{ "metadata": { "name": "", "signature": "sha256:171813d26dea1212d8aa7227028bc7ac14b901d949a69456690ef38b641694c2" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib as mpl\n", "import mplstyle\n", "import mplstyle.styles.simple\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "mplstyle.set(mplstyle.styles.simple)\n", "fonts = mpl.font_manager.findSystemFonts()\n", "arial_narrow = mpl.font_manager.FontProperties(filter(lambda x: \"Arial Narrow.ttf\" in x, fonts)[0])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "mplstyle.set({\n", " \"figure.figsize\": (12, 8)\n", "})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing Increases in Average Tuition+Fees vs. Minimum Wage" ] }, { "cell_type": "code", "collapsed": false, "input": [ "min_wage = pd.read_csv(\"../data/federal-minimum-wage.csv\", parse_dates=[\"effective_date\"], index_col=\"effective_date\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "min_wage[\"highest\"] = min_wage.max(axis=1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because we're talking about summer earnings, we use the minimum wage as it was the *July 1* of each year." ] }, { "cell_type": "code", "collapsed": false, "input": [ "monthly_min_wage = min_wage[\"highest\"].resample(\"D\").fillna(method=\"pad\")\n", "julys = [ i for i in monthly_min_wage.index if i.month == 7 and i.day == 1 ]\n", "july_min_wage = monthly_min_wage.ix[julys].shift(-1, freq=\"AS\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "avg_tuition = pd.read_csv(\"../data/average-tuition.csv\", parse_dates=[\"year\"], index_col=\"year\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "# Limit timespan to years for which we have tuition data\n", "start = \"1970\"\n", "end = \"2011\"" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate and chart the number of hours require to pay for avg. tuition" ] }, { "cell_type": "code", "collapsed": false, "input": [ "hours_required = (avg_tuition[\"public_4yr_instate\"].resample(\"AS\").ix[start:end] * 1.0 / \\\n", " july_min_wage.ix[start:end])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "ax = hours_required.plot(drawstyle=\"default\", color=\"red\",\n", " markersize=0, lw=3, alpha=0.75)\n", "ax.minorticks_off()\n", "ax.set_ylim(0, ax.get_ylim()[1])\n", "ax.set_yticklabels(map(\"{0:,.0f} hours\".format, ax.get_yticks()), fontsize=\"large\", color=\"#888888\")\n", "mpl.pyplot.setp(ax.get_xticklabels(), fontsize=14, fontweight=\"bold\")\n", "ax.set_xlabel(\"\")\n", "ax.set_title(u\"\"\"Minimum-Wage