{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "x = [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" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "fig = plt.subplot(xlim=[0,100],ylim=[0,25])\n", "fig.plot(x,c='blue',linewidth=1)\n", "fig.grid(True, linestyle=':')\n", "#fig.show()\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "fig, ax = plt.subplots()\n", "ax.hist(x,edgecolor='k',facecolor='blue')\n", "ax.set_xlim([0,25])\n", "ax.set_ylim([0,25])\n", "ax.grid(True, linestyle=':')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }