René's URL Explorer Experiment


Title: Python Plotting for Exploratory Analysis

Open Graph Title: Python Plotting for Exploratory Analysis

Description: Interactive comparison of Python plotting libraries for exploratory data analysis. Examples of using Pandas plotting, plotnine, Seaborn, and Matplotlib. Includes comparison with ggplot2 for R.

Open Graph Description: Interactive comparison of Python plotting libraries for exploratory data analysis. Examples of using Pandas plotting, plotnine, Seaborn, and Matplotlib. Includes comparison with ggplot2 for R.

Opengraph URL: https://pythonplot.com

X: @tdhopper

direct link

Domain: pythonplot.com

authorTimothy Hopper
og:typearticle
og:imagehttp://pythonplot.com/img/cover.png
twitter:cardsummary
twitter:creator@tdhopper

Links:

Python Plotting for EDAhttps://pythonplot.com
tdhopper.comhttp://tdhopper.com
@tdhopperhttp://www.twitter.com/tdhopper
The Future of Data Analysishttps://books.google.com/books?id=JuQD42kUxzIC&pg=PA457&lpg=PA457#v=onepage&q&f=false
Introductionhttps://pythonplot.com#intro
Exampleshttps://pythonplot.com#examples
Bar Charthttps://pythonplot.com#bar-counts
Histogramhttps://pythonplot.com#simple-histogram
Scatter Plothttps://pythonplot.com#scatter-plot
Time Serieshttps://pythonplot.com#timeseries
Scatter Plot with Faceted with Colorhttps://pythonplot.com#scatter-plot-with-colors
Scatter Plot with Points Sized by Continuous Valuehttps://pythonplot.com#scatter-plot-with-size
Scatter Plot Faceted on One Variablehttps://pythonplot.com#scatter-plot-with-facet
Scatter Plot Faceted on Two Variableshttps://pythonplot.com#scatter-plot-with-facets
Scatter Plot and Regression Line with 95% Confidence Interval Layeredhttps://pythonplot.com#scatter-with-regression
Smoothed Line Plot and Scatter Plot Layeredhttps://pythonplot.com#stacked-smooth-line-and-scatter
Stacked Bar Charthttps://pythonplot.com#stacked-bar-chart
Dodged Bar Charthttps://pythonplot.com#dodged-bar-chart
Stacked KDE Plothttps://pythonplot.com#stacked-kde
Pandas data frameshttps://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html
Matplotlibhttps://matplotlib.org/
frustrationhttps://stackoverflow.com/questions/tagged/matplotlib
Effectively Using Matplotlibhttp://pbpython.com/effective-matplotlib.html
Chris Moffitthttps://twitter.com/chris1610
Pandas plotshttps://pandas.pydata.org/pandas-docs/stable/visualization.html
plotninehttps://plotnine.readthedocs.io/en/stable/
Seabornhttps://seaborn.pydata.org/
faceting utility functionhttp://seaborn.pydata.org/tutorial/axis_grids.html
get in touchhttps://github.com/tdhopper/pythonplot.com
Altairhttps://altair-viz.github.io/
Vega-Litehttps://vega.github.io/vega-lite/
Jake Vanderplashttps://speakerdeck.com/jakevdp/visualization-in-python-with-altair
plotlyhttps://plot.ly/
Bokehhttp://bokeh.pydata.org/en/latest/
bqplothttps://github.com/bloomberg/bqplot
The Python Visualization Landscapehttps://www.youtube.com/watch?v=FytuB8nFHPQ
A Dramatic Tour through Python's Data Visualization Landscape (including ggplot and Altair)https://dsaber.com/2016/10/02/a-dramatic-tour-through-pythons-data-visualization-landscape-including-ggplot-and-altair/
Rhttps://cran.r-project.org/
ggplot2http://ggplot2.org/
grammar of graphicshttps://www.amazon.com/Grammar-Graphics-Statistics-Computing/dp/0387245448
scikit-learnhttp://scikit-learn.org/
facetinghttp://ggplot2.tidyverse.org/reference/facet_grid.html
layeringhttps://rpubs.com/hadley/ggplot2-layers
R for Data Sciencehttp://r4ds.had.co.nz/data-visualisation.html
herehttps://github.com/tdhopper/pythonplot.com#contributing
General feedback or other plot suggestionshttps://github.com/tdhopper/pythonplot.com/issues
Prices of 50,000 round cut diamondshttp://ggplot2.tidyverse.org/reference/diamonds.html
Fuel economy data from 1999 and 2008 for 38 popular models of carhttp://ggplot2.tidyverse.org/reference/mpg.html
https://pythonplot.com#bar-counts
Pandas https://pythonplot.com#bar-countspandas
plotnine https://pythonplot.com#bar-countsplotnine
plotly https://pythonplot.com#bar-countsplotly
Altair https://pythonplot.com#bar-countsaltair
ggplot2 (R) https://pythonplot.com#bar-countsggplot
https://pythonplot.com/img/plots/af659374bd5ba6fe9d4bdd47a39308cf.png
https://pythonplot.com/img/plots/e52c06e1bd94dbf9872f7d3b3ce81b9e.png
https://pythonplot.com/img/plots/b4bc46dc87c2218e73a85cd8cbe3ca4d.png
https://pythonplot.com/img/plots/be268ad81c8a70925f6209b886ae6ec2.png
https://pythonplot.com/img/plots/2980ddad15cc982a8914ce9777e96677.png
https://pythonplot.com#simple-histogram
Pandas https://pythonplot.com#simple-histogrampandas
Matplotlib https://pythonplot.com#simple-histogrammatplotlib
plotnine https://pythonplot.com#simple-histogramplotnine
plotly https://pythonplot.com#simple-histogramplotly
Altair https://pythonplot.com#simple-histogramaltair
ggplot2 (R) https://pythonplot.com#simple-histogramggplot
https://pythonplot.com/img/plots/0ceea29f243baaf2de2444a23c3f3827.png
https://pythonplot.com/img/plots/810bd4cb67c691bc430cd47f2a9d864b.png
https://pythonplot.com/img/plots/b1ff522fda8d4fa7fe1bac459c39a1e7.png
https://pythonplot.com/img/plots/34f44b4c595af697d1ff10f245643abe.png
https://pythonplot.com/img/plots/d16748c1827279b2ae307d25162ec804.png
https://pythonplot.com/img/plots/ce162bc4670927915c06c3b1c5955281.png
https://pythonplot.com#scatter-plot
Pandas https://pythonplot.com#scatter-plotpandas
plotnine https://pythonplot.com#scatter-plotplotnine
plotly https://pythonplot.com#scatter-plotplotly
Altair https://pythonplot.com#scatter-plotaltair
ggplot2 (R) https://pythonplot.com#scatter-plotggplot
https://pythonplot.com/img/plots/7258e8222161ef28cbd8eb52b78ea6d0.png
https://pythonplot.com/img/plots/68bab2a9cfef8dad2ad31bd7e8dee682.png
https://pythonplot.com/img/plots/64df97ccae6fcad9a748708e142f692f.png
https://pythonplot.com/img/plots/62e9770f5f79a11527b962f77edbc40b.png
https://pythonplot.com/img/plots/e7a17b01086fb1d61d64935d7e13fd1b.png
https://pythonplot.com#timeseries
Pandas https://pythonplot.com#timeseriespandas
plotnine https://pythonplot.com#timeseriesplotnine
plotly https://pythonplot.com#timeseriesplotly
Altair https://pythonplot.com#timeseriesaltair
ggplot2 (R) https://pythonplot.com#timeseriesggplot
https://pythonplot.com/img/plots/cee9ce97b3ad534c5dbafba161b6d4ad.png
https://pythonplot.com/img/plots/dc77cafd71d83e59f065a3fc0ccd9ce8.png
https://pythonplot.com/img/plots/7b2d2935900730c9aa61f55549e2496f.png
https://pythonplot.com/img/plots/d986d5e3bf71eaa9be9ed0b54e297c36.png
https://pythonplot.com/img/plots/d8ff064be015076eb1f7a4517e7a9932.png
