{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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lcsefrZ988km2bt1qsmzGjBl07dqVs2fP0rlzZ6ZPnw7AqVOnWL16NadPn2bz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "women_degrees = pd.read_csv('percent-bachelors-degrees-women-usa.csv')\n", "cb_dark_blue = (0/255,107/255,164/255)\n", "cb_orange = (255/255, 128/255, 14/255)\n", "stem_cats = ['Engineering', 'Computer Science', 'Psychology', 'Biology', 'Physical Sciences', 'Math and Statistics']\n", "\n", "fig = plt.figure(figsize=(18, 3))\n", "\n", "for sp in range(0,6):\n", " ax = fig.add_subplot(1,6,sp+1)\n", " ax.plot(women_degrees['Year'], women_degrees[stem_cats[sp]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[stem_cats[sp]], c=cb_orange, label='Men', linewidth=3)\n", " ax.spines[\"right\"].set_visible(False) \n", " ax.spines[\"left\"].set_visible(False)\n", " ax.spines[\"top\"].set_visible(False) \n", " ax.spines[\"bottom\"].set_visible(False)\n", " ax.set_xlim(1968, 2011)\n", " ax.set_ylim(0,100)\n", " ax.set_title(stem_cats[sp])\n", " ax.tick_params(bottom=\"off\", top=\"off\", left=\"off\", right=\"off\")\n", " \n", " if sp == 0:\n", " ax.text(2005, 87, 'Men')\n", " ax.text(2002, 8, 'Women')\n", " elif sp == 5:\n", " ax.text(2005, 62, 'Men')\n", " ax.text(2001, 35, 'Women')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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yeHCvH9vlktDscMJqc3prE/he9OkJBuBE1GMZGRlYsWIFRo4cCZlMBqPRCLPZ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GQyYcmSJQDSe9GrqqqwZs0aWK1WuFyuVG/7RRddBEmSsGjRIpjNZjz33HN4//33UVhYmCrryZMn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stem_cats = ['Psychology', 'Biology', 'Math and Statistics', 'Physical Sciences', 'Computer Science', 'Engineering']\n", "lib_arts_cats = ['Foreign Languages', 'English', 'Communications and Journalism', 'Art and Performance', 'Social Sciences and History']\n", "other_cats = ['Health Professions', 'Public Administration', 'Education', 'Agriculture','Business', 'Architecture']\n", "all_cats = []\n", "all_cats.append(stem_cats)\n", "all_cats.append(lib_arts_cats)\n", "all_cats.append(other_cats)\n", "\n", "fig = plt.figure(figsize=(17, 17))\n", "\n", "for sp in range(0,3):\n", " position = sp+1\n", " cats_array = all_cats[sp]\n", " for i in range(0,6):\n", " if position != 17:\n", " ax = fig.add_subplot(6,3,position)\n", " ax.plot(women_degrees['Year'], women_degrees[cats_array[i]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[cats_array[i]], c=cb_orange, label='Men', linewidth=3)\n", " ax.spines[\"right\"].set_visible(False) \n", " ax.spines[\"left\"].set_visible(False)\n", " ax.spines[\"top\"].set_visible(False) \n", " ax.spines[\"bottom\"].set_visible(False)\n", " ax.set_xlim(1968, 2011)\n", " ax.set_ylim(0,100)\n", " ax.set_title(cats_array[i])\n", " ax.tick_params(bottom=\"off\", top=\"off\", left=\"off\", right=\"off\", labelbottom='off')\n", " ax.set_yticks([0,100])\n", " ax.axhline(50, c=(171/255, 171/255, 171/255), alpha=0.3)\n", " if position == 1:\n", " ax.text(2005, 82, 'Women')\n", " ax.text(2005, 10, 'Men')\n", " elif position == 2:\n", " ax.text(2005, 20, 'Men')\n", " ax.text(2005, 78, 'Women')\n", " elif position == 3:\n", " ax.text(2005, 5, 'Men')\n", " ax.text(2005, 90, 'Women')\n", " elif position == 14:\n", " ax.tick_params(labelbottom='on')\n", " elif position == 16:\n", " ax.text(2005, 87, 'Men')\n", " ax.text(2005, 7, 'Women')\n", " ax.tick_params(labelbottom='on')\n", " elif position == 18:\n", " ax.text(2005, 60, 'Men')\n", " ax.text(2005, 30, 'Women')\n", " ax.tick_params(labelbottom='on')\n", " position+=3\n", "plt.savefig(\"gender_degrees.png\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "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": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }