TRY-Features.ipynb

{
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  "name": "",
  "signature": "sha256:22369ef7dc05e788a3138711cfafa791490e9b8d38cb7aed6d5c1172c37e4f83"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import features, re\n",
      "import pandas as pd"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 171
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "features.add_config('bdlexique.ini')\n",
      "fs=features.FeatureSystem('phonemes')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print fs.context.properties\n",
      "print fs.context.objects"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(u'+son', u'-son', u'+syl', u'-syl', u'+cons', u'-cons', u'+ant', u'-ant', u'+cor', u'-cor', u'+back', u'-back', u'+high', u'-high', u'+low', u'-low', u'+round', u'-round', u'+ATR', u'-ATR', u'+nas', u'-nas', u'+lat', u'-lat', u'+cont', u'-cont', u'+voice', u'-voice', u'+strid', u'-strid')\n",
        "(u'p', u't', u'k', u'b', u'd', u'g', u'f', u's', u'S', u'v', u'z', u'Z', u'm', u'n', u'J', u'j', u'l', u'r', u'w', u'H', u'i', u'y', u'E', u'e', u'9', u'2', u'6', u'a', u'u', u'O', u'o', u'\\xea', u'\\xfb', u'\\xe2', u'\\xf4')\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def classeNaturelle(liste):\n",
      "    return list(fs.context.extension(fs.context.intension(liste)))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "paires=[(u\"sul6vj\u00f4\",u\"sulEv\"),(u\"s6mj\u00f4\",u\"sEm\"),(u\"dep6sj\u00f4\",u\"depEs\"),(u\"lavj\u00f4\",u\"lav\"),(u\"p\u00e2sj\u00f4\",u\"p\u00e2s\")]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for index, lettre in enumerate(mot1):\n",
      "    if index < len(mot2):\n",
      "        if lettre!=mot2[index]:\n",
      "            liste=[lettre,mot2[index]]\n",
      "            print fs.context.intension(liste)\n",
      "            print classeNaturelle(liste)\n",
      "        else:\n",
      "            print lettre\n",
      "    else:\n",
      "        print lettre"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "NameError",
       "evalue": "name 'mot1' is not defined",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
        "\u001b[0;32m<ipython-input-6-35df53e5837f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlettre\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmot1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmot2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mlettre\u001b[0m\u001b[0;34m!=\u001b[0m\u001b[0mmot2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m             \u001b[0mliste\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlettre\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmot2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m             \u001b[0;32mprint\u001b[0m \u001b[0mfs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mintension\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mliste\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
        "\u001b[0;31mNameError\u001b[0m: name 'mot1' is not defined"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def diff(mot1,mot2):\n",
      "    result=[]\n",
      "    diff1=\"\"\n",
      "    diff2=\"\"\n",
      "    same=\"\"\n",
      "    vide=\".\"\n",
      "    lmax=max(len(mot1),len(mot2))\n",
      "    lmin=min(len(mot1),len(mot2))\n",
      "    for index in range(lmax):\n",
      "        if index < lmin:\n",
      "            if mot1[index]!=mot2[index]:\n",
      "                diff1+=mot1[index]\n",
      "                diff2+=mot2[index]\n",
      "                same+=vide\n",
      "            else:\n",
      "                same+=mot1[index]\n",
      "                diff1+=vide\n",
      "                diff2+=vide\n",
      "        elif index < len(mot1):\n",
      "            diff1+=mot1[index]\n",
      "        elif index < len(mot2):\n",
      "            diff2+=mot2[index]\n",
      "    diff1=diff1.lstrip(\".\")\n",
      "    diff2=diff2.lstrip(\".\")\n",
      "    return (same,diff1,diff2,diff1+\"_\"+diff2)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#%%timeit\n",
      "patrons={}\n",
      "for paire in paires:\n",
      "    (mot1,mot2)=paire\n",
      "    (same, diff1, diff2, patron)=diff(mot1,mot2)\n",
      "    if not patron in patrons:\n",
      "        patrons[patron]=[]\n",
      "    patrons[patron].append(same)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sames=patrons[u'6.j\\xf4_E.']\n",
