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.. _markers:

Markers

In Toyplot, markers are used to show the individual datums in scatterplots:





In [1]:



    


import numpy
import toyplot



    











In [2]:



    


y = numpy.linspace(0, 1, 20) ** 2
toyplot.scatterplot(y, width=300);



    


















    







{"x": [{"domain": {"max": 20.0, "min": 0}, "range": {"max": 240.0, "min": 60}, "scale": "linear"}], "y": [{"domain": {"max": 1.0, "min": 0.0}, "range": {"max": 240.0, "min": 60}, "scale": "linear"}]}{"data": [[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [0.0, 0.0027700831024930744, 0.011080332409972297, 0.02493074792243767, 0.04432132963988919, 0.06925207756232686, 0.09972299168975068, 0.13573407202216065, 0.17728531855955676, 0.22437673130193903, 0.27700831024930744, 0.33518005540166207, 0.39889196675900274, 0.4681440443213295, 0.5429362880886426, 0.6232686980609419, 0.709141274238227, 0.8005540166204984, 0.8975069252077561, 1.0], ["o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o"], [20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], "names": ["x", "y0", "marker0", "size0", "fill0:red", "fill0:green", "fill0:blue", "fill0:alpha", "stroke0:red", "stroke0:green", "stroke0:blue", "stroke0:alpha", "opacity0"]}051015200.00.51.0

Markers can also be added to regular plots to highlight the datums (they are turned-off by default):





In [3]:



    


canvas = toyplot.Canvas(600, 300)
canvas.axes(grid=(1, 2, 0)).plot(y)
canvas.axes(grid=(1, 2, 1)).plot(y, marker="o");



    


















    







{"x": [{"domain": {"max": 20.0, "min": 0}, "range": {"max": 240.0, "min": 60.0}, "scale": "linear"}], "y": [{"domain": {"max": 1.0, "min": 0.0}, "range": {"max": 240.0, "min": 60.0}, "scale": "linear"}]}{"data": [[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [0.0, 0.0027700831024930744, 0.011080332409972297, 0.02493074792243767, 0.04432132963988919, 0.06925207756232686, 0.09972299168975068, 0.13573407202216065, 0.17728531855955676, 0.22437673130193903, 0.27700831024930744, 0.33518005540166207, 0.39889196675900274, 0.4681440443213295, 0.5429362880886426, 0.6232686980609419, 0.709141274238227, 0.8005540166204984, 0.8975069252077561, 1.0], [null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null], [20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], "names": ["x", "y0", "marker0", "size0", "fill0:red", "fill0:green", "fill0:blue", "fill0:alpha", "stroke0:red", "stroke0:green", "stroke0:blue", "stroke0:alpha", "opacity0"]}051015200.00.51.0{"x": [{"domain": {"max": 20.0, "min": 0}, "range": {"max": 540.0, "min": 360.0}, "scale": "linear"}], "y": [{"domain": {"max": 1.0, "min": 0.0}, "range": {"max": 240.0, "min": 60.0}, "scale": "linear"}]}{"data": [[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [0.0, 0.0027700831024930744, 0.011080332409972297, 0.02493074792243767, 0.04432132963988919, 0.06925207756232686, 0.09972299168975068, 0.13573407202216065, 0.17728531855955676, 0.22437673130193903, 0.27700831024930744, 0.33518005540166207, 0.39889196675900274, 0.4681440443213295, 0.5429362880886426, 0.6232686980609419, 0.709141274238227, 0.8005540166204984, 0.8975069252077561, 1.0], ["o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o"], [20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0, 20.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], "names": ["x", "y0", "marker0", "size0", "fill0:red", "fill0:green", "fill0:blue", "fill0:alpha", "stroke0:red", "stroke0:green", "stroke0:blue", "stroke0:alpha", "opacity0"]}051015200.00.51.0

You can use the size argument to control the size of the markers (note that the size argument is treated as an approximation of the area of the marker):





In [4]:



    


canvas = toyplot.Canvas(600, 300)
canvas.axes(grid=(1, 2, 0)).plot(y, marker="o", size=40)
canvas.axes(grid=(1, 2, 1)).plot(y, marker="o", size=100);



    


















    







