{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# *Visualizing The Gender Gap In College Degrees*\n", "\n", "**Here we have dataset complied by Randal Olson, a data scientist at University of Pennsylvania. Through this [data set](http://www.randalolson.com/wp-content/uploads/percent-bachelors-degrees-women-usa.csv) we will explore the gender gap in STEM fields(Science, Technology, Engineering, and Mathematics). This gap is reported on often in the news and not everyone agrees that there is a gap.**\n", "\n", "**Here, we'll explore how we can communicate the nuanced narrative of gender gap using effective data visualization.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Introduction to Data" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Year Agriculture Architecture Art and Performance Biology Business \\\n", "0 1970 4.229798 11.921005 59.7 29.088363 9.064439 \n", "1 1971 5.452797 12.003106 59.9 29.394403 9.503187 \n", "2 1972 7.420710 13.214594 60.4 29.810221 10.558962 \n", "3 1973 9.653602 14.791613 60.2 31.147915 12.804602 \n", "4 1974 14.074623 17.444688 61.9 32.996183 16.204850 \n", "\n", " Communications and Journalism Computer Science Education Engineering \\\n", "0 35.3 13.6 74.535328 0.8 \n", "1 35.5 13.6 74.149204 1.0 \n", "2 36.6 14.9 73.554520 1.2 \n", "3 38.4 16.4 73.501814 1.6 \n", "4 40.5 18.9 73.336811 2.2 \n", "\n", " English Foreign Languages Health Professions Math and Statistics \\\n", "0 65.570923 73.8 77.1 38.0 \n", "1 64.556485 73.9 75.5 39.0 \n", "2 63.664263 74.6 76.9 40.2 \n", "3 62.941502 74.9 77.4 40.9 \n", "4 62.413412 75.3 77.9 41.8 \n", "\n", " Physical Sciences Psychology Public Administration \\\n", "0 13.8 44.4 68.4 \n", "1 14.9 46.2 65.5 \n", "2 14.8 47.6 62.6 \n", "3 16.5 50.4 64.3 \n", "4 18.2 52.6 66.1 \n", "\n", " Social Sciences and History \n", "0 36.8 \n", "1 36.2 \n", "2 36.1 \n", "3 36.4 \n", "4 37.3 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "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", "women_degrees.head()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Year Agriculture Architecture Art and Performance Biology \\\n", "37 2007 47.605026 43.100459 61.4 59.411993 \n", "38 2008 47.570834 42.711730 60.7 59.305765 \n", "39 2009 48.667224 43.348921 61.0 58.489583 \n", "40 2010 48.730042 42.066721 61.3 59.010255 \n", "41 2011 50.037182 42.773438 61.2 58.742397 \n", "\n", " Business Communications and Journalism Computer Science Education \\\n", "37 49.000459 62.5 17.6 78.721413 \n", "38 48.888027 62.4 17.8 79.196327 \n", "39 48.840474 62.8 18.1 79.532909 \n", "40 48.757988 62.5 17.6 79.618625 \n", "41 48.180418 62.2 18.2 79.432812 \n", "\n", " Engineering English Foreign Languages Health Professions \\\n", "37 16.8 67.874923 70.2 85.4 \n", "38 16.5 67.594028 70.2 85.2 \n", "39 16.8 67.969792 69.3 85.1 \n", "40 17.2 67.928106 69.0 85.0 \n", "41 17.5 68.426730 69.5 84.8 \n", "\n", " Math and Statistics Physical Sciences Psychology Public Administration \\\n", "37 44.1 40.7 77.1 82.1 \n", "38 43.3 40.7 77.2 81.7 \n", "39 43.3 40.7 77.1 82.0 \n", "40 43.1 40.2 77.0 81.7 \n", "41 43.1 40.1 76.7 81.9 \n", "\n", " Social Sciences and History \n", "37 49.3 \n", "38 49.4 \n", "39 49.4 \n", "40 49.3 \n", "41 49.2 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "women_degrees.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Data above shows percentage of Bachelor Degrees awarded per Subject to women from year 1970 to 2011.\n", "\n", "### Visualizing the Gender Gap " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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PW9f/a2xNn4S51FO6JfSE+Ofwv5u0/9PoP1y7fY21J9ay7Ogylh5ZyoiVI3h35bvUC6zHvO7zKJizYEaGJ4RIxIABsGNH2q6zenVIqoJdtGhRvLy8OHHiBOvWraNevXqcOnWK9evXkzdvXqpWrUpoaCg7duzgr7/+IiIigtq1a9OoUSMA/vrrL8LCwvDz8yMoKIgXXniBTZs28cUXX/DVV18xZswYXn/9dQYOHEjDhg05ceIELVu2JCzMXCJ13759rFixgitXrlC+fHleeumlVPc3T0xKE3p3zMUAAArduSiB1vrMnQuz2ilHthw8VuYxHitjLsgeeS2Sufvm8tofr1Hn+zqE9gilcsHKNkcphLBLgwYNWLduHevWrWPQoEGcOnWKdevWkTdvXurXr8+aNWvo0aMHnp6eFCpUiEcffZTNmzeTJ08eateuTZEi5jKhZcqUoUWLFgAEBwezYsUKAJYuXcrevXvvvl90dDRXrlwBoG3btnh7e+Pt7U3BggU5d+4cgYGBafr5nE7oSqnsQAfg7ZS8gVKqH9APoESJEikK7kH55/DnhZovUL1wdTpM60D9CfWZ9eQsWpRpkaFxCCH+zq6m6vr167Nu3Tp27dpFlSpVKF68OJ9++il58uShT58+LFu2LNFlvb3vXafdw8Pj7nMPDw9iY2MBiI+PZ/369fj6+ia5vKen591l0lJK+qG3BrZprc9Zz88ppYoAWPfnE1pIaz1eax2itQ4pUCDZ4XzTRUjREDa+sJFS+UrRZmobvt3yrS1xCCHs1aBBA0JDQ/Hz88PT0xM/Pz8uXbrE+vXrqVevHo0aNWLGjBnExcVx4cIFVq1axcMPP+z0+lu0aMHYsWPvPt+R1u1KyUhJQu/BveYWgAXAnSuj9yaTX4exeN7irHluDa3KtuKl315i0KJBxMXH2R2WECIDBQcHExERQd26df82LW/evAQEBNCpUyeqVq1KtWrVaNq0KaNHj6Zw4cJOr//LL79ky5YtVK1alUqVKvHttxlbeXTqmqJKqRzASSBIa33ZmuaPudBvCeAE8KTW+mJS6wkJCdF2X+AiLj6OQYsG8eWmL+lQvgNTO0+VLo5CZICwsDAqVqxodxiZXkLlpJTaqrUOSW5Zp9rQtdbXAP/7pkVier1kKZ4ennzR+gvK+Zfj9YWv8+iPj7LsmWXk88lnd2hCCPFA3HYsl389/C8WdF/ArnO76DqrK7fjbtsdkhBCPBC3TegAbR9qy7h241hyZAmv/vEqzjQ/CSFEZpUlxnJJT8/VeI79kfv5eO3HlPcvz8B6A+0OSQghUsXtEzrAR80+4uDFg7yx+A3K+pWlffn2dockhBAp5tZNLnd4KA+mdJpCraK16DG7BzvOZmzfUSGESAuS0C05suVgQfcF5PfNT7uf23H6ymm7QxJCpDGlFL169br7PDY2lgIFCtCuXTsbo0o7ktAdFMldhNAeoVy+eZn209pz9dZVu0MSQqShnDlzsnv3bq5fvw7AkiVLKFasmM1RpR1J6PepVrga07tMZ8fZHTw992nidbzdIQkh0lDr1q357bffAJg2bRo9evS4O+/q1av06dOH2rVrU6NGDebPNyfA//jjj3Tu3JlWrVpRrlw53nrrLVtiT44cFE1A24fa8lmLzxiwaAD9f+3Pt+2+lfHUhUhDAxYOSPNjVdULV2dMq+RH/erevTvvv/8+7dq1Y+fOnfTp04fVq1cDMHLkSJo2bcqECRO4dOkSDz/8MM2bNwfMuCzbt2/H29ub8uXL8+qrr1K8ePE0/QwPShJ6Il6r8xoXrl1g5OqRXLp5iZ86/YS3l3fyCwohMrWqVaty7Ngxpk2bRps2bf42b/HixSxYsIBPPvkEgBs3bty9WEWzZs3ImzcvAJUqVeL48eOS0LMKpRQfNv0QP18/3lj8BpdvXGZOtzky7osQacCZmnR66tChA4MHD2blypVERkbena61Zvbs2ZQvX/5vr9+4cWOGDH/7oKQNPRmD6g1iQocJLDu6jOaTmxN5LTL5hYQQmVqfPn0YPnw4wcHBf5vesmVLvvrqq7tnjW/fvt2O8FJNEroTnqvxHLO7zmbH2R00+rERp6JP2R2SEOIBBAYG8vrrr/9j+jvvvMPt27epWrUqVapU4Z133rEhutRzavjctJIZhs99ECuOruDx6Y/jn8OfxU8vppx/ObtDEiLLkOFznfMgw+dKDT0FmpRuworeK4i5FUPDiQ3ljFIhRKYiCT2FahWtxernVuPt6U2TSU3YfiZrtbEJIVyXJPRUqBBQgdXPrSaPdx4em/IYu8/vtjskIbIEGaI6aQ9aPpLQU6lkvpIse2YZ3l7eNJ/cnP0R++0OSYhMzcfHh8jISEnqidBaExkZiY+PT6rXIQdFH9C+iH08+uOjeHl4serZVZTxK2N3SEJkSrdv3yY8PJwbN27YHUqm5ePjQ2BgINmyZfvbdGcPikpCTwO7zu2i8aTG5Mqei1XPrqJkvpJ2hySEcCHSyyUDBRcKZkmvJVy+cZlmk5tJP3UhhC0koaeRmkVqsujpRZy7eo5mk5txLuac3SEJIdyMJPQ0VCewDr/3/J2T0SdpPqU5F69ftDskIYQbkYSexh4p+Qi/9viV/RH76R/aX47oCyEyjCT0dNC0dFM+aPIBv+z9ham7ptodjhDCTUhCTyeD6w+mYYmGvPL7K5y4fMLucIQQbkASejrx9PBkcsfJxOt4es/rLZeyE0KkO0no6ah0/tJ82epLVh5byZgN9g7oL4RwfZLQ09mz1Z+lY4WOvL3sbRnzRQiRriShpzOlFOPbjSefTz6emvMUN2Nv2h2SEMJFSULPAAVyFuCHDj+w89xOhq8Ybnc4QthKawgPh+PHIV4OLaUpuUh0Bmn3UDv61ezH/637P9o+1JZGJRvZHZIQ6S4qCnbvhl27/n5/6ZKZnyMHVKxobpUqmVvFihAUBF6SnVJMBufKQDG3Yqj+bXVi42PZ+dJO8njnsTskIdLFkiXw8stw6NC9aXnzQnAwVKli7j09ISzM3PbuNbX2O3x8oGFDaNbM3GrWNK93V84OziW/gRkoV/ZcTOk0hYYTG/Ji6ItM7TwVpZTdYQmRZuLi4L334MMPTU3744/vJfHAQEhqc4+Ohn37TILfvh2WL4e33zbz8uWDJk1Mcm/eHB56KOl1uSupodvgo9Uf8Z/l/+GdRu/wfpP37Q5HiDRx9iz07AkrVsCzz8LYsZAz54Ot89w5k9iXLYOlS027O0CbNjBtGuRxkz+5UkPPxN5u+DZHoo7wwaoPKJ6nOH1r9bU7JCEeyPLlJplHR8PEiSahp4VChaBHD3PTGo4cgVmz4J13oH59CA2FUqXS5r1cgfRysYFSim/afkPrsq156beX+O3Ab3aHJESq3Gliad4c/Pxg8+a0S+b3UwrKlIGhQ2HhQjh1CurUgfXr0+f9siJJ6DbJ5pmNmU/OpFrhanT9pStbTktTlMhazp+HVq1gxAh4+mnYtAkqV86Y927WzCTy3LlN2/q0aRnzvpmdJHQb5cqei996/kbBnAVp+3NbjkQdsTskIZyycyfUrg1r1sD338OkSZArV8bGUKECbNxoauk9e5p/Cu4+WrVTCV0plU8p9YtSap9SKkwpVU8p5aeUWqKUOmjd50/vYF1R4VyF+eOpP7gdd5vWU1sTeS3S7pCESFJoKDRoALGxsHYtPP+8fT1O/P1h8WLo3dv8U3jqKXDna1A7W0P/Aliota4AVAPCgKHAMq11OWCZ9VykQoWACizosYDjl47TYXoHrt++bndIQvyD1vDZZ9ChA5Qvb5pYata0Oyrw9jYHYkeNMk0vjzwCK1e6Z2092YSulMoDNAJ+ANBa39JaXwIeByZZL5sEdEyvIN1BwxINmdp5KutPruepOU8RFx9nd0hC3HX7NvTvD2+8AZ07w6pVUKyY3VHdo5Q5WDp7Npw8adrVH3nEHDx1p8TuTA09CLgATFRKbVdKfa+UygkU0lqfAbDuCya0sFKqn1Jqi1Jqy4ULF9IscFfUpVIXPmv5GXP3zeXdle/aHY4QAFy8aA5+fvcd/PvfMHOmOWU/M+rcGY4eNX3gT5yA1q1NW/+8ee4xbowzCd0LqAl8o7WuAVwlBc0rWuvxWusQrXVIgQIFUhmm+3i9zuu8UOMFRq4eyey9s+0OR7i5Awegbl1z8HPyZBg5EjwyeVcKX1945RUz7MD335txYzp1gmrVTJNMeDhcu+aaNXdnvppwIFxrvdF6/gsmwZ9TShUBsO7Pp0+I7kUpxdg2Y6kbWJfe83rLGOrCNnPnmh4kUVHmTM1eveyOKGWyZzcHbPftg59+Mn3me/aE4sXNGaw+PlC4sBkQrEEDaNfODDVwPgtnMqdO/VdKrQZe0FrvV0qNAO6c0Buptf6vUmoo4Ke1fiup9cip/847feU0tcbXIke2HGzuuxk/Xz+7QxJu4sYNePNN02wREmKaWEqXtjuqBxcfb4YPOHbMNCNFRZnbnccXL5rumL6+8PrrMHgw5Hey796RIxATYw4We3unfezOnvrvbEKvDnwPZAeOAM9havczgRLACeBJrfXFpNYjCT1l1p9cz6M/PkqT0k34vefveHq48XBzIkMcOADdusGOHTBwIPz3v6am6y4OHIB334Xp083okG++aZJ7Qn3sDx40wxDMmmXKC8yIkOXKmcHIKlc291WqQNmyDzYccJom9LQiCT3lvt/2PX1/7ctb9d/i48c+tjsc4cKmToUXXzQJ/McfoX17uyOyz86dZryYBQugQAHTFPPSS2ZwsDtJfOdO89q6deHJJ6FoUdizx4z3vns3HD58r50+e3YzLELVqqmLRwbnchEv1HyBbWe2MXrdaGoUqUH3Kt3tDkm4mKtX4dVXTV/uhg3h559NO7M7q1oV5s83Z6IOGwaDBsHw4aZZBczAYJ9/Dl26JF5W166Z9vs7ST4oKP3jlhp6FnAr7hbNJjdj6+mtrHt+HdULV7c7JOEiDh0yJwrt2wf/+Y9pbpArBf3TypXmX0uNGiaJBwZm7PtLk4uLORtzlpDxIXh5eLGl3xYCcgTYHZLI4qKiTC+Wixdhxgwz4JXInJxN6Jm8R6m4o3CuwsztNpezMWfpOqsrt+Nu2x2SyMJu3zbtvsePm5NuJJm7BknoWUjtYrUZ3348K46tYPDiwXaHI7IoreG110zf8vHjTbu5cA3SWpbFPFPtGXac3cHnGz6nWuFq9KnRx+6QRBYzdix8+y0MGWJGKRSuQ2roWdDox0bTPKg5L/32EutPyuVahPMWLoQBA+Dxx+Gjj+yORqQ1SehZkJeHFzOemEFgnkA6z+zMqehTdocksoCwMHPSUHCwORU+s4/JIlJOvtIsys/XjwXdFxBzK4ZOMzpxI9aNR/UXyYqMNGOV+Pqak2Uy+upCImNIQs/CKheszJROU9h8ejP9fu1HRnZBFVnHrVum7/SpU6ZHS4kSdkck0osk9CyuY4WOvNf4PabsnMKYDWPsDkdkMrGx0Lcv/PknTJhgTlMXrksSugsY1mgYnSt2ZvCSwSw9stTucEQmceWKOQt08mT44AMzdKxwbZLQXYCH8mBSx0lUKlCJJ2Y+waJDi+wOSdgsPNz0L1+82PQ1HzbM7ohERpCE7iJyZc/Fbz1/o2S+krSe2ppRq0dJm7qb2r7dnNJ/9Cj8/rtpchHuQRK6CymRtwTr+qyje5Xu/Hv5v3ly1pNcuXnF7rBEBgoNNRdH9vSEdeugRQu7IxIZSRK6i8mZPSdTO0/l0xafMnffXOr+UJeDkQftDktkgK++MicMVahghn2tUsXuiERGk4TugpRSDKo3iCW9lnAu5hy1v6tN6IFQu8MS6SQuzpz9+dpr5qIUf/4JRYrYHZWwgyR0F9a0dFO29ttKUP4g2k9rz/t/vk+8jrc7LJGGzp83zSpffGGS+uzZ5gLIwj1JQndxJfOVZG2ftfSq2ot3V75L8DfBTNw+kZuxN+0OTTygtWvNBRfWrTN9zD//3LSdC/clCd0N+GbzZVLHSUzrMg0vDy/6LOhD6S9K8/Gaj7l045Ld4YkU0tok78aNzan869fDc8/ZHZXIDCShuwmlFN2rdGdH/x0senoRlQtWZuiyoZT4vARvLHp92rA8AAAfiUlEQVSDk5dP2h2icEJ0NHTtaq5x2a4dbNkC1eWKhMIiCd3NKKVoUaYFS3otYVu/bbQv354vNn5B0JdBPDP3GfZe2Gt3iCIRu3dD7dowdy6MHg1z5kC+fHZHJTITSehurEaRGkztPJXDrx3mX7X/xeyw2VT+ujKdZnRi06lNdocnHPz0kzlZKDoali+HN98EpeyOSmQ2ktAFJfOV5PNWn3NiwAmGNxrOn8f+pM73dWg+uTnLjiyTM05tdP069OsHvXpBSAhs2waNGtkdlcisJKGLu/xz+PNek/c4PuA4//fY/7Hnwh6aT2lO3R/qMn/ffEnsGezgQahXD777Dt5+21wDVPqXi6RIQhf/kNs7N4PrD+bo60f5tu23XLh6gY4zOtJkUhP2nN9jd3hu4ZdfoFYtOHkSfvvNXC7OS64ALJIhCV0kysfLh/4h/Tnw6gHGtRvHznM7qT6uOkOWDCHmVozd4bmkW7fg9dfhySehcmUz0FabNnZHJbIKSegiWV4eXvSr1Y/9/9rPM1WfYfS60VT8X0XmhM2RZpg0dOyYGVjryy9h4EBzCr9cXUikhCR04bQCOQvww+M/sLbPWvx8/egyswttf27L4YuH7Q4tS7p82YxXPmIEtGxpauT795vuiJ99Btmz2x2hyGpURtawQkJC9JYtWzLs/UT6iY2PZeymsQxfMZxbcbfoVqUblQIqUT6gPBUCKhCUP4jsnpKRHF26ZK7puW6dObtzzx5z1qdSEBwM9evD4MFQpozdkYrMRim1VWsdkuzrJKGLB3H6ymmGLh3KkiNLOBtz9u50T+VJUP4gKgRUoGJARRqWaMgjJR8hn497ngmzYoXpenjqlDkZqG5dk8Dr1YOHH4Y8eeyOUGRmktBFhrt84zL7I/ezP2K/uXd4fCvuFgpFjSI1eLTkozQu1ZhHSjxCft/8doedrm7dguHDzZmd5cqZQbTq1QMPaewUKSAJXWQaN2JvsDF8IyuPrWTl8ZWsP7mem3E3USiqF67O+03ep91D7ewOM80dOGAuzLx1q7kM3Oefy9C2InUkoYtM60bsDTad2sTKYyuZvns6Ry8dZfVzqwkpmuz2mu5On4aJE+HsWfD3h4AAc+/4uEAByJEj8XVobWrir70GPj7w/ffQqVPGfQbheiShiyzhwtUL1P6uNrHxsWzuu5kiuTP+VEitYeVK+PprM/BVXJxp576UxMjCRYqYJpRy5aBs2XuP/f1NP/LZs6FpU5g8GYoVy7CPIlyUswldzj0TtiqQswDzu8+nwYQGdJrRiZXPrsTHyydD3vvyZZgyxSTysDDw8zP9v1980fQ0iY2FqCiIiIDISHOLiDC190OHzKn5oaFw7tzf15stm2kzf+MNaSsXGUsSurBdtcLVmNxpMl1mdqHfr/2Y1HES6gGHEjxwwLRd37yZ8O3UKZg5E65eNb1MfvzRjDPu63tvHV5epnmlQIGk3ys6+l6CP3bM9CmXMcqFHSShi0yhc8XOvNf4Pd5d+S5VC1VlcP3BKV5HfDwsXAhffWXuE6MU5M4N3brBSy+ZUQwfRJ48ULOmuQlhJ6cSulLqGHAFiANitdYhSik/YAZQCjgGdNVaR6VPmMIdvNPoHXaf381bS96iUoFKtCnn3CAm0dGmhj12rKklFykCH3wAHTuaXiXe3n+/eXnJWOLCNTl1UNRK6CFa6wiHaaOBi1rr/yqlhgL5tdZDklqPHBQVybl66yqPTHyEw1GHGReygT+mVCR3btO+ff/Ny8tc+GHiRIiJMf27X3sNOneW0+aFa8mIg6KPA42tx5OAlUCSCV2I5OTMnpN53edR89vaPPVbB3Iu3Ei2WD+iokxvFNCQPQZ8L4L3Fbwul6dH12y8+qq5PJsQ7szZhK6BxUopDYzTWo8HCmmtzwBorc8opQomtKBSqh/QD6CEDB0nnJCXEuQKnUtkk8YEDK1HkbwBXLx2kchrF4m6cZFYHXv3tQVyFqNCnZcpVakvkMzRSyFcnLNNLkW11qetpL0EeBVYoLXO5/CaKK11kudxS5OLSE5cHHToYEYh/M/Ps/jj8ifkzp4bP1+/f9y8PLyYumsqiw8vxtvTm57BPXn14VepUaSG3R9DiDSVbicWKaVGADFAX6CxVTsvAqzUWpdPallJ6CI5Q4aYPtzffGP6gzsj7EIYYzeNZdJfk7h6+yqPlHiE1+q8RscKHfHykI5cIutLs4SulMoJeGitr1iPlwDvA82ASIeDon5a67eSWpckdJGUKVPgmWdMV8Kvv0758pduXGLi9ol8tekrjl46CkB2z+x4e3rj7eX9t/s83nnoUrELz9V4joAcAWn8SYRIW2mZ0IOAudZTL+BnrfVIpZQ/MBMoAZwAntRaX0xqXZLQRWI2boRHHzU9VRYvNmdbplZcfBy/H/ydLae3cDPuJjdjb/79Pu4m4dHhbAjfgLenN92qdOPlkJd5uNjDqT6h6eqtqxy6eIjjl49TN7AuBXMmeEhJiFSRsVxElnHqlDm5x9cXNm0yg2BlhD3n9/DNlm+Y/Ndkrty6Qs0iNXk55GV6BPcgR7Z7o2/FxccRdSOKyGuRRFyL4GzMWQ5dPMTBiwfv3p++cvru6/19/Znw+AQ6lO+QMR9EuDxJ6CJLuH4dGjWCfftgwwZzGbaMduXmFX7a+RNfb/ma3ed3k88nHxUCKhB5LZLI65FEXY9C88/9pGDOgpTzK0dZv7KU8ytHOf9y+Pn68daSt9h+djsv1nqRT1t++rcfByFSQxK6yNTOnTMXQf7hB1iyBObPh/bt7Y1Ja82aE2sYt3Uc566ew9/Xn4AcAfj7+uOf497jgjkLEpQ/iLw+eRNcz83YmwxbPoxP1n9CxYCK/NzlZ6oXlsFdROpJQheZytmzJoGvXGnuw8LM9Fy5YORIc4anq1l6ZCnPzH2GiGsRjGo2ioH1BuKhZPhFkXKS0IUtoqPNlesdbzt3mnswg2I1bAiNG5tbzZrmFH5XFXEtghcWvMD8/fN5LOgxfuz4I0VzF7U7LJHFSEIXGeLGDXNptcWLTdI+c+bePE9PCAqCihXvJfEaNVw7gSdEa834reMZuGggsfGx1ChSg3qB9ahfvD71i9cnME+g3SGKTE4Sukh3CxfCv/4Fhw+bcVQqV4by5aFCBXNfpowMkuVof8R+JmyfwPrw9Ww+vZkbsTcACMwTSP3i9WlQvAG9q/VOtG1euC9J6CLdnDxpruwze7ZJ3P/7HzRrZndUWcutuFv8dfYv1oevZ93JdawPX8+Jyycok78Ms56cJcMXiL+RhC7S3O3b8MUXMGKEuZjEsGHmMmve3nZH5hrWnFhD91+6E3Etgi9bf0nfmn0f+MpNwjU4m9DlkLtwyqpVpv37zTdNbXzvXvj3vyWZp6WGJRqyvf92GpdqTP/Q/vSa24uYWzF2hyWyEEnoIlFamy6GLVua0/JjYkx/8fnzoVQpu6NzTQVyFuD3p37ngyYfMG33NGp/V5s95/fYHZbIIiShi3/Q2lzNvkED0zNlxw4YNcrUyjvI2ezpzkN5MKzRMJb0WkLU9Shqf1ebSTsm2R2WyAIkoYu7YmNh2jRzxfr27eH0aXOdzmPHYOhQyCFnsGeopqWbsr3/dh4u9jDPzn+W5+c/z/Xb1+0OS2RiktAF16/DuHGmu2HPnubg56RJ5oLLr7xiBs0S9iiSuwhLn1nKvxv+mwk7JlB/Qn0OXzxsd1gik5KE7sYiI+GDD6BkSXMxifz5Yc4c2L3bjEv+IEPYirTj5eHFyGYjCe0RyvFLx6k1vhbz9823OyyRCUlCd0NHj8Krr0KJEjB8uDkpaMUKM3Rtp07gIVtFptT2obZs7beVMn5l6DijI0OWDCE2Pjb5BYXbkF3XjWzbBt26Qdmypomla1dTG//tN3PwU7o8Z36l85dmbZ+19K/Vn9HrRvPYlMc4G3PW7rBEJiEJ3Q1oDR99ZC4isXAhDB5saukTJ9oz/rh4MD5ePnzb7lsmdZzExvCN1BxXk9XHV9sdlsgEJKG7uCtX4Ikn4D//ge7dzWn7H38MxYrZHZl4UM9Ue4aNL2wkV/ZcNJnUhHFbxtkdkrCZJHQXduAA1K0L8+bBp5/C1KmQJ4/dUYm0FFwomM19N9OiTAte/O1F3lz8JvE63u6whE0kobuo0FBzsPP8eXNFoEGDpI3cVeX1ycuCHgt4OeRlPln/CV1ndZX+6m5KErqLiY+H9983JwaVLQtbtkDTpnZHJdKbl4cXY9uM5bMWnzEnbA5NJjXhXMw5u8MSGUwSuguJjjbdDt991/QjX7PG9DEX7kEpxcB6A5nTbQ47z+2k7g912Xthr91hiQwkCd1FxMaag5+//w5ffgk//ihneLqrjhU6suq5VdyIvUH9H+qz7Mgyu0MSGUQSuosYMsS0lY8bZ04akvZy9xZSNIQNz28gME8graa2YtquaXaHJDKAJHQXMHkyfPaZSeR9+tgdjcgsSuYrydo+a2lYoiG95/Vm1fFVdock0pkk9Cxu0ybo1w+aNDFdE4VwlNcnL3O7zSUofxCdZ3TmSNQRu0MS6UgSehZ25ow5CFqkCMycKYNpiYTl88lHaM9Q4nU87ae15/KNy3aHJNKJJPQs6uZN6NwZLl0yVxAKCLA7IpGZlfUry+yuszkQeYDus7vLoF4uShJ6FqQ1vPQSbNhg2s+rVrU7IpEVNCndhK/bfM3CQwsZvHiw3eGIdOBldwAi5caONQNrvfMOdOlidzQiK+lbqy97L+xlzMYxVAyoSP+Q/naHJNKQ1NCzmOXLYeBAc23PESPsjkZkRf/X4v9oXbY1//rjXyw/utzucEQakoSehRw9asYwL18epkyRC1GI1PHy8GJal2k85P8QT8x8goORB+0OSaQRSQlZxNWrpkdLXJwZPVFGTRQPIq9PXn7t8SseyoO2P7flQOQBu0MSaUASehagNTz/POzcCdOmQblydkckXEFQ/iDmd59P5PVIao2vxdSdU+0OKdM6fuk4/13zXxYdWsTtuNt2h5MoOSiaBXzyCcyYAaNGQatWdkcjXEmDEg3Y0X8HPef05Om5T7Ps6DK+av0VObPntDu0TOFszFlGrhrJuK3juB1vErmfrx8dy3fkiUpP0CyoGdk9sye6fMytGMIuhLH7/G56BvfE28s7XeNVWut0fQNHISEhesuWLRn2fq5g0SJo08b0ZpkxQ8ZoEekjNj6W91a+x8jVI6kQUIEZT8wguFCw3WHZJvJaJKPXjuarTV9xO/42far34c0Gb7L3wl5m7Z3Fgv0LiL4ZTX6f/Dxe4XGerPQkRXMXZc/5Pew+v5vdF3az5/wejl46enedO/rvoFrhaqmKRym1VWsdkuzrJKFnXocOmYtUFC8O69dDTqk0iXS29MhSnp7zNJdvXuaLVl/Qt2ZflBvVIqJvRvP5+s/5bMNnXLl5haeqPsWIR0dQxq/M3153M/Ymiw8vZtbeWczfP5/om9F353l5eFEhoAKVC1SmSsEqd2+l85XG08MzVXFJQs/iYmLM5ePOnIHNmyEoyO6IhLs4F3OOXnN7seTIErpW7sr4duPJ65PX7rDSxPFLxzl++TgXr18k6noUUTei/vZ48eHFRF6PpHPFzrzf+H0qF0z+Kuo3Y2+y7Ogyrty8QpWCVSjnXy7JZpjUcDahO92GrpTyBLYAp7TW7ZRSpYHpgB+wDeiltb6V2oDFPVrDs89CWJhpcpFkLjJSoVyFWPj0QkavHc2w5cPYfX43v/b4laD8WXdD3HJ6CyNXj2Tevnn/mOehPMjnk4/8PvlpWKIh7zR6h1pFazm9bm8vb9qUa5OW4aZaSg6Kvg6EAXc6zH0MfK61nq6U+hZ4HvgmjeNzS6NGwezZZvTE5s3tjka4Iw/lwdCGQ6lTrA5dZnahzvd1mNttLg1LNLQ7tBRZe2ItH67+kIWHFpLPJx/DGw3nkZKP4OfrR36f/OT3zU8e7zx4KBfp8Ke1TvYGBALLgKZAKKCACMDLml8PWJTcemrVqqVF0ubN01oprZ96Suv4eLujEULr/RH7dbkvy+nsH2TXk3ZMsjucZMXHx+ulh5fqxj821oxAB4wO0KNWj9KXb1y2O7RUA7ZoJ3K1szX0McBbQG7ruT9wSWt9Z8i2cKBYQgsqpfoB/QBKlCiRsl8bN7NhA/ToYQ6Ejh8vPVpE5vCQ/0NseGEDT8x8gt7zerMvYh8fNv0wU9Zqt53Zxiu/v8KG8A0UzV2Uz1t+Tt+afd2mG2ay34hSqh1wXmu91XFyAi9N8Oiq1nq81jpEax1SoECBVIbp+g4ehPbtoWhR+PVXyJHD7oiEuMfP149FTy+ib82+jFoziidnPcnVW1ftDutv5oTNoeGEhpy4fIJv2n7D4dcOM6DuALdJ5uBcG3oDoINSqg3gg2lDHwPkU0p5WbX0QOB0+oXp2s6fh9atzeOFC6FgQXvjESIh2TyzMa7dOCoGVOSNxW/Q6FIjFnRfQLE8Cf45zzBaa0avHc3QZUOpG1iXed3mUShXIVtjskuyNXSt9dta60CtdSmgO7Bca/0UsAJ4wnpZb2B+ukXpwq5eNTXz06chNBTKlrU7IiESp5RiYL2BzO8+nwORB6j9XW3+PPanbfHcirvF8wueZ+iyoXSv0p3lzyx322QODzaWyxBgkFLqEKZN/Ye0Ccl9xMaaNvMtW8wYLXXq2B2REM5pX7496/qsI7d3bppObspHqz8iXsdnaAyR1yJ5bMpjTNwxkXcffZefO/+MbzbfDI0hs5ETi2yiNbzyCnzzjblgxSuv2B2RECl35eYV+oX2Y/ru6bQs05IpnaZQIGf6HyvbH7GfdtPacfLySSY8PoGewT3T/T3t5OyJRZnvMLWb+Phjk8yHDJFkLrKu3N65+bnzz3zb9ltWHltJjXE1WHNiTbq93624W8zbN4+6P9Tl8o3LLO+93OWTeUpIDd0GP/8MTz0FPXvKhSqE69h+Zjtdf+nK0aijjGw6kjcbvPnAXRvjdTx/nf2LZUeXsezoMlYdX8W129eoVKASoT1CKZ2/dBpFn7nJWC6Z1MGDUL06hITA4sXgnb6jaQqRoaJvRvPCgheYtXcWbcq1oX+t/gQXDKZkvpJOJffom9GEXQhjx9kdLDu6jOVHlxN5PRKAigEVaVa6Gc2DmvNYmcfIkc19+vZKQs+EYmOhYUM4cAB27YJi9vb2EiJdaK35Zss3DFo0iJtxNwHIlT0XlQtUJrhgMFUKViG4UDCeypOwiDDCLoSxN2IvYRfCOHXl1N31BOYJpFnpZuYW1IyiuYva9ZFsJwk9E/rgAxg+HKZPh27d7I5GiPQVcyuG3ed3s+vcLnad32Uen99FxLWIv70uV/ZcVAyoSMUCFakUUImKBSpSuUBlgvIHudXQvUmRhJ7JbN4M9eqZRD5VrvQl3JTWmnNXz7Hr3C7idTyVClQiME+gJO5kpPnwuSL1rl2DXr2gSBHTRVEId6WUonCuwhTOVdjuUFySJPQMMGQI7N8PS5dC/vx2RyOEcFXSYS6dLVpkauUDBkCzZnZHI4RwZZLQ01FkJDz3HFSqBB99ZHc0QghXJ00u6URreOkliIiA334DX/ceYkIIkQEkoaeTn3+GWbNMzbxGDbujEUK4A2lySQdhYWZ8lvr14a237I5GCOEuJKGnsUOHzMFPHx/46Sfw9LQ7IiGEu5AmlzR07Bg0bQq3b8PKlVDaPcYNEkJkEpLQ00h4uEnmV67AihVQubLdEQkh3I0k9DRw5oxJ5hERsGyZGU1RCCEymiT0B3ThAjRvbq4JumgR1K5td0RCCHclCf0BXLwILVrAkSPwxx/QoIHdEQkh3Jkk9FS6fBlatYK9e+HXX6FxY7sjEkK4O+m2mAoREfDYY7B9O/zyi6mlCyGE3aSGnkLh4SaBHz0Kc+ZA+/Z2RySEEIYk9BTYv98k80uXzAHQRo3sjkgIIe6RhO6kbdtMmzmYk4ZkfBYhRGYjbehO+PNPc9DT1xfWrJFkLoTInCShJ2PBAmjZEgIDYe1aeOghuyMSQoiESUJPwuTJ0LkzVK0Kq1aZpC6EEJmVJPREzJ8Pzz5rmlqWLYOAALsjEkKIpMlB0QRs2wY9e0JIiGlyyZHD7oiEECJ5UkO/z6lTpm+5v78kcyFE1iI1dAcxMSaZR0ebA6CFC9sdkRBCOE8SuiUuDp56Cv76y4zNUrWq3REJIUTKSEK3DBlimli+/BLatLE7GiGESDlpQwfGj4dPPzUXdn71VbujEUKI1HH7hL50Kbz8sjmtf8wYu6MRQojUc+uEvnMnPPEEVKwIM2aAlzRACSGyMLdN6IsWQcOGkDMnhIZCnjx2RySEEA/GLRP6N99A27YQFAQbN0LJknZHJIQQDy7ZhK6U8lFKbVJK/aWU2qOUes+aXloptVEpdVApNUMplT39w30wcXEwcOC9NvPVq2V8FiGE63Cmhn4TaKq1rgZUB1oppeoCHwOfa63LAVHA8+kX5oOLiYGOHc2BzwEDzFgtuXPbHZUQQqSdZBO6NmKsp9msmwaaAr9Y0ycBHdMlwjQQHg6PPAJ//AH/+x98/jl4etodlRBCpC2n2tCVUp5KqR3AeWAJcBi4pLWOtV4SDhRLnxBTT2tzQYo6deDwYXPw8+WX7Y5KCCHSh1Md9bTWcUB1pVQ+YC5QMaGXJbSsUqof0A+gRIkSqQzTeSdPmuFuly4192fPQokSsG4dVKmS7m8vhBC2SVHPa631JaXUSqAukE8p5WXV0gOB04ksMx4YDxASEpJg0k8trc3oiJs23UviBw6YeQULQrNm0Ly5aTv380vLdxZCiMwn2YSulCoA3LaSuS/QHHNAdAXwBDAd6A3MT89AtYajR81Y5Y63CxfM/Jw54dFH4cUXTRKvUgWUSs+IhBAic3Gmhl4EmKSU8sS0uc/UWocqpfYC05VSHwLbgR/SK8gXX4Tp0+HyZfPcywsqV4Z27aBmTXMLCYHsmb7jpBBCpJ9kE7rWeifwj+vca62PAA+nR1D3K1kSevS4l7wrVwYfn4x4ZyGEyDqyxOglb79tdwRCCJH5ueWp/0II4YokoQshhIuQhC6EEC5CEroQQrgISehCCOEiJKELIYSLkIQuhBAuQhK6EEK4CKV1mo6XlfSbKXUBOJ7KxQOAiDQMx1VJOTlPyso5Uk7OSc9yKqm1LpDcizI0oT8IpdQWrXWI3XFkdlJOzpOyco6Uk3MyQzlJk4sQQrgISehCCOEislJCH293AFmElJPzpKycI+XkHNvLKcu0oQshhEhaVqqhCyGESIIkdCGEcBG2JXSl1ASl1Hml1G6HadWUUuuVUruUUr8qpfJY059SSu1wuMUrpapb82pZrz+klPpSKde7kmgKyyqbUmqSNT1MKfW2wzKtlFL7rbIaasdnSU8pLKfsSqmJ1vS/lFKNHZZx6W1KKVVcKbXC2j72KKVet6b7KaWWKKUOWvf5renKKodDSqmdSqmaDuvqbb3+oFKqt12fKT2kopwqWNvaTaXU4PvWlTH7ntbalhvQCKgJ7HaYthl41HrcB/gggeWCgSMOzzcB9QAF/AG0tuszZYayAnoC063HOYBjQCnAEzgMBAHZgb+ASnZ/NhvL6RVgovW4ILAV8HCHbQpzneCa1uPcwAGgEjAaGGpNHwp8bD1uY5WDAuoCG63pfsAR6z6/9Ti/3Z/PxnIqCNQGRgKDHdaTYfuebTV0rfUq4OJ9k8sDq6zHS4AuCSzaA5gGoJQqAuTRWq/XpuQmAx3TJ2L7pLCsNJBTKeUF+AK3gGjM9V8Paa2PaK1vAdOBx9M79oyUwnKqBCyzljsPXAJC3GGb0lqf0Vpvsx5fAcKAYpjtYZL1sknc+9yPA5O1sQHIZ5VTS2CJ1vqi1joKU76tMvCjpKuUlpPW+rzWejNw+75VZdi+l9na0HcDHazHTwLFE3hNN6yEjinccId54dY0d5BYWf0CXAXOACeAT7TWFzHlctJheXcpq8TK6S/gcaWUl1KqNFDLmudW25RSqhTmIvAbgUJa6zNgkhmmxgmJbztus005WU6JybByymwJvQ/wilJqK+Yvzi3HmUqpOsA1rfWdNtKE2jbdpR9mYmX1MBAHFAVKA28opYJw37JKrJwmYHasLcAYYB0QixuVk1IqFzAbGKC1jk7qpQlM00lMdykpKKdEV5HAtHQpJ6/0WGlqaa33AS0AlFIPAW3ve0l37tXOweyQgQ7PA4HT6RljZpFEWfUEFmqtbwPnlVJrgRBMDcHxH49blFVi5aS1jgUG3nmdUmodcBCIwg22KaVUNkySmqq1nmNNPqeUKqK1PmM1qZy3poeT8LYTDjS+b/rK9Iw7o6WwnBKTWPmluUxVQ1dKFbTuPYBhwLcO8zwwf5mn35lm/d25opSqa/VEeAaYn6FB2ySJsjoBNLV6JuTEHMTahzk4WE4pVVoplR3z47gg4yPPWImVk1Iqh1U+KKUeA2K11nvdYZuyPtcPQJjW+jOHWQuAOz1VenPvcy8AnrG2qbrAZaucFgEtlFL5rZ4eLaxpLiEV5ZSYjNv3bDyCPA3Tznsb8wv2PPA65kjyAeC/WGeyWq9vDGxIYD0hmHbSw8BYx2Vc5ZaSsgJyAbOAPcBe4E2H9bSxXn8Y+I/dn8vmcioF7Mcc6FqKGZ7ULbYpoCHmL/9OYId1awP4Yw4UH7Tu/azXK+B/VnnsAkIc1tUHOGTdnrP7s9lcToWt7S4ac5A9HHOAPcP2PTn1XwghXESmanIRQgiRepLQhRDCRUhCF0IIFyEJXQghXIQkdCGEcBGS0IUQwkVIQhdCCBfx/yu0luLmrfWJAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "\n", "plt.plot(women_degrees[\"Year\"], women_degrees['Biology'], c='blue', label='Women')\n", "plt.plot(women_degrees[\"Year\"], 100 - women_degrees['Biology'], c='green', label= \"Men\")\n", "\n", "plt.title(\"Percentage of Biology Degrees Awarded By Gender\")\n", "plt.legend(loc=\"upper right\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hiding Tick-Marks" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "\n", "plt.plot(women_degrees['Year'], women_degrees['Biology'], label='Women', c='blue')\n", "plt.plot(women_degrees['Year'], 100 - women_degrees['Biology'], c='green', label='Men')\n", "\n", "# Hiding Tick Marks\n", "plt.tick_params(top = False, bottom = False, right = False, left = False)\n", "\n", "plt.title(\"Percentage of Biology Degrees Awarded By Gender\")\n", "plt.legend(loc=\"upper right\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hiding Spines" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(women_degrees['Year'], women_degrees['Biology'], label='Women', c='blue')\n", "ax.plot(women_degrees['Year'], 100-women_degrees['Biology'], label='Men', c='green')\n", "ax.tick_params(top = False, bottom = False, right = False, left = False)\n", "\n", "# Removing Spines\n", "# ax.spines['right'].set_visible(False)\n", "# ax.spines['top'].set_visible(False)\n", "# ax.spines['bottom'].set_visible(False)\n", "# ax.spines['left'].set_visible(False)\n", "\n", "# We can use either of them\n", "for key, spine in ax.spines.items():\n", " spine.set_visible(False)\n", "\n", "ax.legend(loc='upper right')\n", "ax.set_title('Percentage of Biology Degrees Awarded By Gender')\n", "plt.savefig('new.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing Gender Gap Across Categories" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "major_cats = ['Biology', 'Computer Science', 'Engineering', 'Math and Statistics']\n", "fig = plt.figure(figsize=(12, 12))\n", "\n", "for sp in range(0,4):\n", " ax = fig.add_subplot(2,2,sp+1)\n", " ax.plot(women_degrees['Year'], women_degrees[major_cats[sp]], c='blue', label='Women')\n", " ax.plot(women_degrees['Year'], 100-women_degrees[major_cats[sp]], c='green', label='Men')\n", " \n", " # Formatting Axes Objects\n", " ax.set_xlim(1968, 2011)\n", " ax.set_ylim(0, 100)\n", " for key, spine in ax.spines.items():\n", " spine.set_visible(False)\n", " ax.tick_params(top = False, bottom = False, right = False, left = False)\n", " ax.set_title(major_cats[sp])\n", " \n", "# Calling pyplot.legend() here will add the legend to the last subplot that was created.