examples/notebooks/xkcd_style.ipynb in pycall-0.1.0.alpha.20170711 vs examples/notebooks/xkcd_style.ipynb in pycall-1.0.0

- old
+ new

@@ -6,11 +6,11 @@ "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Matplotlib::Pyplot" + "<module 'matplotlib.pyplot' from '/Users/mrkn/.pyenv/versions/3.6.1/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/pyplot.py'>" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" @@ -40,24 +40,24 @@ "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ - "<matplotlib.figure.Figure object at 0x1077189b0>" + "<matplotlib.figure.Figure object at 0x10a824630>" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ - "<matplotlib.figure.Figure object at 0x1079abef0>" + "<matplotlib.figure.Figure object at 0x10aaae6a0>" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" @@ -67,25 +67,25 @@ "plt.xkcd do\n", " # Based on \"Stove Ownership\" from XKCD by Randall Monroe\n", " # http://xkcd.com/418/\n", "\n", " fig = plt.figure()\n", - " ax = fig.add_axes(PyCall.tuple(0.1, 0.2, 0.8, 0.7))\n", + " ax = fig.add_axes([0.1, 0.2, 0.8, 0.7])\n", " ax.spines['right'].set_color('none')\n", " ax.spines['top'].set_color('none')\n", " plt.xticks([])\n", " plt.yticks([])\n", " ax.set_ylim([-30, 10])\n", "\n", - " data = np.ones.(100)\n", - " data[PyCall.slice(70, nil)] -= np.arange.(30)\n", + " data = np.ones(100)\n", + " data[70..-1] -= np.arange(30)\n", "\n", " plt.annotate(\n", " \"THE DAY I REALIZED\\nI COULD COOK BACON\\nWHENEVER I WANTED\",\n", - " xy: PyCall.tuple(70, 1),\n", + " xy: [70, 1],\n", " arrowprops: { arrowstyle: '->' },\n", - " xytext: PyCall.tuple(15, -10)\n", + " xytext: [15, -10]\n", " )\n", "\n", " plt.plot(data)\n", "\n", " plt.xlabel('time')\n", @@ -98,11 +98,11 @@ "\n", " # Based on \"The Data So Far\" from XKCD by Randall Monroe\n", " # http://xkcd.com/373/\n", "\n", " fig = plt.figure()\n", - " ax = fig.add_axes(PyCall.tuple(0.1, 0.2, 0.8, 0.7))\n", + " ax = fig.add_axes([0.1, 0.2, 0.8, 0.7])\n", " ax.bar([0, 1], [0, 100], 0.25)\n", " ax.spines['right'].set_color('none')\n", " ax.spines['top'].set_color('none')\n", " ax.xaxis.set_ticks_position('bottom')\n", " ax.set_xticks([0, 1])\n", @@ -131,10 +131,10 @@ "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Ruby 2.4.0", + "display_name": "Ruby 2.4.1", "language": "ruby", "name": "ruby" }, "language_info": { "file_extension": ".rb",