{"x": [{"domain": {"max": 20.0, "min": 0}, "range": {"max": 240.0, "min": 60.0}, "scale": "linear"}], "y": [{"domain": {"max": 1.0, "min": 0.0}, "range": {"max": 240.0, "min": 60.0}, "scale": "linear"}]}{"data": [[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [0.0, 0.0027700831024930744, 0.011080332409972297, 0.02493074792243767, 0.04432132963988919, 0.06925207756232686, 0.09972299168975068, 0.13573407202216065, 0.17728531855955676, 0.22437673130193903, 0.27700831024930744, 0.33518005540166207, 0.39889196675900274, 0.4681440443213295, 0.5429362880886426, 0.6232686980609419, 0.709141274238227, 0.8005540166204984, 0.8975069252077561, 1.0], ["o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o"], [40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0, 40.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], 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1.0, 1.0, 1.0, 1.0]], "names": ["x", "y0", "marker0", "size0", "fill0:red", "fill0:green", "fill0:blue", "fill0:alpha", "stroke0:red", "stroke0:green", "stroke0:blue", "stroke0:alpha", "opacity0"]}051015200.00.51.0{"x": [{"domain": {"max": 20.0, "min": 0}, "range": {"max": 540.0, "min": 360.0}, "scale": "linear"}], "y": [{"domain": {"max": 1.0, "min": 0.0}, "range": {"max": 240.0, "min": 60.0}, "scale": "linear"}]}{"data": [[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [0.0, 0.0027700831024930744, 0.011080332409972297, 0.02493074792243767, 0.04432132963988919, 0.06925207756232686, 0.09972299168975068, 0.13573407202216065, 0.17728531855955676, 0.22437673130193903, 0.27700831024930744, 0.33518005540166207, 0.39889196675900274, 0.4681440443213295, 0.5429362880886426, 0.6232686980609419, 0.709141274238227, 0.8005540166204984, 0.8975069252077561, 1.0], ["o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o"], [100.0, 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0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], "names": ["x", "y0", "marker0", "size0", "fill0:red", "fill0:green", "fill0:blue", "fill0:alpha", "stroke0:red", "stroke0:green", "stroke0:blue", "stroke0:alpha", "opacity0"]}051015200.00.51.0

By default, the markers are small circles, but there are many alternatives:





In [5]:



    


canvas = toyplot.Canvas(600, 300)
canvas.axes(grid=(1, 2, 0)).scatterplot(y, marker="x", size=100)
canvas.axes(grid=(1, 2, 1)).scatterplot(y, marker="^", size=100, mstyle={"stroke":toyplot.color.near_black});



    


















    







{"x": [{"domain": {"max": 20.0, "min": 0}, "range": {"max": 240.0, "min": 60.0}, "scale": "linear"}], "y": [{"domain": {"max": 1.0, "min": 0.0}, "range": {"max": 240.0, "min": 60.0}, "scale": "linear"}]}{"data": [[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [0.0, 0.0027700831024930744, 0.011080332409972297, 0.02493074792243767, 0.04432132963988919, 0.06925207756232686, 0.09972299168975068, 0.13573407202216065, 0.17728531855955676, 0.22437673130193903, 0.27700831024930744, 0.33518005540166207, 0.39889196675900274, 0.4681440443213295, 0.5429362880886426, 0.6232686980609419, 0.709141274238227, 0.8005540166204984, 0.8975069252077561, 1.0], ["x", "x", "x", "x", "x", "x", "x", "x", "x", "x", "x", "x", "x", "x", "x", "x", "x", "x", "x", "x"], [100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 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1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], "names": ["x", "y0", "marker0", "size0", "fill0:red", "fill0:green", "fill0:blue", "fill0:alpha", "stroke0:red", "stroke0:green", "stroke0:blue", "stroke0:alpha", "opacity0"]}051015200.00.51.0{"x": [{"domain": {"max": 20.0, "min": 0}, "range": {"max": 540.0, "min": 360.0}, "scale": "linear"}], "y": [{"domain": {"max": 1.0, "min": 0.0}, "range": {"max": 240.0, "min": 60.0}, "scale": "linear"}]}{"data": [[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [0.0, 0.0027700831024930744, 0.011080332409972297, 0.02493074792243767, 0.04432132963988919, 0.06925207756232686, 0.09972299168975068, 0.13573407202216065, 0.17728531855955676, 0.22437673130193903, 0.27700831024930744, 0.33518005540166207, 0.39889196675900274, 0.4681440443213295, 0.5429362880886426, 0.6232686980609419, 0.709141274238227, 0.8005540166204984, 0.8975069252077561, 1.0], ["^", "^", "^", "^", "^", "^", "^", "^", "^", "^", "^", "^", "^", "^", "^", "^", "^", "^", "^", "^"], [100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], "names": ["x", "y0", "marker0", "size0", "fill0:red", "fill0:green", "fill0:blue", "fill0:alpha", "stroke0:red", "stroke0:green", "stroke0:blue", "stroke0:alpha", "opacity0"]}051015200.00.51.0

