irony-analysis.ipynb

{
 "metadata": {
  "name": "irony"
 }, 
 "nbformat": 2, 
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "cd dev/computational-irony/"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "stream", 
       "stream": "stdout", 
       "text": [
        "/Users/bwallace/dev/computational-irony"
       ]
      }
     ], 
     "prompt_number": 3
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "import annotation_stats"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "stream", 
       "stream": "stdout", 
       "text": [
        "Version 2.1.5 of praw is outdated. Version 2.1.14 was released Monday February 24, 2014."
       ]
      }, 
      {
       "output_type": "stream", 
       "stream": "stderr", 
       "text": [
        "/Library/Frameworks/Python.framework/Versions/7.3/lib/python2.7/site-packages/nose/util.py:14: DeprecationWarning: The compiler package is deprecated and removed in Python 3.x.", 
        "  from compiler.consts import CO_GENERATOR"
       ]
      }
     ], 
     "prompt_number": 4
    }, 
    {
     "cell_type": "code", 
     "collapsed": false, 
     "input": [
      "annotation_stats.pretense()"
     ], 
     "language": "python", 
     "outputs": [
      {
       "output_type": "stream", 
       "stream": "stdout", 
       "text": [
        "Optimization terminated successfully.", 
        "         Current function value: 0.511413", 
        "         Iterations 5", 
        " --- conservative ---", 
        "                           Logit Regression Results                           ", 
        "==============================================================================", 
        "Dep. Variable:                      y   No. Observations:                 5047", 
        "Model:                          Logit   Df Residuals:                     5045", 
        "Method:                           MLE   Df Model:                            1", 
        "Date:                Fri, 07 Mar 2014   Pseudo R-squ.:                0.003997", 
        "Time:                        08:03:03   Log-Likelihood:                -2581.1", 
        "converged:                       True   LL-Null:                       -2591.5", 
        "                                        LLR p-value:                 5.322e-06", 
        "==============================================================================", 
        "                 coef    std err          z      P>|z|      [95.0% Conf. Int.]", 
        "------------------------------------------------------------------------------", 
        "const         -1.4273      0.041    -34.490      0.000        -1.508    -1.346", 
        "x1             3.1324      0.670      4.676      0.000         1.819     4.445", 
        "==============================================================================", 
        "Optimization terminated successfully."
       ]
      }, 
      {
       "output_type": "stream", 
       "stream": "stdout", 
       "text": [
        "", 
        "         Current function value: 0.513370", 
        "         Iterations 5", 
        "", 
        " --- liberal ---", 
        "                           Logit Regression Results                           ", 
        "==============================================================================", 
        "Dep. Variable:                      y   No. Observations:                 5118", 
        "Model:                          Logit   Df Residuals:                     5116", 
        "Method:                           MLE   Df Model:                            1", 
        "Date:                Fri, 07 Mar 2014   Pseudo R-squ.:                 0.01970", 
        "Time:                        08:03:19   Log-Likelihood:                -2627.4", 
        "converged:                       True   LL-Null:                       -2680.2", 
        "                                        LLR p-value:                 9.127e-25", 
        "==============================================================================", 
        "                 coef    std err          z      P>|z|      [95.0% Conf. Int.]", 
        "------------------------------------------------------------------------------", 
        "const          4.2016      0.544      7.718      0.000         3.135     5.269", 
        "x1            -5.6706      0.563    -10.068      0.000        -6.775    -4.567", 
        "=============================================================================="
       ]
      }
     ], 
     "prompt_number": 6
    }
   ]
  }
 ]
}