test

parent 8d7c573a
{
"cells": [],
"cells": [
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"A = [14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, 9.7, 13.1, 13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9, 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, 11.3, 14.4, 15.7, 14.0, 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1, 13.5, 6.3, 6.4, 17.6, 19.1, 12.8, 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, 19.9, 20.4, 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0]\n",
"B = np.arange(1, len(A) + 1)\n",
"fig, (ax1,ax2) = plt.subplots(1, 2, figsize=(12, 6)) \n",
"ax1.plot(B,A)\n",
"ax1.grid()\n",
"ax2.hist(A, bins=15, edgecolor='black')\n",
"ax2.grid()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
......@@ -16,10 +62,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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