Note the use of the mstyle argument to override the appearance of the marker in the second example. For line plots, this allows you to style the lines and the markers separately:





In [6]:



    


canvas = toyplot.Canvas(600, 300)
canvas.axes(grid=(1, 2, 0)).plot(y, marker="o", size=50, style={"stroke":"darkgreen"})
canvas.axes(grid=(1, 2, 1)).plot(y, marker="o", size=50, mstyle={"stroke":"darkgreen"});



    


















    







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1.0, 1.0, 1.0, 1.0]], "names": ["x", "y0", "marker0", "size0", "fill0:red", "fill0:green", "fill0:blue", "fill0:alpha", "stroke0:red", "stroke0:green", "stroke0:blue", "stroke0:alpha", "opacity0"]}051015200.00.51.0{"x": [{"domain": {"max": 20.0, "min": 0}, "range": {"max": 540.0, "min": 360.0}, "scale": "linear"}], "y": [{"domain": {"max": 1.0, "min": 0.0}, "range": {"max": 240.0, "min": 60.0}, "scale": "linear"}]}{"data": [[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [0.0, 0.0027700831024930744, 0.011080332409972297, 0.02493074792243767, 0.04432132963988919, 0.06925207756232686, 0.09972299168975068, 0.13573407202216065, 0.17728531855955676, 0.22437673130193903, 0.27700831024930744, 0.33518005540166207, 0.39889196675900274, 0.4681440443213295, 0.5429362880886426, 0.6232686980609419, 0.709141274238227, 0.8005540166204984, 0.8975069252077561, 1.0], ["o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o", "o"], [50.0, 50.0, 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0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], "names": ["x", "y0", "marker0", "size0", "fill0:red", "fill0:green", "fill0:blue", "fill0:alpha", "stroke0:red", "stroke0:green", "stroke0:blue", "stroke0:alpha", "opacity0"]}051015200.00.51.0

So far, we've been using string codes to specify different marker shapes. Here is every builtin marker shape in Toyplot, with their string codes:





In [7]:



    


markers = [None, "","|","-","+","x","*","^",">","v","<","s","d","o","oo","o|","o-","o+","ox","o*"]
labels = [repr(marker) for marker in markers]
mstyle = {"stroke":toyplot.color.near_black, "fill":"#feb"}

canvas = toyplot.Canvas(800, 150)
axes = canvas.axes(xmin=-1, show=False)
axes.scatterplot(numpy.repeat(0, len(markers)), marker=markers, mstyle=mstyle, size=200)
axes.text(numpy.arange(len(markers)), numpy.repeat(-0.5, len(markers)), text=labels, fill=toyplot.color.near_black, style={"font-size":"16px"});



    


















    







