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@lukauskas
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from seaborn.matrix import _HeatMapper
from matplotlib import pyplot as plt
import numpy as np
import pandas as pd
from seaborn.external.six import string_types
from seaborn.utils import despine, axis_ticklabels_overlap, relative_luminance, to_utf8
class _ScatterMapper(_HeatMapper):
"""
Draw a scattermap plot, similar to heatmap plot, but use scatter dots instead of heatmap
"""
def __init__(self, data,
marker, marker_size,
vmin, vmax, cmap, center, robust, cbar, cbar_kws,
xticklabels=True, yticklabels=True, mask=None):
super(_ScatterMapper, self).__init__(
data, vmin, vmax, cmap, center, robust, cbar=cbar, cbar_kws=cbar_kws,
xticklabels=xticklabels, yticklabels=yticklabels, mask=mask,
# Don't support annotation
annot=False, fmt=None, annot_kws=None,
)
self.marker = marker
if isinstance(marker_size, float) or isinstance(marker_size, int):
self.marker_size = marker_size
elif isinstance(marker_size, pd.DataFrame):
self.marker_size = marker_size.loc[self.data.index, self.data.columns].values
else:
self.marker_size = marker_size
def plot(self, ax, cax, kws):
"""Draw the scattermap on the provided Axes."""
# Remove all the Axes spines
despine(ax=ax, left=True, bottom=True)
# Draw the heatmap
data = self.plot_data
range_y = np.arange(data.shape[0], dtype=int) + 0.5
range_x = np.arange(data.shape[1], dtype=int) + 0.5
x, y = np.meshgrid(range_x, range_y)
hmap = ax.scatter(x, y,
c=data,
marker=self.marker,
cmap=self.cmap,
vmin=self.vmin, vmax=self.vmax,
s=self.marker_size, **kws)
# Set the axis limits
ax.set(xlim=(0, self.data.shape[1]), ylim=(0, self.data.shape[0]))
# Possibly add a colorbar
if self.cbar:
cb = ax.figure.colorbar(hmap, cax, ax, **self.cbar_kws)
cb.outline.set_linewidth(0)
# If rasterized is passed to pcolormesh, also rasterize the
# colorbar to avoid white lines on the PDF rendering
if kws.get('rasterized', False):
cb.solids.set_rasterized(True)
# Add row and column labels
if isinstance(self.xticks, string_types) and self.xticks == "auto":
xticks, xticklabels = self._auto_ticks(ax, self.xticklabels, 0)
else:
xticks, xticklabels = self.xticks, self.xticklabels
if isinstance(self.yticks, string_types) and self.yticks == "auto":
yticks, yticklabels = self._auto_ticks(ax, self.yticklabels, 1)
else:
yticks, yticklabels = self.yticks, self.yticklabels
ax.set(xticks=xticks, yticks=yticks)
xtl = ax.set_xticklabels(xticklabels)
ytl = ax.set_yticklabels(yticklabels, rotation="vertical")
# Possibly rotate them if they overlap
ax.figure.draw(ax.figure.canvas.get_renderer())
if axis_ticklabels_overlap(xtl):
plt.setp(xtl, rotation="vertical")
if axis_ticklabels_overlap(ytl):
plt.setp(ytl, rotation="horizontal")
# Add the axis labels
ax.set(xlabel=self.xlabel, ylabel=self.ylabel)
# Annotate the cells with the formatted values
if self.annot:
self._annotate_heatmap(ax, hmap)
# Invert the y axis to show the plot in matrix form
ax.invert_yaxis()
def scattermap(data,
marker='o',
marker_size=100,
vmin=None, vmax=None, cmap=None, center=None, robust=False,
linewidths=0, linecolor="white",
cbar=True, cbar_kws=None, cbar_ax=None,
square=False, xticklabels="auto", yticklabels="auto",
mask=None, ax=None, **kwargs):
"""Plot rectangular data as a color-encoded matrix.
This function is similar to `sns.heatmap`, as it is an Axes-level function that will draw the
heatmap into the currently-active Axes if none is provided to the ``ax`` argument.
The main difference is that instead of drawing an actual heatmap with filled squares,
this function will use the `plt.scatter` behind the scenes to draw a scatterplot-heatmap.
The default is set to plot a grid of circles, however this can be changed via `marker`
parameter.
Parameters
----------
data : rectangular dataset
2D dataset that can be coerced into an ndarray. If a Pandas DataFrame
is provided, the index/column information will be used to label the
columns and rows.
marker: string, optional
Marker to use: any marker that `pyplot.scatter` supports. Defaults to circle.
marker_size: int or rectangular dataset
Either an integer to set the marker size of all data points to,
or a 2D dataset (like in `data`) that sets individual point sizes.
Defaults to 100.
vmin, vmax : floats, optional
Values to anchor the colormap, otherwise they are inferred from the
data and other keyword arguments.
cmap : matplotlib colormap name or object, or list of colors, optional
The mapping from data values to color space. If not provided, the
default will depend on whether ``center`` is set.
center : float, optional
The value at which to center the colormap when plotting divergant data.
Using this parameter will change the default ``cmap`` if none is
specified.
robust : bool, optional
If True and ``vmin`` or ``vmax`` are absent, the colormap range is
computed with robust quantiles instead of the extreme values.
linewidths : float, optional
Width of the border lines that will surround the markers
linecolor : color, optional
Color of the border lines to the markers
cbar : boolean, optional
Whether to draw a colorbar.
cbar_kws : dict of key, value mappings, optional
Keyword arguments for `fig.colorbar`.
cbar_ax : matplotlib Axes, optional
