Reviewer Expertise.ipynb

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   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Reviewer Expertise\n",
      "### 23rd July 2014 Neil D. Lawrence\n",
      "\n",
      "In response to a question from Christoph Lippert about the expertise of reviewers, this notebook loads in reviewer expertise and summarizes it in a couple of different ways.\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import cmtutils\n",
      "import pylab as plt\n",
      "%matplotlib inline\n",
      "plt.rcParams['figure.figsize'] = (10., 8.)\n",
      "plt.rcParams['font.size'] = 16"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 23
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Load in the reviewer data from 24th July alongside the subject areas."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reviewers = cmtutils.reviewers(filename='2014-07-24_reviewer_export.xls',\n",
      "                               subject_file='2014-07-24_reviewerSubjectAreas.xls')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Loaded Users.\n",
        "Loaded Reviewer Subjects."
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "A little helper function for histogramming papers."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def histogram_papers(papers, title):\n",
      "    papers = papers.fillna(0)\n",
      "    a= plt.hist(papers, bins=papers.max()-papers.min(), range=(papers.min(), papers.max()), align='mid')\n",
      "    plt.title(title)\n",
      "    plt.grid(False)\n",
      "    print papers.max()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 106
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Reviewers: Papers Since 2007\n",
      "\n",
      "Now let's start plotting. First we histogram the reviewing body showing the number of reviewers who've had the corresponding numbers of papers (since 2007). "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "histogram_papers(reviewers.users[reviewers.users.IsMetaReviewer=='No'].PapersSince2007,\n",
      "                 'Reviewers: Number of NIPS papers since 2007')\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "22.0\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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PhS0OZbiPeO/sTuOck3sR0bpaH+fx8saCc8apowqGsv6wlBinlM+MDNF6dgsRdt7G2K7o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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10e122150>"