{"x": [{"domain": {"max": 19.894117647058824, "min": -1}, "range": {"max": 740.0, "min": 60}, "scale": "linear"}], "y": [{"domain": {"max": 0.0, "min": -0.6333333333333333}, "range": {"max": 90.0, "min": 60}, "scale": "linear"}]}{"data": [[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], [null, "", "|", "-", "+", "x", "*", "^", ">", "v", "<", "s", "d", "o", "oo", "o|", "o-", "o+", "ox", "o*"], [200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0, 200.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], "names": ["x", "y0", "marker0", "size0", "fill0:red", "fill0:green", "fill0:blue", "fill0:alpha", "stroke0:red", "stroke0:green", "stroke0:blue", "stroke0:alpha", "opacity0"]}{"data": [[0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0, 13.0, 14.0, 15.0, 16.0, 17.0, 18.0, 19.0], [-0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5, -0.5], ["None", "''", "'|'", "'-'", "'+'", "'x'", "'*'", "'^'", "'>'", "'v'", "'<'", "'s'", "'d'", "'o'", "'oo'", "'o|'", "'o-'", "'o+'", "'ox'", "'o*'"], [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], ["#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724", "#292724"], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null], [0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902, 0.1607843137254902], [0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825, 0.15294117647058825], [0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353, 0.1411764705882353], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], "names": ["x", "y", "text", "angle", "fill", "opacity", "title", "toyplot:fill:red", "toyplot:fill:green", "toyplot:fill:blue", "toyplot:fill:alpha"]}None'''|''-''+''x''*''^''>''v''<''s''d''o''oo''o|''o-''o+''ox''o*'

There are several items worth noting - first, you can pass a sequence of marker codes to the marker argument, to specify markers on a per-series or per-datum basis. Second, you can pass an empty string or None to produce an invisible marker, if you need to hide a datum or declutter the display. Third, note that several of the marker shapes contain internal details that require a contrasting stroke and fill to be visible.

So far, we've been using the marker shape code to specify our markers, but this is actually a shortcut. A full marker specification takes the form of a Python dictionary:





In [8]:



    


canvas = toyplot.Canvas(600, 300)
canvas.axes(grid=(1, 2, 0)).scatterplot(y, marker={"shape":"|", "angle":45}, size=100)
canvas.axes(grid=(1, 2, 1)).scatterplot(y, marker={"shape":"o", "label":"A"}, size=200, mlstyle={"fill":"white"});



    


















    







{"x": [{"domain": {"max": 20.0, "min": 0}, "range": {"max": 240.0, "min": 60.0}, "scale": "linear"}], "y": [{"domain": {"max": 1.0, "min": 0.0}, "range": {"max": 240.0, "min": 60.0}, "scale": "linear"}]}{"data": [[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [0.0, 0.0027700831024930744, 0.011080332409972297, 0.02493074792243767, 0.04432132963988919, 0.06925207756232686, 0.09972299168975068, 0.13573407202216065, 0.17728531855955676, 0.22437673130193903, 0.27700831024930744, 0.33518005540166207, 0.39889196675900274, 0.4681440443213295, 0.5429362880886426, 0.6232686980609419, 0.709141274238227, 0.8005540166204984, 0.8975069252077561, 1.0], [{"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}, {"angle": 45, "shape": "|"}], [100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0, 100.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], "names": ["x", "y0", "marker0", "size0", "fill0:red", "fill0:green", "fill0:blue", "fill0:alpha", "stroke0:red", "stroke0:green", "stroke0:blue", "stroke0:alpha", "opacity0"]}051015200.00.51.0{"x": [{"domain": {"max": 20.0, "min": 0}, "range": {"max": 540.0, "min": 360.0}, "scale": "linear"}], "y": [{"domain": {"max": 1.0, "min": 0.0}, "range": {"max": 240.0, "min": 60.0}, "scale": "linear"}]}{"data": [[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [0.0, 0.0027700831024930744, 0.011080332409972297, 0.02493074792243767, 0.04432132963988919, 0.06925207756232686, 0.09972299168975068, 0.13573407202216065, 0.17728531855955676, 0.22437673130193903, 0.27700831024930744, 0.33518005540166207, 0.39889196675900274, 0.4681440443213295, 0.5429362880886426, 0.6232686980609419, 0.709141274238227, 0.8005540166204984, 0.8975069252077561, 1.0], [{"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}, {"label": "A", "shape": "o"}], [200.0, 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0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4, 0.4], [0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902, 0.7607843137254902], [0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118, 0.6470588235294118], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], "names": ["x", "y0", "marker0", "size0", "fill0:red", "fill0:green", "fill0:blue", "fill0:alpha", "stroke0:red", "stroke0:green", "stroke0:blue", "stroke0:alpha", "opacity0"]}AAAAAAAAAAAAAAAAAAAA051015200.00.51.0

Using the full marker specification allows you to control additional parameters such as the marker angle and label. Also note the mlstyle argument which controls the style of the marker label, independently of the marker itself.

