matplotlib.pyplot¶
matplotlib.pyplot
is a state-based interface to matplotlib. It provides
a MATLAB-like way of plotting.
pyplot is mainly intended for interactive plots and simple cases of programmatic plot generation:
import numpy as np
import matplotlib.pyplot as plt
x = np.arange(0, 5, 0.1)
y = np.sin(x)
plt.plot(x, y)
The object-oriented API is recommended for more complex plots.
Functions¶
acorr (x, *[, data]) |
Plot the autocorrelation of x. |
angle_spectrum (x[, Fs, Fc, window, pad_to, ...]) |
Plot the angle spectrum. |
annotate (text, xy, *args, **kwargs) |
Annotate the point xy with text text. |
arrow (x, y, dx, dy, **kwargs) |
Add an arrow to the axes. |
autoscale ([enable, axis, tight]) |
Autoscale the axis view to the data (toggle). |
autumn () |
Set the colormap to "autumn". |
axes ([arg]) |
Add an axes to the current figure and make it the current axes. |
axhline ([y, xmin, xmax]) |
Add a horizontal line across the axis. |
axhspan (ymin, ymax[, xmin, xmax]) |
Add a horizontal span (rectangle) across the axis. |
axis (*args[, emit]) |
Convenience method to get or set some axis properties. |
axline (xy1[, xy2, slope]) |
Add an infinitely long straight line. |
axvline ([x, ymin, ymax]) |
Add a vertical line across the axes. |
axvspan (xmin, xmax[, ymin, ymax]) |
Add a vertical span (rectangle) across the axes. |
bar (x, height[, width, bottom, align, data]) |
Make a bar plot. |
barbs (*args[, data]) |
Plot a 2D field of barbs. |
barh (y, width[, height, left, align]) |
Make a horizontal bar plot. |
bone () |
Set the colormap to "bone". |
box ([on]) |
Turn the axes box on or off on the current axes. |
boxplot (x[, notch, sym, vert, whis, ...]) |
Make a box and whisker plot. |
broken_barh (xranges, yrange, *[, data]) |
Plot a horizontal sequence of rectangles. |
cla () |
Clear the current axes. |
clabel (CS[, levels]) |
Label a contour plot. |
clf () |
Clear the current figure. |
clim ([vmin, vmax]) |
Set the color limits of the current image. |
close ([fig]) |
Close a figure window. |
cohere (x, y[, NFFT, Fs, Fc, detrend, ...]) |
Plot the coherence between x and y. |
colorbar ([mappable, cax, ax]) |
Add a colorbar to a plot. |
connect (s, func) |
Bind function func to event s. |
contour (*args[, data]) |
Plot contours. |
contourf (*args[, data]) |
Plot contours. |
cool () |
Set the colormap to "cool". |
copper () |
Set the colormap to "copper". |
csd (x, y[, NFFT, Fs, Fc, detrend, window, ...]) |
Plot the cross-spectral density. |
delaxes ([ax]) |
Remove an Axes (defaulting to the current axes) from its figure. |
disconnect (cid) |
Disconnect the callback with id cid. |
draw () |
Redraw the current figure. |
draw_if_interactive () |
|
errorbar (x, y[, yerr, xerr, fmt, ecolor, ...]) |
Plot y versus x as lines and/or markers with attached errorbars. |
eventplot (positions[, orientation, ...]) |
Plot identical parallel lines at the given positions. |
figimage (X[, xo, yo, alpha, norm, cmap, ...]) |
Add a non-resampled image to the figure. |
figlegend (*args, **kwargs) |
Place a legend on the figure. |
fignum_exists (num) |
Return whether the figure with the given id exists. |
figtext (x, y, s[, fontdict]) |
Add text to figure. |
figure ([num, figsize, dpi, facecolor, ...]) |
Create a new figure, or activate an existing figure. |
fill (*args[, data]) |
Plot filled polygons. |
fill_between (x, y1[, y2, where, ...]) |
Fill the area between two horizontal curves. |
fill_betweenx (y, x1[, x2, where, step, ...]) |
Fill the area between two vertical curves. |
findobj ([o, match, include_self]) |
Find artist objects. |
flag () |
Set the colormap to "flag". |
gca (**kwargs) |
Get the current axes, creating one if necessary. |
gcf () |
Get the current figure. |
gci () |
Get the current colorable artist. |
get (obj, *args, **kwargs) |
Return the value of an object's property, or print all of them. |
get_current_fig_manager () |
Return the figure manager of the current figure. |
get_figlabels () |
