{ "metadata": { "name": "", "signature": "sha256:082a53162d77c7195c0f42569d0e66b783bffaf3a9ed36bc42739ad9aeb05566" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import whtranscripts\n", "import pandas as pd\n", "from datetime import datetime" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import matplotlib as mpl\n", "import mplstyle, mplstyle.styles.simple\n", "BLUE = \"#0077EE\"\n", "mplstyle.set(mplstyle.styles.simple)\n", "mplstyle.set({ \n", " \"figure.figsize\": (10, 6),\n", " \"axes\": {\n", " \"color_cycle\": [ \"teal\", \"red\" ],\n", " },\n", " \"lines\": {\n", " \"linewidth\": 2,\n", " \"markersize\": 0\n", " }\n", "})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "conferences = whtranscripts.Conference.from_dir(\"president_speech_notebooks/press_conference_data\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "all_passages = [x for b in conferences for x in b.passages]\n", "passages_df = pd.DataFrame(all_passages, columns=[\"passages\"])\n", "passages_df[\"president\"] = passages_df[\"passages\"].apply(lambda x: x.transcript.president)\n", "passages_df[\"speaker\"] = passages_df[\"passages\"].apply(lambda x: x.speaker)\n", "passages_df[\"datetime\"] = passages_df[\"passages\"].apply(lambda x: datetime(x.transcript.date.year, x.transcript.date.month, x.transcript.date.day))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "def is_president(row):\n", " if row[\"speaker\"] and \"The President\" in row[\"speaker\"]\\\n", " and \"Secretary\" not in row[\"speaker\"]:\n", " return True\n", " elif row[\"speaker\"] == \"The. President\" or row[\"speaker\"] == \"Mr. President\":\n", " return True\n", " elif row[\"speaker\"] and row[\"president\"].split()[-1] in row[\"speaker\"]\\\n", " and \"Mrs.\" not in row[\"speaker\"] and \"Governor\" not in row[\"speaker\"]:\n", " return True\n", " else:\n", " return False" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Making the Presidents DataFrame" ] }, { "cell_type": "code", "collapsed": false, "input": [ "passages_df[\"is_president\"] = passages_df.apply(lambda x: is_president(x), axis=1)\n", "presidents_df = passages_df[passages_df[\"is_president\"]]\n", "presidents_df[\"word_count\"] = presidents_df[\"passages\"].apply(lambda x: x.get_word_count())" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "presidents_df[\"youknow\"] = presidents_df[\"passages\"].apply(lambda x: x.count_occurrences(\"you