Überblick über die Bibliotheken zur Datenvisualisierung#

Zunächst erhaltet ihr einen grafischen Überblick auf Basis der zentralen Python-Bibliotheken zur Datenvisualisierung.

Technologien#

graph python_visualisation_landscape { graph [fontname = "Calibri", fontsize="16", overlap=false]; node [fontname = "Calibri", fontsize="16", style="bold", penwidth="5px"]; edge [fontname = "Calibri", fontsize="16", style="bold", penwidth="5px"]; tooltip="Python Visualisation Landscape"; // OpenGL opengl [ label="OpenGL", tooltip="Open Graphics Library", color="#FF66B3", target="_top", href="../opengl/index.html"] VisPy [ label="Vispy", tooltip="Python-Bibliothek für\ninteraktive wissenschaftliche\nVisualisierungen", color="#FF66B3", target="_top", href="http://vispy.org/"] mayavi [ label="Mayavi", tooltip="Python-Bibliothek für die\n3D-Visualisierung\nwissenschaftlicher Daten", color="#FF66B3", target="_top", href="http://docs.enthought.com/mayavi/mayavi/"] itkwidgets [ label="itkwidgets", tooltip="Interaktive Jupyter-Widgets\nzur Visualisierung von Bildern,\nPunktmengen und Netzen\nin 2D und 3D", color="#FF66B3", target="_top", href="https://itkwidgets.readthedocs.io/en/latest/"] vedo [ label="vedo", tooltip="Python-Modul für die\nwissenschaftliche\nAnalyse von 3D-Daten", color="#FF66B3", target="_top", href="https://vedo.embl.es"] polyscope [ label="Polyscope", tooltip="Ein C++ und Python-Viewer\nfür 3D-Daten wie Netze\nund Punktwolken", color="#FF66B3", target="_top", href="https://polyscope.run"] glumpy [ label="Glumpy", tooltip="Schnittstelle zwischen\nnumpy und OpenGL", color="#FF66B3", target="_top", href="https://glumpy.github.io/"] opengl -- VisPy [color="#FF66B3"] opengl -- mayavi [color="#FF66B3"] opengl -- itkwidgets [color="#FF66B3"] opengl -- vedo [color="#FF66B3"] opengl -- polyscope[color="#FF66B3"] opengl -- glumpy [color="#FF66B3"] // Matplotlib mpl [ label="Matplotlib", tooltip="Python-Bibliothek\nfür 2D-Plots", color="#BF80FF" target="_top", href="../matplotlib/index.html"] mpl_scatter_density [ label="mpl-scatter-density", tooltip="Streudichtekarten für die\naussagekräftige Darstellungen\ngroßer Datensätze", color="#BF80FF", target="_top", href="../matplotlib/mpl-scatter-density.html"] pandas [ label="pandas", tooltip="pandas Datenstrukturen mit\nMatplotlib visualisieren", color="#BF80FF", target="_top", href="../matplotlib/pandas/index.html"] geopandas [ label="GeoPandas", tooltip="GeoPandas erweitert pandas um geometrische Datentypen", color="#BF80FF", target="_top", href="../matplotlib/geopandas/index.html"] geoplot [ label="Geoplot", tooltip="High-level-Bibliothek zum Plotten von Geodaten", color="#BF80FF", target="_top", href="https://residentmario.github.io/geoplot/index.html"] prettymaps [ label="prettymaps", tooltip="Python-Bibliothek zum Zeichnen benutzerdefinierter Karten aus OpenStreetMap-Daten", color="#BF80FF", target="_top", href="https://github.com/marceloprates/prettymaps"] seaborn [ label="seaborn", tooltip="High-level-Datenvisualisierung\nbasierend auf Matplotlib", color="#BF80FF", target="_top", href="../matplotlib/seaborn/index.html"] plotnine [ label="plotnine", tooltip="Python-Implementierung von ggplot2", color="#BF80FF", target="_top", href="../matplotlib/plotnine/index.html"] yellowbrick [ label="Yellowbrick", tooltip="Tools für die visuelle Analyse und Diagnose\nvon Scikit-learn-Projekten", color="#BF80FF", target="_top", href="https://www.scikit-yb.org/"] networkx [ label="NetworkX", tooltip="Erstellen, Ändern und Analysieren\nkomplexer Netzwerke", color="#BF80FF", target="_top", href="../matplotlib/networkx.html"] graphviz [ label="Graphviz", tooltip="Mächtige Visualisierungssoftware\nfür Graphen", color="#cccccc", target="_top", href="../matplotlib/graphviz.html"] graph_tool [ label="graph-tool", tooltip="Effizientes Python-Modul zur\nManipulation und statistischen Analyse\n von Graphen", color="#cccccc", target="_top", href="../matplotlib/graph-tool.html"] cartopy [ label="Cartopy", tooltip="Erstellen von Karten und\nAnalyse von Geodaten", color="#BF80FF", target="_top", href="../matplotlib/cartopy/index.html"] iris [ label="Iris", tooltip="Visualisierung auf Basis der Climate\nand Forecast (CF) Conventions", color="#BF80FF", target="_top", href="../matplotlib/iris.html"] yt [ label="yt", tooltip="Python-Bibliothek zur Analyse\nund Visualisierung von Volumendaten", color="#BF80FF", target="_top", href="../matplotlib/yt.html"] mpl -- pandas [color="#BF80FF"] mpl -- mpl_scatter_density [color="#BF80FF"] pandas -- geopandas [color="#BF80FF"] mpl -- geoplot [color="#BF80FF"] mpl -- prettymaps [color="#BF80FF"] mpl -- seaborn [color="#BF80FF"] mpl -- plotnine [color="#BF80FF"] mpl -- yellowbrick [color="#BF80FF"] networkx -- graphviz [color="#BF80FF;0.5:#cccccc", style="dashed"] graphviz -- graph_tool [color="#cccccc;0.5:#cccccc", style="dashed"] mpl -- networkx [color="#BF80FF"] mpl -- cartopy [color="#BF80FF"] iris -- mpl [color="#BF80FF"] iris -- cartopy [color="#BF80FF"] yt -- mpl [color="#BF80FF"] yt -- opengl [color="#BF80FF;0.5:#FF66B3", style="dashed"] mpl -- ipympl [color="#BF80FF;0.5:#00FFFF"] mpl -- mpl_altair [color="#BF80FF;0.5:#00FF80"] // Bokeh bokeh [ label="Bokeh", tooltip="Interaktive Python-Bibliothek\nzur Datenvisualisierung\nin modernen Webbrowsern", color="#9999FF", target="_top", href="../bokeh/index.html"] vaex [ label="Vaex", tooltip="Python-Bibliothek zur Datenanalyse\nund -visualisierung", color="#9999FF", target="_top", href="https://github.com/vaexio/vaex"] holoviews [ label="HoloViews", tooltip="Python-Bibliothek zur Datenanalyse\nund -visualisierung", color="#9999FF", target="_top", href="http://holoviews.org/"] hvplot [ label="hvPlot", tooltip="High-level-Plot-API\nauf Basis von HoloViews", color="#9999FF", target="_top", href="../bokeh/integration/holoviews/hvplot/index.html"] datashader [ label="Datashader", tooltip="Grafik-Pipeline-System für\naussagekräftige Darstellungen\ngroßer Datensätze", color="#9999FF", target="_top", href="../bokeh/integration/datashader.html"] geoviews [ label="GeoViews", tooltip="Analysieren und Visualisieren von\ngeographischen, meterologischen\nund ozeanischen Daten", color="#9999FF", target="_top", href="../bokeh/integration/holoviews/geoviews.html"] geoviews -- cartopy [color="#9999FF;0.5:#BF80FF"] geoviews -- holoviews [color="#9999FF"] geoviews -- geopandas [color="#9999FF;0.5:#BF80FF", style="dashed"] vaex -- bokeh [color="#9999FF"] holoviews -- bokeh [color="#9999FF"] holoviews -- hvplot [color="#9999FF"] hvplot -- pandas [color="#9999FF;0.5:#BF80FF"] hvplot -- geopandas [color="#9999FF;0.5:#BF80FF"] hvplot -- networkx [color="#9999FF;0.5:#BF80FF"] datashader -- bokeh [color="#9999FF"] networkx -- bokeh [color="#BF80FF;0.5:#9999FF"] datashader -- holoviews [color="#9999FF"] vaex -- mpl [color="#9999FF;0.5:#BF80FF"] vaex -- bqplot [color="#9999FF;0.5:#4da6ff"] vaex -- opengl [color="#9999FF;0.5:#FF66B3"] holoviews -- mpl [color="#9999FF;0.5:#BF80FF"] datashader -- mpl [color="#9999FF;0.5:#BF80FF"] // Vega vega [ label="Vega", tooltip="Deklarative Sprache für\ninteraktive Visualisierungen", color="#00FF80", target="_top", href="../vega/index.html"] vega_light [ label="Vega-Lite", tooltip="High-level-Grammatik für\nkomplexe Vega-Anwendungen", color="#00FF80", target="_top", href="https://github.com/vega/vega-lite"] pdvega [ label="PdVega", tooltip="Interaktive Vega-Light-Plots\naus pandas Dataframes", color="#00FF80", target="_top", href="../vega/pdvega/index.html"] altair [ label="Altair", tooltip="Deklarative Visualisierung\nin Python", color="#00FF80", target="_top", href="https://altair-viz.github.io/"] mpl_altair [ label="Matplotlib Altair", tooltip="Matplotlib-Renderer\nfür Altair", color="#00FF80", target="_top", href="https://matplotlib.org/mpl-altair/"] vega -- vega_light [color="#00FF80"] vega_light -- altair [color="#00FF80"] vega_light -- pdvega [color="#00FF80"] pdvega -- pandas [color="#00FF80;0.5:#BF80FF"] altair -- mpl_altair [color="#00FF80"] // D3.js d3js [ label="D3.js", tooltip="Javascript-Bibliothek mit mächtigen\nVisualisierungskomponenten", color="#4da6ff", target="_top", href="../d3js/index.html"] bqplot [ label="bqplot", tooltip="Interaktive Plots\nmit D3.js und ipywidgets", color="#4da6ff", target="_top", href="../d3js/bqplot/index.html"] d3po [ label="d3po", tooltip="Javascript-Bibliothekt zum\nErstellen von D3.js-Charts", color="#4da6ff", target="_top", href="https://github.com/adamlabadorf/d3po"] plotly [ label="plotly", tooltip="Interaktive Graphikbibliothek\nfür Python", color="#4da6ff", target="_top", href="https://github.com/plotly/plotly.py"] d3js -- bqplot [color="#4da6ff"] d3js -- plotly [color="#4da6ff"] d3js -- d3po [color="#4da6ff"] d3js -- vega [color="#4da6ff;0.5:#00FF80"] d3js -- javascript [color="#4da6ff;0.5:#00FFFF"] // Javascript javascript [ label="Javascript", tooltip="Skriptsprache, die ursprünglich für\ndynamisches HTML in Webbrowsern\nentwickelt wurde", color="#00FFFF", target="_top", href="../js/index.html"] pythreejs [ label="pythreejs", tooltip="Notebook-Extension\nfür WebGL-fähige Webbrowser", color="#00FFFF", target="_top", href="../js/pythreejs.html"] ipyvolume [ label="IPyvolume", tooltip="Python-Bibliothek zur\nVisualisierung von\nVolumen und -Glyphen", color="#00FFFF", target="_top", href="../js/ipyvolume.html"] toyplot [ label="Toyplot", tooltip="Leichtgewichtige Bibliothek\nfür ästhetische Plots", color="#00FFFF", target="_top", href="https://toyplot.readthedocs.io/"] ipyleaflet [ label="ipyleaflet", tooltip="Interaktive Karten für\nJupyter Notebooks", color="#00FFFF", target="_top", href="../js/ipyleaflet.html"] xarray_leaflet [ label="xarray-leaflet", tooltip="xarray extension für Kartendarstellungen", color="#00FFFF", target="_top", href="../js/xarray-leaflet.html"] ipympl [ label="ipympl", tooltip="Matplotlib\nJupyter Extension", color="#00FFFF", target="_top", href="https://jupyter-tutorial.readthedocs.io/de/latest/ipywidgets/libs/ipympl.html"] javascript -- ipyvolume [color="#00FFFF"] javascript -- ipyleaflet [color="#00FFFF"] ipyleaflet -- xarray_leaflet [color="#00FFFF"] javascript -- ipympl [color="#00FFFF"] javascript -- toyplot [color="#00FFFF"] javascript -- bokeh [color="#00FFFF;0.5:#9999FF"] javascript -- pythreejs [color="#00FFFF"] }