       ]
      }
     ],
     "prompt_number": 109
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Reviewers: Papers Since 2012\n",
      "\n",
      "Same idea, but more recent expertise, how many papers have reviewers had since 2012?"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "histogram_papers(reviewers.users[reviewers.users.IsMetaReviewer=='No'].PapersSince2012,\n",
      "                 'Reviewers: Number of NIPS papers since 2012')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "10.0\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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kSVICDGWSJEkJMJRJkiQlwFAmSZKUAEOZJElSAgxlkiRJCTCUSZIkJcBQJkmS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\nJE14/x9XFFbEzt//nQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10c561fd0>"
       ]
      }
     ],
     "prompt_number": 110
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Area Chairs: Papers Since 2007\n",
      "\n",
      "Now the same for Area Chairs, how many papers have they had since 2007?"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "histogram_papers(reviewers.users[reviewers.users.IsMetaReviewer=='Yes'].PapersSince2007,\n",
      "                 'Area Chairs: Number of NIPS papers since 2007')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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JUiIGLUmSpEQMWpIkSYkYtCRJkhIxaEmSJCVi0JIkSUrEoCVJkpSIQUuSJCkR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\nrkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x112c03f50>"
       ]
      }
     ],
     "prompt_number": 103
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Area Chairs: Papers Since 2012\n",
      "\n",
      "And finally the recent experience of Area Chairs. How many papers have they had since 2012?"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "histogram_papers(reviewers.users[reviewers.users.IsMetaReviewer=='Yes'].PapersSince2012,\n",
      "                 'Area Chairs: Number of NIPS papers since 2012')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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rbq05viRJ0phWpynwRGBf4HtE7dP7Cq89QnRMPw5YTvSpWgrskU2zmP7tfZIk\nSeNWnabAucC0JuPOAr4NfBb4ErAR0RfrYeCa7PVmZwTaFNiPTYHN2RQoSWqvuk2B7ewpbbDqx2DV\nnMFKktReKftYSZIkqQaDlSRJUiIGK0mSpEQMVpIkSYkYrCRJkhIxWEmSJCVisJIkSUrEYCVJkpSI\nwUqSJCkRg5UkSVIiBitJkqREDFaSJEmJGKwkSZISMVhJkiQlYrCSJElKxGAlSZKUiMFKkiQpEYOV\nJElSIgYrSZKkRAxWkiRJiRisJEmSEjFYSZIkJWKwkiRJSsRgJUmSlIjBSpIkKRGDlSRJUiIGK0mS\npEQMVpIkSYkYrCRJkhIxWEmSJCVisJIkSUrEYCVJkpSIwUqSJCkRg5UkSVIiBitJkqREDFaSJEmJ\nGKwkSZISMVhJkiQlYrCSJElKxGAlSZKUiMFKkiQpEYOVJElSIgYrSZKkROoEq32Ai4H5wNPAudmw\nyaXxVgV+BNwPLAQuBKYlK6kkSVKHqxOsvpaN9x3g48DjwGnAJUBXYbxLgP2BY4BDgKnAdcB6Ccsr\nSZLUsSbVGGd3YFHh/98RNVdHAlsCNwHbATsBuwGXZ+P1AHOBg4FvpSmuJElS56pTY7WoYtil2fP0\n7PmAbLzLC+M8BfwWOHDYpZMkSRpDhtt5fZvs+e7seSZwb8V499AIX5IkSePacILVdKJp7yJgTjZs\nA2BxxbiLiebGdYZVOkmSpDGk1WC1OnABsAQ4tDC8L1mJJEmSxqg6nddzk4HfADOA7YlLKuQeA9au\nmGYt4FXgieq3nFX4uzt7SJIktVdPTw89PT0tT9c19CgArExcy2pb4EPAzaXXTwL2BNYvDT8P2BzY\nuOI9+6zoKpoDbILzpEoXfX3OF0lS+3R1dUGN3FSnKXAl4GyiOuljDAxVAOcA6wI7F4atCeyavSZJ\nkjTu1WkKPBHYF/ge8BLwvsJrjwALgGuA3wNnAd8AngEOJ/pinZywvJIkSR2rTlPgXOLWNFXjzgK+\nnf29CnAsUUs1hbjq+mHErXCq2BTYj02BzdkUKElqr7pNgXX7WI0Gg1U/BqvmDFaSpPZK2cdKkiRJ\nNRisJEmSEjFYSZIkJWKwkiRJSsRgJUmSlIjBSpIkKRGDlSRJUiIGK0mSpEQMVpIkSYkYrCRJkhIx\nWEmSJCVisJIkSUrEYCVJkpSIwUqSJCkRg5UkSVIiBitJkqREDFaSJEmJGKwkSZISMVhJkiQlYrCS\nJElKxGA54QxCAAAON0lEQVQlSZKUiMFKkiQpEYOVJElSIgYrSZKkRAxWkiRJiRisJEmSEjFYSZIk\nJWKwkiRJSsRgJUmSlIjBSpIkKRGDlSRJUiIGK0mSpEQMVpIkSYkYrCRJkhIxWEmSJCVisJIkSUrE\nYCVJkpSIwUqSJCkRg5UkSVIiBitJkqREDFaSJEmJGKwkSZISMVhJkiQlUidYvQn4MXA9sAzoBaaV\nxpmRDa96TElUVkmSpI42qcY4GwH7ArcAfwR2GmTc7wOzS8OeH17RJEmSxpY6wepqYP3s788zeLB6\nCLhppIWSJEkai+o0Bfa18H5dwy2IJEnSWJe68/rRwMvAX4HzgQ0Tv78kSVLHqtMUWMeLwMnAFcBz\nwJ7AfsBtwKbAgkSfI0mS1LFSBauFwJcK//8BOAu4ETgK+GL1ZLMKf3dnD0mSpPbq6emhp6en5ela\n7RP1eeAU4vIK82uMfwfwCvCeitf6Wuu+Nd7NATbBeVKli74+54skqX26urqgRm4a7QuEdmFSkCRJ\nE8RoBqutiP5Vt47iZ0iSJHWMun2s9smet8iedwOeBBYRFw09DlhO9KlaCuxBXFR0Mf07UkmSJI1b\ndftY9Rb+7itM1wPsCHyW6Ly+ETAZeBi4hghVzc4ItI9VP/axas4+VpKk9qrbx6qdF/Q0WPVjsGrO\nYCVJaq9O6bwuSZI0YRisJEmSEjFYSZIkJWKwkiRJSsRgJUmSlIjBSpIkKRGDlSRJUiIGK0mSpEQM\nVpIkSYkYrCRJkhIxWEmSJCVisJIkSUrEYCVJkpSIwUqSJCkRg5UkSVIiBitJkqREDFaSJEmJGKwk\nSZISMVhJkiQlYrCSJElKxGAlSZKUiMFKkiQpEYOVJElSIgYrSZKkRAxWkiRJiRisJEmSEjFYSZIk\nJWKwkiRJSsRgJUmSlIjBSpIkKRGDlSRJUiIGK0mSpEQMVpIkSYkYrCRJkhIxWEmSJCVisJIkSUrE\nYCVJkpSIwUqSJCkRg5UkSVIiBitJkqREDFaSJEmJGKwkSZISqROs3gT8GLgeWAb0AtMqxlsV+BFw\nP7AQuLDJeJIkSeNSnWC1EbAvsBj44yDjXQLsDxwDHAJMBa4D1hthGSVJksaEOsHqamB94KPAr5uM\nsx2wE/Bp4HSitmo3YApw8MiLKUmS1PnqBKu+GuMcACwCLi8Mewr4LXDgMMolSZI05qTqvD4TuLdi\n+D3A9ESfIUmS1NFSBasNiD5YZYuBScA6iT5HkiSpY6UKVnWaCyVJksa1SYne5zFg7YrhawGvAk9U\nTzar8Hd39pBUx5Qpa/Lcc0+3uxgdZ/XV12DJkqfaXQxJY1xPTw89PT0tT9fV4vifB04BZgDzC8NP\nAvYkzh4sOg/YHNi44r36rOgqmgNsgvOkShd9fc6Xsq6uLlxeqri8SEovtrlD56ZUTYHnAOsCOxeG\nrQnsmr0mSZI07tVtCtwne94ie94NeJK4xMIfgWuA3wNnAd8AngEOB5YAJ6cqrCRJUier2xTYW/i7\nrzBdD7Bj9vcqwLFELdUU4qrrh9G/ybDIpsB+bApszqadKjYFNuPyIim9uk2BrfaxSslg1Y/Bqjl3\nlFUMVs24vEhKb0X3sZIkSZrwDFaSJEmJGKwkSZISMVhJkiQlYrCSJElKJNUtbaRRNCk/G0OSpI5m\nsNIY8CpeVqCKYVOSOo1NgZIkSYkYrCRJkhIxWEmSJCVisJIkSUrEYCVJkpSIwUqSJCkRg5UkSVIi\nBitJkqREDFaSJEmJGKwkSZISMVhJkiQlYrCSJElKxGAlSZKUiMFKkiQpEYOVJElSIgYrSZKkRAxW\nkiRJiRisJEmSEjFYSZIkJWKwkiRJSsRgJUmSlIjBSpIkKRGDlSRJUiIGK0mSpEQMVpIkSYkYrCRJ\nkhIxWEmSJCVisJIkSUrEYCVJkpSIwUqSJCkRg5UkSVIiBitJkqREDFaSJEmJGKwkSZISMVhJkiQl\nYrCSJElKJGWw6gZ6Kx5PJfwMSZKkjjVpFN7z74GbC/+/OgqfIUmS1HFGI1jNAW4ahfeVJEnqaKPR\nx6prFN5TkiSp441GsDoHeBmYC5wKrDMKnyFJktRxUjYFPgMcC1wNLAf2A/YBPgi8A3g+4WdJkiR1\nnNFuttsXOA84Avh+6bU+6Bvljx9L5gCb4Dyp0oXzpYrzpVoXfX3OF0lpdXV1QY3cNBqd14suBp4E\n3l398qzC393ZQ5Ikqb16enro6elpebrRrrFaBVgA9BC1V0XWWPVjjVVz1sxUc75Us8ZKUnp1a6xG\n+8rrewFrAbeO8udIkiS1XcqmwLOBB4H/Ia64vg+wJ/Bn4EcJP0eSJKkjpQxWdwP7A4cBKxOXW/gZ\n8B3ghYSfI0mS1JHaeTFP+1j1Yx+r5uxLVM35Us0+VpLS65Q+VpIkSROGwUqSJCkRg5UkSVIiBitJ\nkqREDFaSJEmJGKwkSZISMVhJkiQlYrCSJElKxGAlSZKUiMFKkiQpEYOVJElSIgYrSZKkRAxWkiRJ\niRisJEmSEjFYSZIkJWKwkiRJSmRSuwsgSWlNoqurq92F6Cirr74GS5Y81e5iSBOCwUrSOPMq0Nfu\nQnSU554zaEorik2BkiRJiRisJEmSEjFYSZIkJWKwkiRJSsRgJUmSlIjBSpIkKRGDlSRJUiIGK0mS\npEQMVpIkSYl45XVJGve8zU+1lYFX2l2IjuMtkEbGYCVJ4563+anWhfNlIG+BNDI2BUqSJCVisJIk\nSUrEYCVJkpSIwUqSJCkRg5UkSVIiBitJkqREDFaSJEmJGKwkSZISMVhJkiQlYrCSJElKxFvaSJKk\nAu8tORIGK0mSVOC9JavVC5s2BUqSJCVisJIkSUokdbB6A/Bz4GFgPnBWNkySJGncS9nHalXgamAy\n8I1s2FHANcB7gJcSfpYkSVLHSRms9gPeAWwC3JcNuwWYA3yCqMmSJEkat1I2BR4A3EojVAE8ANwM\nHJjwcyRJkjpSymA1E7irYvg9wIYJP0eSJKkjpQxW6wOLK4YvBjZI+DmSJEkdqa0XCJ0yZfd2fnxH\n6e19juefb3cpJEnSSKQMVo8Ba1UMXwt4tGL4X5YsufQtCT9/nPA2AtWcL9WcL9WcLwM5T6o5X6o5\nXyr8pc5IKYPVXOKswLJNs9fKNkr42ZIkSePKp4Be4G8LwzYGlgOfaUuJJEmSxqhVgTuJSyx8Mnvc\nD9ydvSZJkqQW5Le0mQ88QtzSZo22lkiSJGmc8l6CA70J+DFwPbCMaE6d1tYStd8+wMXEMvI0cG42\nbHI7C9UBdgauJE4UWUbcQurrxDXk1HA5sR59p90FabNuYj6UH0+1sUydYhtgNnFi1bPEhax3aGuJ\n2quH6mWlF/ht+4rVETYHjgbuILLLScBug02wIi+34L0Eq20E7Evc/uePwE7tLU5H+BrwOLFjfBj4\nCHAacCMRLvraV7S2WoPYAZxIBM73A18Avkqs/FVn3040+wObZX9P1OWk7O+J5Sb3arsK0iEOBE4F\nzsieXwDexcQ+cPsSsHpp2NbAvwOXrPjidIzXEgdqc4GfEAclnwAuBbYAbm9f0ULeuf1thWF2bu9/\nTuvnscYKYN2KYbOIefPeFVu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       "text": [
        "<matplotlib.figure.Figure at 0x1123853d0>"
       ]
      }
     ],
     "prompt_number": 104
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}