You can also use custom marker shapes, specifying the shape as an SVG path:





In [9]:



    


custom_marker = {"shape":"path", "path":"m -165 45 c 8.483 6.576 17.276 11.581 26.38 15.013 c 9.101 3.431 18.562 5.146 28.381 5.146 c 9.723 0 17.801 -1.595 24.235 -4.789 c 6.434 -3.192 11.271 -7.887 14.513 -14.084 c 3.239 -6.194 4.861 -13.868 4.861 -23.02 h 6.72 c 0.19 2.384 0.286 5.054 0.286 8.007 c 0 15.92 -6.244 27.405 -18.73 34.458 c 12.01 -2.002 22.852 -4.74 32.528 -8.222 c 9.673 -3.478 20.231 -8.458 31.669 -14.94 l 4.003 7.148 c -13.346 8.389 -28.359 15.109 -45.038 20.16 c -16.682 5.054 -32.123 7.578 -46.325 7.578 c -13.44 0 -26.451 -2.12 -39.033 -6.363 c -12.583 -4.24 -22.877 -9.937 -30.884 -17.086 c -2.766 -2.667 -4.146 -5.098 -4.146 -7.291 c 0 -1.238 0.476 -2.335 1.43 -3.289 c 0.952 -0.951 2.048 -1.43 3.289 -1.43 c 1.236 0.000995874 3.191 1.002 5.861 3.004 Z m 140.262 -81.355 c 8.579 0 12.868 4.195 12.868 12.582 c 0 7.055 -2.288 13.654 -6.863 19.802 c -4.575 6.148 -10.701 11.059 -18.373 14.727 c -7.674 3.671 -15.942 5.505 -24.807 5.505 c -9.343 0 -17.943 -1.881 -25.808 -5.647 c -7.864 -3.765 -14.083 -8.815 -18.659 -15.156 c -4.575 -6.338 -6.863 -13.176 -6.863 -20.517 c 0 -3.908 1.048 -6.767 3.146 -8.579 c 2.096 -1.81 5.48 -2.716 10.151 -2.716 h 75.208 Z m -30.741 -8.00601 c -2.766 0 -4.839 -0.451 -6.219 -1.358 c -1.383 -0.905 -2.359 -2.549 -2.931 -4.933 c -0.572 -2.381 -0.858 -5.623 -0.858 -9.723 c 0 -6.863 1.477 -14.963 4.432 -24.306 c 0.19 -1.238 0.286 -2.049 0.286 -2.431 c 0 -0.952 -0.382 -1.43 -1.144 -1.43 c -0.857 0 -1.955 0.954 -3.288 2.859 c -5.815 8.579 -9.629 19.351 -11.438 32.313 c -0.478 3.528 -1.383 5.911 -2.717 7.149 c -1.336 1.24 -3.624 1.859 -6.863 1.859 h -11.724 c -4.29 0 -7.27 -0.69 -8.936 -2.073 c -1.669 -1.381 -2.502 -3.979 -2.502 -7.792 c 0 -5.147 1.573 -9.959 4.718 -14.441 c 2.096 -3.239 4.455 -6.005 7.078 -8.292 c 2.621 -2.288 7.696 -5.956 15.227 -11.009 c 4.669 -3.146 8.172 -5.885 10.509 -8.221 c 2.335 -2.335 4.169 -5.076 5.505 -8.221 c 0.858 -2.288 2.145 -3.432 3.86 -3.432 c 1.43 0 2.764 1.336 4.003 4.003 c 1.62 3.242 3.192 5.647 4.718 7.22 c 1.524 1.573 4.669 4.075 9.437 7.506 c 18.301 12.393 27.452 23.402 27.452 33.028 c 0 7.817 -4.576 11.724 -13.726 11.724 h -24.879 Z m 156.705 -2.57399 c 5.812 -8.007 12.152 -12.01 19.016 -12.01 c 2.953 0 5.719 