      "sames"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "[u'sul.v', u's.m', u'dep.s']"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fs.lattice[[x[-1] for x in sames]].extent"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "(u'p', u't', u'b', u'd', u'f', u's', u'v', u'z', u'm', u'n')"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fs.lattice[['m', 'v', 't','a']].intent"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "(u'-back', u'-high', u'-round', u'-ATR', u'-lat')"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "###Embryon de classe pour calculer les patrons"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def diff(mot1,mot2):\n",
      "    result=[]\n",
      "    diff1=\"\"\n",
      "    diff2=\"\"\n",
      "    same=\"\"\n",
      "    vide=\".\"\n",
      "    lmax=max(len(mot1),len(mot2))\n",
      "    lmin=min(len(mot1),len(mot2))\n",
      "    for index in range(lmax):\n",
      "        if index < lmin:\n",
      "            if mot1[index]!=mot2[index]:\n",
      "                diff1+=mot1[index]\n",
      "                diff2+=mot2[index]\n",
      "                same+=vide\n",
      "            else:\n",
      "                same+=mot1[index]\n",
      "                diff1+=vide\n",
      "                diff2+=vide\n",
      "        elif index < len(mot1):\n",
      "            diff1+=mot1[index]\n",
      "        elif index < len(mot2):\n",
      "            diff2+=mot2[index]\n",
      "    diff1=diff1.lstrip(\".\")\n",
      "    diff2=diff2.lstrip(\".\")\n",
      "    return (diff1+\"-\"+diff2)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "class formesPatron:\n",
      "    '''\n",
      "    Accumulateur de formes correspondant \u00e0 un patron pour calcul de la G\u00e9n\u00e9ralisation Minimale (cf. MGL)\n",
      "    '''\n",
      "    def __init__(self):\n",
      "        self.formes=[]\n",
      "\n",
      "#    def __repr__(self):\n",
      "#        return ','.join(self.calculerGM())\n",
      "        \n",
      "    def ajouterForme(self,forme):\n",
      "        self.formes.append(forme)\n",
      "        \n",
      "    def calculerGM(self):\n",
      "        minLongueur=len(min(self.formes, key=len))\n",
      "        maxLongueur=len(max(self.formes, key=len))\n",
      "#        print minLongueur, maxLongueur\n",
      "        positions=[]\n",
      "        if maxLongueur>minLongueur:\n",
      "            positions.append(\"*\")\n",
      "        for i in xrange(minLongueur, 0, -1):\n",
      "            phonemes=[x[-i] for x in self.formes]\n",
      "#            print phonemes\n",
      "            if \".\" in phonemes:\n",
      "                positions.append(\".\")\n",
      "            else:\n",
      "                positions.append(\"\".join(fs.lattice[phonemes].extent))\n",
      "        return positions\n",
      "\n",
      "class pairePatrons:\n",
      "    '''\n",
      "    Accumulateur de triplets (f1,f2,patron) correspondant \u00e0 une paire pour calcul des G\u00e9n\u00e9ralisations Minimales (cf. MGL)\n",
      "    '''\n",
      "    def __init__(self,nom=\"\"):\n",
      "        self.patrons1={}\n",
      "        self.patrons2={}\n",
      "        self.nom=nom\n",
      "\n",
      "#    def __repr__(self):\n",
      "#        return ','.join(self.calculerGM())\n",
      "        \n",
      "    def ajouterFormes(self,forme1,forme2,patron):\n",
      "        patron12=patron\n",
      "        (pat1,pat2)=patron.split(\"-\")\n",
      "        patron21=pat2+\"-\"+pat1\n",
      "        if not patron12 in self.patrons1:\n",
      "            self.patrons1[patron12]=formesPatron()\n",
      "        self.patrons1[patron12].ajouterForme(forme1)\n",
      "        if not patron21 in self.patrons2:\n",
      "            self.patrons2[patron21]=formesPatron()\n",
      "        self.patrons2[patron21].ajouterForme(forme2)\n",
      "        \n",
      "        \n",
      "    def calculerGM(self):\n",
      "        resultat1={}\n",
      "        for patron in self.patrons1:\n",
      "            resultat1[patron]=self.patrons1[patron].calculerGM()\n",
      "        resultat2={}\n",
      "        for patron in self.patrons2:\n",
      "            resultat2[patron]=self.patrons2[patron].calculerGM()\n",
      "        return (resultat1,resultat2) "
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#Classe pour la gestion des patrons, des classes et des transformations"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "class classesPaire:\n",
      "    '''\n",
      "    Gestion des patrons, des classes et des transformations\n",
      "    \n",
      "    ajouterPatron : ajoute un patron et son motif associ\u00e9 (MGL)\n",
      "    ajouterPaire : ajoute une paire de formes, calcule la classe de la forme1 et la r\u00e8gle s\u00e9lectionn\u00e9e\n",
      "    sortirForme : cacule les formes de sortie correspondant \u00e0 la forme1 avec leurs coefficients respectifs\n",
