.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "auto_examples/plot_arxiv_ml_word_cloud.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_auto_examples_plot_arxiv_ml_word_cloud.py>`
        to download the full example code.

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_auto_examples_plot_arxiv_ml_word_cloud.py:


ArXiv ML Word Cloud Style
-------------------------

Demonstrating the word cloud style using the ArXiv ML dataset.

.. GENERATED FROM PYTHON SOURCE LINES 7-45



.. image-sg:: /auto_examples/images/sphx_glr_plot_arxiv_ml_word_cloud_001.png
   :alt: ArXiv ML Landscape, A data map of papers from the Machine Learning section of ArXiv
   :srcset: /auto_examples/images/sphx_glr_plot_arxiv_ml_word_cloud_001.png
   :class: sphx-glr-single-img


.. rst-class:: sphx-glr-script-out

 .. code-block:: none

    findfont: Failed to find font weight 134, now using 300.
    findfont: Failed to find font weight 959, now using 900.
    findfont: Failed to find font weight 257, now using 300.
    findfont: Failed to find font weight 488, now using 500.
    findfont: Failed to find font weight 580, now using 500.
    findfont: Failed to find font weight 100, now using 300.
    findfont: Failed to find font weight 174, now using 300.
    findfont: Failed to find font weight 590, now using 500.
    findfont: Failed to find font weight 967, now using 900.
    findfont: Failed to find font weight 447, now using 400.
    findfont: Failed to find font weight 262, now using 300.
    findfont: Failed to find font weight 184, now using 300.
    findfont: Failed to find font weight 280, now using 300.
    findfont: Failed to find font weight 893, now using 900.
    findfont: Failed to find font weight 329, now using 300.
    findfont: Failed to find font weight 283, now using 300.
    findfont: Failed to find font weight 361, now using 400.
    findfont: Failed to find font weight 165, now using 300.
    findfont: Failed to find font weight 389, now using 400.
    findfont: Failed to find font weight 313, now using 300.
    findfont: Failed to find font weight 478, now using 500.
    findfont: Failed to find font weight 273, now using 300.
    findfont: Failed to find font weight 200, now using 300.
    findfont: Failed to find font weight 681, now using 700.
    findfont: Failed to find font weight 286, now using 300.
    findfont: Failed to find font weight 334, now using 300.
    findfont: Failed to find font weight 319, now using 300.
    findfont: Failed to find font weight 320, now using 300.
    findfont: Failed to find font weight 130, now using 300.
    findfont: Failed to find font weight 583, now using 500.
    findfont: Failed to find font weight 398, now using 400.
    findfont: Failed to find font weight 710, now using 700.
    findfont: Failed to find font weight 594, now using 500.
    findfont: Failed to find font weight 119, now using 300.
    findfont: Failed to find font weight 346, now using 300.
    findfont: Failed to find font weight 735, now using 700.
    findfont: Failed to find font weight 259, now using 300.
    findfont: Failed to find font weight 892, now using 900.
    findfont: Failed to find font weight 120, now using 300.
    findfont: Failed to find font weight 699, now using 700.
    findfont: Failed to find font weight 401, now using 400.
    findfont: Failed to find font weight 383, now using 400.
    findfont: Failed to find font weight 330, now using 300.
    findfont: Failed to find font weight 343, now using 300.
    findfont: Failed to find font weight 637, now using 700.
    findfont: Failed to find font weight 957, now using 900.
    findfont: Failed to find font weight 255, now using 300.
    findfont: Failed to find font weight 1000, now using 900.
    findfont: Failed to find font weight 911, now using 900.
    findfont: Failed to find font weight 213, now using 300.
    findfont: Failed to find font weight 332, now using 300.
    findfont: Failed to find font weight 266, now using 300.
    findfont: Failed to find font weight 267, now using 300.
    findfont: Failed to find font weight 134, now using 300.
    findfont: Failed to find font weight 959, now using 900.
    findfont: Failed to find font weight 257, now using 300.
    findfont: Failed to find font weight 488, now using 500.
    findfont: Failed to find font weight 580, now using 500.
    findfont: Failed to find font weight 174, now using 300.
    findfont: Failed to find font weight 590, now using 500.
    findfont: Failed to find font weight 967, now using 900.
    findfont: Failed to find font weight 447, now using 400.
    findfont: Failed to find font weight 262, now using 300.
    findfont: Failed to find font weight 184, now using 300.
    findfont: Failed to find font weight 280, now using 300.
    findfont: Failed to find font weight 893, now using 900.
    findfont: Failed to find font weight 329, now using 300.
    findfont: Failed to find font weight 283, now using 300.
    findfont: Failed to find font weight 361, now using 400.
    findfont: Failed to find font weight 165, now using 300.
    findfont: Failed to find font weight 389, now using 400.
    findfont: Failed to find font weight 313, now using 300.
    findfont: Failed to find font weight 478, now using 500.
    findfont: Failed to find font weight 273, now using 300.
    findfont: Failed to find font weight 200, now using 300.
    findfont: Failed to find font weight 681, now using 700.
    findfont: Failed to find font weight 286, now using 300.
    findfont: Failed to find font weight 334, now using 300.
    findfont: Failed to find font weight 319, now using 300.
    findfont: Failed to find font weight 320, now using 300.
    findfont: Failed to find font weight 130, now using 300.
    findfont: Failed to find font weight 583, now using 500.
    findfont: Failed to find font weight 398, now using 400.
    findfont: Failed to find font weight 710, now using 700.
    findfont: Failed to find font weight 594, now using 500.
    findfont: Failed to find font weight 119, now using 300.
    findfont: Failed to find font weight 346, now using 300.
    findfont: Failed to find font weight 735, now using 700.
    findfont: Failed to find font weight 259, now using 300.
    findfont: Failed to find font weight 892, now using 900.
    findfont: Failed to find font weight 120, now using 300.
    findfont: Failed to find font weight 699, now using 700.
    findfont: Failed to find font weight 401, now using 400.
    findfont: Failed to find font weight 383, now using 400.
    findfont: Failed to find font weight 330, now using 300.
