diff --git a/simple_plot.ipynb b/simple_plot.ipynb index de6da79..77bba7b 100644 --- a/simple_plot.ipynb +++ b/simple_plot.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -30,12 +30,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -64,6 +64,41 @@ "Add another plot here - whatever you like... " ] }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Plot from Marion - oscillation\n", + "\n", + "t = np.arange(0, 10, 0.1) #time interval\n", + "A = 0.5 #amplitude\n", + "omega = np.pi #frequency\n", + "phi = 0 #phase\n", + "y = A*np.sin(omega*t + phi) #oscillation\n", + "\n", + "#Plot the oscillation\n", + "plt.plot(t, y)\n", + "plt.xlabel('t')\n", + "plt.ylabel('y(t)')\n", + "plt.grid()\n", + "plt.show()" + ] + }, { "cell_type": "code", "execution_count": null, @@ -88,7 +123,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.9.12" } }, "nbformat": 4,