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.ipynb_checkpoints/
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Examples.ipynb
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README.md
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Replot
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======
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This repo is an attempt for a better API to plot graphs with
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[Matplotlib](http://matplotlib.org/) in Python.
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## Features
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These are the current features. I will extend the module whenever I feel the
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need to introduce new functions and methods. Please let me know about any bad
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design in the API, or required feature!
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<dl>
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<dt>Saner default plots</dt>
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<dd>Matplotlib plots are quite ugly by default, colors are not really
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suited for optimal black and white print, or ease reading for colorblind
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people. This module imports and makes use of
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[Seaborn](https://github.com/mwaskom/seaborn) for saner default params.</dd>
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<dt>Support `with` statement</dt>
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<dd>Ever got tired of having to start any figure with a call to
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`matplotlib.pyplot.subplots()`? This module abstracts it using `with`
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statement. New figures are defined by a `with` statement, and are `show`n
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automatically upon leaving the `with` context.
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<dt>Plot functions</dt>
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<dd>Ever got annoyed by the fact that `matplotlib` can only plot point
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series and not evaluate a function _à la_ Mathematica? This module let
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you do things like `plot(sin, (-10, 10))` to plot a sine function between
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-10 and 10.
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<dt>Order of call of methods is no longer important</dt>
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<dd>When calling a method from `matplotlib`, it is directly applied to the
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figure, and not deferred to the final render call. Then, if calling
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`matplotlib.pyplot.legend()` **before** having actually `plot`ted
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anything, it will fail. This is not the case with this module, as it
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abstracts on top of `matplotlib` and do the actual render only when the
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figure is to be `show`n. Even after having called the `show` method, you
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can still change everything in your figure!</dd>
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</dl>
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## Examples
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A more up to date doc is still to be written, but you can have a look at the
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`Examples.ipynb` [Jupyter](https://github.com/jupyter/notebook/) notebook for
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examples.
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## License
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MIT license.
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replot.py
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"""
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* Saner default config.
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* Matplotlib API methods have an immediate effect on the figure. We do not want
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it, then we write a buffer on top of matplotlib API.
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"""
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import matplotlib.pyplot as plt
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import numpy as np
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import seaborn
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plt.rcParams['figure.figsize'] = (10.0, 8.0) # Larger figures by default
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plt.rcParams['text.usetex'] = True # Use LaTeX rendering
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class Figure():
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def __init__(self,
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xlabel="", ylabel="", title="", palette="hls",
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legend=None):
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self.max_colors = 10
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self.default_points_number = 1000
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self.default_x_interval = np.linspace(-10, 10,
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self.default_points_number)
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self.xlabel = xlabel
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self.ylabel = ylabel
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self.title = title
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self.palette = palette
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# TODO: Legend should be automatic if labelled data is found
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self.legend = legend
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self.plots = []
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def __enter__(self):
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return self
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def __exit__(self, exception_type, exception_value, traceback):
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self.show()
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def show(self):
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"""
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"""
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seaborn.set()
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with seaborn.color_palette(self.palette, self.max_colors):
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# Create figure
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figure, axes = plt.subplots()
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# Add plots
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for plot in self.plots:
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axes.plot(*(plot[0]), **(plot[1]))
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# Set properties
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axes.set_xlabel(self.xlabel)
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axes.set_ylabel(self.ylabel)
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axes.set_title(self.title)
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if self.legend is not None:
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self._legend(axes, location=self.legend)
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# Draw figure
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figure.show()
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seaborn.reset_orig()
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#def palette(self, palette):
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# """
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# """
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# if isinstance(palette, str):
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# self.current_palette = palette
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# with seaborn.color_palette(self.current_palette, self.max_colors):
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# # TODO
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# pass
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def plot(self, data, *args, **kwargs):
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"""
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Plot something on the figure.
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>>> plot(np.sin)
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>>> plot(np.sin, (-1, 1))
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>>> plot(np.sin, [-1, -0.9, …, 1])
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>>> plot([1, 2, 3], [4, 5, 6])
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"""
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if hasattr(data, "__call__"):
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self._plot_function(data, *args, **kwargs)
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else:
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self.plots.append(((data,) + args, kwargs))
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def _plot_function(self, data, *args, **kwargs):
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"""
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"""
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# TODO: Better default interval and so on
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if len(args) == 0:
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# No interval specified, using default one
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x_values = self.default_x_interval
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elif isinstance(args[0], (list, np.ndarray)):
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x_values = args[0]
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elif isinstance(args[0], tuple):
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x_values = np.linspace(args[0][0], args[0][1],
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self.default_points_number)
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else:
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# TODO: Error
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assert False
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y_values = [data(i) for i in x_values]
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self.plots.append(((x_values, y_values) + args[1:], kwargs))
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def _legend(self, axes, location="best"):
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"""
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"""
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# If there should be a legend, but no location provided, put it at best
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# location
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if location is True:
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location = "best"
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location.replace("top ", "upper ")
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location.replace("bottom ", "lower ")
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axes.legend(loc=location)
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