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+fig, axes = plt.subplots(nrows=1,ncols=2, figsize=(12,5)) + +# generate some random test data +all_data = [np.random.normal(0, std, 100) for std in range(6, 10)] + +# plot violin plot +axes[0].violinplot(all_data, + showmeans=False, + showmedians=True + ) +axes[0].set_title('violin plot') + +# plot box plot +axes[1].boxplot(all_data) +axes[1].set_title('box plot') + +# adding horizontal grid lines +for ax in axes: + ax.yaxis.grid(True) + ax.set_xticks([y+1 for y in range(len(all_data))], ) + ax.set_xlabel('xlabel') + ax.set_ylabel('ylabel') + +# add x-tick labels +plt.setp(axes, xticks=[y+1 for y in range(len(all_data))], + xticklabels=['x1', 'x2', 'x3', 'x4'], + ) + +plt.show() \ No newline at end of file From f12d1e85ea3d442a01649f08599fbcb62c24ee11 Mon Sep 17 00:00:00 2001 From: rasbt Date: Tue, 28 Oct 2014 13:45:18 -0400 Subject: [PATCH 2/6] .DS_Store to gitignore --- .DS_Store | Bin 12292 -> 0 bytes .gitignore | 4 ++++ examples/.DS_Store | Bin 12292 -> 0 bytes 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Bin 0 -> 12288 bytes examples/statistics/boxplot_color_demo.py | 43 ++++++++++++++++++ 2 files changed, 43 insertions(+) create mode 100644 examples/statistics/.boxplot_vs_violin_demo.py.swp create mode 100644 examples/statistics/boxplot_color_demo.py diff --git a/examples/statistics/.boxplot_vs_violin_demo.py.swp b/examples/statistics/.boxplot_vs_violin_demo.py.swp new file mode 100644 index 0000000000000000000000000000000000000000..c52be88b127c12813f15053b4b57d3acfc7d5b12 GIT binary patch literal 12288 zcmeI2zmMER6vro2C=ftF6i~fz#oEE=-M!p#0%;Kffs`Vl;7D_vR^#>T?&!uIpJ#k$ zUjd?`0samo{)UvaNFap*A@~o{(()bK`y)|wqM-oINMCz*-t(LHJ~J*>`;yUvyZ7iY z-e(xEF!tS}PmW%@)v)i67&9W_#!8+$+Z7{~JW)DMX3ID;RV>o#+0I|A0}dC`E~{ji zaa$;Dl}v`B=2@YH85+y2#IiFpOmywc({nRDms-hunu<)vMf2?Ve%2H41g;`*gWcI1 zkDSNOo44rIo1b0f>}{TaC*TQq0-k^;;0bsFo`5ItKO=-=MFd z2)YgZ^b%v2Pz~LO?m@fI8_?^}pEnr$19}KuLJc&B?m{8-JoML#jQt8df_{X4fWC#k zffV#P^dWQ|dW@WYfqsS_LSI3jLLWizLoVli$PZ7z6YvB)0Z+ga@B};oPvBoAP$(Ol 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+np.random.seed(123) +all_data = [np.random.normal(0, std, 100) for std in range(1, 4)] + +fig, axes = plt.subplots(nrows=1,ncols=2, figsize=(12,5)) + +# rectangular box plot +bplot1 = axes[0].boxplot(all_data, + vert=True, # vertical box aligmnent + patch_artist=True) # fill with color + +# notch shape box plot +bplot2 = axes[1].boxplot(all_data, + notch=True, # notch shape + vert=True, # vertical box aligmnent + patch_artist=True) # fill with color + +# fill with colors +colors = ['pink', 'lightblue', 'lightgreen'] +for bplot in (bplot1, bplot2): + for patch, color in zip(bplot['boxes'], colors): + patch.set_facecolor(color) + +# adding horizontal grid lines +for ax in axes: + ax.yaxis.grid(True) + ax.set_xticks([y+1 for y in range(len(all_data))], ) + ax.set_xlabel('xlabel') + ax.set_ylabel('ylabel') + +# add x-tick labels +plt.setp(axes, xticks=[y+1 for y in range(len(all_data))], + xticklabels=['x1', 'x2', 'x3', 'x4'], + ) + +plt.show() + + From 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b/doc/faq/howto_faq.rst index c845b1fcdfcc..42ff1bc16aae 100644 --- a/doc/faq/howto_faq.rst +++ b/doc/faq/howto_faq.rst @@ -478,6 +478,18 @@ though we have made significant progress towards supporting blocking events. able to create new figures and raise them in a subsequent call to ``show`` after closing the figures from a previous call to ``show``. +.. _howto-boxplot_violinplot: + +Interpreting box plots and violin plots +----------------------------------- + +Tukey's `box plots `_ (Robert McGill, John W. Tukey and Wayne A. Larsen: "The American Statistician" Vol. 32, No. 1, Feb., 1978, pp. 12-16) are statistical plots that provide useful information about the data distribution such as skewness. However, bar plots with error bars are still the common standard in most scientific literature, and thus, the interpretation of box plots can be challenging for the unfamiliar reader. The figure below illustrates the different visual features of a box plot. + +.. figure:: ../_static/boxplot_explanation.png + +`Violin plots `_ are closely related to box plots but add useful information such as the distribution of the sample data (density trace). +Violin plots were added in matplotlib 1.4. + .. _howto-contribute: