{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Kostic, D. 1999. Frekvencijski recnik savremenog srpskog jezika (Frequency Dictionary of Contemporary Serbian Language). Institute for Experimental Phonetics and Speech Pathology & Laboratory of Experimental Psychology, University of Belgrade, Serbia.\n",
      "\n",
      "Baayen, R. H., Milin, P., Filipovic Durdevic, D., Hendrix, P. and Marelli, M. 2011. \"An amorphous model for morphological processing in visual comprehension based on naive discriminative learning.\" *Psychological Review* 118:438-482.\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import pandas.rpy.common as com\n",
      "import numpy as np\n",
      "from sklearn.feature_extraction import DictVectorizer\n",
      "\n",
      "%load_ext autoreload\n",
      "%autoreload 2\n",
      "\n",
      "%load_ext rmagic\n",
      "\n",
      "%precision 2"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 1,
       "text": [
        "u'%.2f'"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from ndl import *"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%R\n",
      "library(ndl)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "This is ndl version 0.2.16. \n",
        "For an overview of the package, type 'help(\"ndl.package\")'.\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "serbian = com.load_data('serbian')\n",
      "serbian['Cues'] = orthoCoding(serbian.WordForm,grams=2)\n",
      "serbian['Outcomes'] = [tuple(c.split('_')) for c in serbian.LemmaCase]\n",
      "serbian.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>WordForm</th>\n",
        "      <th>LemmaCase</th>\n",
        "      <th>Frequency</th>\n",
        "      <th>Cues</th>\n",
        "      <th>Outcomes</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>  yena</td>\n",
        "      <td> yena_nom_Sg</td>\n",
        "      <td> 576</td>\n",
        "      <td>     (#y, ye, en, na, a#)</td>\n",
        "      <td> (yena, nom, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>  yene</td>\n",
        "      <td> yena_gen_Sg</td>\n",
        "      <td> 229</td>\n",
        "      <td>     (#y, ye, en, ne, e#)</td>\n",
        "      <td> (yena, gen, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>  yeni</td>\n",
        "      <td> yena_dat_Sg</td>\n",
        "      <td>  55</td>\n",
        "      <td>     (#y, ye, en, ni, i#)</td>\n",
        "      <td> (yena, dat, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>  yenu</td>\n",
        "      <td> yena_acc_Sg</td>\n",
        "      <td> 167</td>\n",
        "      <td>     (#y, ye, en, nu, u#)</td>\n",
        "      <td> (yena, acc, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td> yenom</td>\n",
        "      <td> yena_ins_Sg</td>\n",
        "      <td>  39</td>\n",
        "      <td> (#y, ye, en, no, om, m#)</td>\n",
        "      <td> (yena, ins, Sg)</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>5 rows \u00d7 5 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "  WordForm    LemmaCase  Frequency                      Cues         Outcomes\n",
        "1     yena  yena_nom_Sg        576      (#y, ye, en, na, a#)  (yena, nom, Sg)\n",
        "2     yene  yena_gen_Sg        229      (#y, ye, en, ne, e#)  (yena, gen, Sg)\n",
        "3     yeni  yena_dat_Sg         55      (#y, ye, en, ni, i#)  (yena, dat, Sg)\n",
        "4     yenu  yena_acc_Sg        167      (#y, ye, en, nu, u#)  (yena, acc, Sg)\n",
        "5    yenom  yena_ins_Sg         39  (#y, ye, en, no, om, m#)  (yena, ins, Sg)\n",
        "\n",
        "[5 rows x 5 columns]"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sw = ndl(serbian)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sw.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Pl</th>\n",
        "      <th>Sg</th>\n",
        "      <th>acc</th>\n",
        "      <th>akademija</th>\n",
        "      <th>aparat</th>\n",
        "      <th>bitka</th>\n",
        "      <th>bog</th>\n",
        "      <th>boja</th>\n",
        "      <th>bol</th>\n",
        "      <th>bor</th>\n",
        "      <th>borac</th>\n",
        "      <th>brazda</th>\n",
        "      <th>brdo</th>\n",
        "      <th>brid</th>\n",
        "      <th>briga</th>\n",
        "      <th>brigada</th>\n",
        "      <th>brod</th>\n",
        "      <th>bura</th>\n",
        "      <th>cena</th>\n",
        "      <th>cesta</th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>#a</th>\n",
        "      <td>-0.467714</td>\n",
        "      <td> 0.952442</td>\n",
        "      <td> 0.326035</td>\n",
        "      <td> 0.471536</td>\n",
        "      <td> 0.506614</td>\n",
        "      <td>-0.001006</td>\n",
        "      <td>-0.032020</td>\n",
        "      <td> 0.037598</td>\n",
        "      <td>-0.028174</td>\n",
        "      <td> 0.015433</td>\n",