      "    '''\n",
      "    def __init__(self,nom=\"\"):\n",
      "        self.nom=nom\n",
      "        self.classe1={}\n",
      "        self.nbClasse1={}\n",
      "        self.classe2={}\n",
      "        self.patrons={}\n",
      "        self.entree1={}\n",
      "        self.entree2={}\n",
      "        self.sortie1={}\n",
      "        self.sortie2={}\n",
      "    \n",
      "    def ajouterPatron(self,patron,motif):\n",
      "        self.patrons[patron]=motif\n",
      "        (entree1,entree2)=patron.split(\"-\")\n",
      "        self.entree1[patron]=entree1.replace(u\".\",u\"(.)\")\n",
      "        self.entree2[patron]=entree2.replace(u\".\",u\"(.)\")\n",
      "        self.sortie1[patron]=remplacementSortie(entree2)\n",
      "        self.sortie2[patron]=remplacementSortie(entree1)\n",
      "    \n",
      "    def ajouterPaire(self,forme1,forme2):\n",
      "        '''\n",
      "        on calcule la classe de la paire idClasseForme1 et la r\u00e8gle s\u00e9lectionn\u00e9e\n",
      "        on incr\u00e9mente le compteur de la classe et celui de la r\u00e8gle s\u00e9lectionn\u00e9e \u00e0 l'int\u00e9rieur de la classe\n",
      "        '''\n",
      "        classeForme1=[]\n",
      "        regleForme1=\"\"\n",
      "        for patron in self.patrons:\n",
      "            if re.match(self.patrons[patron],forme1):\n",
      "                classeForme1.append(patron)\n",
      "                '''\n",
      "                le +\"$\" permet de forcer l'alignement \u00e0 droite pour les transformations suffixales\n",
      "                '''\n",
      "                if forme2==re.sub(self.entree1[patron]+\"$\",self.sortie1[patron],forme1):\n",
      "                    regleForme1=patron\n",
      "        idClasseForme1=\", \".join(classeForme1)\n",
      "        if not idClasseForme1 in self.classe1:\n",
      "            self.classe1[idClasseForme1]={}\n",
      "            self.nbClasse1[idClasseForme1]=0\n",
      "        if not regleForme1 in self.classe1[idClasseForme1]:\n",
      "            self.classe1[idClasseForme1][regleForme1]=0\n",
      "        self.nbClasse1[idClasseForme1]+=1\n",
      "        self.classe1[idClasseForme1][regleForme1]+=1\n",
      "\n",
      "    def sortirForme1(self,forme1):\n",
      "        classeForme1=[]\n",
      "        sortieForme1={}\n",
      "        for patron in self.patrons:\n",
      "            if re.match(self.patrons[patron],forme1):\n",
      "                classeForme1.append(patron)\n",
      "        if classeForme1:\n",
      "            idClasseForme1=\", \".join(classeForme1)\n",
      "            if idClasseForme1 in self.nbClasse1:\n",
      "                nTotal=self.nbClasse1[idClasseForme1]\n",
      "                for patron in self.classe1[idClasseForme1]:\n",
      "                    forme2=re.sub(self.entree1[patron]+\"$\",self.sortie1[patron],forme1)\n",
      "                    sortieForme1[forme2]=float(self.classe1[idClasseForme1][patron])/nTotal\n",
      "            else:\n",
      "                print forme1\n",
      "                print \"pas de classe\",idClasseForme1\n",
      "                print \"%.2f par forme de sortie\" % (float(1)/len(classeForme1))\n",
      "                nTotal=len(classeForme1)\n",
      "                for patron in classeForme1:\n",
      "                    forme2=re.sub(self.entree1[patron]+\"$\",self.sortie1[patron],forme1)\n",
      "                    sortieForme1[forme2]=float(1)/nTotal\n",
      "        else:\n",
      "            print forme1\n",
      "            print \"pas de patron\"\n",
      "        return sortieForme1\n",
      "        "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 591
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "test=classesPaire(\"inf-pi3S\")\n",
      "regles1DF.apply(lambda x: test.ajouterPatron(x[\"patron\"],x[\"motif\"]), axis=1)\n",
      "formesDF.apply(lambda x: test.ajouterPaire(x[\"forme1\"],x[\"forme2\"]), axis=1)\n",
      "test.classe1"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 596,
       "text": [
        "{u'6.e-2., 6.e-E., e-, 6.e-9.': {u'6.e-9.': 1, u'6.e-E.': 4},\n",
        " u'6.e-E., e-, 6.e-9.': {u'6.e-E.': 6},\n",
        " u'6.ir-9., r-, ir-': {u'6.ir-9.': 1},\n",
        " u'6nir-j\\xea, r-': {u'6nir-j\\xea': 6},\n",
        " u'6vwar-wa, r-': {u'6vwar-wa': 2},\n",
        " u'Etr-sHi': {u'Etr-sHi': 1},\n",
        " u'dr-': {u'dr-': 14},\n",
        " u'e-': {u'e-': 177},\n",
        " u'e-, 6.e-9.': {u'6.e-9.': 1},\n",
        " u'e-, O.e-o.': {u'O.e-o.': 8, u'e-': 14},\n",
        " u'e-, ale-vE': {u'ale-vE': 1},\n",
        " u'e-, je-': {u'je-': 2},\n",
        " u'je-i, e-': {u'je-i': 6},\n",
        " u'mir-, r-': {u'mir-': 1},\n",
        " u'r-': {u'r-': 19},\n",
        " u'r-, avwar-E': {u'avwar-E': 2},\n",
        " u'r-, ir-': {u'ir-': 5, u'r-': 2},\n",
        " u'r-, u.ir-9.': {u'u.ir-9.': 1},\n",
        " u'r-, ulwar-2': {u'ulwar-2': 1},\n",
        " u'r-, uvwar-2': {u'uvwar-2': 1},\n",
        " u'r-, war-je': {u'r-': 1, u'war-je': 1},\n",
        " u'te-pt, e-': {u'e-': 1},\n",
        " u'tir-, r-': {u'tir-': 5},\n",
        " u'tr-': {u'tr-': 5},\n",
        " u'vir-, r-': {u'vir-': 1},\n",
        " u'vr-': {u'vr-': 1}}"
       ]
      }
     ],
     "prompt_number": 596
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "test.sortirForme1(u\"k\u00f4te\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 605,
       "text": [
        "{u'k\\xf4t': 1.0}"
       ]
      }
     ],
     "prompt_number": 605
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "test=pairePatrons()\n",
      "for paire in paires:\n",
      "    test.ajouterFormes(paire[0],paire[1], diff(*paire))\n",
      "struct=test.calculerGM()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def patron2regexp(morceaux):\n",
      "    result=\"^\"\n",
      "    for morceau in morceaux:\n",
      "        if morceau==\"*\":\n",
      "            result+=\"(.*)\"\n",
      "        elif len(morceau)>1:\n",
      "            result+=\"([\"+morceau+\"])\"\n",
      "        else:\n",
      "            result+=morceau\n",
      "    result+=\"$\"\n",
      "    result=result.replace(\")(\",\"\")\n",
      "    return result"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 33
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#Embryon de transformation des formes\n",
      "##Pr\u00e9paration des donn\u00e9es\n",
      "- *forme* \u00e0 tranformer\n",
      "- *patron* \u00e0 utiliser pour la transformation\n",
      "- *filtre* \u00e0 utiliser pour contr\u00f4ler le rapport entre la forme et le patron\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "forme=u\"\u00e2p6z\u00f4\"\n",
      "patron=u'6.\\xf4-E.'\n",
      "patronRegexp=re.compile(u'^(.*)6([ptkbdgfsSvzZmnJjlrwHiyEe926uOo\\xea\\xfb\\xf4])\\xf4$')\n",
      "patronRegexp"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 157,
       "text": [
        "re.compile(ur'^(.*)6([ptkbdgfsSvzZmnJjlrwHiyEe926uOo\\xea\\xfb\\xf4])\\xf4$')"
       ]
      }
     ],
     "prompt_number": 157
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "regles1={u'6.e-2.': u'^(.*[bdgvzZmnJjr])6([tdszn])e$', u'mir-': u'^(.*)dOrmir$', u'6.e-E.': u'^(.*[ptkbdgfsSvzZmnJjlr])6([ptbdfsvzmnl])e$', u'ir-a': u'^wir$', u'6vwar-wa': u'^(.*[tdsz])6vwar$', u'alwar-o': u'^valwar$', u'tir-': u'^(.*[ptbdfsvzmnrE96aO\\xea\\xfb\\xe2\\xf4][r6\\xe2])tir$', u'te-pt': u'^(.*[dz][\\xe2\\xf4])te$', u'Ee-e': u'^(.*[kg])rEe$', u'je-i': u'^(.*[ptkbdgfsSvzZmnJlr])je$', u'6..e-9..': u'^(.*)6([pkbgfv][lr])e$', u'vr-': u'^(.*[vjH])ivr$', u'O.e-o.': u'^(.*)O([ptkbdgfsSvzZmnJlr])e$', u'tr-': u'^(.*[ptkbdgfsSvzZmnJjrwH][iyEe926auOo])tr$', u'dr-': u'^(.*[ptkbdgfsSvzZjlrwHE96O][jrwHiyEe926auOo\\xea\\xfb\\xe2\\xf4])dr$', u'kr-': u'^k\\xf4v\\xeakr$', u'6nir-j\\xea': u'^(.*[ptbdfsvz])6nir$', u'Or-o': u'^klOr$', u'e-': u'^(.*[ptkbdgfsSvzZmnJjlrwHiyEe926uOo\\xea\\xfb\\xf4])e$', u'6.ir-9.': u'^(.*)k6jir$', u'pr-': u'^(.*)r\\xf4pr$', u'jir-': u'^bujir$', u'vir-': u'^(.*)sErvir$', u'Etr-sHi': u'^Etr$', u'Erir-jEr': u'^(.*[E6a])kErir$', u'u.ir-9.': u'^murir$', u'air-E': u'^air$', u'ulwar-2': u'^vulwar$', u'war-je': u'^aswar$', u'avwar-E': u'^(.*)avwar$', u'6.e-9.': u'^(.*[ptkbdgfsSvzZmnJlr])6([ptbdfsvzmnlr])e$', u'6..e-2..': u'^(.*[pbfvm])6([ptkbdg][lr])e$', u'O..e-o..': u'^vOtre$', u'ir-': u'^(.*[ptkbdgfsSvzZjrwHiyEe926uOo][fvjrwHiyEe926auOo][jr])ir$', u'ale-vE': u'^ale$', u'r-': u'^(.*[ptkbdgfsSvzZmnJjlrwHiyEe926auOo\\xea\\xfb\\xe2\\xf4][iyEe92a])r$', u'uvwar-2': u'^(.*[pbm])uvwar$', u'je-': u'^(.*[ptkbdgfsSvzZmnJlr])waje$'}"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 159
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "m=patronRegexp.match(forme)\n",
      "if m:\n",
      "    (entree,sortie)=patron.split(\"-\")\n",
      "    entree=entree.replace(\".\",\"(.)\")\n",
      "    n=1\n",
      "    nsortie=\"\"\n",
      "    for lettre in sortie:\n",
      "        if lettre==\".\":\n",
      "            nsortie+=\"\\g<%d>\"%n\n",
      "            n+=1\n",
      "        else:\n",
      "            nsortie+=lettre\n",
      "    print entree,nsortie\n",
      "    print re.sub(entree,nsortie,forme)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "6(.)\u00f4 E\\g<1>\n",
        "\u00e2pEz\n"
       ]
      }
