gemseo.post.dataset.scatter — GEMSEO 3.2.1 documentation

# -*- coding: utf-8 -*-
# Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com
#
# This program is free software; you can redistribute it and/or
# modify it under the terms of the GNU Lesser General Public
# License version 3 as published by the Free Software Foundation.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
# Lesser General Public License for more details.
#
# You should have received a copy of the GNU Lesser General Public License
# along with this program; if not, write to the Free Software Foundation,
# Inc., 51 Franklin Street, Fifth Floor, Boston, MA  02110-1301, USA.

# Contributors:
#    INITIAL AUTHORS - initial API and implementation and/or initial
#                           documentation
#        :author: Matthias De Lozzo
#    OTHER AUTHORS   - MACROSCOPIC CHANGES
r"""Draw a scatter plot from a :class:`.Dataset`.

A :class:`Scatter` plot represents a set of points
:math:`\{x_i,y_i\}_{1\leq i \leq n}` as markers on a classical plot
where the color of points can be heterogeneous.
"""
from __future__ import division, unicode_literals

from typing import List, Mapping

import matplotlib.pyplot as plt
from matplotlib.figure import Figure

from gemseo.post.dataset.dataset_plot import DatasetPlot


[docs]class Scatter(DatasetPlot):
    """Plot curve y versus x."""

    def _plot(
        self,
        properties,  # type: Mapping
        x,  # type: str
        y,  # type: str
        x_comp=0,  # type: str
        y_comp=0,  # type: str
    ):  # type: (...) -> List[Figure]
        """
        Args:
            x: The name of the variable on the x-axis.
            y: The name of the variable on the y-axis.
            x_comp: The component of x.
            y_comp: The component of y.
        """
        color = properties.get(self.COLOR) or "blue"
        x_data = self.dataset[x][x][:, x_comp]
        y_data = self.dataset[y][y][:, y_comp]

        fig = plt.figure()
        axes = fig.add_subplot(1, 1, 1)
        axes.scatter(x_data, y_data, color=color)
        if self.dataset.sizes[x] == 1:
            axes.set_xlabel(self.xlabel or x)
        else:
            axes.set_xlabel(self.xlabel or "{}({})".format(x, x_comp))
        if self.dataset.sizes[y] == 1:
            axes.set_ylabel(self.ylabel or y)
        else:
            axes.set_ylabel(self.ylabel or "{}({})".format(y, y_comp))
        return [fig]
Source code for gemseo.post.dataset.scatter