know\"))\n", "presidents_df[\"folks\"] = presidents_df[\"passages\"].apply(lambda x: x.count_occurrences(\"folks\"))\n", "presidents_df[\"okay\"] = presidents_df[\"passages\"].apply(lambda x: x.count_occurrences(\"okay\"))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Time to Make the Bar Graphs" ] }, { "cell_type": "code", "collapsed": false, "input": [ "presidents_sum = pd.DataFrame(presidents_df.groupby(\"president\").sum())" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "presidents_sum[\"folks_per_10000\"] = presidents_sum.apply(lambda x: 10000 * x[\"folks\"] / x[\"word_count\"], axis=1)\n", "presidents_sum[\"okay_per_10000\"] = presidents_sum.apply(lambda x: 10000 * x[\"okay\"] / x[\"word_count\"], axis=1)\n", "presidents_sum[\"youknow_per_10000\"] = presidents_sum.apply(lambda x: 10000 * x[\"youknow\"] / x[\"word_count\"], axis=1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "ax = presidents_sum.sort(\"okay_per_10000\", ascending=True)[\"okay_per_10000\"].plot(kind=\"barh\", \n", " figsize=(10, 8), width=0.75, color=BLUE, alpha=0.75)\n", "ax.yaxis.grid(False)\n", "ax.set_title(\"'Okay' Per 10,000 Words\\n\", fontsize=22, linespacing=0.5)\n", "ax.set_ylabel(\"\")\n", "mpl.pyplot.setp(ax.get_xticklabels(), fontsize=14)\n", "mpl.pyplot.setp(ax.get_yticklabels(), fontsize=16)\n", "pass" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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w8OBBZGZm1voYxikqy5Ytw+DBg1FWVobvvvsOOp0O165dU/qFhISgQ4cOWLFi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ZFCsPgnIhnOsxRjLmLMRY6ZiDEXMeYixlysg8U/EREREZFCsPgnIhnOsxRjLmLMRY6ZiDEXMeYi\nxlysg8U/EREREZFCsPgnIhnOsxRjLmLMRY6ZiDEXMeYixlysg8U/EREREZFCsPgnIhnOsxRjLmLM\nRY6ZiDEXMeYixlysg8U/EREREZFCsPgnIhnOsxRjLmLMRY6ZiDEXMeYixlysg8U/EREREZFCsPgn\nIhnOsxRjLmLMRY6ZiDEXMeYixlysg8U/EREREZFCKKr4j4+PR0REBAwGg9nr5OXlISIiAnv27LFi\nz4CUlBREREQIf06cOGHWNirav4yMDIwYMQIff/wx7ty5Y43uPxRRUVFYtmxZbXdDETjPUoy5iDEX\nOWYixlzEmIsYc7EOdW13gEy99957aNiwocmyJk2aVHt7P/74IxYvXozg4GC89957UKv5R05ERESk\nVKwEHzHNmzeHl5dXjWzrwIED+Ne//oXOnTvj3XffhY2Noi700APgPEsx5iLGXOSYiRhzEWMuYszF\nOhRd/JeWliIxMRE//PADCgoK4O7uju7du2Po0KGwtbU1aWswGLBhwwbs2bMHd+7cQUBAAN544w00\naNBAahMVFYWAgAB06NABiYmJyM/Ph6+vL/72t78hICDgoe7bvn378MUXX+CZZ55BVFSUrPBPTk7G\nrl27kJubCwcHB3Tu3BmvvvoqnJ2dpTYREREYPHgwNBoNtm/fjps3b8LPzw+vv/46fH19pXYxMTEw\nGAwICwvD2rVrkZubC09PT0RERODJJ580+dzs7Gxs2LABp0+fRklJCfz8/DBixAhZPjt27MD27duh\n1+uh1WoxcuRIk/cvXLiASZMmITo6