0.764 8.293 2.288 c 2.574 1.526 4.598 3.503 6.076 5.934 c 1.477 2.431 2.217 4.933 2.217 7.506 c 0 4.576 1.381 6.863 4.146 6.863 c 1.43 0 3.479 -0.809 6.146 -2.431 c 3.336 -1.716 6.482 -2.574 9.438 -2.574 c 4.766 0 8.625 1.669 11.582 5.004 c 2.953 3.337 4.432 7.435 4.432 12.296 c 0 5.147 -1.383 8.985 -4.146 11.51 c -2.766 2.527 -7.148 4.028 -13.154 4.504 c -2.859 0.192 -4.695 0.525 -5.504 1.001 c -0.811 0.478 -1.215 1.526 -1.215 3.146 c 0 0.286 0.547 2.194 1.643 5.719 c 1.096 3.527 1.645 6.387 1.645 8.578 c 0 4.004 -1.5 7.245 -4.504 9.723 c -3.002 2.48 -6.887 3.718 -11.652 3.718 c -3.051 0 -8.006 -1.048 -14.869 -3.146 c -2.289 -0.762 -3.861 -1.144 -4.719 -1.144 c -1.43 0 -2.574 0.429 -3.432 1.286 c -0.857 0.858 -1.287 2.051 -1.287 3.575 c 0 1.336 0.715 3.527 2.145 6.576 c 1.145 2.288 1.717 4.433 1.717 6.435 c 0 3.623 -1.525 6.673 -4.576 9.15 c -3.051 2.479 -6.816 3.718 -11.295 3.718 c -3.051 0 -6.959 -1.001 -11.725 -3.003 c -3.812 -1.523 -6.244 -2.287 -7.291 -2.287 c -3.719 0 -5.576 2.812 -5.576 8.436 c 0 14.107 -9.057 21.16 -27.166 21.16 c -10.105 0 -19.588 -2.381 -28.453 -7.148 c -8.865 -4.766 -16.062 -11.39 -21.589 -19.874 c 10.867 -4.955 25.783 -13.916 44.751 -26.88 c 13.248 -8.673 24.043 -15.084 32.385 -19.23 c 8.34 -4.146 17.562 -7.601 27.666 -10.366 c 8.102 -2.381 19.396 -4.526 33.887 -6.434 c 1.047 0 1.572 -0.286 1.572 -0.858 c 0 -1.144 -3.527 -1.716 -10.58 -1.716 c -12.393 0 -25.164 1.908 -38.318 5.719 c -14.68 4.481 -30.883 12.203 -48.613 23.163 c -14.488 8.579 -24.258 14.347 -29.311 17.301 c -5.053 2.955 -8.244 4.789 -9.578 5.504 c -1.335 0.715 -4.099 2.026 -8.293 3.933 c -3.146 -7.625 -4.718 -15.632 -4.718 -24.021 c 0 -6.099 0.809 -11.914 2.431 -17.443 c 1.62 -5.527 3.812 -10.317 6.577 -14.37 c 2.763 -4.05 5.955 -7.196 9.58 -9.437 c 3.621 -2.238 7.48 -3.36 11.58 -3.36 c 4.098 0 8.008 1.669 11.725 5.004 c 2.953 2.766 5.193 4.146 6.721 4.146 c 3.621 0 5.67 -2.953 6.146 -8.864 c 1.811 -16.394 8.959 -24.592 21.447 -24.592 c 3.812 0 7.006 0.979 9.58 2.931 c 2.574 1.955 5.004 5.219 7.291 9.794 c 2.002 3.431 4.291 5.147 6.863 5.147 c 3.61802 -0.00100613 7.909 -3.19301 12.866 -9.58 Z"}
canvas, axes, mark = toyplot.scatterplot(0, 0, size=0.1, marker=custom_marker, color="#004712", width=400);
axes.hlines(0, style={"stroke-width":0.1})
axes.vlines(0, style={"stroke-width":0.1});



