97ec",
"metadata": {},
"source": [
"## 多轴子图"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "7dd201e2",
"metadata": {},
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1,
2,
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],
"xaxis": "x",
"y": [
2,
52,
62
],
"yaxis": "y"
},
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1,
2,
3
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"xaxis": "x",
"y": [
40,
50,
60
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"yaxis": "y2"
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"name": "yaxis3 data",
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1,
2,
3
],
"xaxis": "x2",
"y": [
2,
52,
62
],
"yaxis": "y3"
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"name": "yaxis4 data",
"type": "scatter",
"x": [
1,
2,
3
],
"xaxis": "x2",
"y": [
40,
50,
60
],
"yaxis": "y4"
},
{
"name": "yaxis5 data",
"type": "scatter",
"x": [
1,
2,
3
],
"xaxis": "x3",
"y": [
2,
52,
62
],
"yaxis": "y5"
},
{
"name": "yaxis6 data",
"type": "scatter",
"x": [
1,
2,
3
],
"xaxis": "x3",
"y": [
40,
50,
60
],
"yaxis": "y6"
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"name": "yaxis7 data",
"type": "scatter",
"x": [
1,
2,
3
],
"xaxis": "x4",
"y": [
2,
52,
62
],
"yaxis": "y7"
},
{
"name": "yaxis8 data",
"type": "scatter",
"x": [
1,
2,
3
],
"xaxis": "x4",
"y": [
40,
50,
60
],
"yaxis": "y8"
}
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"text/html": [
""
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},
"metadata": {},
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],
"source": [
"import plotly.graph_objects as go\n",
"from plotly.subplots import make_subplots\n",
"\n",
"fig = make_subplots(rows=2, cols=2,\n",
" specs=[[{\"secondary_y\": True}, {\"secondary_y\": True}],\n",
" [{\"secondary_y\": True}, {\"secondary_y\": True}]])\n",
"\n",
"# Top left\n",
"fig.add_trace(\n",
" go.Scatter(x=[1, 2, 3], y=[2, 52, 62], name=\"yaxis data\"),\n",
" row=1, col=1, secondary_y=False)\n",
"\n",
"fig.add_trace(\n",
" go.Scatter(x=[1, 2, 3], y=[40, 50, 60], name=\"yaxis2 data\"),\n",
" row=1, col=1, secondary_y=True,\n",
")\n",
"\n",
"# Top right\n",
"fig.add_trace(\n",
" go.Scatter(x=[1, 2, 3], y=[2, 52, 62], name=\"yaxis3 data\"),\n",
" row=1, col=2, secondary_y=False,\n",
")\n",
"\n",
"fig.add_trace(\n",
" go.Scatter(x=[1, 2, 3], y=[40, 50, 60], name=\"yaxis4 data\"),\n",
" row=1, col=2, secondary_y=True,\n",
")\n",
"\n",
"# Bottom left\n",
"fig.add_trace(\n",
" go.Scatter(x=[1, 2, 3], y=[2, 52, 62], name=\"yaxis5 data\"),\n",
" row=2, col=1, secondary_y=False,\n",
")\n",
"\n",
"fig.add_trace(\n",
" go.Scatter(x=[1, 2, 3], y=[40, 50, 60], name=\"yaxis6 data\"),\n",
" row=2, col=1, secondary_y=True,\n",
")\n",
"\n",
"# Bottom right\n",
"fig.add_trace(\n",
" go.Scatter(x=[1, 2, 3], y=[2, 52, 62], name=\"yaxis7 data\"),\n",
" row=2, col=2, secondary_y=False,\n",
")\n",
"\n",
"fig.add_trace(\n",
" go.Scatter(x=[1, 2, 3], y=[40, 50, 60], name=\"yaxis8 data\"),\n",
" row=2, col=2, secondary_y=True,\n",
")\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"id": "85e78577",
"metadata": {},
"source": [
"## 多轴\n",
"\n",
"用于创建具有多个轴的图形的低级 API"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e54d04bd",
"metadata": {},
"outputs": [
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2,
3
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2,
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4
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"y": [
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50,
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"yaxis": "y2"
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"x": [
4,
5,
6