Im Folgenden findet ihr tabellarische Übersichten über die verschiedenen Python-Bibliotheken zur Datenvisualisierung, ihre Aktivitäten und Lizenzen, so dass ihr einen ersten Anhaltspunkt erhalten könnt, ob die Bibliotheken euren Anforderungen entspricht.

Siehe auch

Lizenzieren

Zentrale Bibliotheken#

GitHub-Insights: Zentrale Bibliotheken#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

Matplotlib

https://raster.shields.io/github/stars/matplotlib/matplotlib https://raster.shields.io/github/contributors/matplotlib/matplotlib https://raster.shields.io/github/commit-activity/y/matplotlib/matplotlib https://raster.shields.io/github/license/matplotlib/matplotlib

bokeh

https://raster.shields.io/github/stars/bokeh/bokeh https://raster.shields.io/github/contributors/bokeh/bokeh https://raster.shields.io/github/commit-activity/y/bokeh/bokeh https://raster.shields.io/github/license/bokeh/bokeh

plotly

https://raster.shields.io/github/stars/plotly/plotly.py https://raster.shields.io/github/contributors/plotly/plotly.py https://raster.shields.io/github/commit-activity/y/plotly/plotly.py https://raster.shields.io/github/license/plotly/plotly.py

pandas .plot()-API#

GitHub-Insights: pandas .plot()-API#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

pandas

https://raster.shields.io/github/stars/pandas-dev/pandas https://raster.shields.io/github/contributors/pandas-dev/pandas https://raster.shields.io/github/commit-activity/y/pandas-dev/pandas https://raster.shields.io/github/license/pandas-dev/pandas

xarray

https://raster.shields.io/github/stars/pydata/xarray https://raster.shields.io/github/contributors/pydata/xarray https://raster.shields.io/github/commit-activity/y/pydata/xarray https://raster.shields.io/github/license/pydata/xarray

Pandas-Bokeh

https://raster.shields.io/github/stars/PatrikHlobil/Pandas-Bokeh https://raster.shields.io/github/contributors/PatrikHlobil/Pandas-Bokeh https://raster.shields.io/github/commit-activity/y/PatrikHlobil/Pandas-Bokeh https://raster.shields.io/github/license/PatrikHlobil/Pandas-Bokeh

hvplot

https://raster.shields.io/github/stars/holoviz/hvplot https://raster.shields.io/github/contributors/holoviz/hvplot https://raster.shields.io/github/commit-activity/y/holoviz/hvplot https://raster.shields.io/github/license/holoviz/hvplot

Weitere High-Level-APIs#

GitHub-Insights: Weitere High-Level-APIs#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

seaborn

https://raster.shields.io/github/stars/mwaskom/seaborn https://raster.shields.io/github/contributors/mwaskom/seaborn https://raster.shields.io/github/commit-activity/y/mwaskom/seaborn https://raster.shields.io/github/license/mwaskom/seaborn

altair

https://raster.shields.io/github/stars/altair-viz/altair https://raster.shields.io/github/contributors/altair-viz/altair https://raster.shields.io/github/commit-activity/y/altair-viz/altair https://raster.shields.io/github/license/altair-viz/altair

perspective

https://raster.shields.io/github/stars/finos/perspective https://raster.shields.io/github/contributors/finos/perspective https://raster.shields.io/github/commit-activity/y/finos/perspective https://raster.shields.io/github/license/finos/perspective

plotnine

https://raster.shields.io/github/stars/has2k1/plotnine https://raster.shields.io/github/contributors/has2k1/plotnine https://raster.shields.io/github/commit-activity/y/has2k1/plotnine https://raster.shields.io/github/license/has2k1/plotnine

bqplot

https://raster.shields.io/github/stars/bqplot/bqplot https://raster.shields.io/github/contributors/bqplot/bqplot https://raster.shields.io/github/commit-activity/y/bqplot/bqplot https://raster.shields.io/github/license/bqplot/bqplot

chartify

https://raster.shields.io/github/stars/spotify/chartify https://raster.shields.io/github/contributors/spotify/chartify https://raster.shields.io/github/commit-activity/y/spotify/chartify https://raster.shields.io/github/license/spotify/chartify

holoviews

https://raster.shields.io/github/stars/holoviz/holoviews https://raster.shields.io/github/contributors/holoviz/holoviews https://raster.shields.io/github/commit-activity/y/holoviz/holoviews https://raster.shields.io/github/license/holoviz/holoviews

vega

https://raster.shields.io/github/stars/vega/vega https://raster.shields.io/github/contributors/vega/vega https://raster.shields.io/github/commit-activity/y/vega/vega https://raster.shields.io/github/license/vega/vega

