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

.. only:: html

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

        Click :ref:`here <sphx_glr_download_auto_examples_datasets_plot_trades.py>`
        to download the full example code

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

.. _sphx_glr_auto_examples_datasets_plot_trades.py:


Cryptocurrency Exchange Trades
==============================

Recent trade histories on Binance, a popular cryptocurrency exchange,
for a specified symbol (trading pair).

.. GENERATED FROM PYTHON SOURCE LINES 9-15

.. code-block:: default


    import requests
    import pandas as pd

    import matplotlib.pyplot as plt
    import seaborn as sns







.. GENERATED FROM PYTHON SOURCE LINES 17-20

.. code-block:: default


    pair = ("ETH", "AUD")
    symbol = "".join(pair)







.. GENERATED FROM PYTHON SOURCE LINES 21-25

.. code-block:: default

    frame = pd.read_json(f"https://api.binance.com/api/v3/trades?symbol={symbol}",
                         convert_dates=["time"])
    frame.set_index("time", inplace=True)
    frame





.. raw:: html

    <div class="output_subarea output_html rendered_html output_result">
    <div>
    <style scoped>
        .dataframe tbody tr th:only-of-type {
            vertical-align: middle;
        }

        .dataframe tbody tr th {
            vertical-align: top;
        }

        .dataframe thead th {
            text-align: right;
        }
    </style>
    <table border="1" class="dataframe">
      <thead>
        <tr style="text-align: right;">
          <th></th>
          <th>id</th>
          <th>price</th>
          <th>qty</th>
          <th>quoteQty</th>
          <th>isBuyerMaker</th>
          <th>isBestMatch</th>
        </tr>
        <tr>
          <th>time</th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
          <th></th>
        </tr>
      </thead>
      <tbody>
        <tr>
          <th>2020-12-27 17:12:18.660</th>
          <td>102313</td>
          <td>906.50</td>
          <td>0.19130</td>
          <td>173.413450</td>
          <td>False</td>
          <td>True</td>
        </tr>
        <tr>
          <th>2020-12-27 17:12:18.691</th>
          <td>102314</td>
          <td>906.50</td>
          <td>0.16340</td>
          <td>148.122100</td>
          <td>False</td>
          <td>True</td>
        </tr>
        <tr>
          <th>2020-12-27 17:12:19.422</th>
          <td>102315</td>
          <td>906.50</td>
          <td>0.11130</td>
          <td>100.893450</td>
          <td>False</td>
          <td>True</td>
        </tr>
        <tr>
          <th>2020-12-27 17:12:19.456</th>
          <td>102316</td>
          <td>906.50</td>
          <td>0.17685</td>
          <td>160.314525</td>
          <td>False</td>
          <td>True</td>
        </tr>
        <tr>
          <th>2020-12-27 17:12:19.472</th>
          <td>102317</td>
          <td>906.50</td>
          <td>0.11132</td>
          <td>100.911580</td>
          <td>False</td>
          <td>True</td>
        </tr>
        <tr>
          <th>...</th>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
          <td>...</td>
        </tr>
        <tr>
          <th>2020-12-27 19:51:27.446</th>
          <td>102808</td>
          <td>931.75</td>
          <td>1.39014</td>
          <td>1295.262945</td>
          <td>True</td>
          <td>True</td>
        </tr>
        <tr>
          <th>2020-12-27 19:51:53.966</th>
          <td>102809</td>
          <td>928.33</td>
          <td>0.10780</td>
          <td>100.073974</td>
          <td>True</td>
          <td>True</td>
        </tr>
        <tr>
          <th>2020-12-27 19:52:27.540</th>
          <td>102810</td>
          <td>931.45</td>
          <td>0.10736</td>
          <td>100.000472</td>
          <td>False</td>
          <td>True</td>
        </tr>
        <tr>
          <th>2020-12-27 19:57:18.475</th>
          <td>102811</td>
          <td>933.37</td>
          <td>2.10233</td>
          <td>1962.251752</td>
          <td>False</td>
          <td>True</td>
        </tr>
        <tr>
          <th>2020-12-27 19:59:36.171</th>
          <td>102812</td>
          <td>933.37</td>
          <td>0.05356</td>
          <td>49.991297</td>
          <td>False</td>
          <td>True</td>
        </tr>
      </tbody>
    </table>
    <p>500 rows × 6 columns</p>
    </div>
    </div>
    <br />
    <br />

.. GENERATED FROM PYTHON SOURCE LINES 26-34

.. code-block:: default

    fig, ax = plt.subplots()

    sns.scatterplot(x="time", y="price", data=frame, ax=ax)

    ax.set_xlabel("Time")
    ax.set_ylabel(f"Price ({pair[1]})")

    plt.show()



.. image:: /auto_examples/datasets/images/sphx_glr_plot_trades_001.png
    :alt: plot trades
    :class: sphx-glr-single-img





.. GENERATED FROM PYTHON SOURCE LINES 35-44

.. code-block:: default

    fig, ax = plt.subplots()

    sns.scatterplot(x="time", y="price", hue="isBuyerMaker", size="qty",
                    data=frame, ax=ax)

    ax.set_xlabel("Time")
    ax.set_ylabel(f"Price ({pair[1]})")

    plt.show()



.. image:: /auto_examples/datasets/images/sphx_glr_plot_trades_002.png
    :alt: plot trades
    :class: sphx-glr-single-img






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

   **Total running time of the script:** ( 0 minutes  2.399 seconds)


.. _sphx_glr_download_auto_examples_datasets_plot_trades.py:


.. only :: html

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



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

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



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

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


.. only:: html

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

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