    findfont: Failed to find font weight 343, now using 300.
    findfont: Failed to find font weight 637, now using 700.
    findfont: Failed to find font weight 957, now using 900.
    findfont: Failed to find font weight 255, now using 300.
    findfont: Failed to find font weight 1000, now using 900.
    findfont: Failed to find font weight 911, now using 900.
    findfont: Failed to find font weight 213, now using 300.
    findfont: Failed to find font weight 332, now using 300.
    findfont: Failed to find font weight 266, now using 300.
    findfont: Failed to find font weight 267, now using 300.
    findfont: Failed to find font weight 134, now using 300.
    findfont: Failed to find font weight 959, now using 900.
    findfont: Failed to find font weight 257, now using 300.
    findfont: Failed to find font weight 488, now using 500.
    findfont: Failed to find font weight 580, now using 500.
    findfont: Failed to find font weight 174, now using 300.
    findfont: Failed to find font weight 590, now using 500.
    findfont: Failed to find font weight 967, now using 900.
    findfont: Failed to find font weight 447, now using 400.
    findfont: Failed to find font weight 262, now using 300.
    findfont: Failed to find font weight 184, now using 300.
    findfont: Failed to find font weight 280, now using 300.
    findfont: Failed to find font weight 893, now using 900.
    findfont: Failed to find font weight 329, now using 300.
    findfont: Failed to find font weight 283, now using 300.
    findfont: Failed to find font weight 361, now using 400.
    findfont: Failed to find font weight 165, now using 300.
    findfont: Failed to find font weight 389, now using 400.
    findfont: Failed to find font weight 313, now using 300.
    findfont: Failed to find font weight 478, now using 500.
    findfont: Failed to find font weight 273, now using 300.
    findfont: Failed to find font weight 200, now using 300.
    findfont: Failed to find font weight 681, now using 700.
    findfont: Failed to find font weight 286, now using 300.
    findfont: Failed to find font weight 334, now using 300.
    findfont: Failed to find font weight 319, now using 300.
    findfont: Failed to find font weight 320, now using 300.
    findfont: Failed to find font weight 130, now using 300.
    findfont: Failed to find font weight 583, now using 500.
    findfont: Failed to find font weight 398, now using 400.
    findfont: Failed to find font weight 710, now using 700.
    findfont: Failed to find font weight 594, now using 500.
    findfont: Failed to find font weight 119, now using 300.
    findfont: Failed to find font weight 346, now using 300.
    findfont: Failed to find font weight 735, now using 700.
    findfont: Failed to find font weight 259, now using 300.
    findfont: Failed to find font weight 892, now using 900.
    findfont: Failed to find font weight 120, now using 300.
    findfont: Failed to find font weight 699, now using 700.
    findfont: Failed to find font weight 401, now using 400.
    findfont: Failed to find font weight 383, now using 400.
    findfont: Failed to find font weight 330, now using 300.
    findfont: Failed to find font weight 343, now using 300.
    findfont: Failed to find font weight 637, now using 700.
    findfont: Failed to find font weight 957, now using 900.
    findfont: Failed to find font weight 255, now using 300.
    findfont: Failed to find font weight 1000, now using 900.
    findfont: Failed to find font weight 911, now using 900.
    findfont: Failed to find font weight 213, now using 300.
    findfont: Failed to find font weight 332, now using 300.
    findfont: Failed to find font weight 266, now using 300.
    findfont: Failed to find font weight 267, now using 300.
    findfont: Failed to find font weight 134, now using 300.
    findfont: Failed to find font weight 959, now using 900.
    findfont: Failed to find font weight 257, now using 300.
    findfont: Failed to find font weight 488, now using 500.
    findfont: Failed to find font weight 580, now using 500.
    findfont: Failed to find font weight 174, now using 300.
    findfont: Failed to find font weight 590, now using 500.
    findfont: Failed to find font weight 967, now using 900.
    findfont: Failed to find font weight 447, now using 400.
    findfont: Failed to find font weight 262, now using 300.
    findfont: Failed to find font weight 184, now using 300.
    findfont: Failed to find font weight 280, now using 300.
    findfont: Failed to find font weight 893, now using 900.
    findfont: Failed to find font weight 329, now using 300.
    findfont: Failed to find font weight 283, now using 300.
    findfont: Failed to find font weight 361, now using 400.
    findfont: Failed to find font weight 165, now using 300.
    findfont: Failed to find font weight 389, now using 400.
    findfont: Failed to find font weight 313, now using 300.
    findfont: Failed to find font weight 478, now using 500.
    findfont: Failed to find font weight 273, now using 300.
    findfont: Failed to find font weight 200, now using 300.
    findfont: Failed to find font weight 681, now using 700.
    findfont: Failed to find font weight 286, now using 300.
    findfont: Failed to find font weight 334, now using 300.
    findfont: Failed to find font weight 319, now using 300.
    findfont: Failed to find font weight 320, now using 300.
    findfont: Failed to find font weight 130, now using 300.
    findfont: Failed to find font weight 583, now using 500.
    findfont: Failed to find font weight 398, now using 400.
    findfont: Failed to find font weight 710, now using 700.
    findfont: Failed to find font weight 594, now using 500.
    findfont: Failed to find font weight 119, now using 300.
    findfont: Failed to find font weight 346, now using 300.
    findfont: Failed to find font weight 735, now using 700.
    findfont: Failed to find font weight 259, now using 300.
    findfont: Failed to find font weight 892, now using 900.
    findfont: Failed to find font weight 120, now using 300.
    findfont: Failed to find font weight 699, now using 700.
    findfont: Failed to find font weight 401, now using 400.
    findfont: Failed to find font weight 383, now using 400.
    findfont: Failed to find font weight 330, now using 300.
    findfont: Failed to find font weight 343, now using 300.
    findfont: Failed to find font weight 637, now using 700.
    findfont: Failed to find font weight 957, now using 900.
    findfont: Failed to find font weight 255, now using 300.
    findfont: Failed to find font weight 1000, now using 900.