     ],
     "prompt_number": 158
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def remplacementSortie(sortie):\n",
      "    n=1\n",
      "    nsortie=\"\"\n",
      "    for lettre in sortie:\n",
      "        if lettre==\".\":\n",
      "            nsortie+=\"\\g<%d>\"%n\n",
      "            n+=1\n",
      "        else:\n",
      "            nsortie+=lettre\n",
      "    return nsortie"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 216
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "regles1DF=pd.DataFrame(regles1.items(),columns=[\"patron\",\"motif\"])\n",
      "regles1DF[\"entree1\"]=regles1DF[\"patron\"].apply(lambda x: x.split(u\"-\")[0].replace(u\".\",u\"(.)\"))\n",
      "regles1DF[\"sortie1\"]=regles1DF[\"patron\"].apply(lambda x: remplacementSortie(x.split(u\"-\")[1]))\n",
      "regles1DF"
     ],
     "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>patron</th>\n",
        "      <th>motif</th>\n",
        "      <th>entree1</th>\n",
        "      <th>sortie1</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td>   6.e-2.</td>\n",
        "      <td>                    ^(.*[bdgvzZmnJjr])6([tdszn])e$</td>\n",
        "      <td>    6(.)e</td>\n",
        "      <td>      2\\g&lt;1&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>     mir-</td>\n",
        "      <td>                                      ^(.*)dOrmir$</td>\n",
        "      <td>      mir</td>\n",
        "      <td>            </td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>  6.ir-9.</td>\n",
        "      <td>                                       ^(.*)k6jir$</td>\n",
        "      <td>   6(.)ir</td>\n",
        "      <td>      9\\g&lt;1&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>   6.e-E.</td>\n",
        "      <td>       ^(.*[ptkbdgfsSvzZmnJjlr])6([ptbdfsvzmnl])e$</td>\n",
        "      <td>    6(.)e</td>\n",
        "      <td>      E\\g&lt;1&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td>     ir-a</td>\n",
        "      <td>                                             ^wir$</td>\n",
        "      <td>       ir</td>\n",
        "      <td>           a</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td>      pr-</td>\n",
        "      <td>                                        ^(.*)r\u00f4pr$</td>\n",
        "      <td>       pr</td>\n",
        "      <td>            </td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>       r-</td>\n",
        "      <td> ^(.*[ptkbdgfsSvzZmnJjlrwHiyEe926auOo\u00ea\u00fb\u00e2\u00f4][iyEe...</td>\n",
        "      <td>        r</td>\n",
        "      <td>            </td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>     jir-</td>\n",
        "      <td>                                           ^bujir$</td>\n",
        "      <td>      jir</td>\n",
        "      <td>            </td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td>     vir-</td>\n",
        "      <td>                                      ^(.*)sErvir$</td>\n",
        "      <td>      vir</td>\n",
        "      <td>            </td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>     Ee-e</td>\n",
        "      <td>                                     ^(.*[kg])rEe$</td>\n",
        "      <td>       Ee</td>\n",
        "      <td>           e</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> O..e-o..</td>\n",
        "      <td>                                           ^vOtre$</td>\n",
        "      <td> O(.)(.)e</td>\n",
        "      <td> o\\g&lt;1&gt;\\g&lt;2&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>   O.e-o.</td>\n",
        "      <td>                     ^(.*)O([ptkbdgfsSvzZmnJlr])e$</td>\n",
        "      <td>    O(.)e</td>\n",
        "      <td>      o\\g&lt;1&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>   war-je</td>\n",
        "      <td>                                           ^aswar$</td>\n",
        "      <td>      war</td>\n",
        "      <td>          je</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>    te-pt</td>\n",
        "      <td>                                  ^(.*[dz][\u00e2\u00f4])te$</td>\n",
        "      <td>       te</td>\n",
        "      <td>          pt</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>  alwar-o</td>\n",
        "      <td>                                          ^valwar$</td>\n",
        "      <td>    alwar</td>\n",
        "      <td>           o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>     je-i</td>\n",
        "      <td>                       ^(.*[ptkbdgfsSvzZmnJlr])je$</td>\n",
        "      <td>       je</td>\n",
        "      <td>           i</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>    air-E</td>\n",