Hours Required To Pay In-State\n", "Tuition and Fees at an Average 4-Year Public University\n", "\"\"\", fontsize=20)\n", "pass" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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TJmRmZmLKlCmoWbOmUrZu3bqIjIwsZQT0M2DAALRq1Up5nZaWhk2bNqFz58549dVXVWWD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w8//QTz5sEbb8ATT8Btt0GPHmaVkd69zVVUD6lXz46gy3HHDhg2rGxBf955pn8+SAv6oMswRClH\n95ShHcrRDuXonnrqpfz27IFNm8w/mzc7r7dvN+0PJzJ+PLRuDWedVTVzlfC3dCn87W+wd6+zrXt3\nc5NsTIx38xIREQljvkDgZFWfHEvv3r2ZOnWqNwfftw/eecc8vGfTprLFU3lFRjo9zi1awLhxEKWf\n8cSFQACmToWJE02LF5hz6q67ID09qPrnRUREQkl56k5VcaEmJwf+9CdYu/bk742IgAYNoHFjaNKk\n7D+7d8Ptt5sWnf/9D956C265pfLnL+EpNxdGj4a5c51tiYnw2GOgm6xEREQqnYr6UJKbCw88cHRB\nHxd3dNHepAk0anT8dofateH3vzc9zmB67tu3h2bNKvd7OEJGRoburLfA0xy3bYOHHzb3bxRr1cos\nYZmY6M2cKkDnoh3K0T1laIdytEM5uldVGaqoDxUFBWbVkBUrnG1DhkDHjpCUZK7Kn6revWH+fFi1\nyrTijBpllh6MjrY3bwlvS5aYq/H79zvbrrnGnJs6j0RERKqMeuorqEp76v1+ePxxs4pNsSFD4MYb\n3e9782YYONC04QD07w+33up+vxL+PvjA3ItRfG9GdLR5mNTVV3s7LxERkTBTnrpTS1oGu0AAnnuu\nbEHfv7+dgh5Mv/3Agc54yhRYs8bOviU8FRbCmDEwdqxT0CclmbEKehEREU+oqA9mgQC8/DLMnOls\nu+EGU9TbdMMNcP755nVREYwcadp9qoDWv7WjynLctw/uvx8+/NDZdu65ZmnU886rmjlUEp2LdihH\n95ShHcrRDuXoXlVlqKL+/9u79+go6zuP4+9JyP1C7oBcTIkQBUSkCEGICIJYQLEgrKfHVdZqtSK4\nZz1au1iO66ltRW17ita2Wleh3qCrKCBqdGu4KQgokEQiSEkMF5kkQEJCbpPsH7+dSUICDDy/zJDw\neZ0zx3lmJvM8z4df4nee+T6/53z26qtmikCvG26A++6zPzVgSIgp1CIjzfI//wmvvGJ3HdL5FRWZ\n8bdtW/NjEyaYo/YpKcHbLhEREVFRf956+23461+bl7OzzVSW53JCrD969zZXm/V6/XX46quOWVcL\nOqPejg7PcfNmcx7H/v3Nj/34x/DooxAR0bHrDhCNRTuUo3PK0A7laIdydC5QGaqoPx99+CH84Q/N\nyyNGmCkDQ0M7dr3Tp5ury4I5Ofc3v2k+gVYuTE1N8Pe/m6lUq6rMY5GR5oqxt92mC0qJiIicJ1TU\nn2/WrzcX8fEaPNjMfBOI6QFDQuDhhyEqyiwXF8NLL3XoKtWrZ0eH5FhfD08/Dc8913yF2LQ0WLzY\nfHPUxWgs2qEcnVOGdihHO5Sjc+qpvxBt22aOgHpnFMnIgF//urnXPRB69YKf/rR5edkyyMsL3PoD\npaYGcnJMP/jGjeaItDQ7etS0e7U8SXvwYHPidoAvUCYiIiJnpnnqz5H1eeq/+goefBBOnDDLvXub\nI6KJifbW4a+mJnjoIXNhIYA+feCFFwL74aIjNDVBfj6sWWOmCK2ubn5u+HDTM96/f9A277zxz3/C\nf/4nHDrU/NjkyWZ86oJSIiIiAad56juLvXvN7DPegj411cxNH4yCHkyf9EMPQXS0WS4paX3Sbmdz\n+LCZf/9f/xXmzTNHn1sW9GC+Jbn7bvjd78xR6gvVxo3mw423oHe54J57zPhUQS8iInLeUlEfbPv3\nmwK6stIsd+9u+ph79AjudvXoYYo7r//5H9i+3fpqOqzPrLYWPv7YZHvrreZDScuZWwD69YPrrms+\nAbmxEd591xT/y5cHbK5+Gxzn2NQEb7xhZrPxfriMioJf/tLkdwGcEKu+UTuUo3PK0A7laIdydC5Q\nGXYLyFqkfaWlpm+5vNwsx8SYk2T79Qvudnn94Aewdi1s2mSKvkWL4MUXm0+kPd80NUFBAXzwAfzv\n/zbP1tJSTIyZW33yZBg0yBSrt90Gf/wjfP65ec3x42Z55UpzfkFWVtcuauvq4Le/Nbl59ewJv/oV\nfO97wdsuERER8Zt66s/R7NmzWTZoECQnQ1KSuXnvJyebI+6nm1P+2DF44AFzQR+A8HB46ikYOjQw\nO+Cv0lL4t38zhS7AzTeb7T6flJaaaUA/+MDM2HMylwu+/31z8a6xY9ufV72pyXx4+eMf4dtvWz83\nYoT51iI9vUM2P2gqK03b0bJl5sOQ1xVXwGOPQUJC0DZNREREmvnTU68j9U7k5p76udBQUxSdXPR7\nl199tbmgDw01s96cbwU9mCuFzptnZuEBWLECrrkGrrwyeNvU1GT6/PPy4B//MCf0eqdcbKl3b1PI\nX3+9mYrxdFwuc0T++983+7hkSfMHmS1b4K674MYbzQec+Hj7+xQIDQ3mhOwtW8xt1662uU2ZAv/+\n7+qfFxER6WRU1HcUjwfKysztdFwu08c8alRgtutcTJpkPsBs3GiWFy0yPereE2kdyM/PP/OV1urr\nYfdu2LnTFPJ5eac+mTUqCsaPN8X8kCFn3zYTFgazZpl9fvll04LT2Gj+PVesgI8+gjlzzIW6up0/\nvz7t5tjUZM4j8BbxX3zR9gRhr5AQuO8+mDGja7canYZfY1HOSDk6pwztUI52KEfnApXh+VOVdEaP\nPmr64cvKWv+3vBwqKvx7jwcfhGuv7dDNdMzlgv/4D1NUV1aamVH+9CfzWEeorDRTT3qL+F27znxl\n2+HDTSGfnW1n6s2EBHPE+qabzMWXtm0zjx8/Ds8+a06ove++8+/DWGWlKd63bDHnCLSclvJkISFw\n6aWmvWjcOE3nKSIi0ompp/4cnbG3qb6+ucBvWex7l6urzcmaN9wQuI126uOPzWwoXk89ZQpCJ5qa\n4ODB5iPwO3fCvn1n/rnYWHMkfuhQc+JrR84W1NRkvqV4/vm2M+iMHAk/+pGZyz8x8fTnUXTEdlVU\nmPMItm41RXx7LTUt9exp/s1GjDAtVJ21lUhEROQCop76YAoLM4VmsKemtGnCBDMbztq1ZnnRIvjv\n/zYn+VZXm6kQvbeTl0++VVeb2Wl2726e/ed0LrrIFPGXX27+269f4ApolwvGjDEF/FtvwdKlzTPr\nbN5sbmDacVJTzb95Wpq5nXzf35mDmprMydRud9vb4cPN98/0DUZUlPkWY8QIc75Anz4XbHuNiIhI\nV6aiXvzncpmWlO3bmwvOG280Beg5qqqqIiYmpvWDoaEwYEBzET94sDnBONjCwuBf/sWcePvSS7B6\ndet9b2gw3zocPHjq94iLa1voR0a2X7yfqWBvwZejy9XcUjNihJm28zzq/T+fqW/UDuXonDK0Qzna\noRydU0+9nJ8SE01h/1//ZZZtdG/FxJjCfcgQc7vsMjt98R0lMdGcCzF9Orz5ppnF6PBh80HnTCor\nzW3PHjvbEhMDaWlUJiURM22aOSqvlhoREZELjnrqz5E/vU1d2uLF8PbbpqgPCzNtHt5bdLQpylsu\nn/x8VJR5Tc+e5gJHgexF7yg1Naa4P3wYvvuu9X+9t7O5Sm1MjGnn8d7S0lovp6aa14iIiEiXpp56\n6Tjz5sFPfmKKcc1pbkRGml7/U10RuLHRTMV5cuFfU2OuB+At3L33VbCLiIiIn1TUy7lr78qsZ+mC\n6tULCWm+ENmll1p96wsqxw6iDO1Qjs4pQzuUox3K0blAZdgFeh5ERERERC5sKuolqPTp3w7l6Jwy\ntEM5OqcM7VCOdihH5wKVoYp6EREREZFOTkW9BFV+fn6wN6FLUI7OKUM7lKNzytAO5WiHcnQuUBmq\nqBcRERER6eRU1EtQqVfPDuXonDK0Qzk6pwztUI52KEfn1FMvIiIiIiJ+UVEvQaVePTuUo3PK0A7l\n6JwytEM52qEcnVNPvYiIiIiI+EVFvQSVevXsUI7OKUM7lKNzytAO5WiHcnROPfUiIiIiIuIXFfUS\nVOrVs0M5OqcM7VCOzilDO5SjHcrRuUBl2M3WG+3cuZP169dTU1NDjx49uOGGG0hKSgLg448/ZufO\nnYSFhXH11Vdz5ZVXAnD06FFWrVrFd999R2pqKlOmTCElJaXNez/55JPcf//9xMTE2NpcEREREZEu\nw8qR+vLycnJycrj++uuZO3cu6enpvPvuuwBs376dffv2ceeddzJr1izWrVvHoUOHAFi9ejV9+/Zl\n7ty5ZGZmsnLlShubc1aampoCvk5ppl49O5Sjc8rQDuXonDK0QznaoRydC1SGVo7UFxcXc/HFF5OR\nkQHAqFGjfEftCwoKGD16