https://pythonplot.com#scatter-plot-with-colors
Matplotlib https://pythonplot.com#scatter-plot-with-colorsmatplotlib
Seaborn https://pythonplot.com#scatter-plot-with-colorsseaborn
plotnine https://pythonplot.com#scatter-plot-with-colorsplotnine
plotly https://pythonplot.com#scatter-plot-with-colorsplotly
Altair https://pythonplot.com#scatter-plot-with-colorsaltair
ggplot2 (R) https://pythonplot.com#scatter-plot-with-colorsggplot
https://pythonplot.com/img/plots/553212ba0d5a2581c184ca7d95097805.png
https://pythonplot.com/img/plots/882b4b7f24f47895288d8878a150255b.png
https://pythonplot.com/img/plots/609419c79844b776f6de33768c294c76.png
https://pythonplot.com/img/plots/56081f962207b410faa83a761f309a69.png
https://pythonplot.com/img/plots/226439bb422e38932f4989f4c02e9985.png
https://pythonplot.com/img/plots/e1a7b36e026ed4513dd2b6112a271d90.png
https://pythonplot.com#scatter-plot-with-size
Pandas https://pythonplot.com#scatter-plot-with-sizepandas
plotnine https://pythonplot.com#scatter-plot-with-sizeplotnine
plotly https://pythonplot.com#scatter-plot-with-sizeplotly
Altair https://pythonplot.com#scatter-plot-with-sizealtair
ggplot2 (R) https://pythonplot.com#scatter-plot-with-sizeggplot
https://pythonplot.com/img/plots/77dfd0b3f9fd39742bb16b9c52b138e4.png
https://pythonplot.com/img/plots/63a62c4d1dbc9fa6a29be60512c48f87.png
https://pythonplot.com/img/plots/6170912fd3111702153b2f052648a6b8.png
https://pythonplot.com/img/plots/d2488087ab8f38d4976fb673de418cf0.png
https://pythonplot.com/img/plots/90947cc5f697fb5d88e5e0338b3aa1e3.png
https://pythonplot.com#scatter-plot-with-facet
Seaborn https://pythonplot.com#scatter-plot-with-facetseaborn
plotnine https://pythonplot.com#scatter-plot-with-facetplotnine
plotly https://pythonplot.com#scatter-plot-with-facetplotly
Altair https://pythonplot.com#scatter-plot-with-facetaltair
ggplot2 (R) https://pythonplot.com#scatter-plot-with-facetggplot
https://pythonplot.com/img/plots/bffa3c546aeee5212128140a484d0aa0.png
https://pythonplot.com/img/plots/c407e312013412d926be6727b4291434.png
https://pythonplot.com/img/plots/9e8e127fa03f989327afec03f78ac014.png
https://pythonplot.com/img/plots/959b9b7dab3ea4a01e27335cbc5b7274.png
https://pythonplot.com/img/plots/4eab1c2b941bf0a5cb3f24baf4fbef01.png
https://pythonplot.com#scatter-plot-with-facets
Seaborn https://pythonplot.com#scatter-plot-with-facetsseaborn
plotnine https://pythonplot.com#scatter-plot-with-facetsplotnine
plotly https://pythonplot.com#scatter-plot-with-facetsplotly
Altair https://pythonplot.com#scatter-plot-with-facetsaltair
ggplot2 (R) https://pythonplot.com#scatter-plot-with-facetsggplot
https://pythonplot.com/img/plots/08b388c0c947e7e0452d5ef2d4999d53.png
https://pythonplot.com/img/plots/89cd351ca873e99749ea20be0d8aed54.png
https://pythonplot.com/img/plots/ebc5b5d547fb45e24ad4b97b3fad1909.png
https://pythonplot.com/img/plots/d9d3e24c5bd656322e81c96b6155a805.png
https://pythonplot.com/img/plots/45bc336211e32c2aa5b1ff57d5cc1b43.png
https://pythonplot.com#scatter-with-regression
Seaborn https://pythonplot.com#scatter-with-regressionseaborn
plotnine https://pythonplot.com#scatter-with-regressionplotnine
plotly https://pythonplot.com#scatter-with-regressionplotly
ggplot2 (R) https://pythonplot.com#scatter-with-regressionggplot