        "      <td>-0.011195</td>\n",
        "      <td> 0.006800</td>\n",
        "      <td> 0.003051</td>\n",
        "      <td> 0.000134</td>\n",
        "      <td> 0.015739</td>\n",
        "      <td>-0.039569</td>\n",
        "      <td> 0.017378</td>\n",
        "      <td>-0.002766</td>\n",
        "      <td> 0.030046</td>\n",
        "      <td>-0.052284</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>#b</th>\n",
        "      <td>-0.069955</td>\n",
        "      <td> 0.556007</td>\n",
        "      <td> 0.095385</td>\n",
        "      <td>-0.005611</td>\n",
        "      <td>-0.012985</td>\n",
        "      <td> 0.079436</td>\n",
        "      <td> 0.121653</td>\n",
        "      <td> 0.066181</td>\n",
        "      <td> 0.254183</td>\n",
        "      <td> 0.097360</td>\n",
        "      <td> 0.109091</td>\n",
        "      <td> 0.027724</td>\n",
        "      <td>-0.003189</td>\n",
        "      <td> 0.009077</td>\n",
        "      <td> 0.036710</td>\n",
        "      <td> 0.022223</td>\n",
        "      <td> 0.106195</td>\n",
        "      <td> 0.000795</td>\n",
        "      <td>-0.000225</td>\n",
        "      <td>-0.019009</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>#c</th>\n",
        "      <td>-0.099439</td>\n",
        "      <td> 0.585776</td>\n",
        "      <td> 0.110130</td>\n",
        "      <td> 0.002622</td>\n",
        "      <td>-0.021386</td>\n",
        "      <td> 0.010436</td>\n",
        "      <td>-0.004947</td>\n",
        "      <td> 0.016928</td>\n",
        "      <td>-0.016833</td>\n",
        "      <td>-0.005711</td>\n",
        "      <td>-0.021122</td>\n",
        "      <td>-0.009816</td>\n",
        "      <td> 0.002113</td>\n",
        "      <td>-0.007284</td>\n",
        "      <td> 0.023586</td>\n",
        "      <td>-0.012067</td>\n",
        "      <td> 0.007555</td>\n",
        "      <td> 0.000627</td>\n",
        "      <td> 0.577554</td>\n",
        "      <td> 0.344233</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>#d</th>\n",
        "      <td>-0.017994</td>\n",
        "      <td> 0.500962</td>\n",
        "      <td> 0.077627</td>\n",
        "      <td>-0.014584</td>\n",
        "      <td>-0.004215</td>\n",
        "      <td>-0.002597</td>\n",
        "      <td> 0.015613</td>\n",
        "      <td>-0.035485</td>\n",
        "      <td> 0.024504</td>\n",
        "      <td> 0.006509</td>\n",
        "      <td> 0.007348</td>\n",
        "      <td>-0.012459</td>\n",
        "      <td>-0.045132</td>\n",
        "      <td>-0.002656</td>\n",
        "      <td> 0.027050</td>\n",
        "      <td>-0.018789</td>\n",
        "      <td> 0.013864</td>\n",
        "      <td> 0.000444</td>\n",
        "      <td>-0.025700</td>\n",
        "      <td> 0.006292</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>#e</th>\n",
        "      <td>-0.465341</td>\n",
        "      <td> 0.925997</td>\n",
        "      <td>-0.093245</td>\n",
        "      <td> 0.038236</td>\n",
        "      <td>-0.056175</td>\n",
        "      <td> 0.024248</td>\n",
        "      <td> 0.112225</td>\n",
        "      <td>-0.042413</td>\n",
        "      <td>-0.031564</td>\n",
        "      <td>-0.030352</td>\n",
        "      <td>-0.037280</td>\n",
        "      <td>-0.028162</td>\n",
        "      <td> 0.002051</td>\n",
        "      <td> 0.010243</td>\n",
        "      <td> 0.078581</td>\n",
        "      <td> 0.000173</td>\n",
        "      <td>-0.073940</td>\n",
        "      <td> 0.000415</td>\n",
        "      <td>-0.023138</td>\n",
        "      <td> 0.004618</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>5 rows \u00d7 278 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "          Pl        Sg       acc  akademija    aparat     bitka       bog  \\\n",
        "#a -0.467714  0.952442  0.326035   0.471536  0.506614 -0.001006 -0.032020   \n",
        "#b -0.069955  0.556007  0.095385  -0.005611 -0.012985  0.079436  0.121653   \n",
        "#c -0.099439  0.585776  0.110130   0.002622 -0.021386  0.010436 -0.004947   \n",
        "#d -0.017994  0.500962  0.077627  -0.014584 -0.004215 -0.002597  0.015613   \n",
        "#e -0.465341  0.925997 -0.093245   0.038236 -0.056175  0.024248  0.112225   \n",
        "\n",
        "        boja       bol       bor     borac    brazda      brdo      brid  \\\n",
        "#a  0.037598 -0.028174  0.015433 -0.011195  0.006800  0.003051  0.000134   \n",
        "#b  0.066181  0.254183  0.097360  0.109091  0.027724 -0.003189  0.009077   \n",
        "#c  0.016928 -0.016833 -0.005711 -0.021122 -0.009816  0.002113 -0.007284   \n",
        "#d -0.035485  0.024504  0.006509  0.007348 -0.012459 -0.045132 -0.002656   \n",
        "#e -0.042413 -0.031564 -0.030352 -0.037280 -0.028162  0.002051  0.010243   \n",
        "\n",
        "       briga   brigada      brod      bura      cena     cesta      \n",
        "#a  0.015739 -0.039569  0.017378 -0.002766  0.030046 -0.052284 ...  \n",
        "#b  0.036710  0.022223  0.106195  0.000795 -0.000225 -0.019009 ...  \n",
        "#c  0.023586 -0.012067  0.007555  0.000627  0.577554  0.344233 ...  \n",
        "#d  0.027050 -0.018789  0.013864  0.000444 -0.025700  0.006292 ...  \n",
        "#e  0.078581  0.000173 -0.073940  0.000415 -0.023138  0.004618 ...  \n",
        "\n",
        "[5 rows x 278 columns]"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "num = ['Sg','Pl']\n",
      "case = ['nom','gen','dat','acc','ins','loc']\n",
      "infl = num + case\n",
      "predict = [ ]\n",
      "for cue in serbian.Cues:\n",
      "    A = activation(cue,sw)\n",
      "    A.sort(ascending=False)\n",
      "    res = [ None, None, None ]\n",
      "    for ind in A.index:\n",
      "        if ind in num:\n",
      "            res[2] = ind\n",
      "        elif ind in case:\n",
      "            res[1] = ind\n",
      "        else:\n",
      "            res[0] = ind\n",
      "        if not None in res:\n",
      "            break\n",
      "    predict.append(tuple(res))\n",
      "serbian['Predicted'] = predict            "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "serbian"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>WordForm</th>\n",
        "      <th>LemmaCase</th>\n",
        "      <th>Frequency</th>\n",
        "      <th>Cues</th>\n",
        "      <th>Outcomes</th>\n",
        "      <th>Predicted</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>     yena</td>\n",
        "      <td>   yena_nom_Sg</td>\n",
        "      <td>  576</td>\n",
        "      <td>                 (#y, ye, en, na, a#)</td>\n",
        "      <td>   (yena, nom, Sg)</td>\n",
        "      <td>   (yena, nom, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>     yene</td>\n",
        "      <td>   yena_gen_Sg</td>\n",
        "      <td>  229</td>\n",
        "      <td>                 (#y, ye, en, ne, e#)</td>\n",
        "      <td>   (yena, gen, Sg)</td>\n",
        "      <td>   (yena, nom, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>     yeni</td>\n",
        "      <td>   yena_dat_Sg</td>\n",
        "      <td>   55</td>\n",
        "      <td>                 (#y, ye, en, ni, i#)</td>\n",
        "      <td>   (yena, dat, Sg)</td>\n",
        "      <td>   (yena, nom, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td>     yenu</td>\n",
        "      <td>   yena_acc_Sg</td>\n",
        "      <td>  167</td>\n",
        "      <td>                 (#y, ye, en, nu, u#)</td>\n",
        "      <td>   (yena, acc, Sg)</td>\n",
        "      <td>   (yena, acc, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td>    yenom</td>\n",
        "      <td>   yena_ins_Sg</td>\n",
        "      <td>   39</td>\n",
        "      <td>             (#y, ye, en, no, om, m#)</td>\n",
        "      <td>   (yena, ins, Sg)</td>\n",
        "      <td>   (yena, ins, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>     yeni</td>\n",
        "      <td>   yena_loc_Sg</td>\n",
        "      <td>   16</td>\n",
        "      <td>                 (#y, ye, en, ni, i#)</td>\n",
        "      <td>   (yena, loc, Sg)</td>\n",
        "      <td>   (yena, nom, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>     yene</td>\n",
        "      <td>   yena_nom_Pl</td>\n",
        "      <td>  415</td>\n",
        "      <td>                 (#y, ye, en, ne, e#)</td>\n",
        "      <td>   (yena, nom, Pl)</td>\n",
        "      <td>   (yena, nom, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td>     yena</td>\n",
        "      <td>   yena_gen_Pl</td>\n",
        "      <td>  336</td>\n",
        "      <td>                 (#y, ye, en, na, a#)</td>\n",
        "      <td>   (yena, gen, Pl)</td>\n",
        "      <td>   (yena, nom, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>   yenama</td>\n",
        "      <td>   yena_dat_Pl</td>\n",
        "      <td>   33</td>\n",
        "      <td>         (#y, ye, en, na, am, ma, a#)</td>\n",
        "      <td>   (yena, dat, Pl)</td>\n",
        "      <td>   (yena, loc, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>     yene</td>\n",
        "      <td>   yena_acc_Pl</td>\n",
        "      <td>  136</td>\n",
        "      <td>                 (#y, ye, en, ne, e#)</td>\n",
        "      <td>   (yena, acc, Pl)</td>\n",
        "      <td>   (yena, nom, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>   yenama</td>\n",
        "      <td>   yena_ins_Pl</td>\n",
        "      <td>   24</td>\n",
        "      <td>         (#y, ye, en, na, am, ma, a#)</td>\n",
        "      <td>   (yena, ins, Pl)</td>\n",
        "      <td>   (yena, loc, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>   yenama</td>\n",