    


















    







{"x": [{"domain": {"max": 0.5, "min": -0.5}, "range": {"max": 340.0, "min": 60}, "scale": "linear"}], "y": [{"domain": {"max": 0.5, "min": -0.5}, "range": {"max": 340.0, "min": 60}, "scale": "linear"}]}{"data": [[0.0], [0.0], [{"path": "m -165 45 c 8.483 6.576 17.276 11.581 26.38 15.013 c 9.101 3.431 18.562 5.146 28.381 5.146 c 9.723 0 17.801 -1.595 24.235 -4.789 c 6.434 -3.192 11.271 -7.887 14.513 -14.084 c 3.239 -6.194 4.861 -13.868 4.861 -23.02 h 6.72 c 0.19 2.384 0.286 5.054 0.286 8.007 c 0 15.92 -6.244 27.405 -18.73 34.458 c 12.01 -2.002 22.852 -4.74 32.528 -8.222 c 9.673 -3.478 20.231 -8.458 31.669 -14.94 l 4.003 7.148 c -13.346 8.389 -28.359 15.109 -45.038 20.16 c -16.682 5.054 -32.123 7.578 -46.325 7.578 c -13.44 0 -26.451 -2.12 -39.033 -6.363 c -12.583 -4.24 -22.877 -9.937 -30.884 -17.086 c -2.766 -2.667 -4.146 -5.098 -4.146 -7.291 c 0 -1.238 0.476 -2.335 1.43 -3.289 c 0.952 -0.951 2.048 -1.43 3.289 -1.43 c 1.236 0.000995874 3.191 1.002 5.861 3.004 Z m 140.262 -81.355 c 8.579 0 12.868 4.195 12.868 12.582 c 0 7.055 -2.288 13.654 -6.863 19.802 c -4.575 6.148 -10.701 11.059 -18.373 14.727 c -7.674 3.671 -15.942 5.505 -24.807 5.505 c -9.343 0 -17.943 -1.881 -25.808 -5.647 c -7.864 -3.765 -14.083 -8.815 -18.659 -15.156 c -4.575 -6.338 -6.863 -13.176 -6.863 -20.517 c 0 -3.908 1.048 -6.767 3.146 -8.579 c 2.096 -1.81 5.48 -2.716 10.151 -2.716 h 75.208 Z m -30.741 -8.00601 c -2.766 0 -4.839 -0.451 -6.219 -1.358 c -1.383 -0.905 -2.359 -2.549 -2.931 -4.933 c -0.572 -2.381 -0.858 -5.623 -0.858 -9.723 c 0 -6.863 1.477 -14.963 4.432 -24.306 c 0.19 -1.238 0.286 -2.049 0.286 -2.431 c 0 -0.952 -0.382 -1.43 -1.144 -1.43 c -0.857 0 -1.955 0.954 -3.288 2.859 c -5.815 8.579 -9.629 19.351 -11.438 32.313 c -0.478 3.528 -1.383 5.911 -2.717 7.149 c -1.336 1.24 -3.624 1.859 -6.863 1.859 h -11.724 c -4.29 0 -7.27 -0.69 -8.936 -2.073 c -1.669 -1.381 -2.502 -3.979 -2.502 -7.792 c 0 -5.147 1.573 -9.959 4.718 -14.441 c 2.096 -3.239 4.455 -6.005 7.078 -8.292 c 2.621 -2.288 7.696 -5.956 15.227 -11.009 c 4.669 -3.146 8.172 -5.885 10.509 -8.221 c 2.335 -2.335 4.169 -5.076 5.505 -8.221 c 0.858 -2.288 2.145 -3.432 3.86 -3.432 c 1.43 0 2.764 1.336 4.003 4.003 c 1.62 3.242 3.192 5.647 4.718 7.22 c 1.524 1.573 4.669 4.075 9.437 7.506 c 18.301 12.393 27.452 23.402 27.452 33.028 c 0 7.817 -4.576 11.724 -13.726 11.724 h -24.879 Z m 156.705 -2.57399 c 5.812 -8.007 12.152 -12.01 19.016 -12.01 c 2.953 0 5.719 0.764 8.293 2.288 c 2.574 1.526 4.598 3.503 6.076 5.934 c 1.477 2.431 2.217 4.933 2.217 7.506 c 0 4.576 1.381 6.863 4.146 6.863 c 1.43 0 3.479 -0.809 6.146 -2.431 c 3.336 -1.716 6.482 -2.574 9.438 -2.574 c 4.766 0 8.625 1.669 11.582 5.004 c 2.953 3.337 4.432 7.435 4.432 12.296 c 0 5.147 -1.383 8.985 -4.146 11.51 c -2.766 2.527 -7.148 4.028 -13.154 4.504 c -2.859 0.192 -4.695 0.525 -5.504 1.001 c -0.811 0.478 -1.215 1.526 -1.215 3.146 c 0 0.286 0.547 2.194 1.643 5.719 c 1.096 3.527 1.645 6.387 1.645 8.578 c 0 4.004 -1.5 7.245 -4.504 9.723 c -3.002 2.48 -6.887 3.718 -11.652 3.718 c -3.051 0 -8.006 -1.048 -14.869 -3.146 c -2.289 -0.762 -3.861 -1.144 -4.719 -1.144 c -1.43 0 -2.574 0.429 -3.432 1.286 c -0.857 0.858 -1.287 2.051 -1.287 3.575 c 0 1.336 0.715 3.527 2.145 6.576 c 1.145 2.288 1.717 4.433 1.717 6.435 c 0 3.623 -1.525 6.673 -4.576 9.15 c -3.051 2.479 -6.816 3.718 -11.295 3.718 c -3.051 0 -6.959 -1.001 -11.725 -3.003 c -3.812 -1.523 -6.244 -2.287 -7.291 -2.287 c -3.719 0 -5.576 2.812 -5.576 8.436 c 0 14.107 -9.057 21.16 -27.166 21.16 c -10.105 0 -19.588 -2.381 -28.453 -7.148 c -8.865 -4.766 -16.062 -11.39 -21.589 -19.874 c 10.867 -4.955 25.783 -13.916 44.751 -26.88 c 13.248 -8.673 24.043 -15.084 32.385 -19.23 c 8.34 -4.146 17.562 -7.601 27.666 -10.366 c 8.102 -2.381 19.396 -4.526 33.887 -6.434 c 1.047 0 1.572 -0.286 1.572 -0.858 c 0 -1.144 -3.527 -1.716 -10.58 -1.716 c -12.393 0 -25.164 1.908 -38.318 5.719 c -14.68 4.481 -30.883 12.203 -48.613 23.163 c -14.488 8.579 -24.258 14.347 -29.311 17.301 c -5.053 2.955 -8.244 4.789 -9.578 5.504 c -1.335 0.715 -4.099 2.026 -8.293 3.933 c -3.146 -7.625 -4.718 -15.632 -4.718 -24.021 c 0 -6.099 0.809 -11.914 2.431 -17.443 c 1.62 -5.527 3.812 -10.317 6.577 -14.37 c 2.763 -4.05 5.955 -7.196 9.58 -9.437 c 3.621 -2.238 7.48 -3.36 11.58 -3.36 c 4.098 0 8.008 1.669 11.725 5.004 c 2.953 2.766 5.193 4.146 6.721 4.146 c 3.621 0 5.67 -2.953 6.146 -8.864 c 1.811 -16.394 8.959 -24.592 21.447 -24.592 c 3.812 0 7.006 0.979 9.58 2.931 c 2.574 1.955 5.004 5.219 7.291 9.794 c 2.002 3.431 4.291 5.147 6.863 5.147 c 3.61802 -0.00100613 7.909 -3.19301 12.866 -9.58 Z", "shape": "path"}], [0.1], [0.0], [0.2784313725490196], [0.07058823529411765], [1.0], [0.0], [0.2784313725490196], [0.07058823529411765], [1.0], [1.0]], "names": ["x", "y0", "marker0", "size0", "fill0:red", "fill0:green", "fill0:blue", "fill0:alpha", "stroke0:red", "stroke0:green", "stroke0:blue", "stroke0:alpha", "opacity0"]}-0.50.00.5-0.50.00.5

Note that the SVG path must contain only relative coordinates, or the marker will not render correctly. In this example the marker was exported as SVG from a drawing application, the path was run through an online conversion process to convert absolute coordinates to relative coordinates, and the initial "move" (m) command was adjusted to center the graphic. For custom markers, the size argument currently acts as a simple scaling factor on the marker (this may change in the future). Here is an (admittedly silly) example of a custom marker at work:





In [10]:



    


x = numpy.linspace(0, 100, 10)
y = (0.1 * x) ** 2
canvas, axes, mark = toyplot.scatterplot(x, y, size=.015, color="#004712", marker=custom_marker, xlabel="Years", ylabel="Oak Tree Population", padding=25, width=600);



    


















    







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In [ ]:

Content source: cmorgan/toyplot

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