.. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples/plotting/_spider.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note Click :ref:`here ` to download the full example code or to run this example in your browser via Binder .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_plotting__spider.py: ================== 6.13 spider plot ================== .. GENERATED FROM PYTHON SOURCE LINES 7-18 .. code-block:: default # sphinx_gallery_thumbnail_number = -2 import numpy as np import pandas as pd import matplotlib.pyplot as plt from easy_mpl import spider_plot from easy_mpl.utils import version_info, create_subplots version_info() .. rst-class:: sphx-glr-script-out .. code-block:: none {'easy_mpl': '0.21.4', 'matplotlib': '3.8.4', 'numpy': '1.26.4', 'pandas': '1.5.3', 'scipy': '1.13.1'} .. GENERATED FROM PYTHON SOURCE LINES 19-22 .. code-block:: default values = [-0.2, 0.1, 0.0, 0.1, 0.2, 0.3] _ = spider_plot(data=values) .. image-sg:: /auto_examples/plotting/images/sphx_glr__spider_001.png :alt: spider :srcset: /auto_examples/plotting/images/sphx_glr__spider_001.png, /auto_examples/plotting/images/sphx_glr__spider_001_2_0x.png 2.0x :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 23-24 specifying labels .. GENERATED FROM PYTHON SOURCE LINES 24-27 .. code-block:: default labels = ['a', 'b', 'c', 'd', 'e', 'f'] _ = spider_plot(data=values, tick_labels=labels) .. image-sg:: /auto_examples/plotting/images/sphx_glr__spider_002.png :alt: spider :srcset: /auto_examples/plotting/images/sphx_glr__spider_002.png, /auto_examples/plotting/images/sphx_glr__spider_002_2_0x.png 2.0x :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 28-29 # specifying tick size .. GENERATED FROM PYTHON SOURCE LINES 29-31 .. code-block:: default _ = spider_plot(values, labels, xtick_kws={'size': 20}) .. image-sg:: /auto_examples/plotting/images/sphx_glr__spider_003.png :alt: spider :srcset: /auto_examples/plotting/images/sphx_glr__spider_003.png, /auto_examples/plotting/images/sphx_glr__spider_003_2_0x.png 2.0x :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 32-33 # specifying colors on our own .. GENERATED FROM PYTHON SOURCE LINES 33-35 .. code-block:: default _ = spider_plot(values, labels, fill_kws={'color':'r'}) .. image-sg:: /auto_examples/plotting/images/sphx_glr__spider_004.png :alt: spider :srcset: /auto_examples/plotting/images/sphx_glr__spider_004.png, /auto_examples/plotting/images/sphx_glr__spider_004_2_0x.png 2.0x :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 36-37 # specifying outline color .. GENERATED FROM PYTHON SOURCE LINES 37-39 .. code-block:: default _ = spider_plot(values, labels, fill_kws={'color':'r'}, color='darkred') .. image-sg:: /auto_examples/plotting/images/sphx_glr__spider_005.png :alt: spider :srcset: /auto_examples/plotting/images/sphx_glr__spider_005.png, /auto_examples/plotting/images/sphx_glr__spider_005_2_0x.png 