https://pythonplot.com/img/plots/c42a9e13d79dbe4f0861f51c753a13cf.png
https://pythonplot.com/img/plots/15be7112276ac65f07aaf427309e0be1.png
https://pythonplot.com/img/plots/d0faad5ee86caf4fe7c1eb052fbbe126.png
https://pythonplot.com/img/plots/34f740ab3d1d200ac6e49cc12f437478.png
https://pythonplot.com#stacked-smooth-line-and-scatter
plotnine https://pythonplot.com#stacked-smooth-line-and-scatterplotnine
plotly https://pythonplot.com#stacked-smooth-line-and-scatterplotly
Altair https://pythonplot.com#stacked-smooth-line-and-scatteraltair
ggplot2 (R) https://pythonplot.com#stacked-smooth-line-and-scatterggplot
https://pythonplot.com/img/plots/205b5e922066818723604bb5b22d1aeb.png
https://pythonplot.com/img/plots/cd41cf1d10038e046903f4b242ec5670.png
https://pythonplot.com/img/plots/d17c5fecf0eb30323d7d7b5f0afdaec8.png
https://pythonplot.com/img/plots/dccb506092f3883d882f3b7067b3b104.png
https://pythonplot.com#stacked-bar-chart
Pandas https://pythonplot.com#stacked-bar-chartpandas
plotnine https://pythonplot.com#stacked-bar-chartplotnine
plotly https://pythonplot.com#stacked-bar-chartplotly
Altair https://pythonplot.com#stacked-bar-chartaltair
ggplot2 (R) https://pythonplot.com#stacked-bar-chartggplot
https://pythonplot.com/img/plots/3bbf1c94c3f008f4990cd09ba98d85bb.png
https://pythonplot.com/img/plots/fd34dd47bb7a204003f103064b6bfd5c.png
https://pythonplot.com/img/plots/ee3e72d99e6f3b8c32397e02a62edba9.png
https://pythonplot.com/img/plots/8ed7ed7586c396f5fe31ffc7507c252b.png
https://pythonplot.com/img/plots/47a14b22f26cb8af868fe4beef874116.png
https://pythonplot.com#dodged-bar-chart
Pandas https://pythonplot.com#dodged-bar-chartpandas
plotnine https://pythonplot.com#dodged-bar-chartplotnine
plotly https://pythonplot.com#dodged-bar-chartplotly
Altair https://pythonplot.com#dodged-bar-chartaltair
ggplot2 (R) https://pythonplot.com#dodged-bar-chartggplot
https://pythonplot.com/img/plots/9e06c07dcaf244235c07a048d9192536.png
https://pythonplot.com/img/plots/f7e9fe51433ac230f2c3ceaabc6a4505.png
https://pythonplot.com/img/plots/0f8ba089b7f71bdc1b4f52fb1029d32f.png
https://pythonplot.com/img/plots/d9128d2885492edd5d475467cfc20c5c.png
https://pythonplot.com/img/plots/41862d6b0e3b4a1b2f0041b649745d0a.png
https://pythonplot.com#stacked-kde
Pandas https://pythonplot.com#stacked-kdepandas
Seaborn https://pythonplot.com#stacked-kdeseaborn
plotnine https://pythonplot.com#stacked-kdeplotnine
plotly https://pythonplot.com#stacked-kdeplotly
Altair https://pythonplot.com#stacked-kdealtair
ggplot2 (R) https://pythonplot.com#stacked-kdeggplot
https://pythonplot.com/img/plots/423719a4832f99fd04916dbfdf4428a3.png
https://pythonplot.com/img/plots/831b0c2169a2c3b118b5c95d1f2b4d7f.png
https://pythonplot.com/img/plots/6804d8bfdfb47d41b46da94479b8615c.png
https://pythonplot.com/img/plots/c39e4f76e365c97e9981c81cf0f00019.png
https://pythonplot.com/img/plots/83f27044e71244195914278bc889467c.png
https://pythonplot.com/img/plots/88051ea3aa2e8c8ab5f9bb17984bd060.png
Tim Hopperhttp://tdhopper.com
Generated from an IPython Notebook on Githubhttps://github.com/tdhopper/pythonplot.com/blob/master/Examples.ipynb
91aff31https://github.com/tdhopper/pythonplot.com/commit/91aff31
https://travis-ci.org/tdhopper/pythonplot.com
Back to tophttps://pythonplot.com

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