    findfont: Failed to find font weight 911, now using 900.
    findfont: Failed to find font weight 213, now using 300.
    findfont: Failed to find font weight 332, now using 300.
    findfont: Failed to find font weight 266, now using 300.
    findfont: Failed to find font weight 267, now using 300.
    findfont: Failed to find font weight 134, now using 300.
    findfont: Failed to find font weight 959, now using 900.
    findfont: Failed to find font weight 257, now using 300.
    findfont: Failed to find font weight 488, now using 500.
    findfont: Failed to find font weight 580, now using 500.
    findfont: Failed to find font weight 174, now using 300.
    findfont: Failed to find font weight 590, now using 500.
    findfont: Failed to find font weight 967, now using 900.
    findfont: Failed to find font weight 447, now using 400.
    findfont: Failed to find font weight 262, now using 300.
    findfont: Failed to find font weight 184, now using 300.
    findfont: Failed to find font weight 280, now using 300.
    findfont: Failed to find font weight 893, now using 900.
    findfont: Failed to find font weight 329, now using 300.
    findfont: Failed to find font weight 283, now using 300.
    findfont: Failed to find font weight 361, now using 400.
    findfont: Failed to find font weight 165, now using 300.
    findfont: Failed to find font weight 389, now using 400.
    findfont: Failed to find font weight 313, now using 300.
    findfont: Failed to find font weight 478, now using 500.
    findfont: Failed to find font weight 273, now using 300.
    findfont: Failed to find font weight 200, now using 300.
    findfont: Failed to find font weight 681, now using 700.
    findfont: Failed to find font weight 286, now using 300.
    findfont: Failed to find font weight 334, now using 300.
    findfont: Failed to find font weight 319, now using 300.
    findfont: Failed to find font weight 320, now using 300.
    findfont: Failed to find font weight 130, now using 300.
    findfont: Failed to find font weight 583, now using 500.
    findfont: Failed to find font weight 398, now using 400.
    findfont: Failed to find font weight 710, now using 700.
    findfont: Failed to find font weight 594, now using 500.
    findfont: Failed to find font weight 119, now using 300.
    findfont: Failed to find font weight 346, now using 300.
    findfont: Failed to find font weight 735, now using 700.
    findfont: Failed to find font weight 259, now using 300.
    findfont: Failed to find font weight 892, now using 900.
    findfont: Failed to find font weight 120, now using 300.
    findfont: Failed to find font weight 699, now using 700.
    findfont: Failed to find font weight 401, now using 400.
    findfont: Failed to find font weight 383, now using 400.
    findfont: Failed to find font weight 330, now using 300.
    findfont: Failed to find font weight 343, now using 300.
    findfont: Failed to find font weight 637, now using 700.
    findfont: Failed to find font weight 957, now using 900.
    findfont: Failed to find font weight 255, now using 300.
    findfont: Failed to find font weight 1000, now using 900.
    findfont: Failed to find font weight 911, now using 900.
    findfont: Failed to find font weight 213, now using 300.
    findfont: Failed to find font weight 332, now using 300.
    findfont: Failed to find font weight 266, now using 300.
    findfont: Failed to find font weight 267, now using 300.
    findfont: Failed to find font weight 134, now using 300.
    findfont: Failed to find font weight 959, now using 900.
    findfont: Failed to find font weight 257, now using 300.
    findfont: Failed to find font weight 488, now using 500.
    findfont: Failed to find font weight 580, now using 500.
    findfont: Failed to find font weight 174, now using 300.
    findfont: Failed to find font weight 590, now using 500.
    findfont: Failed to find font weight 967, now using 900.
    findfont: Failed to find font weight 447, now using 400.
    findfont: Failed to find font weight 262, now using 300.
    findfont: Failed to find font weight 184, now using 300.
    findfont: Failed to find font weight 280, now using 300.
    findfont: Failed to find font weight 893, now using 900.
    findfont: Failed to find font weight 329, now using 300.
    findfont: Failed to find font weight 283, now using 300.
    findfont: Failed to find font weight 361, now using 400.
    findfont: Failed to find font weight 165, now using 300.
    findfont: Failed to find font weight 389, now using 400.
    findfont: Failed to find font weight 313, now using 300.
    findfont: Failed to find font weight 478, now using 500.
    findfont: Failed to find font weight 273, now using 300.
    findfont: Failed to find font weight 200, now using 300.
    findfont: Failed to find font weight 681, now using 700.
    findfont: Failed to find font weight 286, now using 300.
    findfont: Failed to find font weight 334, now using 300.
    findfont: Failed to find font weight 319, now using 300.
    findfont: Failed to find font weight 320, now using 300.
    findfont: Failed to find font weight 130, now using 300.
    findfont: Failed to find font weight 583, now using 500.
    findfont: Failed to find font weight 398, now using 400.
    findfont: Failed to find font weight 710, now using 700.
    findfont: Failed to find font weight 594, now using 500.
    findfont: Failed to find font weight 119, now using 300.
    findfont: Failed to find font weight 346, now using 300.
    findfont: Failed to find font weight 735, now using 700.
    findfont: Failed to find font weight 259, now using 300.
    findfont: Failed to find font weight 892, now using 900.
    findfont: Failed to find font weight 120, now using 300.
    findfont: Failed to find font weight 699, now using 700.
    findfont: Failed to find font weight 401, now using 400.
    findfont: Failed to find font weight 383, now using 400.
    findfont: Failed to find font weight 330, now using 300.
    findfont: Failed to find font weight 343, now using 300.
    findfont: Failed to find font weight 637, now using 700.
    findfont: Failed to find font weight 957, now using 900.
    findfont: Failed to find font weight 255, now using 300.
    findfont: Failed to find font weight 1000, now using 900.
    findfont: Failed to find font weight 911, now using 900.
    findfont: Failed to find font weight 213, now using 300.
    findfont: Failed to find font weight 332, now using 300.
    findfont: Failed to find font weight 266, now using 300.
    findfont: Failed to find font weight 267, now using 300.