Vega-Lite

https://raster.shields.io/github/stars/vega/vega-lite https://raster.shields.io/github/contributors/vega/vega-lite https://raster.shields.io/github/commit-activity/y/vega/vega-lite https://raster.shields.io/github/license/vega/vega-lite

AutoViz

https://raster.shields.io/github/stars/AutoViML/AutoViz https://raster.shields.io/github/contributors/AutoViML/AutoViz https://raster.shields.io/github/commit-activity/y/AutoViML/AutoViz https://raster.shields.io/github/license/AutoViML/AutoViz

Lets-Plot

https://raster.shields.io/github/stars/JetBrains/lets-plot https://raster.shields.io/github/contributors/JetBrains/lets-plot https://raster.shields.io/github/commit-activity/y/JetBrains/lets-plot https://raster.shields.io/github/license/JetBrains/lets-plot

proplot

https://raster.shields.io/github/stars/proplot-dev/proplot https://raster.shields.io/github/contributors/proplot-dev/proplot https://raster.shields.io/github/commit-activity/y/proplot-dev/proplot https://raster.shields.io/github/license/proplot-dev/proplot

ipyvizzu

https://raster.shields.io/github/stars/vizzuhq/ipyvizzu https://raster.shields.io/github/contributors/vizzuhq/ipyvizzu https://raster.shields.io/github/commit-activity/y/vizzuhq/ipyvizzu https://raster.shields.io/github/license/vizzuhq/ipyvizzu

ipyvizzu-story

https://raster.shields.io/github/stars/vizzuhq/ipyvizzu-story https://raster.shields.io/github/contributors/vizzuhq/ipyvizzu-story https://raster.shields.io/github/commit-activity/y/vizzuhq/ipyvizzu-story https://raster.shields.io/github/license/vizzuhq/ipyvizzu-story

toyplot

https://raster.shields.io/github/stars/sandialabs/toyplot https://raster.shields.io/github/contributors/sandialabs/toyplot https://raster.shields.io/github/commit-activity/y/sandialabs/toyplot https://raster.shields.io/github/license/sandialabs/toyplot

quibbler

https://raster.shields.io/github/stars/Technion-Kishony-lab/quibbler https://raster.shields.io/github/contributors/Technion-Kishony-lab/quibbler https://raster.shields.io/github/commit-activity/y/Technion-Kishony-lab/quibbler https://raster.shields.io/github/license/Technion-Kishony-lab/quibbler

omniplot

https://raster.shields.io/github/stars/koonimaru/omniplot https://raster.shields.io/github/contributors/koonimaru/omniplot https://raster.shields.io/github/commit-activity/y/koonimaru/omniplot https://raster.shields.io/github/license/koonimaru/omniplot

Rendern großer Datenmengen#

Die Architektur und die zugrundeliegende Technologie für jede Bibliothek bestimmen die unterstützten Datengrößen und somit, ob die Bibliothek für mehrdimensionale Arrays, lange Zeitreihen oder andere große Datasets geeignet ist:

OpenGL-basierte Bibliotheken#

Sie können i.A. sehr große Datensätze (mehrere Gigabyte) verarbeiten.

GitHub-Insights: OpenGL-basierte Bibliotheken#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

VisPy

https://raster.shields.io/github/stars/vispy/vispy https://raster.shields.io/github/contributors/vispy/vispy https://raster.shields.io/github/commit-activity/y/vispy/vispy https://raster.shields.io/github/license/vispy/vispy

vedo

https://raster.shields.io/github/stars/marcomusy/vedo https://raster.shields.io/github/contributors/marcomusy/vedo https://raster.shields.io/github/commit-activity/y/marcomusy/vedo https://raster.shields.io/github/license/marcomusy/vedo

Polyscope

https://raster.shields.io/github/stars/nmwsharp/polyscope https://raster.shields.io/github/contributors/nmwsharp/polyscope https://raster.shields.io/github/commit-activity/y/nmwsharp/polyscope https://raster.shields.io/github/license/nmwsharp/polyscope

Mayavi

https://raster.shields.io/github/stars/enthought/mayavi https://raster.shields.io/github/contributors/enthought/mayavi https://raster.shields.io/github/commit-activity/y/enthought/mayavi https://raster.shields.io/github/license/enthought/mayavi

Glumpy

https://raster.shields.io/github/stars/glumpy/glumpy https://raster.shields.io/github/contributors/glumpy/glumpy https://raster.shields.io/github/commit-activity/y/glumpy/glumpy https://raster.shields.io/github/license/glumpy/glumpy

itkwidgets

https://raster.shields.io/github/stars/InsightSoftwareConsortium/itkwidgets https://raster.shields.io/github/contributors/InsightSoftwareConsortium/itkwidgets https://raster.shields.io/github/commit-activity/y/InsightSoftwareConsortium/itkwidgets https://raster.shields.io/github/license/InsightSoftwareConsortium/itkwidgets

Matplotlib-basierte Bibliotheken#

Sie können i.d.R. Hunderttausende von Punkten mit angemessener Leistung verarbeiten oder in bestimmten Sonderfällen (z.B. abhängig vom Backend) mehr.