Axes in which to draw the colorbar, otherwise take space from the
main Axes.
square : boolean, optional
If True, set the Axes aspect to "equal" so each cell will be
square-shaped.
xticklabels, yticklabels : "auto", bool, list-like, or int, optional
If True, plot the column names of the dataframe. If False, don't plot
the column names. If list-like, plot these alternate labels as the
xticklabels. If an integer, use the column names but plot only every
n label. If "auto", try to densely plot non-overlapping labels.
mask : boolean array or DataFrame, optional
If passed, data will not be shown in cells where ``mask`` is True.
Cells with missing values are automatically masked.
ax : matplotlib Axes, optional
Axes in which to draw the plot, otherwise use the currently-active
Axes.
kwargs : other keyword arguments
All other keyword arguments are passed to ``ax.pcolormesh``.
Returns
-------
ax : matplotlib Axes
Axes object with the heatmap.
See also
--------
clustermap : Plot a matrix using hierachical clustering to arrange the
rows and columns.
Examples
--------
Plot a scattermap for a numpy array:
.. plot::
:context: close-figs
>>> import numpy as np; np.random.seed(0)
>>> import seaborn as sns; sns.set()
>>> uniform_data = np.random.rand(10, 12)
>>> ax = scattermap(uniform_data)
Draw on white axes
.. plot::
:context: close-figs
>>> uniform_data = np.random.rand(10, 12)
>>> with sns.axes_style("white"):
... ax = scattermap(uniform_data)
Change the limits of the scattermap:
.. plot::
:context: close-figs
>>> ax = scattermap(uniform_data, vmin=0, vmax=1)
Plot a scattermap for data centered on 0 with a diverging colormap:
.. plot::
:context: close-figs
>>> normal_data = np.random.randn(10, 12)
>>> ax = scattermap(normal_data, center=0)
Plot a dataframe with meaningful row and column labels:
.. plot::
:context: close-figs
>>> flights = sns.load_dataset("flights")
>>> flights = flights.pivot("month", "year", "passengers")
>>> ax = scattermap(flights)
Add border lines around each glyph:
.. plot::
:context: close-figs
>>> ax = scattermap(flights, linewidths=1, linecolor='black')
Use a different colormap:
.. plot::
:context: close-figs
>>> ax = scattermap(flights, cmap="YlGnBu")
Center the colormap at a specific value:
.. plot::
:context: close-figs
>>> ax = scattermap(flights, center=flights.loc["January", 1955])
Plot every other column label and don't plot row labels:
.. plot::
:context: close-figs
>>> data = np.random.randn(50, 20)
>>> ax = scattermap(data, xticklabels=2, yticklabels=False)
Don't draw a colorbar:
.. plot::
:context: close-figs
>>> ax = scattermap(flights, cbar=False)
Use different axes for the colorbar:
.. plot::
:context: close-figs
>>> grid_kws = {"height_ratios": (.9, .05), "hspace": .3}
>>> f, (ax, cbar_ax) = plt.subplots(2, gridspec_kw=grid_kws)
>>> ax = scattermap(flights, ax=ax,
... cbar_ax=cbar_ax,
... cbar_kws={"orientation": "horizontal"})
Use a mask to plot only part of a matrix
.. plot::
:context: close-figs
>>> corr = np.corrcoef(np.random.randn(10, 200))
>>> mask = np.zeros_like(corr)
>>> mask[np.triu_indices_from(mask)] = True
>>> with sns.axes_style("white"):
... ax = scattermap(corr, mask=mask, vmax=.3, square=True)
Change glyph, plot stars instead of circles
.. plot::
:context: close-figs
>>> ax = scattermap(corr, vmax=.3, square=True, marker='*')
Plot multiple markers on the same plot
>>> corr = np.corrcoef(np.random.randn(10, 200))
>>> mask = np.zeros_like(corr)
>>> mask[np.triu_indices_from(mask)] = True
>>> with sns.axes_style("white"):
... ax = scattermap(corr, mask=mask, vmax=.3, square=True)
... ax = scattermap(corr, mask=mask.T, vmax=.3, square=True, ax=ax, marker='*', cbar=False)
Specify size for points
.. plot::
:context: close-figs
>>> with sns.axes_style("white"):
... ax = scattermap(corr, vmax=.3, square=True, marker_size=np.abs(corr)*300)
"""
# Initialize the plotter object
plotter = _ScatterMapper(data,
marker, marker_size,
vmin, vmax, cmap, center, robust,
cbar, cbar_kws, xticklabels,
yticklabels, mask)
# Add the pcolormesh kwargs here
kwargs["linewidths"] = linewidths
kwargs["edgecolor"] = linecolor
# Draw the plot and return the Axes
if ax is None:
ax = plt.gca()
if square:
ax.set_aspect("equal")
plotter.plot(ax, cbar_ax, kwargs)
return ax
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This gist and the accompanying `scattermap.py` implements the scattermaps, or, perhaps \"dotplots\" as they are more frequently known in the same interface as `seaborn.heatmap`.\n",
"\n",
"Some usage examples follow below.\n",
"\n",
"The code is released under the same license as `seaborn` package."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:14.504389Z",
"start_time": "2018-03-30T09:33:13.075254Z"
}
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import seaborn as sns; sns.set()\n",
"import numpy as np; np.random.seed(0)\n",
"from matplotlib import pyplot as plt "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:14.515416Z",
"start_time": "2018-03-30T09:33:14.507055Z"
}
},
"outputs": [],
"source": [
"from scattermap import scattermap"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot scattermap for numpy array"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:14.909189Z",