        "      <td>                                             ^air$</td>\n",
        "      <td>      air</td>\n",
        "      <td>           E</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>       e-</td>\n",
        "      <td>        ^(.*[ptkbdgfsSvzZmnJjlrwHiyEe926uOo\u00ea\u00fb\u00f4])e$</td>\n",
        "      <td>        e</td>\n",
        "      <td>            </td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td> 6..e-9..</td>\n",
        "      <td>                            ^(.*)6([pkbgfv][lr])e$</td>\n",
        "      <td> 6(.)(.)e</td>\n",
        "      <td> 9\\g&lt;1&gt;\\g&lt;2&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>      vr-</td>\n",
        "      <td>                                    ^(.*[vjH])ivr$</td>\n",
        "      <td>       vr</td>\n",
        "      <td>            </td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>  u.ir-9.</td>\n",
        "      <td>                                           ^murir$</td>\n",
        "      <td>   u(.)ir</td>\n",
        "      <td>      9\\g&lt;1&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td> Erir-jEr</td>\n",
        "      <td>                                  ^(.*[E6a])kErir$</td>\n",
        "      <td>     Erir</td>\n",
        "      <td>         jEr</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>     Or-o</td>\n",
        "      <td>                                            ^klOr$</td>\n",
        "      <td>       Or</td>\n",
        "      <td>           o</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>      tr-</td>\n",
        "      <td>        ^(.*[ptkbdgfsSvzZmnJjrwH][iyEe926auOo])tr$</td>\n",
        "      <td>       tr</td>\n",
        "      <td>            </td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>  Etr-sHi</td>\n",
        "      <td>                                             ^Etr$</td>\n",
        "      <td>      Etr</td>\n",
        "      <td>         sHi</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>  ulwar-2</td>\n",
        "      <td>                                          ^vulwar$</td>\n",
        "      <td>    ulwar</td>\n",
        "      <td>           2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>  uvwar-2</td>\n",
        "      <td>                                  ^(.*[pbm])uvwar$</td>\n",
        "      <td>    uvwar</td>\n",
        "      <td>           2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>     tir-</td>\n",
        "      <td>              ^(.*[ptbdfsvzmnrE96aO\u00ea\u00fb\u00e2\u00f4][r6\u00e2])tir$</td>\n",
        "      <td>      tir</td>\n",
        "      <td>            </td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>  avwar-E</td>\n",
        "      <td>                                       ^(.*)avwar$</td>\n",
        "      <td>    avwar</td>\n",
        "      <td>           E</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>   6.e-9.</td>\n",
        "      <td>       ^(.*[ptkbdgfsSvzZmnJlr])6([ptbdfsvzmnlr])e$</td>\n",
        "      <td>    6(.)e</td>\n",
        "      <td>      9\\g&lt;1&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td> 6..e-2..</td>\n",
        "      <td>                     ^(.*[pbfvm])6([ptkbdg][lr])e$</td>\n",
        "      <td> 6(.)(.)e</td>\n",
        "      <td> 2\\g&lt;1&gt;\\g&lt;2&gt;</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>      dr-</td>\n",
        "      <td> ^(.*[ptkbdgfsSvzZjlrwHE96O][jrwHiyEe926auOo\u00ea\u00fb\u00e2...</td>\n",
        "      <td>       dr</td>\n",
        "      <td>            </td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>      ir-</td>\n",
        "      <td> ^(.*[ptkbdgfsSvzZjrwHiyEe926uOo][fvjrwHiyEe926...</td>\n",
        "      <td>       ir</td>\n",
        "      <td>            </td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>      kr-</td>\n",
        "      <td>                                          ^k\u00f4v\u00eakr$</td>\n",
        "      <td>       kr</td>\n",
        "      <td>            </td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>   ale-vE</td>\n",
        "      <td>                                             ^ale$</td>\n",
        "      <td>      ale</td>\n",
        "      <td>          vE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>  6nir-j\u00ea</td>\n",
        "      <td>                              ^(.*[ptbdfsvz])6nir$</td>\n",
        "      <td>     6nir</td>\n",
        "      <td>          j\u00ea</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td> 6vwar-wa</td>\n",
        "      <td>                                 ^(.*[tdsz])6vwar$</td>\n",
        "      <td>    6vwar</td>\n",