\n", "plt.legend(loc='upper right')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can conclude that Computer Science and Engineering have big gender gaps, while the gap in Biology and Math and Statistics is quite small. In addition, the first two degree categories are dominated by men while the latter degree categories are much more balanced.\n", "\n", "---\n", "In order to publish the data visualizations that we create, we have to be mindful of color blindness. \n", "\n", "Thankfully, there are color palettes we can use that are friendly for people with color blindness. One of them is called Color Blind 10 and was released by Tableau, the company that makes the data visualization platform of the same name. We can navigate to this [page](http://tableaufriction.blogspot.ro/2012/11/finally-you-can-use-tableau-data-colors.html) and select the Color Blind 10 option from the list of palettes to see the ten colors included in the palette." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting Line Color using RGB" ] }, { "cell_type": "code", "execution_count": 14, "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=(12, 12))\n", "\n", "for sp in range(0,4):\n", " ax = fig.add_subplot(2,2,sp+1)\n", " \n", " # The color for each line is assigned here.\n", " cb_dark_blue = (0/255, 107/255, 164/255) \n", " cb_orange = (255/255, 128/255, 14/255)\n", " \n", " # Formatting Axes Objects\n", " ax.plot(women_degrees['Year'], women_degrees[major_cats[sp]], c=cb_dark_blue, label='Women')\n", " ax.plot(women_degrees['Year'], 100-women_degrees[major_cats[sp]], c=cb_orange, label='Men')\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(major_cats[sp])\n", " ax.tick_params(top = False, bottom = False, right = False, left = False)\n", "\n", "plt.legend(loc='upper right')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting Line Width" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cb_dark_blue = (0/255, 107/255, 164/255)\n", "cb_orange = (255/255, 128/255, 14/255)\n", "\n", "fig = plt.figure(figsize=(12, 12))\n", "\n", "for sp in range(0,4):\n", " ax = fig.add_subplot(2,2,sp+1)\n", " \n", " # Set the line width when specifying how each line should look.\n", " ax.plot(women_degrees['Year'], women_degrees[major_cats[sp]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[major_cats[sp]], c=cb_orange, label='Men', linewidth=3)\n", " \n", " # Formatting Axes Objects\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(major_cats[sp])\n", " ax.tick_params(top = False, bottom = False, right = False, left = False)\n", "\n", "plt.legend(loc='upper right')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Improving the Layout and Ordering" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stem_cats = ['Engineering', 'Computer Science', 'Physical Sciences', 'Math and Statistics', 'Biology', 'Psychology']\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", " 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(top = False, bottom = False, right = False, left = False)\n", "\n", "plt.legend(loc='upper right')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Replacing the Legend with Annotations" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cb_dark_blue = (0/255, 107/255, 164/255)\n", "cb_orange = (255/255, 128/255, 14/255)\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", " if sp == 0:\n", " ax.text(2005, 87, 'Men')\n", " ax.text(2002, 8, 'Women')\n", " elif sp == 5:\n", " ax.text(2004, 13, 'Men')\n", " ax.text(1999, 83, 'Women')\n", " \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(top = False, bottom = False, right = False, left = False)\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing Across All Degrees\n", "\n", "- We will generate a 6 row by 3 column grid of subplots.\n", "- We will generate line charts for both male and female percentages:\n", " - In the first column, for every degree in stem_cats.\n", " - In the second column, for every degree in lib_arts_cats.\n", " - In the third column, for every degree in other_cats.\n", " - Add text annotations for Women and Men in the topmost and bottommost plots of each column." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stem_cats = ['Engineering', 'Computer Science', 'Psychology',\n", " 'Biology', 'Physical Sciences', 'Math and Statistics']\n", "\n", "lib_arts_cats = ['Foreign Languages', 'English', 'Communications and Journalism', \n", " 'Art and Performance', 'Social Sciences and History']\n", "\n", "other_cats = ['Health Professions', 'Public Administration', 'Education', \n", " 'Agriculture','Business', 'Architecture']\n", "\n", "fig = plt.figure(figsize=(15, 18))\n", "\n", "def create_axes_objects(axes_range, column, data, Annot_1_M, Annot_1_F, Annot_2_M, Annot_2_F):\n", " for num in range(axes_range):\n", " # Plotting Data\n", " ax = fig.add_subplot(6, 3, (num*3)+column)\n", " ax.plot(women_degrees['Year'], women_degrees[data[num]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[data[num]], c=cb_orange, label='Men', linewidth=3)\n", " \n", " # Formatting Axes Objects\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(data[num])\n", " ax.tick_params(bottom=False, top=False, left=False, right=False)\n", " \n", " if num == 0:\n", " ax.text(2006, Annot_1_M, 'Men')\n", " ax.text(2003, Annot_1_F, 'Women')\n", " elif num == (axes_range - 1):\n", " ax.text(2006, Annot_2_M, 'Men')\n", " ax.text(2003, Annot_2_F, 'Women')\n", " \n", "create_axes_objects(6, 1, stem_cats, 87, 8, 62, 35)\n", "create_axes_objects(5, 2, lib_arts_cats, 20, 75, 56, 38)\n", "create_axes_objects(6, 3, other_cats, 7, 90, 62, 36)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hiding x-axis Labels\n", "\n", "- We will disable the x-axis labels for all line charts except the bottommost line charts in each column." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stem_cats = ['Engineering', 'Computer Science', 'Psychology',\n", " 'Biology', 'Physical Sciences', 'Math and Statistics']\n", "\n", "lib_arts_cats = ['Foreign Languages', 'English', 'Communications and Journalism', \n", " 'Art and Performance', 'Social Sciences and History']\n", "\n", "other_cats = ['Health Professions', 'Public Administration', 'Education', \n", " 'Agriculture','Business', 'Architecture']\n", "\n", "fig = plt.figure(figsize=(15, 18))\n", "\n", "def create_axes_objects(axes_range, column, data, Annot_1_M, Annot_1_F, Annot_2_M, Annot_2_F):\n", " for num in range(axes_range):\n", " # Plotting Data\n", " ax = fig.add_subplot(6, 3, (num*3)+column)\n", " ax.plot(women_degrees['Year'], women_degrees[data[num]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[data[num]], c=cb_orange, label='Men', linewidth=3)\n", " \n", " # Formatting Axes Objects\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(data[num])\n", " # Hiding x-axis labels for all charts (labelbottom=False)\n", " ax.tick_params(bottom=False, top=False, left=False, right=False, labelbottom=False)\n", " \n", " if num == 0:\n", " ax.text(2006, Annot_1_M, 'Men')\n", " ax.text(2003, Annot_1_F, 'Women')\n", " elif num == (axes_range - 1):\n", " ax.text(2006, Annot_2_M, 'Men')\n", " ax.text(2003, Annot_2_F, 'Women')\n", " ax.tick_params(labelbottom=True)\n", " \n", "create_axes_objects(6, 1, stem_cats, 87, 8, 62, 35)\n", "create_axes_objects(5, 2, lib_arts_cats, 20, 75, 56, 38)\n", "create_axes_objects(6, 3, other_cats, 7, 90, 62, 36)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting y-axis Labels\n", "\n", "- For all plots, we will enable just the y-axis labels at 0 and 100." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stem_cats = ['Engineering', 'Computer Science', 'Psychology',\n", " 'Biology', 'Physical Sciences', 'Math and Statistics']\n", "\n", "lib_arts_cats = ['Foreign Languages', 'English', 'Communications and Journalism', \n", " 'Art and Performance', 'Social Sciences and History']\n", "\n", "other_cats = ['Health Professions', 'Public Administration', 'Education', \n", " 'Agriculture','Business', 'Architecture']\n", "\n", "fig = plt.figure(figsize=(15, 18))\n", "\n", "def create_axes_objects(axes_range, column, data, Annot_1_M, Annot_1_F, Annot_2_M, Annot_2_F):\n", " for num in range(axes_range):\n", " # Plotting Data\n", " ax = fig.add_subplot(6, 3, (num*3)+column)\n", " ax.plot(women_degrees['Year'], women_degrees[data[num]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[data[num]], c=cb_orange, label='Men', linewidth=3)\n", " \n", " # Formatting Axes Objects\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(data[num])\n", " # Setting y-axis labels for all charts at just 0 and 100 (set_yticks([0, 100]))\n", " ax.set_yticks([0,100])\n", " ax.tick_params(bottom=False, top=False, left=False, right=False, labelbottom=False)\n", " \n", " if num == 0:\n", " ax.text(2006, Annot_1_M, 'Men')\n", " ax.text(2003, Annot_1_F, 'Women')\n", " elif num == (axes_range - 1):\n", " ax.text(2006, Annot_2_M, 'Men')\n", " ax.text(2003, Annot_2_F, 'Women')\n", " ax.tick_params(labelbottom=True)\n", " \n", "create_axes_objects(6, 1, stem_cats, 87, 8, 62, 35)\n", "create_axes_objects(5, 2, lib_arts_cats, 20, 75, 56, 38)\n", "create_axes_objects(6, 3, other_cats, 7, 90, 62, 36)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adding A Horizontal Line\n", "\n", "- For all plots, we will generate a horizontal line with the following properties:\n", " - Starts at the y-axis position 50\n", " - Set to the third color (light gray) in the Color Blind 10 palette\n", " - Has a transparency of 0.3" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stem_cats = ['Engineering', 'Computer Science', 'Psychology',\n", " 'Biology', 'Physical Sciences', 'Math and Statistics']\n", "\n", "lib_arts_cats = ['Foreign Languages', 'English', 'Communications and Journalism', \n", " 'Art and Performance', 'Social Sciences and History']\n", "\n", "other_cats = ['Health Professions', 'Public Administration', 'Education', \n", " 'Agriculture','Business', 'Architecture']\n", "\n", "fig = plt.figure(figsize=(15, 18))\n", "\n", "def create_axes_objects(axes_range, column, data, Annot_1_M, Annot_1_F, Annot_2_M, Annot_2_F):\n", " for num in range(axes_range):\n", " # Plotting Data\n", " ax = fig.add_subplot(6, 3, (num*3)+column)\n", " ax.plot(women_degrees['Year'], women_degrees[data[num]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[data[num]], c=cb_orange, label='Men', linewidth=3)\n", " \n", " # Formatting Axes Objects\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(data[num])\n", " ax.set_yticks([0,100])\n", " # Generating Horizontal Line at position 50, with transparency 0.3, and colors given\n", " ax.axhline(50, c=(171/255, 171/255, 171/255), alpha=0.3)\n", " ax.tick_params(bottom=False, top=False, left=False, right=False, labelbottom=False)\n", " \n", " if num == 0:\n", " ax.text(2006, Annot_1_M, 'Men')\n", " ax.text(2003, Annot_1_F, 'Women')\n", " elif num == (axes_range - 1):\n", " ax.text(2006, Annot_2_M, 'Men')\n", " ax.text(2003, Annot_2_F, 'Women')\n", " ax.tick_params(labelbottom=True)\n", " \n", "create_axes_objects(6, 1, stem_cats, 87, 8, 62, 35)\n", "create_axes_objects(5, 2, lib_arts_cats, 20, 75, 56, 38)\n", "create_axes_objects(6, 3, other_cats, 7, 90, 62, 36)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exporting A File\n", "- Finally, we will export the figure containing all of the line charts to *\"gender_degrees.png\"*." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stem_cats = ['Engineering', 'Computer Science', 'Psychology',\n", " 'Biology', 'Physical Sciences', 'Math and Statistics']\n", "\n", "lib_arts_cats = ['Foreign Languages', 'English', 'Communications and Journalism', \n", " 'Art and Performance', 'Social Sciences and History']\n", "\n", "other_cats = ['Health Professions', 'Public Administration', 'Education', \n", " 'Agriculture','Business', 'Architecture']\n", "\n", "import matplotlib as mpb\n", "\n", "fig = plt.figure(figsize=(15, 18))\n", "\n", "def create_axes_objects(axes_range, column, data, Annot_1_M, Annot_1_F, Annot_2_M, Annot_2_F):\n", " for num in range(axes_range):\n", " # Plotting Data\n", " ax = fig.add_subplot(6, 3, (num*3)+column)\n", " ax.plot(women_degrees['Year'], women_degrees[data[num]], c=cb_dark_blue, label='Women', linewidth=3)\n", " ax.plot(women_degrees['Year'], 100-women_degrees[data[num]], c=cb_orange, label='Men', linewidth=3)\n", " \n", " # Formatting Axes Objects\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(data[num])\n", " ax.set_yticks([0,100])\n", " # Generating Horizontal Line at position 50, with transparency 0.3, and colors given\n", " ax.axhline(50, c=(171/255, 171/255, 171/255), alpha=0.3)\n", " ax.tick_params(bottom=False, top=False, left=False, right=False, labelbottom=False)\n", " \n", " if num == 0:\n", " ax.text(2006, Annot_1_M, 'Men')\n", " ax.text(2003, Annot_1_F, 'Women')\n", " elif num == (axes_range - 1):\n", " ax.text(2006, Annot_2_M, 'Men')\n", " ax.text(2003, Annot_2_F, 'Women')\n", " ax.tick_params(labelbottom=True)\n", " \n", "create_axes_objects(6, 1, stem_cats, 87, 8, 62, 35)\n", "create_axes_objects(5, 2, lib_arts_cats, 20, 75, 56, 38)\n", "create_axes_objects(6, 3, other_cats, 7, 90, 62, 36)\n", "\n", "# print(mpb.get_backend())\n", "plt.savefig(\"gender_degrees.png\")\n", "plt.show()" ] } ], "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 1 }