GitHub-Insights: Matplotlib-basierte Bibliotheken#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

mpl-scatter-density

https://raster.shields.io/github/stars/astrofrog/mpl-scatter-density https://raster.shields.io/github/contributors/astrofrog/mpl-scatter-density https://raster.shields.io/github/commit-activity/y/astrofrog/mpl-scatter-density https://raster.shields.io/github/license/astrofrog/mpl-scatter-density

Javascript-basierte Bibliotheken#

Sie sind ohne besondere Behandlung beschränkt auf einige tausend bis hunderttausend Punkte. ipywidgets, Bokeh und Plotly nutzen statt JSON jedoch spezielle Transportmechanismen für Binärdaten, sodass sie hunderttausende bis Millionen von Datenpunkten verarbeiten können. Andere Bibliotheken wie ipyvolume, Plotly und in einigen Fällen Bokeh nutzen WebGL, sodass sie bis zu einer Millionen Datenpunkte verarbeiten können.

GitHub-Insights: WebGL-basierte Bibliotheken#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

Bokeh

https://raster.shields.io/github/stars/bokeh/bokeh https://raster.shields.io/github/contributors/bokeh/bokeh https://raster.shields.io/github/commit-activity/y/bokeh/bokeh https://raster.shields.io/github/license/bokeh/bokeh

Plotly

https://raster.shields.io/github/stars/plotly/plotly.py https://raster.shields.io/github/contributors/plotly/plotly.py https://raster.shields.io/github/commit-activity/y/plotly/plotly.py https://raster.shields.io/github/license/plotly/plotly.py

pythreejs

https://raster.shields.io/github/stars/jupyter-widgets/pythreejs https://raster.shields.io/github/contributors/jupyter-widgets/pythreejs https://raster.shields.io/github/commit-activity/y/jupyter-widgets/pythreejs https://raster.shields.io/github/license/jupyter-widgets/pythreejs

jupyter-scatter

https://raster.shields.io/github/stars/flekschas/jupyter-scatter https://raster.shields.io/github/contributors/flekschas/jupyter-scatter https://raster.shields.io/github/commit-activity/y/flekschas/jupyter-scatter https://raster.shields.io/github/license/flekschas/jupyter-scatter

Server-side Rendering#

datashader oder Vaex ermöglichen Milliarden, Billionen oder mehr Datenpunkte.

GitHub-Insights: Server-side Rendering#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

vaex

https://raster.shields.io/github/stars/vaexio/vaex https://raster.shields.io/github/contributors/vaexio/vaex https://raster.shields.io/github/commit-activity/y/vaexio/vaex https://raster.shields.io/github/license/vaexio/vaex

datashader

https://raster.shields.io/github/stars/holoviz/datashader https://raster.shields.io/github/contributors/holoviz/datashader https://raster.shields.io/github/commit-activity/y/holoviz/datashader https://raster.shields.io/github/license/holoviz/datashader

Weitere Bibliotheken#

GitHub-Insights: Weitere Bibliotheken#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

Facets

https://raster.shields.io/github/stars/PAIR-code/facets https://raster.shields.io/github/contributors/PAIR-code/facets https://raster.shields.io/github/commit-activity/y/PAIR-code/facets https://raster.shields.io/github/license/PAIR-code/facets

scikit-image

https://raster.shields.io/github/stars/scikit-image/scikit-image https://raster.shields.io/github/contributors/scikit-image/scikit-image https://raster.shields.io/github/commit-activity/y/scikit-image/scikit-image https://raster.shields.io/github/license/scikit-image/scikit-image

Yellowbrick

https://raster.shields.io/github/stars/DistrictDataLabs/yellowbrick https://raster.shields.io/github/contributors/DistrictDataLabs/yellowbrick https://raster.shields.io/github/commit-activity/y/DistrictDataLabs/yellowbrick https://raster.shields.io/github/license/DistrictDataLabs/yellowbrick

missingno

https://raster.shields.io/github/stars/ResidentMario/missingno https://raster.shields.io/github/contributors/ResidentMario/missingno https://raster.shields.io/github/commit-activity/y/ResidentMario/missingno https://raster.shields.io/github/license/ResidentMario/missingno

napari

https://raster.shields.io/github/stars/napari/napari https://raster.shields.io/github/contributors/napari/napari https://raster.shields.io/github/commit-activity/y/napari/napari https://raster.shields.io/github/license/napari/napari

HyperTools

https://raster.shields.io/github/stars/ContextLab/hypertools https://raster.shields.io/github/contributors/ContextLab/hypertools https://raster.shields.io/github/commit-activity/y/ContextLab/hypertools https://raster.shields.io/github/license/ContextLab/hypertools

ipympl

https://raster.shields.io/github/stars/matplotlib/ipympl https://raster.shields.io/github/contributors/matplotlib/ipympl https://raster.shields.io/github/commit-activity/y/matplotlib/ipympl https://raster.shields.io/github/license/matplotlib/ipympl

ArviZ

https://raster.shields.io/github/stars/arviz-devs/arviz https://raster.shields.io/github/contributors/arviz-devs/arviz https://raster.shields.io/github/commit-activity/y/arviz-devs/arviz https://raster.shields.io/github/license/arviz-devs/arviz

MetPy

https://raster.shields.io/github/stars/Unidata/MetPy https://raster.shields.io/github/contributors/Unidata/MetPy https://raster.shields.io/github/commit-activity/y/Unidata/MetPy https://raster.shields.io/github/license/Unidata/MetPy

iris

https://raster.shields.io/github/stars/SciTools/iris https://raster.shields.io/github/contributors/SciTools/iris https://raster.shields.io/github/commit-activity/y/SciTools/iris https://raster.shields.io/github/license/SciTools/iris

yt

https://raster.shields.io/github/stars/yt-project/yt https://raster.shields.io/github/contributors/yt-project/yt https://raster.shields.io/github/commit-activity/y/yt-project/yt https://raster.shields.io/github/license/yt-project/yt

