Plotly Python Graphing Library

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height: 200px; position: fixed; bottom: 10px; left: 50px" alt="Sign up to Dash Club to get two free cheat sheets as well as tips and tricks, community apps, and deep dives delivered every two months"> </a> </aside>  <section class="--page-body --tutorial-index"> <div class="nav-breadcrumb-container"> <div> <div class="breadcrumb-nav"> </div> </div> </div>  <header class="--welcome"> <div class="--welcome-body">  <div class="--title"> <div class="--body"> <h1>Plotly Open Source Graphing Library for Python</h1> <p> Plotly's Python graphing library makes interactive, publication-quality graphs. Examples of how to make line plots, scatter plots, area charts, bar charts, error bars, box plots, histograms, heatmaps, subplots, multiple-axes, polar charts, and bubble charts. <br />Plotly.py is <a href="/python/is-plotly-free">free and open source</a> and you can <a target="_blank" href="https://github.com/plotly/plotly.py" >view the source, report issues or contribute on GitHub</a >. </p> <br /> <div class="dash-plug"> <p>Deploy Python AI Dash apps on private Kubernetes clusters: <a href="/get-pricing/">Pricing</a>  |  <a href="/get-demo/">Demo</a>  |  <a href="/dash/">Overview</a>  |  <a href="/consulting-and-oem/">AI App Services</a> </p> </div> </div> </div> </div> </header> <section class="--tutorial-section"> <header class="--section-header"> <a href="#fundamentals" name="fundamentals" id="fundamentals">Fundamentals</a> <a href="/python/plotly-fundamentals" class="langindexlink">More Fundamentals »</a> </header> <section class="--grid"> <ul class="--grid-list"> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/violin.jpg);" class="--grid-item"> <a href="/python/figure-structure/"> <div class="--item-meta"><span>The Figure Data Structure</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/violin.jpg" alt="The Figure Data Structure"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/creating-and-updating-figures.png);" class="--grid-item"> <a href="/python/creating-and-updating-figures/"> <div class="--item-meta"><span>Creating and Updating Figures</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/creating-and-updating-figures.png" alt="Creating and Updating Figures"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/displaying-figures.png);" class="--grid-item"> <a href="/python/renderers/"> <div class="--item-meta"><span>Displaying Figures</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/displaying-figures.png" alt="Displaying Figures"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/plotly-express.png);" class="--grid-item"> <a href="/python/plotly-express/"> <div class="--item-meta"><span>Plotly Express</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/plotly-express.png" alt="Plotly Express"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/dash_apps.png);" class="--grid-item"> <a href="https://dash.plotly.com/"> <div class="--item-meta"><span>Analytical Apps with Dash</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/dash_apps.png" alt="Analytical Apps with Dash"> </div> </a> </li> </ul> </section> </section> <section class="--tutorial-section"> <header class="--section-header"> <a href="#basic-charts" id="basic-charts">Basic Charts</a> <a href="/python/basic-charts/" class="langindexlink">More Basic Charts »</a> </header> <section class="--grid"> <ul class="--grid-list"> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/line-and-scatter.jpg);" class="--grid-item"> <a href="/python/line-and-scatter/"> <div class="--item-meta"><span>Scatter Plots</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/line-and-scatter.jpg" alt="Scatter Plots"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/line-plot.jpg);" class="--grid-item"> <a href="/python/line-charts/"> <div class="--item-meta"><span>Line Charts</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/line-plot.jpg" alt="Line Charts"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/bar.jpg);" class="--grid-item"> <a href="/python/bar-charts/"> <div class="--item-meta"><span>Bar Charts</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/bar.jpg" alt="Bar Charts"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/pie-chart.jpg);" class="--grid-item"> <a href="/python/pie-charts/"> <div class="--item-meta"><span>Pie Charts</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/pie-chart.jpg" alt="Pie Charts"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/bubble.jpg);" class="--grid-item"> <a href="/python/bubble-charts/"> <div class="--item-meta"><span>Bubble Charts</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/bubble.jpg" alt="Bubble Charts"> </div> </a> </li> </ul> </section> </section> <section class="--tutorial-section"> <header class="--section-header"> <a href="#statistical-charts" id="statistical-charts">Statistical Charts</a> <a href="/python/statistical-charts/" class="langindexlink">More Statistical Charts »</a> </header> <section class="--grid"> <ul class="--grid-list"> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/error-bar.jpg);" class="--grid-item"> <a href="/python/error-bars/"> <div class="--item-meta"><span>Error Bars</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/error-bar.jpg" alt="Error Bars"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/box.jpg);" class="--grid-item"> <a href="/python/box-plots/"> <div class="--item-meta"><span>Box Plots</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/box.jpg" alt="Box Plots"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/histogram.jpg);" class="--grid-item"> <a href="/python/histograms/"> <div class="--item-meta"><span>Histograms</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/histogram.jpg" alt="Histograms"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/distplot.jpg);" class="--grid-item"> <a href="/python/distplot/"> <div class="--item-meta"><span>Distplots</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/distplot.jpg" alt="Distplots"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/histogram2d.jpg);" class="--grid-item"> <a href="/python/2D-Histogram/"> <div class="--item-meta"><span>2D Histograms</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/histogram2d.jpg" alt="2D Histograms"> </div> </a> </li> </ul> </section> </section> <section class="--tutorial-section" id="scientific-charts"> <header class="--section-header"> <a href="#scientific-charts">Scientific Charts</a> <a href="/python/scientific-charts/" class="langindexlink">More Scientific Charts »</a> </header> <section class="--grid"> <ul class="--grid-list"> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/contour.jpg);" class="--grid-item"> <a href="/python/contour-plots/"> <div class="--item-meta"><span>Contour Plots</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/contour.jpg" alt="Contour Plots"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/heatmap.jpg);" class="--grid-item"> <a href="/python/heatmaps/"> <div class="--item-meta"><span>Heatmaps</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/heatmap.jpg" alt="Heatmaps"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/imshow.jpg);" class="--grid-item"> <a href="/python/imshow/"> <div class="--item-meta"><span>Imshow</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/imshow.jpg" alt="Imshow"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/v4-migration.png);" class="--grid-item"> <a href="/python/ternary-plots/"> <div class="--item-meta"><span>Ternary Plots</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/v4-migration.png" alt="Ternary Plots"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/log.jpg);" class="--grid-item"> <a href="/python/log-plot/"> <div class="--item-meta"><span>Log Plots</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/log.jpg" alt="Log Plots"> </div> </a> </li> </ul> </section> </section> <section class="--tutorial-section" id="financial-charts"> <header class="--section-header"> <a href="#financial-charts">Financial Charts</a> <a href="/python/financial-charts/" class="langindexlink">More Financial Charts »</a> </header> <section class="--grid"> <ul class="--grid-list"> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/time-series.jpg);" class="--grid-item"> <a href="/python/time-series/"> <div class="--item-meta"><span>Time Series and Date Axes</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/time-series.jpg" alt="Time Series and Date Axes"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/candlestick.jpg);" class="--grid-item"> <a href="/python/candlestick-charts/"> <div class="--item-meta"><span>Candlestick Charts</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/candlestick.jpg" alt="Candlestick Charts"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/waterfall-charts.jpg);" class="--grid-item"> <a href="/python/waterfall-charts/"> <div class="--item-meta"><span>Waterfall Charts</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/waterfall-charts.jpg" alt="Waterfall Charts"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/funnel.jpg);" class="--grid-item"> <a href="/python/funnel-charts/"> <div class="--item-meta"><span>Funnel Chart</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/funnel.jpg" alt="Funnel Chart"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/ohlc.jpg);" class="--grid-item"> <a href="/python/ohlc-charts/"> <div class="--item-meta"><span>OHLC Charts</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/ohlc.jpg" alt="OHLC Charts"> </div> </a> </li> </ul> </section> </section> <section class="--tutorial-section" id="maps"> <header class="--section-header"> <a href="#maps">Maps</a> <a href="/python/maps/" class="langindexlink">More Maps »</a> </header> <section class="--grid"> <ul class="--grid-list"> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/mapbox-layers.png);" class="--grid-item"> <a