Gp06dTJ5LzY2FidOnMCyZcugUqkeKEciIiKiukTRp4JjY2Ox\nefNmhIaG4oMPPkDPnj2xefNmxMbGytpu3LgRly9fxpgxYzBq1ChkZWVh6dKlsnanT5/G9u3bMWzY\nMIwfPx4GgwHz5s1DUVGRWX0qKysz+bHk/oRyycnJWLZsGUJDQzF27FhZ4b927VosX74cQUFB+Oc/\n/4nXXnsNR48exZw5c2Sf98MPP+Do0aMYPXo0xowZg/z8fHzyyScm7VQqFS5fvoxVq1ZhwIABmDBh\nAtzd3fHpp5/i0qVLUrsLFy5gypQpKCoqwltvvYUJEybAxcUFM2fOxIULF6R2e/bswapVq9C2bVu8\n//77CA0NxWeffYZbt25JbXQ6HVq0aIHdu3eb9PfWrVs4ePAgnnvuORb+D4DzLMWYixhzkWMmYsxF\njLmIMRfrUOyZ/5ycHKSlpWHo0KEICwsDAAQFBcHW1hYbNmzAoEGDoNVqpfaenp545513pNeFhYVY\ns2YN9Ho93NzcpOW3b9/G/Pnz4eTkBABwc3PDpEmTkJGRgW7dulXZr/Hjx5u8DggIwPTp0y3at+XL\nl6N169Z46623ZO/l5eVh69atGDp0KF555RVpube3N6ZOnYr09HR07txZWq5Wq/HBBx+YHEB8+umn\nOHfuHPz9/QEARqMRN27cwPTp09G4cWMAd4vzN998EwcPHsTgwYMBAGvWrEGjRo0wdepU6cpK+/bt\nMWHCBCQlJSE6OhoGgwEJCQkIDg7GmDFjpDYajQZLliwx2ZcXXngBX3zxBfLz8+Hh4QHg7hWPsrIy\n9OrVy6LMiIiIiJRAsWf+T506BQDo3r27yfLy15mZmSbLQ0JCTF43bdoUAJCfn2+y3N/fXyr87213\n9epVs/oVHR2NOXPmSD+iAr4qHTp0QGZmJlJSUmTvHTt2DEajEd26dTO5wtCyZUs4ODhIuZQLCgoy\nKfzLD4ju329vb2+p8AcAjUYDV1dXab/v3LmDU6dOoUuXLgD+d4XDaDSiXbt20udeu3YN165dw9NP\nP22y/aeeekp2BaNr166oX78+kpOTpWXJycno0KGDyXQsshznWYoxFzHmIsdMxJiLGHMRYy7Wodgz\n/zdv3gQAuLu7myx3dXU1eb/cvXPhAcDOzg4AZI/OrKhdSUmJWf1q2rTpA9/wO378eCxcuBBffPEF\n1Gq1yRWHwsJCADC5inGvqva7/GlB9+/P/e3K25bnc/PmTRgMBiQlJSEpKanCvhcUFAD4359DOVtb\nW7i4uJgss7OzQ8+ePbF3716Eh4fjzJkz+OOPP2T3B9zr5MmTvIxIREREj634+Hjp923atLH4IEmx\nxX95sVpQUGBSbOv1epP3H0dqtRoTJ07E3LlzERsbCzs7Ozz11FMA/rdfH330EerXry9b9/4Cu6Y4\nOTlBpVLhxRdfRI8ePSpsV34wdv36dZPlZWVluHHjhqz9888/j23btuGnn37C4cOH4enpieDg4Aq3\nf/9fksTEREt3RRFOnjzJMy4CzEWMucgxEzHmIsZcxJiLWHh4+AOtr9hpP4GBgQDuPg7zXqmpqQAe\n/0tNdnZ2eP/99+Hv748lS5YgPT0dwN358yqVCleuXIFOp5P9NGrUyCr9cXBwQGBgILKzs+Hn5yf8\nbABo0KABGjZsiLS0NJP1Dx8+LLz5uXHjxggKCsKWLVtw+PBhPPfcc1bpPxEREVFdoMjiX6VSQavV\nomvXrkhISEBiYiKOHTuGxMREJCQkoGvXrtJc/UfB559/jsjISIvXq1evHiZNmgSdTodFixbhl19+\ngZeXFwYOHIivv/4aa9asQUZGBo4fP46UlBR89tln1Z4SYzQaq2wzcuRIXLhwAbNnz0ZaWhoyMzNx\n6NAhxMXFYd26dQAAGxsbhIWF4ZdffsGyZctw9OhR7Ny5E//973/h6Ogo3G6fPn1w7tw5AOCNvjXk\ncT/4tRbmIsZc5JiJGHMRYy5izMU6FDXt586dO7CxsZEeAfn222/D09MTe/fuRVJSEho0aIBBgwZh\n6NChtdxTU0aj0axHfooebeng4IAPP/wQM2fOxIIFCzBp0iRERkaiSZMm2LVrF3bt2gWVSoWGDRui\nXbt28Pb2trh/KpXKrMdq+vn5Yc6cOUhISMCKFStQVFQEjUYDPz8/vPDCC1K7Xr16obi4GNu3b8eB\nAweg1Wrx7rvv4rPPPhNuNyQkBPb29ujQoQM0Go3F/SciIiJSCpXRnFO2dcSCBQvw+++/yx4ZSY+3\nY8eOYfbs2ZgyZQratm1r0brh4eEmN87QXZxnKcZcxJiLHDMRYy5izEWMucjVRN2iiDP/58+fx6lT\np3DkyBH079+/trtDNeTSpUvIy8vDqlWroNPpLC78iYiIiJRGEcX/4sWLYTQa8dJLLz3wHdL06EhK\nSkJqaiqaN2+OqKio2u5OncIzLWLMRYy5yDETMeYixlzEmIt1KKL4X7p0aW13gawgKiqKRT8RERGR\nBRT5tB8iqhy/CE2MuYgxFzlmIsZcxJiLGHOxDhb/REREREQKweKfiGQ4z1KMuYgxFzlmIsZcxJiL\nGHOxDhb/REREREQKweKfiGQ4z1KMuYgxFzlmIsZcxJiLGHOxDhb/REREREQKweKfiGQ4z1KMuYgx\nFzlmIsZcxJiLGHOxDhb/REREREQKweKfiGQ4z1KMuYgxFzlmIsZcxJiLGHOxDhb/REREREQKweKf\niGQ4z1KMuYgxFzlmIsZcxJiLGHOxDhb/REREREQKweKfiGQ4z1KMuYgxFzlmIsZcxJiLGHOxDhb/\nREREREQKweKfiGQ4z1KMuYgxFzlmIsZcxJiLGHOxDkUW/ykpKYiIiMDly5dl75WVlSEiIgIJCQk1\n+pkxMTGYOnVqjW6zIvHx8Thx4oRZbWsjCyIiIiKqHYos/s2hUqkei22KJCUl1eg8uYfVb3p0cJ6l\nGHMRYy5yzESMuYgxFzHmYh0s/q2stLS0Vj7LaDQ+tM99lJWUlNR2F4iIiIgeGera7sDjIi8vD+vX\nr8exY8dw+/ZtNGnSBGFhYXjyySelNvHx8UhKSsKCBQuwevVqnDlzBu3atUN0dDSAuwX5Tz/9hPXr\n1+PSpUvw9PREeHg4nn76aZPPys7OxoYNG3D69GmUlJTAz88PI0aMQEBAgNQmNjYWJ06cwPjx47F6\n9WpkZ2ejd+/e+PbbbwEAGzduxMaNGwEAQ4cORVhYWI1lce7cOcTFxeHs2bMwGo3w9/dHZGQkWrZs\nadJu//792Lp1K3Jzc+Hg4ICQkBC8+uqrcHNzAwDMmTMHer0e8+bNM1mvoKAAY8aMwciRI/HSSy8B\nqH7+bdu2xfvvv19j+64UnGcpxlzEmIscMxFjLmLMRYy5WIeii/+ysjKUlZWZLDMYDLJ2+fn5+PDD\nD+Hm5oZRo0ZBo9HgwIEDWLhwIaKjo9GpUyeT9p988gmee+45DBo0yGTKzKVLl7By5UoMHToUrq6u\n2LVrFxYvXgyNRiMN8AsXLmDatGnQ6XR46623YG9vj927d2PmzJmYOXMmdDqdtL2ioiIsWbIEAwYM\nwPDhw2Fvb4+uXbvio48+Qs+ePfH8888DABo0aFBjWfz222+YNm0atFotoqKiAACbNm1CTEwMZs+e\njWbNmgEAkpOT8eWXX+KZZ57BiBEjcO3aNemAYd68eXBwcEBoaCiWLFmCixcvwtfXV/qM1NRUqFQq\ndOvWrUbzJyIiIlI6RRf/48ePN6tdQkICVCoVYmJi4OzsDAAICgrC1atXER8fLys+X3rpJfTt21e2\nnevXr2P27NnSGfL27dtjwoQJiI+Px/Tp0wEAa9asQaNGjTB16lTY2tqatEtKSpKuIgBAcXExxo4d\nK/t84G7Bf/+Z+MqYm0ViYiLs7e0xZcoUODk5AbibRVRUFBISEjBx4kQYDAZs2LABbdq0wbhx46R1\nfXx8MG3aNOzduxd9+/ZFp06d4OjoiP3792P48OFSu/3796N9+/bQaDQAai5/Mt/Jkyd5xkWAuYgx\nFzlmIsZcxJiLGHOxDkUX/9HR0bKz4gaDAZMnTzZZdvToUYSEhMDJycnk7HhQUBDWrl2L4uJiODg4\nSMvvnYpyLw8PD5OC3MbGBk899RS2bt0KALhz5w5OnTqFwYMHA4DJZ7Vr1w6pqakm21Or1ejYsaMl\nu1whc7M4deoUOnbsKBX+AODo6IhOnTohPT0dAJCbm4vCwkLpzH25gIAAeHh4IDMzE3379oW9vT26\ndOmC1NRUqfjPyclBTk6OlAFQc/kTERERKZ2ii/+mTZvCy8vLZNn9U18AoLCwEPv27cO+ffuE27lx\n44ZJ8enu7i5s5+rqKlvm5uaG0tJSFBYWorS0FAaDAUlJSUhKSqqy/xqNpsamtZibxa1bt6Q5+/dy\ndXXFzZs3AUD6VZSDm5sbbt26Jb3u0aMH9u7dKx3d79+/H46OjujcubPUpqbyB+6eReDTA6rGMy1i\nzEWMucgxEzHmIsZcxJiLWHx8vPT7Nm3aWJyToot/c7m4uCAwMBADBw4Uvl9ZsXkvvV4vXKZWq6HR\naFBcXAyVSoUXX3wRPXr0eKA+W4uzs3OF+1E+Jaf814KCAmG7Fi1aSK9bt24NDw8P/PDDD2jdujVS\nU1PRpUsX2NnZSW1qKn9A/pckMTHR7HWJiIiIalt4ePgDrc9HfZohODgYv/32G3x9faHT6WQ/arV5\nx1BXr17F2bNnpdcGgwGHDh2SpgI5ODggMDAQ2dnZ8PPzE36WOdRqNe7cuWP5jpohMDAQR44cQXFx\nsbTs9u3bSE9Pl4pqHx8fuLq6Ii0tzWTdM2fOID8/H61btzZZ3r17dxw6dAgZGRkoKCiQHfjUVP5k\nPl4dEWMuYsxFjpmIMRcx5iLGXKyDxb8ZwsPDUVRUhGnTpmHfvn3IzMzEjz/+iKSkJHz++edmb8fV\n1RWLFy9GSkoKMjIy8Mknn+DSpUuIiIiQ2owcORIXLlzA7NmzkZaWhszMTBw6dAhxcXFYt26dWZ/j\n6+uLjIwMHDt2DOfPnxeega+usLAw/PXXX5gxYwYOHz6Mw4cPY+bMmSgpKZEeJ2pjY4Pw8HAcP34c\nS5cuxdGjR7Fnzx4sWLAA3t7e6NWrl8k2e/Togdu3b+PLL7+Eh4eH7OCgpvInIiIiUjqeMjWDh4cH\n5s6di/j4eMTFxaGwsBAuLi7QarUIDQ2V2lU2/16lUsHb2xsvv/wy1q1bJz3nf7HF1J0AABKbSURB\nVNy4cSbFrp+fH+bMmYOEhASsWLECRUVF0Gg08PPzwwsvvGDWZ40ePRorVqzAvHnzUFpaWqPP+ddq\ntYiJiUFcXBxiY2Ol5/zHxMRAq9VK7Xr37o169ephy5YtmD9/vslz/u3t7U226ePjA51OhwsXLpjc\n6FuuJvIny3CepRhzEWMucsxEjLmIMRcx5mIdKiO/CpYULDw83OTGGSIiIqJHVU3ULZz2Q0QynGcp\nxlzEmIscMxFjLmLMRYy5WAeLfyIiIiIihWDxT0QynGcpxlzEmIscMxFjLmLMRYy5WAeLfyIiIiIi\nhWDxT0QynGcpxlzEmIscMxFjLmLMRYy5WAeLfyIiIiIihWDxT0QynGcpxlzEmIscMxFjLmLMRYy5\nWAeLfyIiIiIihWDxT0QynGcpxlzEmIscMxFjLmLMRYy5WAeLfyIiIiIihWDxT0QynGcpxlzEmIsc\nMxFjLmLMRYy5WAeLfyIiIiIihWDxT0QynGcpxlzEmIscMxFjLmLMRYy5WAeLfyIiIiIihWDxT0Qy\nnGcpxlzEmIscMxFjLmLMRYy5WAeLfyIiIiIihWDxT0QynGcpxlzEmIscMxFjLmLMRYy5WAeLfyIi\nIiIihWDxT0QynGcpxlzEmIscMxFjLmLMRYy5WIe6tjvwuMjKysKOHTtw5swZXL9+HXZ2dvDx8UFI\nSAheeOEFuLm5PfQ+xcbGIjMzE7GxsZW2S0lJweeff47Y2Fh4eHhUur39+/dLr+3t7eHr64t+/fqh\nW7du1epjVFQU8vPzZcsDAgIwffr0am3THObuMxEREZGSsPg3w9atW7FmzRq0bdsWw4YNg5eXF4qL\ni3H69Gns3r0b58+fx6RJk2qlbyqVqka3p9Fo8M9//hMAoNfrsWPHDixduhQuLi5o3759tbYZHByM\noUOHmixzdHR84L6S9Zw8eZJnXASYixhzkWMmYsxFjLmIMRfrYPFfhRMnTmDNmjXo168fRo4cafJe\ncHAwBg8ejEOHDtXIZ5WUlMDOzs6idYxGY418djm1Wo2WLVtKr9u2bYsxY8Zg165d1S7+XVxcTLZZ\nU0pLS6FWcwgTERERmYuVUxU2b94MjUaDESNGCN+vV68eQkNDTZb99ddfSEhIwMGDB1FQUIAGDRqg\nV69eGDx4sHSm/uTJk5gxYwYmTJiAjIwM/PTTTzAYDFixYgUuXbqEhIQEnDlzBnq9Hu7u7mjfvj0i\nIyNRv379Svt7+fJlfP3118jMzES9evXQrVs3NGnSpNr77+DgAG9vb1y+fLna26jKuXPnEBcXh7Nn\nz8JoNMLf3x+RkZEmBwyxsbE4ceIExo8fj9WrVyM7Oxu9e/fGqFGjanyfifMsK8JcxJiLHDMRYy5i\nzEWMuVgHi/9KlJWVITMzE126dIGtra3Z68yePRt//PEHXnnlFWi1WmRlZSEpKQk3b96UXT34+uuv\nERISgnfeeQclJSUAgIKCAjRs2BAjR46Ei4sLLl++jI0bNyI7OxuzZs2q8LNLS0sxa9YslJSU4O9/\n/zs0Gg2Sk5Nx+PDhamdgMBhw9epVNG7c+IG2YTAYTK5SlOf522+/Ydq0adBqtYiKigIAbNq0CTEx\nMZg9ezaaNWsmrVNUVIQlS5ZgwIABGD58OOzt7a2yz0RERER1FYv/Sty4cQOlpaXCG0bLyspMXpcX\nswcOHMCZM2cwffp0BAQEALg7dQYAEhMTMWjQIGg0Gmm9li1b4h//+IfJtgIDAxEYGCi99vf3R+PG\njTFt2jRkZ2ejefPmwv6mpKQgLy8Ps2fPls6ah4SEYOLEibh27ZrZ+11eqF+/fh2bNm2CXq9HZGSk\n2evf78CBAzhw4IDJsilTpqBt27ZITEyEvb09pkyZAicnJwBAUFAQoqKikJCQgIkTJ0rrFBcXY+zY\nsejUqZO0LDk5uUb2mUxxnqUYcxFjLnLMRIy5iDEXMeZiHSz+q0Gv18sK9ri4ONjY2ODo0aPw8PCA\nv7+/yQFCUFAQNmzYgLNnz6Jjx47S8ieffFK2/dLSUmzZsgX79+9Hfn6+dEUAAHJzcyss/rOysuDh\n4WEyXUalUqFLly5ITEw0a9+uXbsmK/RHjhyJnj17mrW+SEhICMLDw02W+fj4AABOnTqFjh07SoU/\ncPdm4E6dOiE9Pd1kHbVabZIdYPk+nzx5kl8aQkRERI+t+Ph46fdt2rSx+ACJxX8lXFxcYGdnJ3tU\npUajwZw5cwDcPfP8/fffS+9dv34d+fn5FZ4pv3Hjhslrd3d3WZt169Zh586dCAsLQ6tWreDo6Ij8\n/HwsXLjQ5EDgfnq9Hq6urrLlomUV0Wg0mDRpEoxGIy5duoT169cjOTkZzz77rEmBbglnZ2fodDrh\ne7du3RI+JtXV1RU3b96U9e3+pxtZus/3/yUx96BIaXimRYy5iDEXOWYixlzEmIsYcxG7/4SqpVj8\nV8LW1haBgYE4duyYyZNlbGxspGL2/sLVxcUFnp6eGD9+vHCbjRo1MnktelTngQMHEBoaiiFDhkjL\nioqKquyvm5sbLl68KFt+/fr1Ktctp1arpX1r0aIF/Pz8EB0djdWrV+Ott94yezvmcnZ2hl6vly3X\n6/Vwdnaucv2a2GciIiIipeA3/FZh4MCBKCwsxNq1a81qHxwcjPz8fDg4OECn08l+XFxcqtzGnTt3\nZDcYp6SkCNvee/DQqlUrXL16FWfPnpWWGQwGHDx40Ky+i/j4+KBPnz7Yt28fcnNzq72digQGBuLI\nkSMoLi6Wlt2+fRvp6elmHfFbY58JnBpVAeYixlzkmIkYcxFjLmLMxTp45r8Kbdu2xYgRI7B27Vrk\n5OSgR48eaNSoEUpKSvDnn38iLS0NDg4OUhHevXt3pKSkYMaMGejfvz+aNWuG0tJSXL58Genp6YiO\njoa9vX2lnxkcHIx9+/ZBq9XCy8sLhw8fRlZWlrDtvU/QCQ0NxaZNm7BgwQJERkZCo9Fg9+7duH37\n9gNlMGjQICQnJ2PDhg3SFY1hw4ahZ8+eD3w1ICwsDBkZGZgxYwYGDhwI4O7jVUtKShAWFlbl+tba\nZyIiIqK6iMW/GV5++WW0atUKO3bsQFxcHAoLC2FnZ4cmTZqga9eueP7556Xi39bWFpMnT8amTZvw\n/fffIy8vD/Xq1UPjxo3RoUMHs76UavTo0TAajYiLiwMAdOjQAePGjcOHH35o0k6lUpmc+Ver1Zgy\nZQqWL1+O5cuXS8+879ixI7788ssqP7eibwvWaDTo27cvNm/ejJycHGi1WhiNRhgMhiq3WRWtVouY\nmBjExcUhNjZWes5/TEwMtFptlX170H0mMc6zFGMuYsxFjpmIMRcx5iLGXKxDZazpr4gleoyEh4eb\n3DVPRERE9KiqibqFc/6JSIbzLMWYixhzkWMmYsxFjLmIMRfrYPFPRERERKQQLP6JSIbzLMWYixhz\nkWMmYsxFjLmIMRfrYPFPRERERKQQLP6JSIbzLMWYixhzkWMmYsxFjLmIMRfrYPFPRERERKQQLP6J\nSIbzLMWYixhzkWMmYsxFjLmIMRfrYPFPRERERKQQLP6JSIbzLMWYixhzkWMmYsxFjLmIMRfrYPFP\nRERERKQQLP6JSIbzLMWYixhzkWMmYsxFjLmIMRfrYPFPRERERKQQLP6JSIbzLMWYixhzkWMmYsxF\njLmIMRfrUNd2B4hqU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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "ax = presidents_sum.sort(\"youknow_per_10000\", ascending=True)[\"youknow_per_10000\"].plot(kind=\"barh\", \n", " figsize=(10, 8), width=0.75, color=BLUE, alpha=0.75)\n", "ax.yaxis.grid(False)\n", "ax.set_title(\"'You Know' Per 10,000 