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Original file line number	Diff line number	Diff line change
`@@ -129,7 +129,7 @@ img = data.astronaut()`
`129`	`129`	`# Increase contrast by clipping the data range between 50 and 200`
`130`	`130`	`fig= px.imshow(img,zmin=50,zmax=200)`
`131`	`131`	`# We customize the hovertemplate to show both the data and the color values`
`132`		`-# See https://plot.ly/python/v3/hover-text-and-formatting/#hovertemplate`
	`132`	`+# See https://plot.ly/python/hover-text-and-formatting/#customize-tooltip-text-with-a-hovertemplate`
`133`	`133`	`fig.update_traces(hovertemplate="x: %{x} <br> y: %{y} <br> z: %{z} <br> color: %{color}")`
`134`	`134`	`fig.show()`
`135`	`135`	```
`@@ -176,7 +176,7 @@ from plotly.subplots import make_subplots`
`176`	`176`	`from skimageimport data`
`177`	`177`	`img= data.chelsea()`
`178`	`178`	`fig= make_subplots(1,2)`
`179`		`-# We use go.Image becauseat the momentpx functionsare not compatible with subplots`
	`179`	`+# We use go.Image becausesubplots require traces, whereaspx functionsreturn a figure`
`180`	`180`	`fig.add_trace(go.Image(z=img),1,1)`
`181`	`181`	`for channel, colorinenumerate(['red','green','blue']):`
`182`	`182`	`fig.add_trace(go.Histogram(x=img[..., channel].ravel(),opacity=0.5,`

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