NPHx8cTHxzNo0CB27dpFVFQUhw8f5tZbbyU0NJSRI0fy6aefUlZWRnJy\ncpt17Ny5ky1btuDxeLjmmmt8R/vz8vLYuHEjJ06cICMjg4kTJxIZGcnq1atJTk4mKysLoNXy888/\nz7Bhw9i6dSszZsygvr6enJwcKisr6dWrF1OmTCE+Pt5GNCIiIiIiHc7KkfoBAwYwceJE3/KhQ4cI\nCwsjIiICt9tNWlqa77mUlBSOHDmC2+0mOTmZ0NBQAFwuF8nJyRw5cqTddRw8eJC77rqLadOm8Y9/\n/IPGxkZKSkr45JNPuOmmm7j77rsByMnJ8f2My+Vq9R4tl4uKirjzzjvp1asX7733HuPHj2fevHmk\npqbyySefOM5E/KNePTuUo3PK0A7l6JwytEM52qEcnetUPfUte913797N+++/z/jx43G5XNTW1hIR\nEeF7PiwsjLq6Ourq6ggPD2/1PuHh4dTV1bW7jquvvprIyEgyMjLweDxUVVWRl5fHFVdcQc+ePQEY\nN24cL7zwgu9nTtVa43K5GDlyJNHR0b7l4uJiUlNTufbaa6mvrz+3IEREREREgsDaibInTpxgzZo1\nHD58mKlTp9K/f38AIiMjaWho8L2uvr6eyMhIIiIiWj3e8rn2xMbG+u6HhITQ2NhIZWUlffr08T0e\nHR1NfX09tbW1Z9zeluu55ZZb+Oyzz3jllVeIiYkhOzubAQMGtHp9fn5+m09a+fn5vj4p73Na1nIw\nlr2PnS/b01mXW2Z5PmxPZ1wePHjwebU9nXHZ+9j5sj1avrCXvY+dL9vTWZdbZnmuP79s2TLffe/f\n25ZcTRbOFK2vr+eVV16hX79+TJgwgW7dmj8rvPrqq4wYMYLMzEzAzIQTExNDZmYmS5YsYf78+bhc\nLpqamli8eDF33nlnqwIe2s5+88wzz3DXXXexfv16kpKSGD16NABut5vXXnuNBx54gPfee4/ExETf\nc2+++Sbp6emMGjWKP/3pT9x0001cdNFF1NbWUlRUxMCBAwEoKCjgo48+Yv78+afd59mzZ7cKV0RE\nRESkI/hTd1rpqc/Pzyc2Npbrr7++VUEPMGjQIDZt2kR1dTUlJSUUFBSQmZlJYmIiiYmJfPbZZ9TW\n1rJ+/XpSU1PbFPSn4nK5yMzM5IsvvsDtdlNdXc369esZMmQIAHFxcb5ZdsrLyykpKTnle61evZq9\ne/fS0NBAbW2try1HOt7Jn2Dl3ChH55ShHcrROWVoh3K0Qzk6F6gMrbTfuN1uioqKePLJJ32PuVwu\n7r33XoYNG4bb7ebPf/4zkZGRXHfddSQmJgIwbdo0Vq1axcaNG+nVqxfTpk1r9/1PPuHV65JLLqGs\nrIzly5dTW1tLRkYG2dnZAIwYMYJ33nmHF154ge7du7dpp/GKiIhg8uTJ5OTkcPz4cVJSUpgyZYqT\nOEREREREAspK+82FSO03IiIiIhIIAWu/ERERERGR4FFRL0GlXj07lKNzytAO5eicMrRDOdqhHJ0L\nVIYq6kVEREREOjkV9RJUJ8+xKudGOTqnDO1Qjs4pQzuUox3K0blAZaiiXkRERESkk1NRL0GlXj07\nlKNzytAO5eicMrRDOdqhHJ1TT72IiIiIiPhFRb0ElXr17FCOzilDO5Sjc8rQDuVoh3J0Tj31IiIi\nIiLiFxX1ElTq1bNDOTqnDO1Qjs4pQzuUox3K0Tn11IuIiIiIiF9U1EtQqVfPDuXonDK0Qzk6pwzt\nUI52KEfn1FMvIiIiIiJ+UVEvQaVePTuUo3PK0A7l6JwytEM52qEcnVNPvYiIiO7nRA0AABKnSURB\nVIiI+EVFvQSVevXsUI7OKUM7lKNzytAO5WiHcnROPfUiIiIiIuIXFfUSVOrVs0M5OqcM7VCOzilD\nO5SjHcrROfXUi4iIiIiIX1TUS1CpV88O5eicMrRDOTqnDO1QjnYoR+fUUy8iIiIiIn5RUS9BpV49\nO5Sjc8rQDuXonDK0QznaoRydU0+9iIiIiIj4RUW9BJV69exQjs4pQzuUo3PK0A7laIdydE499SIi\nIiIi4hcV9RJU6tWzQzk6pwztUI7OKUM7lKMdytE59dSLiIiIiIhfVNRLUKlXzw7l6JwytEM5OqcM\n7VCOdihH59RTLyIiIiIiflFRL0GlXj07lKNzytAO5eicMrRDOdqhHJ1TT72IiIiIiPhFRb0ElXr1\n7FCOzilDO5Sjc8rQDuVoh3J0Tj31IiIiIiLiFxX1ElTq1bNDOTqnDO1Qjs4pQzuUox3K0Tn11IuI\niIiIiF9U1EtQqVfPDuXonDK0Qzk6pwztUI52KEfn1FMvIiIiIiJ+UVEvQaVePTuUo3PK0A7l6Jwy\ntEM52qEcnVNPvYiIiIiI