Farbkarten#

GitHub-Insights: Farbkarten#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

palettable

https://raster.shields.io/github/stars/jiffyclub/palettable https://raster.shields.io/github/contributors/jiffyclub/palettable https://raster.shields.io/github/commit-activity/y/jiffyclub/palettable https://raster.shields.io/github/license/jiffyclub/palettable

colorcet

https://raster.shields.io/github/stars/holoviz/colorcet https://raster.shields.io/github/contributors/holoviz/colorcet https://raster.shields.io/github/commit-activity/y/holoviz/colorcet https://raster.shields.io/github/license/holoviz/colorcet

CMasher

https://raster.shields.io/github/stars/1313e/CMasher https://raster.shields.io/github/contributors/1313e/CMasher https://raster.shields.io/github/commit-activity/y/1313e/CMasher https://raster.shields.io/github/license/1313e/CMasher

cmocean

https://raster.shields.io/github/stars/matplotlib/cmocean https://raster.shields.io/github/contributors/matplotlib/cmocean https://raster.shields.io/github/commit-activity/y/matplotlib/cmocean https://raster.shields.io/github/license/matplotlib/cmocean

distinctipy

https://raster.shields.io/github/stars/alan-turing-institute/distinctipy https://raster.shields.io/github/contributors/alan-turing-institute/distinctipy https://raster.shields.io/github/commit-activity/y/alan-turing-institute/distinctipy https://raster.shields.io/github/license/alan-turing-institute/distinctipy

viscm

https://raster.shields.io/github/stars/matplotlib/viscm https://raster.shields.io/github/contributors/matplotlib/viscm https://raster.shields.io/github/commit-activity/y/matplotlib/viscm https://raster.shields.io/github/license/matplotlib/viscm

cmcrameri

https://raster.shields.io/github/stars/callumrollo/cmcrameri https://raster.shields.io/github/contributors/callumrollo/cmcrameri https://raster.shields.io/github/commit-activity/y/callumrollo/cmcrameri https://raster.shields.io/github/license/callumrollo/cmcrameri

Diagrammtypen#

Statistische Darstellungen#

Streudiagramme, Linien, Flächen, Balken, Histogramme

GitHub-Insights: Statistische Darstellungen#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

seaborn

https://raster.shields.io/github/stars/mwaskom/seaborn https://raster.shields.io/github/contributors/mwaskom/seaborn https://raster.shields.io/github/commit-activity/y/mwaskom/seaborn https://raster.shields.io/github/license/mwaskom/seaborn

bqplot

https://raster.shields.io/github/stars/bqplot/bqplot https://raster.shields.io/github/contributors/bqplot/bqplot https://raster.shields.io/github/commit-activity/y/bqplot/bqplot https://raster.shields.io/github/license/bqplot/bqplot

Matplotlib Altair

https://raster.shields.io/github/stars/matplotlib/mpl-altair https://raster.shields.io/github/contributors/matplotlib/mpl-altair https://raster.shields.io/github/commit-activity/y/matplotlib/mpl-altair https://raster.shields.io/github/license/matplotlib/mpl-altair

Regelmäßige Gitter mit rechteckigen Maschen#

GitHub-Insights: Regelmäßige Gitter mit rechteckigen Maschen#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

Matplotlib

https://raster.shields.io/github/stars/matplotlib/matplotlib https://raster.shields.io/github/contributors/matplotlib/matplotlib https://raster.shields.io/github/commit-activity/y/matplotlib/matplotlib https://raster.shields.io/github/license/matplotlib/matplotlib

bokeh

https://raster.shields.io/github/stars/bokeh/bokeh https://raster.shields.io/github/contributors/bokeh/bokeh https://raster.shields.io/github/commit-activity/y/bokeh/bokeh https://raster.shields.io/github/license/bokeh/bokeh

Plotly

https://raster.shields.io/github/stars/plotly/plotly.py https://raster.shields.io/github/contributors/plotly/plotly.py https://raster.shields.io/github/commit-activity/y/plotly/plotly.py https://raster.shields.io/github/license/plotly/plotly.py

datashader

https://raster.shields.io/github/stars/holoviz/datashader https://raster.shields.io/github/contributors/holoviz/datashader https://raster.shields.io/github/commit-activity/y/holoviz/datashader https://raster.shields.io/github/license/holoviz/datashader

HoloViews

https://raster.shields.io/github/stars/holoviz/holoviews https://raster.shields.io/github/contributors/holoviz/holoviews https://raster.shields.io/github/commit-activity/y/holoviz/holoviews https://raster.shields.io/github/license/holoviz/holoviews

Unregelmäßige 2D-Netze (Dreiecksgitter)#

GitHub-Insights: Unregelmäßige 2D-Netze (Dreiecksgitter)#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

Matplotlib

https://raster.shields.io/github/stars/matplotlib/matplotlib https://raster.shields.io/github/contributors/matplotlib/matplotlib https://raster.shields.io/github/commit-activity/y/matplotlib/matplotlib https://raster.shields.io/github/license/matplotlib/matplotlib

bokeh

https://raster.shields.io/github/stars/bokeh/bokeh https://raster.shields.io/github/contributors/bokeh/bokeh https://raster.shields.io/github/commit-activity/y/bokeh/bokeh https://raster.shields.io/github/license/bokeh/bokeh

datashader

https://raster.shields.io/github/stars/holoviz/datashader https://raster.shields.io/github/contributors/holoviz/datashader https://raster.shields.io/github/commit-activity/y/holoviz/datashader https://raster.shields.io/github/license/holoviz/datashader

HoloViews

https://raster.shields.io/github/stars/holoviz/holoviews https://raster.shields.io/github/contributors/holoviz/holoviews https://raster.shields.io/github/commit-activity/y/holoviz/holoviews https://raster.shields.io/github/license/holoviz/holoviews