Return a list of existing figure labels. |
get_fignums () |
Return a list of existing figure numbers. |
get_plot_commands () |
Get a sorted list of all of the plotting commands. |
getp (obj, *args, **kwargs) |
Return the value of an object's property, or print all of them. |
ginput ([n, timeout, show_clicks, mouse_add, ...]) |
Blocking call to interact with a figure. |
gray () |
Set the colormap to "gray". |
grid ([b, which, axis]) |
Configure the grid lines. |
hexbin (x, y[, C, gridsize, bins, xscale, ...]) |
Make a 2D hexagonal binning plot of points x, y. |
hist (x[, bins, range, density, weights, ...]) |
Plot a histogram. |
hist2d (x, y[, bins, range, density, ...]) |
Make a 2D histogram plot. |
hlines (y, xmin, xmax[, colors, linestyles, ...]) |
Plot horizontal lines at each y from xmin to xmax. |
hot () |
Set the colormap to "hot". |
hsv () |
Set the colormap to "hsv". |
imread (fname[, format]) |
Read an image from a file into an array. |
imsave (fname, arr, **kwargs) |
Save an array as an image file. |
imshow (X[, cmap, norm, aspect, ...]) |
Display data as an image, i.e., on a 2D regular raster. |
inferno () |
Set the colormap to "inferno". |
install_repl_displayhook () |
Install a repl display hook so that any stale figure are automatically redrawn when control is returned to the repl. |
ioff () |
Turn the interactive mode off. |
ion () |
Turn the interactive mode on. |
isinteractive () |
Return if pyplot is in "interactive mode" or not. |
jet () |
Set the colormap to "jet". |
legend (*args, **kwargs) |
Place a legend on the axes. |
locator_params ([axis, tight]) |
Control behavior of major tick locators. |
loglog (*args, **kwargs) |
Make a plot with log scaling on both the x and y axis. |
magma () |
Set the colormap to "magma". |
magnitude_spectrum (x[, Fs, Fc, window, ...]) |
Plot the magnitude spectrum. |
margins (*margins[, x, y, tight]) |
Set or retrieve autoscaling margins. |
matshow (A[, fignum]) |
Display an array as a matrix in a new figure window. |
minorticks_off () |
Remove minor ticks from the axes. |
minorticks_on () |
Display minor ticks on the axes. |
new_figure_manager (num, *args, **kwargs) |
Create a new figure manager instance. |
nipy_spectral () |
Set the colormap to "nipy_spectral". |
pause (interval) |
Run the GUI event loop for interval seconds. |
pcolor (*args[, shading, alpha, norm, cmap, ...]) |
Create a pseudocolor plot with a non-regular rectangular grid. |
pcolormesh (*args[, alpha, norm, cmap, vmin, ...]) |
Create a pseudocolor plot with a non-regular rectangular grid. |
phase_spectrum (x[, Fs, Fc, window, pad_to, ...]) |
Plot the phase spectrum. |
pie (x[, explode, labels, colors, autopct, ...]) |
Plot a pie chart. |
pink () |
Set the colormap to "pink". |
plasma () |
Set the colormap to "plasma". |
plot (*args[, scalex, scaley, data]) |
Plot y versus x as lines and/or markers. |
plot_date (x, y[, fmt, tz, xdate, ydate, data]) |
Plot data that contains dates. |
polar (*args, **kwargs) |
Make a polar plot. |
prism () |
Set the colormap to "prism". |
psd (x[, NFFT, Fs, Fc, detrend, window, ...]) |
Plot the power spectral density. |
quiver (*args[, data]) |
Plot a 2D field of arrows. |
quiverkey (Q, X, Y, U, label, **kw) |
Add a key to a quiver plot. |
rc (group, **kwargs) |
Set the current rcParams . group is the grouping for the rc, e.g., for lines.linewidth the group is lines , for axes.facecolor , the group is axes , and so on. Group may also be a list or tuple of group names, e.g., (xtick, ytick). kwargs is a dictionary attribute name/value pairs, e.g.,::. |
rc_context ([rc, fname]) |
Return a context manager for temporarily changing rcParams. |
rcdefaults () |
Restore the rcParams from Matplotlib's internal default style. |
rgrids ([radii, labels, angle, fmt]) |
Get or set the radial gridlines on the current polar plot. |
savefig (*args, **kwargs) |
Save the current figure. |
sca (ax) |
Set the current Axes to ax and the current Figure to the parent of ax. |