"start_time": "2018-03-30T09:33:14.517461Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"uniform_data = np.random.rand(10, 12)\n",
"ax = scattermap(uniform_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Draw on white axis:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:15.167767Z",
"start_time": "2018-03-30T09:33:14.912064Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style(\"white\"):\n",
" ax = scattermap(uniform_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Change color limits:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:15.444758Z",
"start_time": "2018-03-30T09:33:15.170721Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = scattermap(uniform_data, vmin=0, vmax=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot a scattermap for data centered on 0 with a diverging colormap:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:15.740475Z",
"start_time": "2018-03-30T09:33:15.447113Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"normal_data = np.random.randn(10, 12)\n",
"ax = scattermap(normal_data, center=0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot a dataframe with meaningful row and column labels:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:16.111297Z",
"start_time": "2018-03-30T09:33:15.743164Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"flights = sns.load_dataset(\"flights\")\n",
"flights = flights.pivot(\"month\", \"year\", \"passengers\")\n",
"ax = scattermap(flights)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Add border lines around each glyph:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:16.471694Z",
"start_time": "2018-03-30T09:33:16.114201Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = scattermap(flights, linewidths=1, linecolor='black')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use a different colormap"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:16.821659Z",
"start_time": "2018-03-30T09:33:16.474570Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = scattermap(flights, cmap=\"YlGnBu\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Center color map around specific value:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:17.170862Z",
"start_time": "2018-03-30T09:33:16.824189Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = scattermap(flights, center=flights.loc[\"January\", 1955])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot every second column label, but don't plot row labels:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:17.456371Z",
"start_time": "2018-03-30T09:33:17.173488Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = np.random.randn(50, 20)\n",
"ax = scattermap(data, xticklabels=2, yticklabels=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Put colorbar on different axes:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:17.804741Z",
"start_time": "2018-03-30T09:33:17.459161Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"grid_kws = {\"height_ratios\": (.9, .05), \"hspace\": .3}\n",
"f, (ax, cbar_ax) = plt.subplots(2, gridspec_kw=grid_kws)\n",
"ax = scattermap(flights, ax=ax,\n",
" cbar_ax=cbar_ax,\n",
" cbar_kws={\"orientation\": \"horizontal\"})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use mask to plot only part of the matrix:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:18.125734Z",
"start_time": "2018-03-30T09:33:17.807893Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"corr = np.corrcoef(np.random.randn(10, 200))\n",
"mask = np.zeros_like(corr)\n",
"mask[np.triu_indices_from(mask)] = True\n",
"with sns.axes_style(\"white\"):\n",
" ax = scattermap(corr, mask=mask, vmax=.3, square=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Change glyph, plot stars instead of circles"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:18.398395Z",
"start_time": "2018-03-30T09:33:18.127887Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = scattermap(corr, vmax=.3, square=True, marker='*')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot multiple markers on the same plot"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:18.687152Z",
"start_time": "2018-03-30T09:33:18.401163Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"corr = np.corrcoef(np.random.randn(10, 200))\n",
"mask = np.zeros_like(corr)\n",
"mask[np.triu_indices_from(mask)] = True\n",
"with sns.axes_style(\"white\"):\n",
" ax = scattermap(corr, mask=mask, vmax=.3, square=True)\n",
" ax = scattermap(corr, mask=mask.T, vmax=.3, square=True, ax=ax, marker='*', cbar=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Specify size of the points:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2018-03-30T09:33:18.937997Z",
"start_time": "2018-03-30T09:33:18.690381Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style(\"white\"):\n",
" ax = scattermap(corr, vmax=.3, square=True, marker_size=np.abs(corr)*300)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"hide_input": false,
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
},
"latex_envs": {
"bibliofile": "biblio.bib",
"cite_by": "apalike",
"current_citInitial": 1,
"eqLabelWithNumbers": true,
"eqNumInitial": 0
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@malumbres
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Very useful.. Thank your very much!!