        "      <td>   yena_loc_Pl</td>\n",
        "      <td>    4</td>\n",
        "      <td>         (#y, ye, en, na, am, ma, a#)</td>\n",
        "      <td>   (yena, loc, Pl)</td>\n",
        "      <td>   (yena, loc, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>     yeqa</td>\n",
        "      <td>   yeqa_nom_Sg</td>\n",
        "      <td>  179</td>\n",
        "      <td>                 (#y, ye, eq, qa, a#)</td>\n",
        "      <td>   (yeqa, nom, Sg)</td>\n",
        "      <td>   (yeqa, nom, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>     yeqe</td>\n",
        "      <td>   yeqa_gen_Sg</td>\n",
        "      <td>   54</td>\n",
        "      <td>                 (#y, ye, eq, qe, e#)</td>\n",
        "      <td>   (yeqa, gen, Sg)</td>\n",
        "      <td>   (yeqa, gen, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>     yeqi</td>\n",
        "      <td>   yeqa_dat_Sg</td>\n",
        "      <td>    7</td>\n",
        "      <td>                 (#y, ye, eq, qi, i#)</td>\n",
        "      <td>   (yeqa, dat, Sg)</td>\n",
        "      <td>   (yeqa, loc, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>     yequ</td>\n",
        "      <td>   yeqa_acc_Sg</td>\n",
        "      <td>   95</td>\n",
        "      <td>                 (#y, ye, eq, qu, u#)</td>\n",
        "      <td>   (yeqa, acc, Sg)</td>\n",
        "      <td>   (yeqa, acc, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>    yeqom</td>\n",
        "      <td>   yeqa_ins_Sg</td>\n",
        "      <td>   30</td>\n",
        "      <td>             (#y, ye, eq, qo, om, m#)</td>\n",
        "      <td>   (yeqa, ins, Sg)</td>\n",
        "      <td>   (yeqa, ins, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>     yeqi</td>\n",
        "      <td>   yeqa_loc_Sg</td>\n",
        "      <td>   43</td>\n",
        "      <td>                 (#y, ye, eq, qi, i#)</td>\n",
        "      <td>   (yeqa, loc, Sg)</td>\n",
        "      <td>   (yeqa, loc, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>     yeqe</td>\n",
        "      <td>   yeqa_nom_Pl</td>\n",
        "      <td>  102</td>\n",
        "      <td>                 (#y, ye, eq, qe, e#)</td>\n",
        "      <td>   (yeqa, nom, Pl)</td>\n",
        "      <td>   (yeqa, gen, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>     yeqa</td>\n",
        "      <td>   yeqa_gen_Pl</td>\n",
        "      <td>  164</td>\n",
        "      <td>                 (#y, ye, eq, qa, a#)</td>\n",
        "      <td>   (yeqa, gen, Pl)</td>\n",
        "      <td>   (yeqa, nom, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>   yeqama</td>\n",
        "      <td>   yeqa_dat_Pl</td>\n",
        "      <td>    3</td>\n",
        "      <td>         (#y, ye, eq, qa, am, ma, a#)</td>\n",
        "      <td>   (yeqa, dat, Pl)</td>\n",
        "      <td>   (yeqa, loc, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>     yeqe</td>\n",
        "      <td>   yeqa_acc_Pl</td>\n",
        "      <td>   84</td>\n",
        "      <td>                 (#y, ye, eq, qe, e#)</td>\n",
        "      <td>   (yeqa, acc, Pl)</td>\n",
        "      <td>   (yeqa, gen, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>   yeqama</td>\n",
        "      <td>   yeqa_ins_Pl</td>\n",
        "      <td>   14</td>\n",
        "      <td>         (#y, ye, eq, qa, am, ma, a#)</td>\n",
        "      <td>   (yeqa, ins, Pl)</td>\n",
        "      <td>   (yeqa, loc, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>   yeqama</td>\n",
        "      <td>   yeqa_loc_Pl</td>\n",
        "      <td>    7</td>\n",
        "      <td>         (#y, ye, eq, qa, am, ma, a#)</td>\n",
        "      <td>   (yeqa, loc, Pl)</td>\n",
        "      <td>   (yeqa, loc, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>    yivot</td>\n",
        "      <td>  yivot_nom_Sg</td>\n",
        "      <td>  991</td>\n",
        "      <td>             (#y, yi, iv, vo, ot, t#)</td>\n",
        "      <td>  (yivot, nom, Sg)</td>\n",
        "      <td>  (yivot, nom, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>   yivota</td>\n",
        "      <td>  yivot_gen_Sg</td>\n",
        "      <td> 1004</td>\n",
        "      <td>         (#y, yi, iv, vo, ot, ta, a#)</td>\n",
        "      <td>  (yivot, gen, Sg)</td>\n",
        "      <td>  (yivot, gen, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>   yivotu</td>\n",
        "      <td>  yivot_dat_Sg</td>\n",
        "      <td>  100</td>\n",
        "      <td>         (#y, yi, iv, vo, ot, tu, u#)</td>\n",
        "      <td>  (yivot, dat, Sg)</td>\n",
        "      <td>  (yivot, loc, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>    yivot</td>\n",
        "      <td>  yivot_acc_Sg</td>\n",
        "      <td>  799</td>\n",
        "      <td>             (#y, yi, iv, vo, ot, t#)</td>\n",
        "      <td>  (yivot, acc, Sg)</td>\n",
        "      <td>  (yivot, nom, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>  yivotom</td>\n",
        "      <td>  yivot_ins_Sg</td>\n",
        "      <td>  142</td>\n",
        "      <td>     (#y, yi, iv, vo, ot, to, om, m#)</td>\n",
        "      <td>  (yivot, ins, Sg)</td>\n",
        "      <td>  (yivot, ins, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>   yivotu</td>\n",
        "      <td>  yivot_loc_Sg</td>\n",
        "      <td>  248</td>\n",
        "      <td>         (#y, yi, iv, vo, ot, tu, u#)</td>\n",
        "      <td>  (yivot, loc, Sg)</td>\n",
        "      <td>  (yivot, loc, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>   yivoti</td>\n",
        "      <td>  yivot_nom_Pl</td>\n",
        "      <td>   22</td>\n",
        "      <td>         (#y, yi, iv, vo, ot, ti, i#)</td>\n",
        "      <td>  (yivot, nom, Pl)</td>\n",
        "      <td>  (yivot, gen, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>   yivota</td>\n",
        "      <td>  yivot_gen_Pl</td>\n",
        "      <td>   30</td>\n",
        "      <td>         (#y, yi, iv, vo, ot, ta, a#)</td>\n",
        "      <td>  (yivot, gen, Pl)</td>\n",
        "      <td>  (yivot, gen, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td> yivotima</td>\n",
        "      <td>  yivot_dat_Pl</td>\n",
        "      <td>    3</td>\n",
        "      <td> (#y, yi, iv, vo, ot, ti, im, ma, a#)</td>\n",
        "      <td>  (yivot, dat, Pl)</td>\n",
        "      <td>  (yivot, ins, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>   yivote</td>\n",
        "      <td>  yivot_acc_Pl</td>\n",
        "      <td>   52</td>\n",
        "      <td>         (#y, yi, iv, vo, ot, te, e#)</td>\n",
        "      <td>  (yivot, acc, Pl)</td>\n",
        "      <td>  (yivot, gen, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td> yivotima</td>\n",
        "      <td>  yivot_ins_Pl</td>\n",
        "      <td>    5</td>\n",
        "      <td> (#y, yi, iv, vo, ot, ti, im, ma, a#)</td>\n",
        "      <td>  (yivot, ins, Pl)</td>\n",
        "      <td>  (yivot, ins, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td> yivotima</td>\n",
        "      <td>  yivot_loc_Pl</td>\n",
        "      <td>    2</td>\n",
        "      <td> (#y, yi, iv, vo, ot, ti, im, ma, a#)</td>\n",
        "      <td>  (yivot, loc, Pl)</td>\n",
        "      <td>  (yivot, ins, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>    {etwa</td>\n",
        "      <td>  {etwa_nom_Sg</td>\n",
        "      <td>   33</td>\n",
        "      <td>             (#{, {e, et, tw, wa, a#)</td>\n",
        "      <td>  ({etwa, nom, Sg)</td>\n",
        "      <td>  ({etwa, gen, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>    {etwe</td>\n",
        "      <td>  {etwa_gen_Sg</td>\n",
        "      <td>   10</td>\n",
        "      <td>             (#{, {e, et, tw, we, e#)</td>\n",
        "      <td>  ({etwa, gen, Sg)</td>\n",
        "      <td>  ({etwa, nom, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>    {etwi</td>\n",
        "      <td>  {etwa_dat_Sg</td>\n",
        "      <td>    1</td>\n",
        "      <td>             (#{, {e, et, tw, wi, i#)</td>\n",
        "      <td>  ({etwa, dat, Sg)</td>\n",
        "      <td>  ({etwa, nom, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>    {etwu</td>\n",
        "      <td>  {etwa_acc_Sg</td>\n",
        "      <td>   29</td>\n",
        "      <td>             (#{, {e, et, tw, wu, u#)</td>\n",
        "      <td>  ({etwa, acc, Sg)</td>\n",
        "      <td>  ({etwa, loc, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>   {etwom</td>\n",
        "      <td>  {etwa_ins_Sg</td>\n",
        "      <td>    5</td>\n",
        "      <td>         (#{, {e, et, tw, wo, om, m#)</td>\n",
        "      <td>  ({etwa, ins, Sg)</td>\n",
        "      <td>  ({etwa, ins, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>    {etwi</td>\n",
        "      <td>  {etwa_loc_Sg</td>\n",
        "      <td>   12</td>\n",
        "      <td>             (#{, {e, et, tw, wi, i#)</td>\n",
        "      <td>  ({etwa, loc, Sg)</td>\n",
        "      <td>  ({etwa, nom, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>    {etwe</td>\n",
        "      <td>  {etwa_nom_Pl</td>\n",
        "      <td>    6</td>\n",
        "      <td>             (#{, {e, et, tw, we, e#)</td>\n",
        "      <td>  ({etwa, nom, Pl)</td>\n",
        "      <td>  ({etwa, nom, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>    {etwi</td>\n",
        "      <td>  {etwa_gen_Pl</td>\n",
        "      <td>    5</td>\n",
        "      <td>             (#{, {e, et, tw, wi, i#)</td>\n",
        "      <td>  ({etwa, gen, Pl)</td>\n",
        "      <td>  ({etwa, nom, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>  {etwama</td>\n",
