{ "cells": [ { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "data = np.array([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],dtype=float)\n" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.set_xlim(0, 100)\n", "ax.set_ylim(0, 25)\n", "ax.plot(data,color='blue')\n", "ax.grid(True, linestyle='dotted',color='black',alpha=.5)\n", "ax.tick_params(direction='in',grid_color='black', grid_alpha=0.5)\n", "ax.tick_params(bottom=True, top=True, left=True, right=True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.set_xlim(0, 25)\n", "ax.set_ylim(0, 25)\n", "ax.hist(data,color='blue')\n", "ax.grid(True, linestyle='dotted',color='black',alpha=.5)\n", "ax.tick_params(direction='in',grid_color='black', grid_alpha=0.8)\n", "ax.tick_params(bottom=True, top=True, left=True, right=True)\n", "plt.style.use('_classic_test')\n", "plt.show()\n" ] }, { "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 }