+EVFvQSVevXsUI7OKUM7lKNzytAO5WiHcnROPfUiIiIiIuIXFfUSVOrV\ns0M5OqcM7VCOzilDO5SjHcrROfXUi4iIiIiIX1TUS1CpV88O5eicMrRDOTqnDO1QjnYoR+fUUy8i\nIiIiIn5RUS9BpV49O5Sjc8rQDuXonDK0QznaoRydU0+9iIiIiIj4RUW9BJV69exQjs4pQzuUo3PK\n0A7laIdydE499SIiIiIi4hcV9RJU6tWzQzk6pwztUI7OKUM7lKMdytE59dSLiIiIiIhfVNRLUKlX\nzw7l6JwytEM5OqcM7VCOdihH59RTLyIiIiIiflFRL0GlXj07lKNzytAO5eicMrRDOdqhHJ1TT72I\niIiIiPhFRb0ElXr17FCOzilDO5Sjc8rQDuVoh3J0Tj31IiIiIiLiFxX1ElTq1bNDOTqnDO1Qjs4p\nQzuUox3K0Tn11IuIiIiIiF9U1EtQqVfPDuXonDK0Qzk6pwztUI52KEfn1FMvIiIiIiJ+UVEvQaVe\nPTuUo3PK0A7l6JwytEM52qEcnVNPvYiIiIiI+EVFvQSVevXsUI7OKUM7lKNzytAO5WiHcnROPfUi\nIiIiIuKXoBb1e/fu5S9/+Qu//e1vWbFiBbW1tW1eU1xczAsvvBCErZNAUK+eHcrROWVoh3J0Thna\noRztUI7Odfme+pqaGlauXMm4ceO49957AVi3bl1At6GxsTGg6xMRERER6QjdgrXi3bt307NnTzIz\nMwHIysri73//OxMnTmz39R999BE7d+4kKiqKG2+8kd69e9PY2Ehubi75+fm4XC6GDRvGmDFjAHj+\n+eeZPn06F110UavlmJgYli5dytChQ/niiy944IEH2LJlC5s2bcLj8TBw4EAmTZpEaGhoYIK4wKlX\nzw7l6JwytEM5OqcM7VCOdihH57p8T73b7aZHjx6+5ZSUFKqqqqirq2vz2vLycmJjY5k7dy6XXXaZ\n74j+pk2bOHDgAHPmzOFHP/oRhYWFbN++HQCXy9XqPVouV1dX4/F4uO+++zh69CgbNmzg9ttv5+67\n76a0tJSdO3d2xC6LiIiIiHSIoBX1dXV1hIeH+5a7detGSEhIu0V9REQEWVlZhIeHk5GRQUVFBQB5\neXmMHTuW2NhYEhMTycrKorCw0K/1jx07lrCwMAAaGhooKioiJCSE2bNnM2jQIAt7KP5Qr54dytE5\nZWiHcnROGdqhHO1Qjs4FKsOgtd9ERETQ0NDgW/Z4PDQ2NhIZGdnmtTExMb77LpfL1wtfUVFBYmKi\n77moqCiqq6vbXV9TU5PvfmhoqK+gT0hI4Oabb2bbtm3k5OTQq1cvJk2aRHJycqufz8/Pb/WP0qNH\nD2bPnn02uywiIiIictYuvvhili1b5lsePHhwm7aeoBX1SUlJ7Nmzx7dcVlZGUlIS3br5v0nR0dFU\nVFQQHx8PwJEjR+jevTtgin9vId/Y2MiJEyfafY8jR44QGRnJrFmzaGho4JNPPmHdunXcfPPNrV7X\nXngq6p1btmyZcrRAOTqnDO1Qjs4pQzuUox3K0blAZRi09puBAwfy7bffUlRURHV1Nbm5uWfd9pKZ\nmcmGDRuoqqqivLycrVu3MmTIEADi4uI4dOgQAAUFBdTX17f7HseOHWPlypWUlZXh8Xiora0lOjra\n2c6JiIiIiARQ0I7UR0VFMXXqVNasWcOJEyfIzMwkKyur3deefNKrV3Z2Njk5Obz44ouEhIQwfPhw\nBgwYAMCECRNYvXo127dvp1evXqSmprb7Hunp6Vx66aW8/vrr1NfX07dvX8aPH29nJ0VEREREAsDV\n1LLZXPyWn5+vaZ4sUI52KEfnlKEdytE5ZWiHcrRDOToXqAxV1IuIiIiIdHJB66kXERERERE7VNSL\niIiIiHRyKupFRERERDo5FfUiIiIiIp1c0Ka0DJaCggLeffddvvnmGyoqKgC45ZZbmDVrlu81paWl\nLF++nLy8PI4cOUJycjJjx45l5syZvotjPffcc6xdu/aU63nuuedISUkBYO/evbz++ut8/fXXeDwe\nvve97zFr1iyGDh3agXvasQKdY35+Po8//ni7r3n00Ue5/PLLLe5dYNjKEGDjxo28//777N+/nxMn\nThAbG8vAgQOZMWMG/fv3971OY9F5jhqLp8+wsLCQt956i71791JdXU2fPn2YOnUq11xzTat1aiw6\nz7ErjkWAlStXsm3bNg4cOEBlZSXx8fEMHDiQW265hX79+gHQ0NDA22+/TW5uLmVlZXTv3p2srCxu\nvfXWVlemP3r0KK+99hrbtm2jurqanj17MmnSJH7wgx+0WmdXG4+BzlBj8cw5vvTSSxQWFlJcXExj\nYyMAb775Zpt1OhmLoY899