Words\\n\", fontsize=22, linespacing=0.5)\n", "ax.set_ylabel(\"\")\n", "mpl.pyplot.setp(ax.get_xticklabels(), fontsize=14)\n", "mpl.pyplot.setp(ax.get_yticklabels(), fontsize=16)\n", "pass" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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L7dcu/Zmbm6tzldve3l6n3b1792BtbV1qGkqdOnV0fr5//z4AYN68eWWeY3lc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\nHACAjY2Nb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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Time to Make Area Charts" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def get_term_freq(df, term, resampler=\"AS\"):\n", " _ = df.set_index(\"datetime\")\n", " total_words = _[\"word_count\"].resample(resampler, how=\"sum\")\n", " freq_count = _[\"passages\"].apply(lambda x: x.count_occurrences(term))\\\n", " .resample(resampler, how=\"sum\")\n", " return 10000 * freq_count / total_words" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "obama_df = presidents_df[presidents_df[\"president\"] == \"Barack Obama\"]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "ax = get_term_freq(presidents_df, \"folks\").plot(label=\"Previous Presidents\", color=\"#AAAAAA\", alpha=1, kind=\"area\")\n", "get_term_freq(obama_df, \"folks\").plot(label=\"Obama\", color=BLUE, alpha=1, kind=\"area\")\n", "ax.set_title(\"Presidential Use of 'Folks'\", fontsize=20)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Use Per 10,000 Words\")\n", "ax.set_ylim(0,14)\n", "ax.legend(loc=\"upper left\")\n", "pass" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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27Vq89NJLKC4uBgD4+vpi7dq1yMvLw86dO7FkyRJs377dSWncPjgGQlA7B2Yg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\nFWKcA8EMnJiDrD9z8DS3xGq1ori42PVY6Rx4LciYgywYOXj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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "ax = get_term_freq(presidents_df, \"okay\").plot(label=\"Previous Presidents\", color=\"#AAAAAA\", alpha=1, kind=\"area\")\n", "get_term_freq(obama_df, \"okay\").plot(label=\"Obama\", color=BLUE, alpha=1, kind=\"area\")\n", "ax.set_title(\"Presidential Use of 'Okay'\", fontsize=20)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Use Per 10,000 Words\")\n", "ax.set_ylim(0,8)\n", "ax.legend(loc=\"upper left\")\n", "pass" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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4GID0jbvSxMXFYeXKlRgwYABiYmJQvXp1nDt3Drt27cLAgQOxbt06s88Ty7Gg5SuvvIJd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\nLqyUHDikaCzO4dJYVVUV6urq0NjYaHRTiIhonBFCxL3WFhc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