      0%|          | 0/500 [00:00<?, ?it/s]
      1%|          | 4/500 [00:00<00:13, 37.66it/s]
      2%|▏         | 8/500 [00:00<00:12, 38.09it/s]
      2%|▏         | 12/500 [00:00<00:12, 38.91it/s]
      3%|▎         | 17/500 [00:00<00:11, 42.20it/s]
      5%|▍         | 23/500 [00:00<00:09, 48.30it/s]
      6%|▌         | 30/500 [00:00<00:08, 55.53it/s]
      8%|▊         | 38/500 [00:00<00:07, 61.25it/s]
      9%|▉         | 46/500 [00:00<00:06, 66.76it/s]
     11%|█         | 54/500 [00:00<00:06, 69.33it/s]
     12%|█▏        | 62/500 [00:01<00:06, 71.84it/s]
     14%|█▍        | 71/500 [00:01<00:05, 74.86it/s]
     16%|█▌        | 81/500 [00:01<00:05, 80.10it/s]
     18%|█▊        | 92/500 [00:01<00:04, 87.75it/s]
     21%|██▏       | 107/500 [00:01<00:03, 105.06it/s]
     26%|██▌       | 128/500 [00:01<00:02, 135.53it/s]
     30%|██▉       | 149/500 [00:01<00:02, 156.81it/s]
     34%|███▍      | 170/500 [00:01<00:01, 172.16it/s]
     38%|███▊      | 191/500 [00:01<00:01, 182.93it/s]
     42%|████▏     | 212/500 [00:01<00:01, 190.84it/s]
     47%|████▋     | 233/500 [00:02<00:01, 196.20it/s]
     51%|█████     | 254/500 [00:02<00:01, 199.38it/s]
     55%|█████▌    | 275/500 [00:02<00:01, 202.18it/s]
     59%|█████▉    | 296/500 [00:02<00:00, 204.37it/s]
     64%|██████▎   | 318/500 [00:02<00:00, 206.34it/s]
     68%|██████▊   | 339/500 [00:02<00:00, 207.23it/s]
     72%|███████▏  | 360/500 [00:02<00:00, 206.95it/s]
     76%|███████▋  | 382/500 [00:02<00:00, 208.20it/s]
     81%|████████  | 403/500 [00:02<00:00, 207.20it/s]
     85%|████████▍ | 424/500 [00:02<00:00, 207.82it/s]
     89%|████████▉ | 445/500 [00:03<00:00, 208.26it/s]
     93%|█████████▎| 466/500 [00:03<00:00, 207.77it/s]
     97%|█████████▋| 487/500 [00:03<00:00, 207.97it/s]
    100%|██████████| 500/500 [00:03<00:00, 149.23it/s]
    Resetting positions to accord with alignment