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"y": [
40000,
50000,
60000
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"yaxis": "y3"
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"x": [
5,
6,
7
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"y": [
400000,
500000,
600000
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"scene": {
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"linecolor": "white",
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"yaxis": {
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"gridwidth": 2,
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"zaxis": {
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"gridwidth": 2,
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"showbackground": true,
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"zerolinecolor": "white"
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"shapedefaults": {
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"ternary": {
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"baxis": {
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"bgcolor": "#E5ECF6",
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}
},
"title": {
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"width": 800,
"xaxis": {
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0.3,
0.7
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"yaxis": {
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"tickfont": {
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"title": {
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"side": "right",
"tickfont": {
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"title": {
"font": {
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"text": "yaxis4 title"
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"import plotly.graph_objects as go\n",
"\n",
"fig = go.Figure()\n",
"\n",
"fig.add_trace(go.Scatter(\n",
" x=[1, 2, 3],\n",
" y=[4, 5, 6],\n",
" name=\"yaxis1 data\"\n",
"))\n",
"\n",
"\n",
"fig.add_trace(go.Scatter(\n",
" x=[2, 3, 4],\n",
" y=[40, 50, 60],\n",
" name=\"yaxis2 data\",\n",
" yaxis=\"y2\"\n",
"))\n",
"\n",
"fig.add_trace(go.Scatter(\n",
" x=[4, 5, 6],\n",
" y=[40000, 50000, 60000],\n",
" name=\"yaxis3 data\",\n",
" yaxis=\"y3\"\n",
"))\n",
"\n",
"fig.add_trace(go.Scatter(\n",
" x=[5, 6, 7],\n",
" y=[400000, 500000, 600000],\n",
" name=\"yaxis4 data\",\n",
" yaxis=\"y4\"\n",
"))\n",
"\n",
"\n",
"# Create axis objects\n",
"fig.update_layout(\n",
" xaxis=dict(\n",
" domain=[0.3, 0.7]\n",
" ),\n",
" yaxis=dict(\n",
" title=\"yaxis title\",\n",
" titlefont=dict(\n",
" color=\"#1f77b4\"\n",
" ),\n",
" tickfont=dict(\n",
" color=\"#1f77b4\"\n",
" )\n",
" ),\n",
" yaxis2=dict(\n",
" title=\"yaxis2 title\",\n",
" titlefont=dict(\n",
" color=\"#ff7f0e\"\n",
" ),\n",
" tickfont=dict(\n",
" color=\"#ff7f0e\"\n",
" ),\n",
" anchor=\"free\",\n",
" overlaying=\"y\",\n",
" side=\"left\",\n",
" position=0.15\n",
" ),\n",
" yaxis3=dict(\n",
" title=\"yaxis3 title\",\n",
" titlefont=dict(\n",
" color=\"#d62728\"\n",
" ),\n",
" tickfont=dict(\n",
" color=\"#d62728\"\n",
" ),\n",
" anchor=\"x\",\n",
" overlaying=\"y\",\n",
" side=\"right\"\n",
" ),\n",
" yaxis4=dict(\n",
" title=\"yaxis4 title\",\n",
" titlefont=dict(\n",
" color=\"#9467bd\"\n",
" ),\n",
" tickfont=dict(\n",
" color=\"#9467bd\"\n",
" ),\n",
" anchor=\"free\",\n",
" overlaying=\"y\",\n",
" side=\"right\",\n",
" position=0.85\n",
" )\n",
")\n",
"\n",
"# Update layout properties\n",
"fig.update_layout(\n",
" title_text=\"multiple y-axes example\",\n",
" width=800,\n",
")\n",
"\n",
"fig.show()"
]
}
],
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