thjdna9c9i8eTM5OTkkJydTWVkJmKvFei98VVFRwcMPP0xhYSEej4fe\nvXvz3XffkZ+fz/79+xk9ejQA3377LXV1dSQnJ/tuNTU11NfXEx4ezsyZMwkLC6OoqIiFCxdy4MAB\noqOjiYqKoqSkhA0bNjBw4EB69OgRtCycCHSObreb3NxcunXrRkZGRqvXjxo1isTExKBlca5sZVhY\nWMhvfvMbysrKCA8P56KLLqK0tJSSkhI2btzI1KlTCQ0N1Vh0mOO0adMICQnRWDxNhnl5eTz++OMc\nOnSIiIgIUlJSKC4u5vPPPycuLo5LLrkEQGPRUo5dcSwC/OEPf6CoqIiEhATi4uJwu93s37+ftWvX\nMnbsWGJiYnjuued4//33qampoWfPnpSXl/P111/z9ddfM27cOFwuFzU1NTz66KPk5eUBkJqayoED\nB/jyyy9pamryTTHYFcdjoDPUWDx9jt73OnHiBFFRUdTU1AC0+sAPzsfiBXekfty4cUyaNInGxkbu\nuOOONs9/+umnviMsjz/+OOnp6ezYsYMnnniCTZs2sXv3bgYMGMDMmTOZOXOm7+eqq6v56U9/6ltH\nVFQUAG+88QZ1dXWkpaXx1FNPER4ezi9+8Qv27NnD0qVLeeqppwKw1/YFOkevxMREfvnLX3bgngWO\nrQzLysp8P/PII48wYMAA3n77bd544w1qamqoqqoiISFBYxFnOR4/fpyEhATfazQW22b44Ycf0tTU\nREJCAosXLyY8PJzXX3+dFStW8Oabb3LdddcRFhamsYizHCdMmEB4eLjvfbvSWARz8cjs7GzS0tIA\nWLVqFUuXLqW2tpbNmzdz2WWXsX79egDmzJnD5MmT2bp1K4sWLaKgoIDPP/+ckSNH8tFHH3Hw4EFc\nLhdPPPEE/fr1Y8mSJaxevZoVK1Zwww03EB8f3yXHY6AynDx5Mt27d/etV2Ox/RwBnn76aZKTk1m6\ndCmrVq1qd31Ox+IF11MfGxvb6o/hyc40bf/27dvbffzDDz+kpqaGkJAQbrrpJgA8Hg87d+4EYOjQ\noURGRhISEsKIESMAKC4u5siRI+eyG0EXyBxbKi8vZ86cOcyZM4cFCxbw2Wefnd2Gn0dsZThy5Eiy\ns7MJCQnh17/+NT/72c9Yvnw5kZGR3HbbbSQkJGgsnsbZ5NiSxmKzHTt2nHEd1dXVfPPNNxqLp3E2\nObbUlcYiwMyZM31FFNCq7SAsLIwvv/zStzxq1CgArrzySl/7kvf5L774AoBevXr5WiW8V673jsOu\nOh4DmWFLGovt5wiQnJwMnPrvgI2xeMEV9WcyfPhwXw/UwoULefjhh1m0aJHv+fYCra+vZ82aNYD5\nR/UOgMrKSurr6wFafZJteb/l0cGuxGaOLXXv3p20tDQaGhrYs2cPv/vd7/jwww87aC+Cy98MvV93\nxsbGUlVVxb59+/B4PCQlJdGnTx9AY9FWji1pLDZnWF5eDsCYMWMA04M7d+5cHnzwQVasWNHqdRqL\nznM8+e9nVx+L3qOacXFxZGVlUVpa6nvOO25CQkKIj48HmseP97/ex0++X1paesGMx47K8ORsNBbb\nz9EfNsaiivqTpKWlsXDhQoYOHUpYWBhlZWVkZWURHR0NQGhoaJufWbt2LUePHgXg5ptvPuM6LoSL\n+NrOsW/fvixevJjnn3+eRYsW8fvf/9430E/1NVZn52+GmzZt4uWXX6aiooJ58+axZMkSpk+fzoED\nB1i0aBGHDx8+5To0Fs8+R43FU2c4atQo5s+fT3p6OrW1tVRXVzNu3Djf+7T3e++lsXj2OXb1sdjQ\n0MCzzz5Lbm4u0dHRPPTQQ60KypPZHENdZTwGKkONxdaCNRYvuJ56f2RkZLBgwQLfcnl5OevWrQOg\nd+/erV7b2NjIypUrAfN1SXp6uu+5uLg4wsLCqK+v9xWrAMeOHfPd986Q0xXZyhHMkYGWv0ApKSlk\nZmayefPmLnEU5VT8ydD7dV1ERARjx44FTG/vO++8g8fj4auvviI7O1tj0WGOBQUFpKWlaSz+v1P9\nPo8ZM8Z3pBlg/fr15Obm+l6nv4t2coSu/XexoqKCp59+msLCQhITE3nkkUd8/19oOT6OHTtGQkIC\njY2NvpOTvW0OycnJHDx40Hceg/f1XikpKcTHx3fZ8RioDEFjEU6foz9s/G3UkXrafgratWsXHo8H\ngNraWl588UXAfD3v7Zny2rJlCwcPHgRg+vTprZ4LDQ31TeO0Y8cOampq8Hg8bN26FYB+/fq16dPt\nzDoqR4B169axb98+33JZWRm7du0CzNn4XcW5ZOj9Or+2tpaSkhKAVj23ERERhISEaCw6zNH7vMbi\nqTNsaGigsLDQ9zNut5tly