{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualizing The Gender Gap In College Degrees\n", "## Introduction" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "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=False, top=False, left=False, right=False)\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": "markdown", "metadata": {}, "source": [ "## Comparing across all degree categories" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "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", "fig = plt.figure(figsize=(15, 20))\n", "\n", "for sp in range(0,6):\n", " indexplot = 3 * (sp+1) - 2\n", " ax = fig.add_subplot(6,3,indexplot)\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", " for key,spine in ax.spines.items():\n", " spine.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=False, top=False, left=False, right=False)\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", "# the degrees into liberal arts \n", "for sp in range(0,5):\n", " indexplot = 3 * (sp+1) - 1\n", " ax = fig.add_subplot(6,3,indexplot)\n", " ax.plot(women_degrees['Year'], women_degrees[lib_arts_cats[sp]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[lib_arts_cats[sp]], c=cb_orange, label='Men', linewidth=3)\n", " for key,spine in ax.spines.items():\n", " spine.set_visible(False)\n", " ax.set_xlim(1968, 2011)\n", " ax.set_ylim(0,100)\n", " ax.set_title(lib_arts_cats[sp])\n", " ax.tick_params(bottom=False, top=False, left=False, right=False)\n", " if sp == 0:\n", " ax.text(2005, 87, 'Men')\n", " ax.text(2002, 8, 'Women')\n", "# the degrees into other \n", "for sp in range(0,6):\n", " indexplot = 3 * (sp+1)\n", " ax = fig.add_subplot(6,3,indexplot)\n", " ax.plot(women_degrees['Year'], women_degrees[other_cats[sp]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[other_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(other_cats[sp])\n", " ax.tick_params(bottom=False, top=False, left=False, right=False)\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": "markdown", "metadata": {}, "source": [ "## Hiding x-axis labels" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "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", "fig = plt.figure(figsize=(15, 20))\n", "\n", "for sp in range(0,6):\n", " indexplot = 3 * (sp+1) - 2\n", " ax = fig.add_subplot(6,3,indexplot)\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", " for key,spine in ax.spines.items():\n", " spine.set_visible(False)\n", " ax.set_xlim(1968, 2011)\n", " ax.set_ylim(0,100)\n", " ax.set_title(stem_cats[sp])\n", " # Removing the label bottom\n", " ax.tick_params(bottom=False, top=False, left=False, right=False,labelbottom=False)\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", " # Keeping for the last plot\n", " ax.tick_params(labelbottom = True)\n", " \n", "for sp in range(0,5):\n", " indexplot = 3 * (sp+1) - 1\n", " ax = fig.add_subplot(6,3,indexplot)\n", " ax.plot(women_degrees['Year'], women_degrees[lib_arts_cats[sp]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[lib_arts_cats[sp]], c=cb_orange, label='Men', linewidth=3)\n", " for key,spine in ax.spines.items():\n", " spine.set_visible(False)\n", " ax.set_xlim(1968, 2011)\n", " ax.set_ylim(0,100)\n", " ax.set_title(lib_arts_cats[sp])\n", " # Removing the label bottom\n", " ax.tick_params(bottom=False, top=False, left=False, right=False,labelbottom=False)\n", " if sp == 0:\n", " ax.text(2005, 87, 'Men')\n", " ax.text(2002, 8, 'Women')\n", " elif sp == 4:\n", " # Keeping for the last plot\n", " ax.tick_params(labelbottom = True)\n", " \n", "for sp in range(0,6):\n", " indexplot = 3 * (sp+1)\n", " ax = fig.add_subplot(6,3,indexplot)\n", " ax.plot(women_degrees['Year'], women_degrees[other_cats[sp]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[other_cats[sp]], c=cb_orange, label='Men', linewidth=3)\n", " for key,spine in ax.spines.items():\n", " spine.set_visible(False)\n", " ax.set_xlim(1968, 2011)\n", " ax.set_ylim(0,100)\n", " ax.set_title(other_cats[sp])\n", " # Removing the label bottom\n", " ax.tick_params(bottom=False, top=False, left=False, right=False,labelbottom=False)\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", " # Keeping for the last plot\n", " ax.tick_params(labelbottom = True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting y-axis labels" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 20))\n", "\n", "for sp in range(0,6):\n", " indexplot = 3 * (sp+1) - 2\n", " ax = fig.add_subplot(6,3,indexplot)\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", " for key,spine in ax.spines.items():\n", " spine.set_visible(False)\n", " ax.set_xlim(1968, 