        "      <td>  {etwa_dat_Pl</td>\n",
        "      <td>    1</td>\n",
        "      <td>     (#{, {e, et, tw, wa, am, ma, a#)</td>\n",
        "      <td>  ({etwa, dat, Pl)</td>\n",
        "      <td>  ({etwa, ins, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>    {etwe</td>\n",
        "      <td>  {etwa_acc_Pl</td>\n",
        "      <td>   11</td>\n",
        "      <td>             (#{, {e, et, tw, we, e#)</td>\n",
        "      <td>  ({etwa, acc, Pl)</td>\n",
        "      <td>  ({etwa, nom, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>  {etwama</td>\n",
        "      <td>  {etwa_ins_Pl</td>\n",
        "      <td>    2</td>\n",
        "      <td>     (#{, {e, et, tw, wa, am, ma, a#)</td>\n",
        "      <td>  ({etwa, ins, Pl)</td>\n",
        "      <td>  ({etwa, ins, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>  {etwama</td>\n",
        "      <td>  {etwa_loc_Pl</td>\n",
        "      <td>    2</td>\n",
        "      <td>     (#{, {e, et, tw, wa, am, ma, a#)</td>\n",
        "      <td>  ({etwa, loc, Pl)</td>\n",
        "      <td>  ({etwa, ins, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>   {irina</td>\n",
        "      <td> {irina_nom_Sg</td>\n",
        "      <td>   16</td>\n",
        "      <td>         (#{, {i, ir, ri, in, na, a#)</td>\n",
        "      <td> ({irina, nom, Sg)</td>\n",
        "      <td> ({irina, gen, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50</th>\n",
        "      <td>   {irine</td>\n",
        "      <td> {irina_gen_Sg</td>\n",
        "      <td>   28</td>\n",
        "      <td>         (#{, {i, ir, ri, in, ne, e#)</td>\n",
        "      <td> ({irina, gen, Sg)</td>\n",
        "      <td> ({irina, acc, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>51</th>\n",
        "      <td>   {irini</td>\n",
        "      <td> {irina_dat_Sg</td>\n",
        "      <td>    3</td>\n",
        "      <td>         (#{, {i, ir, ri, in, ni, i#)</td>\n",
        "      <td> ({irina, dat, Sg)</td>\n",
        "      <td> ({irina, loc, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52</th>\n",
        "      <td>   {irinu</td>\n",
        "      <td> {irina_acc_Sg</td>\n",
        "      <td>   17</td>\n",
        "      <td>         (#{, {i, ir, ri, in, nu, u#)</td>\n",
        "      <td> ({irina, acc, Sg)</td>\n",
        "      <td> ({irina, acc, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>53</th>\n",
        "      <td>  {irinom</td>\n",
        "      <td> {irina_ins_Sg</td>\n",
        "      <td>   20</td>\n",
        "      <td>     (#{, {i, ir, ri, in, no, om, m#)</td>\n",
        "      <td> ({irina, ins, Sg)</td>\n",
        "      <td> ({irina, ins, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>54</th>\n",
        "      <td>   {irini</td>\n",
        "      <td> {irina_loc_Sg</td>\n",
        "      <td>   17</td>\n",
        "      <td>         (#{, {i, ir, ri, in, ni, i#)</td>\n",
        "      <td> ({irina, loc, Sg)</td>\n",
        "      <td> ({irina, loc, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>55</th>\n",
        "      <td>   {irine</td>\n",
        "      <td> {irina_nom_Pl</td>\n",
        "      <td>   11</td>\n",
        "      <td>         (#{, {i, ir, ri, in, ne, e#)</td>\n",
        "      <td> ({irina, nom, Pl)</td>\n",
        "      <td> ({irina, acc, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>56</th>\n",
        "      <td>   {irina</td>\n",
        "      <td> {irina_gen_Pl</td>\n",
        "      <td>   12</td>\n",
        "      <td>         (#{, {i, ir, ri, in, na, a#)</td>\n",
        "      <td> ({irina, gen, Pl)</td>\n",
        "      <td> ({irina, gen, Sg)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>57</th>\n",
        "      <td> {irinama</td>\n",
        "      <td> {irina_dat_Pl</td>\n",
        "      <td>    2</td>\n",
        "      <td> (#{, {i, ir, ri, in, na, am, ma, a#)</td>\n",
        "      <td> ({irina, dat, Pl)</td>\n",
        "      <td> ({irina, loc, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>58</th>\n",
        "      <td>   {irine</td>\n",
        "      <td> {irina_acc_Pl</td>\n",
        "      <td>   23</td>\n",
        "      <td>         (#{, {i, ir, ri, in, ne, e#)</td>\n",
        "      <td> ({irina, acc, Pl)</td>\n",
        "      <td> ({irina, acc, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>59</th>\n",
        "      <td> {irinama</td>\n",
        "      <td> {irina_ins_Pl</td>\n",
        "      <td>    2</td>\n",
        "      <td> (#{, {i, ir, ri, in, na, am, ma, a#)</td>\n",
        "      <td> ({irina, ins, Pl)</td>\n",
        "      <td> ({irina, loc, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>60</th>\n",
        "      <td> {irinama</td>\n",
        "      <td> {irina_loc_Pl</td>\n",
        "      <td>    3</td>\n",
        "      <td> (#{, {i, ir, ri, in, na, am, ma, a#)</td>\n",
        "      <td> ({irina, loc, Pl)</td>\n",
        "      <td> ({irina, loc, Pl)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>3240 rows \u00d7 6 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "    WordForm      LemmaCase  Frequency                                  Cues  \\\n",
        "1       yena    yena_nom_Sg        576                  (#y, ye, en, na, a#)   \n",
        "2       yene    yena_gen_Sg        229                  (#y, ye, en, ne, e#)   \n",
        "3       yeni    yena_dat_Sg         55                  (#y, ye, en, ni, i#)   \n",
        "4       yenu    yena_acc_Sg        167                  (#y, ye, en, nu, u#)   \n",
        "5      yenom    yena_ins_Sg         39              (#y, ye, en, no, om, m#)   \n",
        "6       yeni    yena_loc_Sg         16                  (#y, ye, en, ni, i#)   \n",
        "7       yene    yena_nom_Pl        415                  (#y, ye, en, ne, e#)   \n",
        "8       yena    yena_gen_Pl        336                  (#y, ye, en, na, a#)   \n",
        "9     yenama    yena_dat_Pl         33          (#y, ye, en, na, am, ma, a#)   \n",
        "10      yene    yena_acc_Pl        136                  (#y, ye, en, ne, e#)   \n",
        "11    yenama    yena_ins_Pl         24          (#y, ye, en, na, am, ma, a#)   \n",
        "12    yenama    yena_loc_Pl          4          (#y, ye, en, na, am, ma, a#)   \n",
        "13      yeqa    yeqa_nom_Sg        179                  (#y, ye, eq, qa, a#)   \n",
        "14      yeqe    yeqa_gen_Sg         54                  (#y, ye, eq, qe, e#)   \n",
        "15      yeqi    yeqa_dat_Sg          7                  (#y, ye, eq, qi, i#)   \n",
        "16      yequ    yeqa_acc_Sg         95                  (#y, ye, eq, qu, u#)   \n",
        "17     yeqom    yeqa_ins_Sg         30              (#y, ye, eq, qo, om, m#)   \n",
        "18      yeqi    yeqa_loc_Sg         43                  (#y, ye, eq, qi, i#)   \n",
        "19      yeqe    yeqa_nom_Pl        102                  (#y, ye, eq, qe, e#)   \n",
        "20      yeqa    yeqa_gen_Pl        164                  (#y, ye, eq, qa, a#)   \n",
        "21    yeqama    yeqa_dat_Pl          3          (#y, ye, eq, qa, am, ma, a#)   \n",
        "22      yeqe    yeqa_acc_Pl         84                  (#y, ye, eq, qe, e#)   \n",
        "23    yeqama    yeqa_ins_Pl         14          (#y, ye, eq, qa, am, ma, a#)   \n",
        "24    yeqama    yeqa_loc_Pl          7          (#y, ye, eq, qa, am, ma, a#)   \n",
        "25     yivot   yivot_nom_Sg        991              (#y, yi, iv, vo, ot, t#)   \n",
        "26    yivota   yivot_gen_Sg       1004          (#y, yi, iv, vo, ot, ta, a#)   \n",
        "27    yivotu   yivot_dat_Sg        100          (#y, yi, iv, vo, ot, tu, u#)   \n",
        "28     yivot   yivot_acc_Sg        799              (#y, yi, iv, vo, ot, t#)   \n",
        "29   yivotom   yivot_ins_Sg        142      (#y, yi, iv, vo, ot, to, om, m#)   \n",
        "30    yivotu   yivot_loc_Sg        248          (#y, yi, iv, vo, ot, tu, u#)   \n",
        "31    yivoti   yivot_nom_Pl         22          (#y, yi, iv, vo, ot, ti, i#)   \n",
        "32    yivota   yivot_gen_Pl         30          (#y, yi, iv, vo, ot, ta, a#)   \n",
        "33  yivotima   yivot_dat_Pl          3  (#y, yi, iv, vo, ot, ti, im, ma, a#)   \n",
        "34    yivote   yivot_acc_Pl         52          (#y, yi, iv, vo, ot, te, e#)   \n",
        "35  yivotima   yivot_ins_Pl          5  (#y, yi, iv, vo, ot, ti, im, ma, a#)   \n",
        "36  yivotima   yivot_loc_Pl          2  (#y, yi, iv, vo, ot, ti, im, ma, a#)   \n",
        "37     {etwa   {etwa_nom_Sg         33              (#{, {e, et, tw, wa, a#)   \n",
        "38     {etwe   {etwa_gen_Sg         10              (#{, {e, et, tw, we, e#)   \n",
        "39     {etwi   {etwa_dat_Sg          1              (#{, {e, et, tw, wi, i#)   \n",
        "40     {etwu   {etwa_acc_Sg         29              (#{, {e, et, tw, wu, u#)   \n",
        "41    {etwom   {etwa_ins_Sg          5          (#{, {e, et, tw, wo, om, m#)   \n",
        "42     {etwi   {etwa_loc_Sg         12              (#{, {e, et, tw, wi, i#)   \n",
        "43     {etwe   {etwa_nom_Pl          6              (#{, {e, et, tw, we, e#)   \n",
        "44     {etwi   {etwa_gen_Pl          5              (#{, {e, et, tw, wi, i#)   \n",
        "45   {etwama   {etwa_dat_Pl          1      (#{, {e, et, tw, wa, am, ma, a#)   \n",
        "46     {etwe   {etwa_acc_Pl         11              (#{, {e, et, tw, we, e#)   \n",
        "47   {etwama   {etwa_ins_Pl          2      (#{, {e, et, tw, wa, am, ma, a#)   \n",
        "48   {etwama   {etwa_loc_Pl          2      (#{, {e, et, tw, wa, am, ma, a#)   \n",
        "49    {irina  {irina_nom_Sg         16          (#{, {i, ir, ri, in, na, a#)   \n",