5YBZoz16dNHfxct5QhddyyWlJSwYMECCgsLSU9P51e/+lWrAz3Dhg3z\n3ff2bG/bto2GhoZWz1955ZUAHDhwgOLiYsB8Iwcm78svv7zL/m0MZIagsQinz9EfNv42XnBH6jdt\n2sTf/va3Vo+tWbOGtWvXMmDAAObPn89f//pX3G43KSkpuN1u39RDt99+e5tA3333XQD69+/PkCFD\n2qzv1ltvJS8vD7fbzdy5cwkLC+PIkSOEhIRw2223ddBedrxA57hjxw6effZZ4uLiSExM5MCBA75f\nmhkzZnTELnY4WxmOHTuW9957D4/Hw89//nN69OjhK0oTEhJ8f1Q0Fu3kqLF46gxra2tZuHAhCQkJ\nxMbGcvDgQTweD5GRkdxzzz2+99ZYtJNjVxyLYGYJ8ba7eTwennnmGd9z1113HRMmTGDMmDFs2LCB\nl19+mQ8++IBDhw4BcNlll/lmG5k4cSI5OTkcOnSIBQsWkJSU5HvdjTfe6Duy3BXHY6Az1Fg8fY4A\njz32GGVlZRw/ftz32Lx583C5XMyfP59LLrnE8Vi84Oap37NnD7m5uVRVVfkeq6+vp6qqiri4OK69\n9loOHz6M2+2mtLSU0NBQMjMz+fGPf+z7St7rq6++4q233gLgjjvuoG/fvm3Wl5CQwBVXXIHb7cbt\ndlNXV0dGRgb33HMPV1xxRcfubAcKdI7R0dHU1dVx/PhxSktLiYmJYeDAgfzkJz/hqquu6tid7SC2\nMkxISGDo0KEcPXqU6upqysvLSUpK4qqrruL+++/39TVqLNrJUWPx9L/P+/bt4+jRo5SXlxMTE8Pw\n4cN9/eFeGot2cuyKYxHMBX+qq6sB0/pQXl7uu/Xv359Bgwb5ZgRxu92UlZURHx/P+PHjuffee30z\nj3Tr1o3Ro0dTWVlJaWkpx44do2fPnsyYMYMf/vCHvvV1xfEY6Aw1Fk+fI8Dy5ctxu92+k2EBqqqq\nqKqqIjs7m9TUVMdj0dXUVc4GERERERG5QKmnXkRERESkk1NRLyIiIiLSyamoFxERERHp5FTUi4iI\niIh0cirqRUREREQ6ORX1IiIiIiKdnIp6EREREZFOTkW9iIiIiEgn9389VfKVTZgCwAAAAABJRU5E\nrkJggg==\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "hours_required.apply(round).head(5)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "year\n", "1970-01-01 272\n", "1971-01-01 268\n", "1972-01-01 314\n", "1973-01-01 321\n", "1974-01-01 256\n", "Freq: AS-JAN, dtype: float64" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "hours_required.apply(round).tail(5)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "year\n", "2007-01-01 1154\n", "2008-01-01 1079\n", "2009-01-01 1022\n", "2010-01-01 984\n", "2011-01-01 1062\n", "Freq: AS-JAN, dtype: float64" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Chart the nominal-dollar values for tuition and minimum wage summer earnings over time" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = (july_min_wage * 12 * 40).ix[start:end]\\\n", " .plot(drawstyle='steps', lw=3, markersize=0, color=\"teal\", alpha=0.75)\n", "avg_tuition[\"public_4yr_instate\"]\\\n", " .resample(\"AS\")\\\n", " .dropna()\\\n", " .ix[start:end]\\\n", " .plot(drawstyle=\"default\", color=\"red\", markersize=0, lw=3, alpha=0.75)\n", "ax.minorticks_off()\n", "ax.set_yticklabels(map(\"${0:,.0f}\".format, ax.get_yticks()), fontsize=\"large\", color=\"#888888\")\n", "mpl.pyplot.setp(ax.get_xticklabels(), fontsize=14, fontweight=\"bold\")\n", "ax.set_xlabel(\"\")\n", "ax.set_title(u\"\"\"\n", "Average Tuition and Fees \u2014 4-Year U.S. Public Universities (Red)\n", "vs.