diff --git a/README.md b/README.md deleted file mode 100644 index 12a18c4..0000000 --- a/README.md +++ /dev/null @@ -1,28 +0,0 @@ -# ficus - -## About - -Ficus provides a context manager for matplotlib figures. It finds particular utility in jupyter -notebooks, where the user might prefer that figures are not automatically displayed but still wants -the option to embed them inline. This is accomplished with: - - %config InlineBackend.close_figures = False - -However, the user is now responsible for making new `Figure` objects and closing them, which is a -pain. The ficus context manager takes care of this boilerplate for you. - -## Example - - from ficus import FigureManager - import numpy as np - - X = np.arange(0, 10, .1) - Y = np.exp(X) - - with FigureManager(filename='myplot.png', show=True) as (fix, ax): - ax.plot(X, Y) - ax.set_title('The Exponential Function') - ---- - -[![Build Status](https://drone.io/github.com/camillescott/ficus/status.png)](https://drone.io/github.com/camillescott/ficus/latest) diff --git a/README.rst b/README.rst new file mode 100644 index 0000000..f115577 --- /dev/null +++ b/README.rst @@ -0,0 +1,48 @@ +ficus +===== + +About +----- + +Ficus provides a context manager for matplotlib figures. It finds particular utility in jupyter +notebooks, where the user might prefer that figures are not automatically displayed but still wants +the option to embed them inline -- such behavior can be accomplished with:: + + %config InlineBackend.close_figures = False + +However, the user is now responsible for making new `Figure` objects and closing them, which is a +pain. The ficus context manager takes care of this boilerplate of opening, showing, saving, and +closing figures for you. + +Example +------- + +Some very basic usage:: + + from ficus import FigureManager + import numpy as np + + X = np.arange(0, 10, .1) + Y = np.exp(X) + + with FigureManager(filename='myplot.png', show=True) as (fig, ax): + ax.plot(X, Y) + ax.set_title('The Exponential Function') + +`FigureManager` uses the `pyplot.subplots(..)` to generate its axes. Thus, you can specify rows and +columns and get an array of `Axes` objects:: + + with FigureManager(show=True, nrows=3, ncols=4) as (fig, ax_mat): + for i, row in enumerate(ax_mat): + for j, ax in enumerate(row): + ax.plot(X, X**(i+j)) + ax.set_title(r'$y = x^{0}$'.format(i+j), fontsize=14) + +In fact, you can pass any keyword arguments you'd like to `subplots`:: + + with FigureManager(filename='myplot.png', show=True, figsize=(12,8)) as (fig, ax): + ax.plot(X, Y) + +--- + +[![Build Status](https://drone.io/github.com/camillescott/ficus/status.png)](https://drone.io/github.com/camillescott/ficus/latest) diff --git a/example.ipynb b/example.ipynb index 6e8f0b4..cc76312 100644 --- a/example.ipynb +++ b/example.ipynb @@ -21,16 +21,16 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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79iAEAAAAYCLs2JEcfXRy5529fQinlT0IAQAAAJhKN96YrFo13eHgMASEAAAA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\n6sIQaG9bJvlLVVVPV1U1PcmvUv+7HOgMj5dS3pgkpZR/SfL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iAAAAYEwN23yIRBABAAAAY2vY5kMkgggAAAAYW8O2dWciiAAAAICxpSMCAAAAGIjbbku+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\nAAAABs3LLydnnJEcckgdREyZIoSA4UY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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -49,6 +49,32 @@ " ax.set_title('The Exponential Function')" ] }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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jj42dJtB0CRHJaO6+CJhvZk0Td7UGZkWMJBlk/Hho0wbuvVcNhlxUwfk/Ali3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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with FigureManager(show=True, nrows=3, ncols=4) as (fig, ax_mat):\n", + " for i, row in enumerate(ax_mat):\n", + " for j, ax in enumerate(row):\n", + " ax.plot(X, X**(i+j))\n", + " ax.set_title(r'$y = x^{0}$'.format(i+j), fontsize=14)" + ] + }, { "cell_type": "code", "execution_count": null,