href="/python/mapbox-to-maplibre/"> <div class="--item-meta"><span>MapLibre Migration</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/mapbox-layers.png" alt="MapLibre Migration"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/mapbox-choropleth.png);" class="--grid-item"> <a href="/python/tile-county-choropleth/"> <div class="--item-meta"><span>Tile Choropleth Maps</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/mapbox-choropleth.png" alt="Tile Choropleth Maps"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/line_mapbox.jpg);" class="--grid-item"> <a href="/python/lines-on-tile-maps/"> <div class="--item-meta"><span>Lines on Tile Maps</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/line_mapbox.jpg" alt="Lines on Tile Maps"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/area.jpg);" class="--grid-item"> <a href="/python/filled-area-tile-maps/"> <div class="--item-meta"><span>Filled Area on Tile Maps</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/area.jpg" alt="Filled Area on Tile Maps"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/bubble-map.jpg);" class="--grid-item"> <a href="/python/bubble-maps/"> <div class="--item-meta"><span>Bubble Maps</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/bubble-map.jpg" alt="Bubble Maps"> </div> </a> </li> </ul> </section> </section> <section class="--tutorial-section"> <header class="--section-header"> <a href="#ai_ml" name="ai_ml" id="ai_ml">Artificial Intelligence and Machine Learning</a> <a href="/python/ai-ml/" class="langindexlink">More AI and ML »</a> </header> <section class="--grid"> <ul class="--grid-list"> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/ml-regression.png);" class="--grid-item"> <a href="/python/ml-regression/"> <div class="--item-meta"><span>ML Regression</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/ml-regression.png" alt="ML Regression"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/knn-classification.png);" class="--grid-item"> <a href="/python/knn-classification/"> <div class="--item-meta"><span>kNN Classification</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/knn-classification.png" alt="kNN Classification"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/ml-roc-pr.png);" class="--grid-item"> <a href="/python/roc-and-pr-curves/"> <div class="--item-meta"><span>ROC and PR Curves</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/ml-roc-pr.png" alt="ROC and PR Curves"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/ml-pca.png);" class="--grid-item"> <a href="/python/pca-visualization/"> <div class="--item-meta"><span>PCA Visualization</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/ml-pca.png" alt="PCA Visualization"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/ml_apps.png);" class="--grid-item"> <a href="https://plotly.com/building-machine-learning-web-apps-in-python/"> <div class="--item-meta"><span>AI/ML Apps with Dash</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/ml_apps.png" alt="AI/ML Apps with Dash"> </div> </a> </li> </ul> </section> </section> <section class="--tutorial-section"> <header class="--section-header"><a href="#bio" name="bio" id="bio">Bioinformatics</a> <a href="/python/bio/" class="langindexlink">More Bioinformatics »</a> </header> <section class="--grid"> <ul class="--grid-list"> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/volcano_plot.png);" class="--grid-item"> <a href="/python/volcano-plot/"> <div class="--item-meta"><span>Volcano Plot</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/volcano_plot.png" alt="Volcano Plot"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/manhattan_plot.png);" class="--grid-item"> <a href="/python/manhattan-plot/"> <div class="--item-meta"><span>Manhattan Plot</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/manhattan_plot.png" alt="Manhattan Plot"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/clustergram.png);" class="--grid-item"> <a href="/python/clustergram/"> <div class="--item-meta"><span>Clustergram</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/clustergram.png" alt="Clustergram"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/alignment_chart.png);" class="--grid-item"> <a href="/python/alignment-chart/"> <div class="--item-meta"><span>Alignment Chart</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/alignment_chart.png" alt="Alignment Chart"> </div> </a> </li> </ul> <a href="/python/bio/" class="langindexlink-mobile">More Bioinformatics »</a> </section> </section> <section class="--tutorial-section" id="3d-charts"> <header class="--section-header"> <a href="#3d-charts">3D Charts</a> <a href="/python/3d-charts/" class="langindexlink">More 3D Charts »</a> </header> <section class="--grid"> <ul class="--grid-list"> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/3d-axes.png);" class="--grid-item"> <a href="/python/3d-axes/"> <div class="--item-meta"><span>3D Axes</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/3d-axes.png" alt="3D Axes"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/3d-scatter.jpg);" class="--grid-item"> <a href="/python/3d-scatter-plots/"> <div class="--item-meta"><span>3D Scatter Plots</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/3d-scatter.jpg" alt="3D Scatter Plots"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/3d-surface.jpg);" class="--grid-item"> <a href="/python/3d-surface-plots/"> <div class="--item-meta"><span>3D Surface Plots</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/3d-surface.jpg" alt="3D Surface Plots"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/3d-subplots.jpg);" class="--grid-item"> <a href="/python/3d-subplots/"> <div class="--item-meta"><span>3D Subplots</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/3d-subplots.jpg" alt="3D Subplots"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/3d-camera-controls.jpg);" class="--grid-item"> <a href="/python/3d-camera-controls/"> <div class="--item-meta"><span>3D Camera Controls</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/3d-camera-controls.jpg" alt="3D Camera Controls"> </div> </a> </li> </ul> </section> </section> <section class="--tutorial-section" id="multiple-axes-subplots-and-insets"> <header class="--section-header"> <a href="#subplot-charts" name="subplot-charts" id="subplot-charts">Subplots</a> </header> <section class="--grid"> <ul class="--grid-list"> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/mixed_subplot.JPG);" class="--grid-item"> <a href="/python/mixed-subplots/"> <div class="--item-meta"><span>Mixed Subplots</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/mixed_subplot.JPG" alt="Mixed Subplots"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/map-subplots.jpg);" class="--grid-item"> <a href="/python/map-subplots-and-small-multiples/"> <div class="--item-meta"><span>Map Subplots</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/map-subplots.jpg" alt="Map Subplots"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/table_subplots.jpg);" class="--grid-item"> <a href="/python/table-subplots/"> <div class="--item-meta"><span>Table and Chart Subplots</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/table_subplots.jpg" alt="Table and Chart Subplots"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/ff-subplots.jpg);" class="--grid-item"> <a href="/python/figure-factory-subplots/"> <div class="--item-meta"><span>Figure Factory Subplots</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/ff-subplots.jpg" alt="Figure Factory Subplots"> </div> </a> </li> </ul> </section> </section> <section class="--tutorial-section" id="chart-events"> <header class="--section-header"> <a href="#jupyter-widgets" id="jupyter-widgets">Jupyter Widgets Interaction</a> </header> <section class="--grid"> <ul class="--grid-list"> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/figurewidget-overview.gif);" class="--grid-item"> <a href="/python/figurewidget/"> <div class="--item-meta"><span>Plotly FigureWidget Overview</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/figurewidget-overview.gif" alt="Plotly FigureWidget Overview"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/figurewidget-jupyterlab.png);" class="--grid-item"> <a href="/python/jupyter-lab-tools/"> <div class="--item-meta"><span>Jupyter Lab with FigureWidget</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/figurewidget-jupyterlab.png" alt="Jupyter Lab with FigureWidget"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/multi-widget.jpg);" class="--grid-item"> <a href="/python/figurewidget-app/"> <div class="--item-meta"><span>Interactive Data Analysis with FigureWidget ipywidgets</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/multi-widget.jpg" alt="Interactive Data Analysis with FigureWidget ipywidgets"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/figurewidget-click-events.gif);" class="--grid-item"> <a href="/python/click-events/"> <div class="--item-meta"><span>Click Events</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/figurewidget-click-events.gif" alt="Click Events"> </div> </a> </li> </ul> </section> </section> <section class="--tutorial-section" id="controls"> <header class="--section-header"> <a href="#controls">Add Custom Controls</a> </header> <section class="--grid"> <ul class="--grid-list"> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/custom-buttons.jpg);" class="--grid-item"> <a href="/python/custom-buttons/"> <div class="--item-meta"><span>Custom Buttons</span></div> <div class="--item-image"> <span>View Tutorial</span> <img src="https://images.plot.ly/plotly-documentation/thumbnail/custom-buttons.jpg" alt="Custom Buttons"> </div> </a> </li> <li style="background-image: url(https://images.plot.ly/plotly-documentation/thumbnail/slider2017.gif);" class="--grid-item"> <a href="/python/sliders/"> <div 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