        "      <td>          wa</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>      je-</td>\n",
        "      <td>                     ^(.*[ptkbdgfsSvzZmnJlr])waje$</td>\n",
        "      <td>       je</td>\n",
        "      <td>            </td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 401,
       "text": [
        "      patron                                              motif   entree1  \\\n",
        "0     6.e-2.                     ^(.*[bdgvzZmnJjr])6([tdszn])e$     6(.)e   \n",
        "1       mir-                                       ^(.*)dOrmir$       mir   \n",
        "2    6.ir-9.                                        ^(.*)k6jir$    6(.)ir   \n",
        "3     6.e-E.        ^(.*[ptkbdgfsSvzZmnJjlr])6([ptbdfsvzmnl])e$     6(.)e   \n",
        "4       ir-a                                              ^wir$        ir   \n",
        "5        pr-                                         ^(.*)r\u00f4pr$        pr   \n",
        "6         r-  ^(.*[ptkbdgfsSvzZmnJjlrwHiyEe926auOo\u00ea\u00fb\u00e2\u00f4][iyEe...         r   \n",
        "7       jir-                                            ^bujir$       jir   \n",
        "8       vir-                                       ^(.*)sErvir$       vir   \n",
        "9       Ee-e                                      ^(.*[kg])rEe$        Ee   \n",
        "10  O..e-o..                                            ^vOtre$  O(.)(.)e   \n",
        "11    O.e-o.                      ^(.*)O([ptkbdgfsSvzZmnJlr])e$     O(.)e   \n",
        "12    war-je                                            ^aswar$       war   \n",
        "13     te-pt                                   ^(.*[dz][\u00e2\u00f4])te$        te   \n",
        "14   alwar-o                                           ^valwar$     alwar   \n",
        "15      je-i                        ^(.*[ptkbdgfsSvzZmnJlr])je$        je   \n",
        "16     air-E                                              ^air$       air   \n",
        "17        e-         ^(.*[ptkbdgfsSvzZmnJjlrwHiyEe926uOo\u00ea\u00fb\u00f4])e$         e   \n",
        "18  6..e-9..                             ^(.*)6([pkbgfv][lr])e$  6(.)(.)e   \n",
        "19       vr-                                     ^(.*[vjH])ivr$        vr   \n",
        "20   u.ir-9.                                            ^murir$    u(.)ir   \n",
        "21  Erir-jEr                                   ^(.*[E6a])kErir$      Erir   \n",
        "22      Or-o                                             ^klOr$        Or   \n",
        "23       tr-         ^(.*[ptkbdgfsSvzZmnJjrwH][iyEe926auOo])tr$        tr   \n",
        "24   Etr-sHi                                              ^Etr$       Etr   \n",
        "25   ulwar-2                                           ^vulwar$     ulwar   \n",
        "26   uvwar-2                                   ^(.*[pbm])uvwar$     uvwar   \n",
        "27      tir-               ^(.*[ptbdfsvzmnrE96aO\u00ea\u00fb\u00e2\u00f4][r6\u00e2])tir$       tir   \n",
        "28   avwar-E                                        ^(.*)avwar$     avwar   \n",
        "29    6.e-9.        ^(.*[ptkbdgfsSvzZmnJlr])6([ptbdfsvzmnlr])e$     6(.)e   \n",
        "30  6..e-2..                      ^(.*[pbfvm])6([ptkbdg][lr])e$  6(.)(.)e   \n",
        "31       dr-  ^(.*[ptkbdgfsSvzZjlrwHE96O][jrwHiyEe926auOo\u00ea\u00fb\u00e2...        dr   \n",
        "32       ir-  ^(.*[ptkbdgfsSvzZjrwHiyEe926uOo][fvjrwHiyEe926...        ir   \n",
        "33       kr-                                           ^k\u00f4v\u00eakr$        kr   \n",
        "34    ale-vE                                              ^ale$       ale   \n",
        "35   6nir-j\u00ea                               ^(.*[ptbdfsvz])6nir$      6nir   \n",
        "36  6vwar-wa                                  ^(.*[tdsz])6vwar$     6vwar   \n",
        "37       je-                      ^(.*[ptkbdgfsSvzZmnJlr])waje$        je   \n",
        "\n",
        "        sortie1  \n",
        "0        2\\g<1>  \n",
        "1                \n",
        "2        9\\g<1>  \n",
        "3        E\\g<1>  \n",
        "4             a  \n",
        "5                \n",
        "6                \n",
        "7                \n",
        "8                \n",
        "9             e  \n",
        "10  o\\g<1>\\g<2>  \n",
        "11       o\\g<1>  \n",
        "12           je  \n",
        "13           pt  \n",
        "14            o  \n",
        "15            i  \n",
        "16            E  \n",
        "17               \n",
        "18  9\\g<1>\\g<2>  \n",
        "19               \n",
        "20       9\\g<1>  \n",
        "21          jEr  \n",
        "22            o  \n",
        "23               \n",