2011)\n", " ax.set_ylim(0,100)\n", " ax.set_title(stem_cats[sp])\n", " \n", " ax.tick_params(bottom=False, top=False, left=False, right=False,labelbottom=False)\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", " ax.tick_params(labelbottom = True)\n", " # Setting y-axis labels\n", " ax.set_yticks([0,100])\n", " \n", "for sp in range(0,5):\n", " indexplot = 3 * (sp+1) - 1\n", " ax = fig.add_subplot(6,3,indexplot)\n", " ax.plot(women_degrees['Year'], women_degrees[lib_arts_cats[sp]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[lib_arts_cats[sp]], c=cb_orange, label='Men', linewidth=3)\n", " for key,spine in ax.spines.items():\n", " spine.set_visible(False)\n", " ax.set_xlim(1968, 2011)\n", " ax.set_ylim(0,100)\n", " ax.set_title(lib_arts_cats[sp])\n", " ax.tick_params(bottom=False, top=False, left=False, right=False,labelbottom=False)\n", " if sp == 0:\n", " ax.text(2005, 87, 'Men')\n", " ax.text(2002, 8, 'Women')\n", " elif sp == 4:\n", " ax.tick_params(labelbottom = True)\n", " # Setting y-axis labels\n", " ax.set_yticks([0,100])\n", " \n", "for sp in range(0,6):\n", " indexplot = 3 * (sp+1)\n", " ax = fig.add_subplot(6,3,indexplot)\n", " ax.plot(women_degrees['Year'], women_degrees[other_cats[sp]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[other_cats[sp]], c=cb_orange, label='Men', linewidth=3)\n", " for key,spine in ax.spines.items():\n", " spine.set_visible(False)\n", " ax.set_xlim(1968, 2011)\n", " ax.set_ylim(0,100)\n", " ax.set_title(other_cats[sp])\n", " ax.tick_params(bottom=False, top=False, left=False, right=False,labelbottom=False)\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", " ax.tick_params(labelbottom = True)\n", " # Setting y-axis labels\n", " ax.set_yticks([0,100])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adding a horizontal line & Exporting to a file \n", "\n", "While removing most of the y-axis labels definitely reduced clutter, it also made it hard to understand which degrees have close to 50-50 gender breakdown. While keeping all of the y-axis labels would have made it easier, we can actually do one better and use a horizontal line across all of the line charts where the y-axis label 50 would have been.\n", "After that let's export all of the plots contained in the figure as a single image file." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 20))\n", "\n", "for sp in range(0,6):\n", " indexplot = 3 * (sp+1) - 2\n", " ax = fig.add_subplot(6,3,indexplot)\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", " for key,spine in ax.spines.items():\n", " spine.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=False, top=False, left=False, right=False,labelbottom=False)\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", " ax.tick_params(labelbottom = True)\n", " ax.set_yticks([0,100])\n", " # Adding line \n", " ax.axhline(50, c=(171/255, 171/255, 171/255), alpha=0.3)\n", " \n", "for sp in range(0,5):\n", " indexplot = 3 * (sp+1) - 1\n", " ax = fig.add_subplot(6,3,indexplot)\n", " ax.plot(women_degrees['Year'], women_degrees[lib_arts_cats[sp]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[lib_arts_cats[sp]], c=cb_orange, label='Men', linewidth=3)\n", " for key,spine in ax.spines.items():\n", " spine.set_visible(False)\n", " ax.set_xlim(1968, 2011)\n", " ax.set_ylim(0,100)\n", " ax.set_title(lib_arts_cats[sp])\n", " ax.tick_params(bottom=False, top=False, left=False, right=False,labelbottom=False)\n", " if sp == 0:\n", " ax.text(2005, 87, 'Men')\n", " ax.text(2002, 8, 'Women')\n", " elif sp == 4:\n", " ax.tick_params(labelbottom = True)\n", " ax.set_yticks([0,100])\n", " # Adding line \n", " ax.axhline(50, c=(171/255, 171/255, 171/255), alpha=0.3)\n", " \n", "for sp in range(0,6):\n", " indexplot = 3 * (sp+1)\n", " ax = fig.add_subplot(6,3,indexplot)\n", " ax.plot(women_degrees['Year'], women_degrees[other_cats[sp]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[other_cats[sp]], c=cb_orange, label='Men', linewidth=3)\n", " for key,spine in ax.spines.items():\n", " spine.set_visible(False)\n", " ax.set_xlim(1968, 2011)\n", " ax.set_ylim(0,100)\n", " ax.set_title(other_cats[sp])\n", " ax.tick_params(bottom=False, top=False, left=False, right=False,labelbottom=False)\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", " ax.tick_params(labelbottom = True)\n", " ax.set_yticks([0,100])\n", " # Adding line \n", " ax.axhline(50, c=(171/255, 171/255, 171/255), alpha=0.3)\n", " \n", "#Let's export all of the plots contained in the figure as a single image file\n", "plt.savefig(\"gender_degrees.png\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "data_science", "language": "python", "name": "data_science" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 4 }