commit 957e713a48434709269b291bd4ce79104818b9bc Author: schmudde Date: Mon Nov 19 12:51:28 2018 -0500 update data diff --git a/simple-nb.ipynb b/simple-nb.ipynb index f6e311f..03a60bc 100644 --- a/simple-nb.ipynb +++ b/simple-nb.ipynb @@ -2,16 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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" 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" }, - "execution_count": 10, + "execution_count": 11, "metadata": { }, "output_type": "execute_result" @@ -22,7 +22,7 @@ "import matplotlib.pyplot as plt\n", "\n", "# Data for plotting\n", - "t = np.arange(0.0, 2.0, 0.01)\n", + "t = np.arange(0.0, 4.0, 0.01)\n", "s = 1 + np.sin((5 * 2)* np.pi * t)\n", "\n", "# Note that using plt.subplots below is equivalent to using\n",