@malumbres
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Thanks for this fantastic code! Is it any way to plot a legend for dot size, as in this example:
imagen

@arundasan91
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Thanks for this fantastic code! Is it any way to plot a legend for dot size, as in this example:
imagen

Yes, that would be amazing to have the legends for the sizes as well ! Thanks for the great work @lukauskas !

@MVCowley
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MVCowley commented Dec 9, 2022

Thanks for this fantastic code! Is it any way to plot a legend for dot size, as in this example: imagen

Agreed @malumbres and @arundasan91, a very nice bit of code. Thanks @lukauskas! To include a legend for dot size you can achieve this via:

fig = plt.figure()

color_data = np.random.rand(8, 8)
size_data = np.random.rand(8, 8)

ax = scattermap(color_data, marker_size=size_data*100, square=True, cmap="Reds",
                cbar_kws={"label": "Color data"})

# Create a dot size legend using off-axis scatter calls and legend
mk_size = 60

ax.scatter(-1, -1, label=f"{np.amax(size_data):0.1f}", marker="o", c="r", s=mk_size)
ax.scatter(-1, -1, label=f"{np.mean(size_data):0.1f}", marker="o", c="r", s=mk_size * 0.5)
ax.scatter(-1, -1, label=f"{np.amin(size_data[np.nonzero(size_data)]):0.1f}", 
            marker="o", c="r", s=mk_size * 0.1)
ax.legend(loc="upper left", bbox_to_anchor=(0.97, -0.05))

ax.text(10.65, 11, "Size data", rotation=90, fontsize="medium")
                
fig.tight_layout()
fig.savefig("example.png", dpi=300)

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