Geographie#

Graphen und Netzwerke#

GitHub-Insights: Graphen und Netzwerke#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

Plotly

https://raster.shields.io/github/stars/plotly/plotly.py https://raster.shields.io/github/contributors/plotly/plotly.py https://raster.shields.io/github/commit-activity/y/plotly/plotly.py https://raster.shields.io/github/license/plotly/plotly.py

networkx

https://raster.shields.io/github/stars/networkx/networkx https://raster.shields.io/github/contributors/networkx/networkx https://raster.shields.io/github/commit-activity/y/networkx/networkx https://raster.shields.io/github/license/networkx/networkx

datashader

https://raster.shields.io/github/stars/holoviz/datashader https://raster.shields.io/github/contributors/holoviz/datashader https://raster.shields.io/github/commit-activity/y/holoviz/datashader https://raster.shields.io/github/license/holoviz/datashader

HoloViews

https://raster.shields.io/github/stars/holoviz/holoviews https://raster.shields.io/github/contributors/holoviz/holoviews https://raster.shields.io/github/commit-activity/y/holoviz/holoviews https://raster.shields.io/github/license/holoviz/holoviews

graphviz

https://raster.shields.io/github/stars/xflr6/graphviz https://raster.shields.io/github/contributors/xflr6/graphviz https://raster.shields.io/github/commit-activity/y/xflr6/graphviz https://raster.shields.io/github/license/xflr6/graphviz

python-igraph

https://raster.shields.io/github/stars/igraph/python-igraph https://raster.shields.io/github/contributors/igraph/python-igraph https://raster.shields.io/github/commit-activity/y/igraph/python-igraph https://raster.shields.io/github/license/igraph/python-igraph

Pandas-Bokeh

https://raster.shields.io/github/stars/PatrikHlobil/Pandas-Bokeh https://raster.shields.io/github/contributors/PatrikHlobil/Pandas-Bokeh https://raster.shields.io/github/commit-activity/y/PatrikHlobil/Pandas-Bokeh https://raster.shields.io/github/license/PatrikHlobil/Pandas-Bokeh

pyvis

https://raster.shields.io/github/stars/WestHealth/pyvis https://raster.shields.io/github/contributors/WestHealth/pyvis https://raster.shields.io/github/commit-activity/y/WestHealth/pyvis https://raster.shields.io/github/license/WestHealth/pyvis

pydot

https://raster.shields.io/github/stars/pydot/pydot https://raster.shields.io/github/contributors/pydot/pydot https://raster.shields.io/github/commit-activity/y/pydot/pydot https://raster.shields.io/github/license/pydot/pydot

PyGraphviz

https://raster.shields.io/github/stars/pygraphviz/pygraphviz https://raster.shields.io/github/contributors/pygraphviz/pygraphviz https://raster.shields.io/github/commit-activity/y/pygraphviz/pygraphviz https://raster.shields.io/github/license/pygraphviz/pygraphviz

nxviz

https://raster.shields.io/github/stars/ericmjl/nxviz https://raster.shields.io/github/contributors/ericmjl/nxviz https://raster.shields.io/github/commit-activity/y/ericmjl/nxviz https://raster.shields.io/github/license/ericmjl/nxviz

py4cytoscape

https://raster.shields.io/github/stars/cytoscape/py4cytoscape https://raster.shields.io/github/contributors/cytoscape/py4cytoscape https://raster.shields.io/github/commit-activity/y/cytoscape/py4cytoscape https://raster.shields.io/github/license/cytoscape/py4cytoscape

ipycytoscape

https://raster.shields.io/github/stars/cytoscape/ipycytoscape https://raster.shields.io/github/contributors/cytoscape/ipycytoscape https://raster.shields.io/github/commit-activity/y/cytoscape/ipycytoscape https://raster.shields.io/github/license/cytoscape/ipycytoscape

Py3Plex

https://raster.shields.io/github/stars/SkBlaz/Py3Plex https://raster.shields.io/github/contributors/SkBlaz/Py3Plex https://raster.shields.io/github/commit-activity/y/SkBlaz/Py3Plex https://raster.shields.io/github/license/SkBlaz/Py3Plex

ipysigma

https://raster.shields.io/github/stars/medialab/ipysigma https://raster.shields.io/github/contributors/medialab/ipysigma https://raster.shields.io/github/commit-activity/y/medialab/ipysigma https://raster.shields.io/github/license/medialab/ipysigma

ipydagred3

https://raster.shields.io/github/stars/timkpaine/ipydagred3 https://raster.shields.io/github/contributors/timkpaine/ipydagred3 https://raster.shields.io/github/commit-activity/y/timkpaine/ipydagred3 https://raster.shields.io/github/license/timkpaine/ipydagred3

3D-Darstellungen (Netze, Streudiagramme)#

GitHub-Insights: 3D-Darstellungen (Netze, Streudiagramme)#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

Matplotlib

https://raster.shields.io/github/stars/matplotlib/matplotlib https://raster.shields.io/github/contributors/matplotlib/matplotlib https://raster.shields.io/github/commit-activity/y/matplotlib/matplotlib https://raster.shields.io/github/license/matplotlib/matplotlib

Plotly

https://raster.shields.io/github/stars/plotly/plotly.py https://raster.shields.io/github/contributors/plotly/plotly.py https://raster.shields.io/github/commit-activity/y/plotly/plotly.py https://raster.shields.io/github/license/plotly/plotly.py