scatter (x, y[, s, c, marker, cmap, norm, ...]) |
A scatter plot of y vs. |
sci (im) |
Set the current image. |
semilogx (*args, **kwargs) |
Make a plot with log scaling on the x axis. |
semilogy (*args, **kwargs) |
Make a plot with log scaling on the y axis. |
set_cmap (cmap) |
Set the default colormap, and applies it to the current image if any. |
setp (obj, *args, **kwargs) |
Set a property on an artist object. |
show (*[, block]) |
Display all open figures. |
specgram (x[, NFFT, Fs, Fc, detrend, window, ...]) |
Plot a spectrogram. |
spring () |
Set the colormap to "spring". |
spy (Z[, precision, marker, markersize, ...]) |
Plot the sparsity pattern of a 2D array. |
stackplot (x, *args[, labels, colors, ...]) |
Draw a stacked area plot. |
stem (*args[, linefmt, markerfmt, basefmt, ...]) |
Create a stem plot. |
step (x, y, *args[, where, data]) |
Make a step plot. |
streamplot (x, y, u, v[, density, linewidth, ...]) |
Draw streamlines of a vector flow. |
subplot (*args, **kwargs) |
Add a subplot to the current figure. |
subplot2grid (shape, loc[, rowspan, colspan, fig]) |
Create a subplot at a specific location inside a regular grid. |
subplot_mosaic (layout, *[, subplot_kw, ...]) |
Build a layout of Axes based on ASCII art or nested lists. |
subplot_tool ([targetfig]) |
Launch a subplot tool window for a figure. |
subplots ([nrows, ncols, sharex, sharey, ...]) |
Create a figure and a set of subplots. |
subplots_adjust ([left, bottom, right, top, ...]) |
Adjust the subplot layout parameters. |
summer () |
Set the colormap to "summer". |
suptitle (t, **kwargs) |
Add a centered title to the figure. |
switch_backend (newbackend) |
Close all open figures and set the Matplotlib backend. |
table ([cellText, cellColours, cellLoc, ...]) |
Add a table to an Axes . |
text (x, y, s[, fontdict]) |
Add text to the axes. |
thetagrids ([angles, labels, fmt]) |
Get or set the theta gridlines on the current polar plot. |
tick_params ([axis]) |
Change the appearance of ticks, tick labels, and gridlines. |
ticklabel_format (*[, axis, style, ...]) |
Configure the ScalarFormatter used by default for linear axes. |
tight_layout (*[, pad, h_pad, w_pad, rect]) |
Adjust the padding between and around subplots. |
title (label[, fontdict, loc, pad, y]) |
Set a title for the axes. |
tricontour (*args, **kwargs) |
Draw contour lines on an unstructured triangular grid. |
tricontourf (*args, **kwargs) |
Draw contour regions on an unstructured triangular grid. |
tripcolor (*args[, alpha, norm, cmap, vmin, ...]) |
Create a pseudocolor plot of an unstructured triangular grid. |
triplot (*args, **kwargs) |
Draw a unstructured triangular grid as lines and/or markers. |
twinx ([ax]) |
Make and return a second axes that shares the x-axis. |
twiny ([ax]) |
Make and return a second axes that shares the y-axis. |
uninstall_repl_displayhook () |
Uninstall the matplotlib display hook. |
violinplot (dataset[, positions, vert, ...]) |
Make a violin plot. |
viridis () |
Set the colormap to "viridis". |
vlines (x, ymin, ymax[, colors, linestyles, ...]) |
Plot vertical lines. |
waitforbuttonpress ([timeout]) |
Blocking call to interact with the figure. |
winter () |
Set the colormap to "winter". |
xcorr (x, y[, normed, detrend, usevlines, ...]) |
Plot the cross correlation between x and y. |
xkcd ([scale, length, randomness]) |
Turn on xkcd sketch-style drawing mode. |
xlabel (xlabel[, fontdict, labelpad, loc]) |
Set the label for the x-axis. |
xlim (*args, **kwargs) |
Get or set the x limits of the current axes. |
xscale (value, **kwargs) |
Set the x-axis scale. |
xticks ([ticks, labels]) |
Get or set the current tick locations and labels of the x-axis. |
ylabel (ylabel[, fontdict, labelpad, loc]) |
Set the label for the y-axis. |
ylim (*args, **kwargs) |
Get or set the y-limits of the current axes. |
yscale (value, **kwargs) |
Set the y-axis scale. |
yticks ([ticks, labels]) |
Get or set the current tick locations and labels of the y-axis. |