        "50    {irine  {irina_gen_Sg         28          (#{, {i, ir, ri, in, ne, e#)   \n",
        "51    {irini  {irina_dat_Sg          3          (#{, {i, ir, ri, in, ni, i#)   \n",
        "52    {irinu  {irina_acc_Sg         17          (#{, {i, ir, ri, in, nu, u#)   \n",
        "53   {irinom  {irina_ins_Sg         20      (#{, {i, ir, ri, in, no, om, m#)   \n",
        "54    {irini  {irina_loc_Sg         17          (#{, {i, ir, ri, in, ni, i#)   \n",
        "55    {irine  {irina_nom_Pl         11          (#{, {i, ir, ri, in, ne, e#)   \n",
        "56    {irina  {irina_gen_Pl         12          (#{, {i, ir, ri, in, na, a#)   \n",
        "57  {irinama  {irina_dat_Pl          2  (#{, {i, ir, ri, in, na, am, ma, a#)   \n",
        "58    {irine  {irina_acc_Pl         23          (#{, {i, ir, ri, in, ne, e#)   \n",
        "59  {irinama  {irina_ins_Pl          2  (#{, {i, ir, ri, in, na, am, ma, a#)   \n",
        "60  {irinama  {irina_loc_Pl          3  (#{, {i, ir, ri, in, na, am, ma, a#)   \n",
        "         ...            ...        ...                                   ...   \n",
        "\n",
        "             Outcomes          Predicted  \n",
        "1     (yena, nom, Sg)    (yena, nom, Sg)  \n",
        "2     (yena, gen, Sg)    (yena, nom, Pl)  \n",
        "3     (yena, dat, Sg)    (yena, nom, Sg)  \n",
        "4     (yena, acc, Sg)    (yena, acc, Sg)  \n",
        "5     (yena, ins, Sg)    (yena, ins, Sg)  \n",
        "6     (yena, loc, Sg)    (yena, nom, Sg)  \n",
        "7     (yena, nom, Pl)    (yena, nom, Pl)  \n",
        "8     (yena, gen, Pl)    (yena, nom, Sg)  \n",
        "9     (yena, dat, Pl)    (yena, loc, Pl)  \n",
        "10    (yena, acc, Pl)    (yena, nom, Pl)  \n",
        "11    (yena, ins, Pl)    (yena, loc, Pl)  \n",
        "12    (yena, loc, Pl)    (yena, loc, Pl)  \n",
        "13    (yeqa, nom, Sg)    (yeqa, nom, Sg)  \n",
        "14    (yeqa, gen, Sg)    (yeqa, gen, Sg)  \n",
        "15    (yeqa, dat, Sg)    (yeqa, loc, Sg)  \n",
        "16    (yeqa, acc, Sg)    (yeqa, acc, Sg)  \n",
        "17    (yeqa, ins, Sg)    (yeqa, ins, Sg)  \n",
        "18    (yeqa, loc, Sg)    (yeqa, loc, Sg)  \n",
        "19    (yeqa, nom, Pl)    (yeqa, gen, Sg)  \n",
        "20    (yeqa, gen, Pl)    (yeqa, nom, Sg)  \n",
        "21    (yeqa, dat, Pl)    (yeqa, loc, Pl)  \n",
        "22    (yeqa, acc, Pl)    (yeqa, gen, Sg)  \n",
        "23    (yeqa, ins, Pl)    (yeqa, loc, Pl)  \n",
        "24    (yeqa, loc, Pl)    (yeqa, loc, Pl)  \n",
        "25   (yivot, nom, Sg)   (yivot, nom, Sg)  \n",
        "26   (yivot, gen, Sg)   (yivot, gen, Sg)  \n",
        "27   (yivot, dat, Sg)   (yivot, loc, Sg)  \n",
        "28   (yivot, acc, Sg)   (yivot, nom, Sg)  \n",
        "29   (yivot, ins, Sg)   (yivot, ins, Sg)  \n",
        "30   (yivot, loc, Sg)   (yivot, loc, Sg)  \n",
        "31   (yivot, nom, Pl)   (yivot, gen, Sg)  \n",
        "32   (yivot, gen, Pl)   (yivot, gen, Sg)  \n",
        "33   (yivot, dat, Pl)   (yivot, ins, Pl)  \n",
        "34   (yivot, acc, Pl)   (yivot, gen, Sg)  \n",
        "35   (yivot, ins, Pl)   (yivot, ins, Pl)  \n",
        "36   (yivot, loc, Pl)   (yivot, ins, Pl)  \n",
        "37   ({etwa, nom, Sg)   ({etwa, gen, Sg)  \n",
        "38   ({etwa, gen, Sg)   ({etwa, nom, Sg)  \n",
        "39   ({etwa, dat, Sg)   ({etwa, nom, Pl)  \n",
        "40   ({etwa, acc, Sg)   ({etwa, loc, Sg)  \n",
        "41   ({etwa, ins, Sg)   ({etwa, ins, Sg)  \n",
        "42   ({etwa, loc, Sg)   ({etwa, nom, Pl)  \n",
        "43   ({etwa, nom, Pl)   ({etwa, nom, Sg)  \n",
        "44   ({etwa, gen, Pl)   ({etwa, nom, Pl)  \n",
        "45   ({etwa, dat, Pl)   ({etwa, ins, Pl)  \n",
        "46   ({etwa, acc, Pl)   ({etwa, nom, Sg)  \n",
        "47   ({etwa, ins, Pl)   ({etwa, ins, Pl)  \n",
        "48   ({etwa, loc, Pl)   ({etwa, ins, Pl)  \n",
        "49  ({irina, nom, Sg)  ({irina, gen, Sg)  \n",
        "50  ({irina, gen, Sg)  ({irina, acc, Pl)  \n",
        "51  ({irina, dat, Sg)  ({irina, loc, Sg)  \n",
        "52  ({irina, acc, Sg)  ({irina, acc, Sg)  \n",
        "53  ({irina, ins, Sg)  ({irina, ins, Sg)  \n",
        "54  ({irina, loc, Sg)  ({irina, loc, Sg)  \n",
        "55  ({irina, nom, Pl)  ({irina, acc, Pl)  \n",
        "56  ({irina, gen, Pl)  ({irina, gen, Sg)  \n",
        "57  ({irina, dat, Pl)  ({irina, loc, Pl)  \n",
        "58  ({irina, acc, Pl)  ({irina, acc, Pl)  \n",
        "59  ({irina, ins, Pl)  ({irina, loc, Pl)  \n",
        "60  ({irina, loc, Pl)  ({irina, loc, Pl)  \n",
        "                  ...                ...  \n",
        "\n",
        "[3240 rows x 6 columns]"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sum(serbian.Outcomes == serbian.Predicted) / float(len(serbian.index))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "0.37"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}