HoloViews

https://raster.shields.io/github/stars/holoviz/holoviews https://raster.shields.io/github/contributors/holoviz/holoviews https://raster.shields.io/github/commit-activity/y/holoviz/holoviews https://raster.shields.io/github/license/holoviz/holoviews

ipyvolume

https://raster.shields.io/github/stars/widgetti/ipyvolume https://raster.shields.io/github/contributors/widgetti/ipyvolume https://raster.shields.io/github/commit-activity/y/widgetti/ipyvolume https://raster.shields.io/github/license/widgetti/ipyvolume

pythreejs

https://raster.shields.io/github/stars/jupyter-widgets/pythreejs https://raster.shields.io/github/contributors/jupyter-widgets/pythreejs https://raster.shields.io/github/commit-activity/y/jupyter-widgets/pythreejs https://raster.shields.io/github/license/jupyter-widgets/pythreejs

mpl-scatter-density

https://raster.shields.io/github/stars/astrofrog/mpl-scatter-density https://raster.shields.io/github/contributors/astrofrog/mpl-scatter-density https://raster.shields.io/github/commit-activity/y/astrofrog/mpl-scatter-density https://raster.shields.io/github/license/astrofrog/mpl-scatter-density

Ruhende Projekte#

GitHub-Insights: Ruhende Projekte (Stand: 18.12.2023)#

Name

Stars

Mitwirkende

Commit-Aktivität

Lizenz

graph-tool

https://raster.shields.io/github/stars/antmd/graph-tool https://raster.shields.io/github/contributors/antmd/graph-tool https://raster.shields.io/github/commit-activity/y/antmd/graph-tool https://raster.shields.io/github/license/antmd/graph-tool

ggpy

https://raster.shields.io/github/stars/yhat/ggpy https://raster.shields.io/github/contributors/yhat/ggpy https://raster.shields.io/github/commit-activity/y/yhat/ggpy https://raster.shields.io/github/license/yhat/ggpy

cufflinks

https://raster.shields.io/github/stars/santosjorge/cufflinks https://raster.shields.io/github/contributors/santosjorge/cufflinks https://raster.shields.io/github/commit-activity/y/santosjorge/cufflinks https://raster.shields.io/github/license/santosjorge/cufflinks

scikit-plot

https://raster.shields.io/github/stars/reiinakano/scikit-plot https://raster.shields.io/github/contributors/reiinakano/scikit-plot https://raster.shields.io/github/commit-activity/y/reiinakano/scikit-plot https://raster.shields.io/github/license/reiinakano/scikit-plot

mpld3

https://raster.shields.io/github/stars/mpld3/mpld3 https://raster.shields.io/github/contributors/mpld3/mpld3 https://raster.shields.io/github/commit-activity/y/mpld3/mpld3 https://raster.shields.io/github/license/mpld3/mpld3

vincent

https://raster.shields.io/github/stars/wrobstory/vincent https://raster.shields.io/github/contributors/wrobstory/vincent https://raster.shields.io/github/commit-activity/y/wrobstory/vincent https://raster.shields.io/github/license/wrobstory/vincent

geoplotlib

https://raster.shields.io/github/stars/andrea-cuttone/geoplotlib https://raster.shields.io/github/contributors/andrea-cuttone/geoplotlib https://raster.shields.io/github/commit-activity/y/andrea-cuttone/geoplotlib https://raster.shields.io/github/license/andrea-cuttone/geoplotlib

gmplot

https://raster.shields.io/github/stars/gmplot/gmplot https://raster.shields.io/github/contributors/gmplot/gmplot https://raster.shields.io/github/commit-activity/y/gmplot/gmplot https://raster.shields.io/github/license/gmplot/gmplot

plotly_express

https://raster.shields.io/github/stars/plotly/plotly_express https://raster.shields.io/github/contributors/plotly/plotly_express https://raster.shields.io/github/commit-activity/y/plotly/plotly_express https://raster.shields.io/github/license/plotly/plotly_express

PyGSP

https://raster.shields.io/github/stars/epfl-lts2/pygsp https://raster.shields.io/github/contributors/epfl-lts2/pygsp https://raster.shields.io/github/commit-activity/y/epfl-lts2/pygsp https://raster.shields.io/github/license/epfl-lts2/pygsp

PdVega

https://raster.shields.io/github/stars/altair-viz/pdvega https://raster.shields.io/github/contributors/altair-viz/pdvega https://raster.shields.io/github/commit-activity/y/altair-viz/pdvega https://raster.shields.io/github/license/altair-viz/pdvega

Clustergrammer2

https://raster.shields.io/github/stars/ismms-himc/clustergrammer2 https://raster.shields.io/github/contributors/ismms-himc/clustergrammer2 https://raster.shields.io/github/commit-activity/y/ismms-himc/clustergrammer2 https://raster.shields.io/github/license/ismms-himc/clustergrammer2

chart

https://raster.shields.io/github/stars/maxhumber/chart https://raster.shields.io/github/contributors/maxhumber/chart https://raster.shields.io/github/commit-activity/y/maxhumber/chart https://raster.shields.io/github/license/maxhumber/chart

xtrude

https://raster.shields.io/github/stars/davidbrochart/xtrude https://raster.shields.io/github/contributors/davidbrochart/xtrude https://raster.shields.io/github/commit-activity/y/davidbrochart/xtrude https://raster.shields.io/github/license/davidbrochart/xtrude

Matplotlib Altair

https://raster.shields.io/github/stars/matplotlib/mpl-altair https://raster.shields.io/github/contributors/matplotlib/mpl-altair https://raster.shields.io/github/commit-activity/y/matplotlib/mpl-altair https://raster.shields.io/github/license/matplotlib/mpl-altair

d3po

https://raster.shields.io/github/stars/adamlabadorf/d3po https://raster.shields.io/github/contributors/adamlabadorf/d3po https://raster.shields.io/github/commit-activity/y/adamlabadorf/d3po https://raster.shields.io/github/license/adamlabadorf/d3po