\n", "Minimum-Wage Summer Earnings \u2014\u00a012 Weeks @ 40 Hours/Week (Blue)\n", "\"\"\", fontsize=20)\n", "pass" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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K48aNg0KhwBdffKF15sC9e/cwZswYAMBbb72lt176YGpqit69eyMuLg6rVq2C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\n4+NJTk7mzJkzDB8+HLB6tzMyM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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## School-Specific Calculations\n", "\n", "Here, we compare the cost-coverage of a summer's worth of minimum-wage work, in 1976\u201377 vs. 2014\u201315, at four prominent state universities." ] }, { "cell_type": "code", "collapsed": false, "input": [ "schools = pd.read_csv(\"../data/specific-schools.csv\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "schools[\"coverage_1976\"] = schools[\"farm_min_wage_1976\"] * 40 * 12 / schools[\"cost_1976\"]\n", "schools[\"coverage_2014\"] = schools[\"state_min_wage_2014\"] * 40 * 12 / schools[\"cost_2014\"]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "ax = schools[[\"coverage_1976\", \"coverage_2014\"]]\\\n", " .rename(columns=dict(coverage_1976=u\"1976\u201377\", coverage_2014=u\"2014\u201315\")).plot(kind=\"bar\",\n", " width=0.8,\n", " color=[ \"#0077ee\", \"#ee3322\" ],\n", " edgecolor=\"white\")\n", "mpl.pyplot.axhline(1, zorder=0, lw=2, color=\"#ffee00\")\n", "ax.set_ylim((0, 1.6))\n", "ax.set_yticks(np.arange(0, 1.6, 0.25))\n", "ax.set_xticklabels(schools[\"university\"].apply(lambda x: x.replace(\", \", \",\\n\")),\n", " rotation=0,\n", " fontsize=\"x-large\",\n", " fontweight=\"bold\")\n", "ax.set_xlim((-0.5, 2.5))\n", "ax.set_yticklabels([ \"{0:.0f}%\".format(y*100) for y in ax.get_yticks() ],\n", " fontsize=\"x-large\")\n", "ax.xaxis.grid(False)\n", "ax.legend(loc=\"upper right\", fontsize=18)\n", "ax.set_title(u\"\"\"\n", "Summer Minimum Wage Earnings (40 Hours/Week for 12 Weeks)\n", "as a Percentage of Tution and Mandatory Fees\n", "\"\"\", fontsize=18, linespacing=1.25)\n", "pass" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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XLVtG3t7eZGBgQI6OjhQZGan061mqllNH1b60a9eORFGUjbF6/fp1jYbbKzkW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