diff --git a/Kapitel_2._Das_Auge_plottet_mit_und_das_Einlesen_von_Daten__Zusatz_.ipynb b/Kapitel_2._Das_Auge_plottet_mit_und_das_Einlesen_von_Daten__Zusatz_.ipynb index b9334f8..d073454 100644 --- a/Kapitel_2._Das_Auge_plottet_mit_und_das_Einlesen_von_Daten__Zusatz_.ipynb +++ b/Kapitel_2._Das_Auge_plottet_mit_und_das_Einlesen_von_Daten__Zusatz_.ipynb @@ -382,14 +382,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2019-10-06T12:31:32.872223Z", "start_time": "2019-10-06T12:31:31.934942Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "# ------------\n", @@ -421,7 +434,7 @@ "\n", "plt.ylabel('Spannung [V]')\n", "plt.xlabel('Strom [mA]')\n", - "plt.show" + "plt.show()" ] }, { @@ -435,14 +448,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2019-10-06T12:31:33.247151Z", "start_time": "2019-10-06T12:31:32.872223Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(7,5), # <-- figsize gibt die Seitenlänge des Plots in\n", " # Zoll (1 Zoll = 2.54 cm) wieder. (7,5) ist ein gutes Format für A4\n",