|

.. code-block:: Python

    import datamapplot
    import numpy as np
    import requests
    import PIL
    import matplotlib.pyplot as plt
    import colorcet

    plt.rcParams['savefig.bbox'] = 'tight'

    arxivml_data_map = np.load("arxiv_ml_data_map.npz")["arr_0"]
    arxivml_labels = np.load("arxiv_ml_cluster_labels.npz", allow_pickle=True)["arr_0"]

    arxiv_logo_response = requests.get(
        "https://upload.wikimedia.org/wikipedia/commons/7/7a/ArXiv_logo_2022.png",
        stream=True,
        headers={'User-Agent': 'My User Agent 1.0'}
    )
    arxiv_logo = np.asarray(PIL.Image.open(arxiv_logo_response.raw).convert("RGBA"))

    fig, ax = datamapplot.create_plot(
        arxivml_data_map,
        arxivml_labels,
        title="ArXiv ML Landscape",
        sub_title="A data map of papers from the Machine Learning section of ArXiv",
        label_wrap_width=10,
        label_over_points=True,
        dynamic_label_size=True,
        max_font_size=36,
        min_font_size=4,
        min_font_weight=100,
        max_font_weight=1000,
        font_family="Roboto Condensed",
        cmap=colorcet.cm.CET_C2,
        logo=arxiv_logo,
        logo_width=0.1,
    )
    fig.savefig("plot_arxiv_ml.png", bbox_inches="tight")
    plt.show()


.. rst-class:: sphx-glr-timing

   **Total running time of the script:** (0 minutes 19.675 seconds)


.. _sphx_glr_download_auto_examples_plot_arxiv_ml_word_cloud.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download Jupyter notebook: plot_arxiv_ml_word_cloud.ipynb <plot_arxiv_ml_word_cloud.ipynb>`

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download Python source code: plot_arxiv_ml_word_cloud.py <plot_arxiv_ml_word_cloud.py>`

    .. container:: sphx-glr-download sphx-glr-download-zip

      :download:`Download zipped: plot_arxiv_ml_word_cloud.zip <plot_arxiv_ml_word_cloud.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_