2.0x :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 40-41 # we can also specify cmap in place of color .. GENERATED FROM PYTHON SOURCE LINES 43-44 Using dataframe .. GENERATED FROM PYTHON SOURCE LINES 44-62 .. code-block:: default df = pd.DataFrame.from_dict( {'summer': {'a': -0.2, 'b': 0.1, 'c': 0.0, 'd': 0.1, 'e': 0.2, 'f': 0.3}, 'winter': {'a': -0.3, 'b': 0.1, 'c': 0.0, 'd': 0.2, 'e': 0.15,'f': 0.25}}) _ = spider_plot(df, xtick_kws={'size': 20}) # #%% df = pd.DataFrame.from_dict( {'summer': {'a': -0.2, 'b': 0.1, 'c': 0.0, 'd': 0.1, 'e': 0.2, 'f': 0.3}, 'winter': {'a': -0.3, 'b': 0.1, 'c': 0.0, 'd': 0.2, 'e': 0.15, 'f': 0.25}, 'automn': {'a': -0.1, 'b': 0.3, 'c': 0.15, 'd': 0.24, 'e': 0.18, 'f': 0.2}}) _ = spider_plot(df, xtick_kws={'size': 20}) # #%% # use polygon frame _ = spider_plot(data=values, frame="polygon") .. rst-class:: sphx-glr-horizontal * .. image-sg:: /auto_examples/plotting/images/sphx_glr__spider_006.png :alt: spider :srcset: /auto_examples/plotting/images/sphx_glr__spider_006.png, /auto_examples/plotting/images/sphx_glr__spider_006_2_0x.png 2.0x :class: sphx-glr-multi-img * .. image-sg:: /auto_examples/plotting/images/sphx_glr__spider_007.png :alt: spider :srcset: /auto_examples/plotting/images/sphx_glr__spider_007.png, /auto_examples/plotting/images/sphx_glr__spider_007_2_0x.png 2.0x :class: sphx-glr-multi-img .. GENERATED FROM PYTHON SOURCE LINES 63-67 .. code-block:: default _ = spider_plot(df, xtick_kws={'size': 20}, frame="polygon", color=['b', 'r', 'g', 'm'], fill_color=['b', 'r', 'g', 'm']) .. image-sg:: /auto_examples/plotting/images/sphx_glr__spider_008.png :alt: spider :srcset: /auto_examples/plotting/images/sphx_glr__spider_008.png, /auto_examples/plotting/images/sphx_glr__spider_008_2_0x.png 2.0x :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 68-69 postprocessing of axes .. GENERATED FROM PYTHON SOURCE LINES 69-95 .. code-block:: default df = pd.DataFrame.from_dict( { 'Hg (Adsorption)': {'1': 97.4, '2': 92.38, '3': 81.2, '4': 73.2, '5': 66.81}, 'Cd (Adsorption)': {'1': 96.2, '2': 91.1, '3': 80.02, '4': 71.55, '5': 64.8}, 'Pb (Adsorption)': {'1': 92.7, '2': 86.3, '3': 78.4, '4': 71.2, '5': 64.4}, 'Hg (Desorption)': {'1': 97.6, '2': 96.5, '3': 94.1, '4': 91.99, '5': 90.0}, 'Cd (Desorption)': {'1': 97.0, '2': 96.2, '3': 94.7, '4': 93.7, '5': 92.5}, 'Pb (Desorption)': {'1': 97.0, '2': 95.8, '3': 93.7, '4': 91.8, '5': 89.9} }) _ = spider_plot(df, frame="polygon", fill_kws = {"alpha": 0.0}, xtick_kws={'size': 14, "weight": "bold", "color": "black"}, show=False, leg_kws = {'bbox_to_anchor': (0.90, 1.1)} ) plt.gca().set_rmax(100.0) plt.gca().set_rmin(60.0) plt.gca().set_rgrids((60.0, 70.0, 80.0, 90.0, 100.0), ("60%", "70%", "80%", "90%", "100%"), fontsize=14, weight="bold", color="black"), plt.tight_layout() plt.show() .. image-sg:: /auto_examples/plotting/images/sphx_glr__spider_009.png :alt: spider :srcset: /auto_examples/plotting/images/sphx_glr__spider_009.png, /auto_examples/plotting/images/sphx_glr__spider_009_2_0x.png 2.0x :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 96-97 matplotlib example .. GENERATED FROM PYTHON SOURCE LINES 97-146 .. code-block:: default data = [ ['Sulfate', 'Nitrate', 'EC', 'OC1', 'OC2', 'OC3', 'OP', 'CO', 'O3'], ('Basecase', [ [0.88, 0.01, 0.03, 0.03, 0.00, 0.06, 0.01, 0.00, 0.00], [0.07, 0.95, 0.04, 0.05, 0.00, 0.02, 0.01, 0.00, 0.00], [0.01, 0.02, 0.85, 0.19, 0.05, 0.10, 0.00, 0.00, 0.00], [0.02, 0.01, 0.07, 0.01, 0.21, 0.12, 0.98, 0.00, 0.00], [0.01, 0.01, 0.02, 0.71, 0.74, 0.70, 0.00, 0.00, 0.00]]), ('With CO', [ [0.88, 0.02, 0.02, 0.02, 0.00, 0.05, 0.00, 0.05, 0.00], [0.08, 0.94, 0.04, 0.02, 0.00, 0.01, 0.12, 0.04, 0.00], [0.01, 0.01, 0.79, 0.10, 0.00, 0.05, 0.00, 0.31, 0.00], [0.00, 0.02, 0.03, 0.38, 0.31, 0.31, 0.00, 0.59, 0.00], [0.02, 0.02, 0.11, 0.47, 0.69, 0.58, 0.88, 0.00, 0.00]]), ('With O3', [ [0.89, 0.01, 0.07, 0.00, 0.00, 0.05, 0.00, 0.00, 0.03], [0.07, 0.95, 0.05, 0.04, 0.00, 0.02, 0.12, 0.00, 0.00], [0.01, 0.02, 0.86, 0.27, 0.16, 0.19, 0.00, 0.00, 0.00], [0.01, 0.03, 0.00, 0.32, 0.29, 0.27, 0.00, 0.00, 0.95], [0.02, 0.00, 0.03, 0.37, 0.56, 0.47, 0.87, 0.00, 0.00]]), ('CO & O3', [ [0.87, 0.01, 0.08, 0.00, 0.00, 0.04, 0.00, 0.00, 0.01], [0.09, 0.95, 0.02, 0.03, 0.00, 0.01, 0.13, 0.06, 0.00], [0.01, 0.02, 0.71, 0.24, 0.13, 0.16, 0.00, 0.50, 0.00], [0.01, 0.03, 0.00, 0.28, 0.24, 0.23, 0.00, 0.44, 0.88], [0.02, 0.00, 0.18, 0.45, 0.64, 0.55, 0.86, 0.00, 0.16]]) ] fig, axes = create_subplots(4, subplot_kw= dict(projection='polar'), figsize=(8,8)) spoke_labels = data.pop(0) labels = ('Factor 1', 'Factor 2', 'Factor 3', 'Factor 4', 'Factor 5') for ax, (title, col) in zip(axes.flat, data): d = np.array(col).transpose() ax.set_title(title, fontdict={'fontsize': 14, 'fontweight':'bold'}) _ = spider_plot(d, show=False, ax=ax, tick_labels=spoke_labels, xtick_kws=dict(size=12) ) ax.tick_params(axis='x', which='major', pad=12) ax.set_facecolor('floralwhite') fig.legend(labels, loc='center', labelspacing=0.1, fontsize='large') plt.tight_layout() plt.show() .. image-sg:: /auto_examples/plotting/images/sphx_glr__spider_010.png :alt: Basecase, With CO, With O3, CO & O3 :srcset: /auto_examples/plotting/images/sphx_glr__spider_010.png, /auto_examples/plotting/images/sphx_glr__spider_010_2_0x.png 2.0x :class: sphx-glr-single-img .. rst-class:: sphx-glr-timing **Total running time of the script:** ( 0 minutes 5.570 seconds) .. _sphx_glr_download_auto_examples_plotting__spider.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/AtrCheema/python-seekho/master?urlpath=lab/tree/notebooks/auto_examples/plotting/_spider.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: _spider.py <_spider.py>` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: _spider.ipynb <_spider.ipynb>` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_