examples/iruby_integration.ipynb in matplotlib-0.1.0.alpha.20170226 vs examples/iruby_integration.ipynb in matplotlib-0.1.0.alpha.20170302
- old
+ new
@@ -1,8 +1,30 @@
{
"cells": [
{
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# IRuby and matplotlib (through PyCall) integration example\n",
+ "\n",
+ "## Install matplotlib\n",
+ "\n",
+ "You can install matplotlib by `gem install --pre matplotlib`.\n",
+ "matplotlib.gem depends on pycall.gem so you don't need to install pycall explicitly.\n",
+ "\n",
+ "## How to use matplotlib in IRuby\n",
+ "\n",
+ "You should call `Matplotlib::IRuby.activate` method defined in `matplotlib/iruby` to prepare the integration between IRuby and matplotlib.\n",
+ "\n",
+ "This method defines `Matplotlib::Pyplot` module that has singleton methods connected to functions defined in `matplotlib.pyplot` module in Python-side.\n",
+ "\n",
+ "Also, this method defines the way to display matplotlib's figure as an output of execution. When you display the current figure, you can call `Matplotlib::Pyplot.gcf` method at the end of the code cell.\n",
+ "\n",
+ "## Example code"
+ ]
+ },
+ {
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"deletable": true,
@@ -54,11 +76,13 @@
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
- "collapsed": false
+ "collapsed": false,
+ "deletable": true,
+ "editable": true
},
"outputs": [
{
"data": {
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",
@@ -107,10 +131,12 @@
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
- "collapsed": true
+ "collapsed": true,
+ "deletable": true,
+ "editable": true
},
"outputs": [],
"source": []
}
],