        "24          sHi  \n",
        "25            2  \n",
        "26            2  \n",
        "27               \n",
        "28            E  \n",
        "29       9\\g<1>  \n",
        "30  2\\g<1>\\g<2>  \n",
        "31               \n",
        "32               \n",
        "33               \n",
        "34           vE  \n",
        "35           j\u00ea  \n",
        "36           wa  \n",
        "37               "
       ]
      }
     ],
     "prompt_number": 401
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "formes1=[u\"ab\u00e2dOne\",u\"aksEpte\",u\"ak\u00f4paJe\",u\"ak6jir\",u\"aksElEre\",u\"aS6te\",u\"adOre\",u\"Ede\",u\"Eme\",u\"ale\",u\"al\u00f4Ze\",u\"am6ne\",u\"amyze\",u\"amEljOre\",u\"an\u00f4se\",u\"ap6le\",u\"aplike\",u\"apOrte\",u\"apr\u00e2dr\",u\"aprEsje\",u\"apHie\",u\"araSe\",u\"ar\u00e2Ze\",u\"arive\",u\"arEte\",u\"aspire\",u\"asyre\",u\"ataSe\",u\"atake\",u\"at\u00e2dr\",u\"atErir\",u\"atire\",u\"atrape\",u\"Ogm\u00e2te\",u\"avale\",u\"avwar\",u\"bEze\",u\"batr\",u\"blEse\",u\"bwar\",u\"bOse\",u\"buZe\",u\"bryle\",u\"kaSe\",u\"kalme\",u\"kase\",u\"kOze\",u\"sEse\",u\"S\u00e2Ze\",u\"S\u00e2te\",u\"SarZe\",u\"SErSe\",u\"Swazir\",u\"kOJe\",u\"kOm\u00e2de\",u\"kOm\u00e2se\",u\"k\u00f4pr\u00e2dr\",u\"k\u00f4te\",u\"k\u00f4dHir\",u\"k\u00f4firme\",u\"k\u00f4f\u00f4dr\",u\"kOnEtr\",u\"k\u00f4sidEre\",u\"k\u00f4state\",u\"k\u00f4tinye\",u\"kuSe\",u\"kupe\",u\"kuvrir\",u\"kute\",u\"krake\",u\"kr6ve\",u\"krie\",u\"krwar\",u\"d6m\u00e2de\",u\"dEs\u00e2dr\",u\"d6v6nir\",u\"d6vine\",u\"d6vwar\",u\"dir\",u\"diriZe\",u\"diskyte\",u\"dOne\",u\"dOrmir\",u\"dute\",u\"dEbarase\",u\"dEside\",u\"dEkOne\",u\"dEkuvrir\",u\"dEfEr\",u\"dEf\u00e2dr\",u\"dEZ6ne\",u\"dElivre\",u\"dEp\u00e2se\",u\"dEpOze\",u\"dEr\u00e2Ze\",u\"dEzabije\",u\"\u00e2brase\",u\"\u00e2m6ne\",u\"\u00e2mEnaZe\",u\"\u00e2pOrte\",u\"\u00e2pr\u00fbte\",u\"\u00e2pESe\",u\"\u00e2fErme\",u\"\u00e2f\u00f4se\",u\"\u00e2fHir\",u\"\u00e2l6ve\",u\"\u00e2t\u00e2dr\",u\"\u00e2tEre\",u\"\u00e2tre\",u\"\u00e2vje\",u\"\u00e2vwaje\",u\"EspEre\",u\"EsEje\",u\"EsHie\",u\"Ekskyze\",u\"Egziste\",u\"Esplike\",u\"EsplOze\",u\"fEr\",u\"fErme\",u\"file\",u\"f\u00f4se\",u\"futr\",u\"frEne\",u\"fyme\",u\"fElisite\",u\"gaJe\",u\"garde\",u\"gare\",u\"grate\",u\"gr\u00eape\",u\"gaSe\",u\"abije\",u\"imaZine\",u\"\u00eakjEte\",u\"\u00eastale\",u\"Z6te\",u\"Zw\u00eadr\",u\"Zue\",u\"Zyre\",u\"lEse\",u\"l\u00e2se\",u\"lave\",u\"l6ve\",u\"libEre\",u\"lir\",u\"lue\",u\"laSe\",u\"m\u00e2de\",u\"m\u00e2Ze\",u\"m\u00e2ke\",u\"marSe\",u\"marje\",u\"marke\",u\"m6nase\",u\"m\u00e2tir\",u\"mEtr\",u\"m\u00f4te\",u\"m\u00f4tre\",u\"mOke\",u\"murir\",u\"mEle\",u\"nEgOsje\",u\"ObEir\",u\"Okype\",u\"Ofrir\",u\"ublie\",u\"uvrir\",u\"pardOne\",u\"parle\",u\"partaZe\",u\"partir\",u\"pase\",u\"pEje\",u\"p\u00e2se\",u\"pErdr\",u\"pike\",u\"plase\",u\"pl\u00eadr\",u\"plEr\",u\"plane\",u\"pl\u00e2ke\",u\"pl6re\",u\"pOrte\",u\"pOze\",u\"pOsEde\",u\"puse\",u\"puvwar\",u\"pr\u00e2dr\",u\"prie\",u\"prOmEtr\",u\"prOtEZe\",u\"pruve\",u\"prOvOke\",u\"prEpare\",u\"prEz\u00e2te\",u\"prEv6nir\",u\"pye\",u\"kite\",u\"rak\u00f4te\",u\"ramase\",u\"ram6ne\",u\"r\u00e2Ze\",u\"rap6le\",u\"rapOrte\",u\"ratrape\",u\"r6s6vwar\",u\"r6kOm\u00e2se\",u\"r6fyze\",u\"r6garde\",u\"r6mErsje\",u\"r\u00e2plase\",u\"r\u00e2plir\",u\"r\u00e2k\u00f4tre\",u\"r\u00e2dr\",u\"r\u00e2tre\",u\"r\u00e2vwaje\",u\"r6pOze\",u\"r6puse\",u\"rEspire\",u\"r6s\u00e2ble\",u\"r6s\u00e2tir\",u\"rEste\",u\"r6turne\",u\"r6truve\",u\"r6v6nir\",u\"r6vwar\",u\"rule\",u\"rEsite\",u\"rEflESir\",u\"rEgle\",u\"rEJe\",u\"rEp\u00f4dr\",u\"rEpEte\",u\"rEzErve\",u\"rEziste\",u\"rEynir\",u\"rEvEje\",u\"rEvEle\",u\"sOte\",u\"sOve\",u\"savwar\",u\"s\u00e2tir\",u\"sErvir\",u\"sOne\",u\"sOrtir\",u\"sufle\",u\"sufrir\",u\"suEte\",u\"surir\",u\"suv6nir\",u\"sHivr\",u\"sypOrte\",u\"sypOze\",u\"syrfe\",u\"tEr\",u\"t6nir\",u\"tErmine\",u\"tire\",u\"t\u00f4be\",u\"tuSe\",u\"turm\u00e2te\",u\"turne\",u\"trEte\",u\"tr\u00e2sfOrme\",u\"travaje\",u\"trEne\",u\"tripOte\",u\"tr\u00f4pe\",u\"truve\",u\"tye\",u\"v\u00e2dr\",u\"v6nir\",u\"vwar\",u\"vOle\",u\"vOmir\",u\"vulwar\",u\"vwajaZe\",u\"vErifje\",u\"ESape\",u\"Eklate\",u\"Ekute\",u\"Ekraze\",u\"Ekrir\",u\"Epuze\",u\"Epruve\",u\"EtOne\",u\"Evite\",u\"Etr\",u\"aswar\",u\"aswar\"]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 163
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "formes2=[u\"ab\u00e2dOn\",u\"aksEpt\",u\"ak\u00f4paJ\",u\"ak9j\",u\"aksElEr\",u\"aSEt\",u\"adOr\",u\"Ed\",u\"Em\",u\"vE\",u\"al\u00f4Z\",u\"amEn\",u\"amyz\",u\"amEljOr\",u\"an\u00f4s\",u\"apEl\",u\"aplik\",u\"apOrt\",u\"apr\u00e2\",u\"aprEsi\",u\"apHi\",u\"araS\",u\"ar\u00e2Z\",u\"ariv\",u\"arEt\",u\"aspir\",u\"asyr\",u\"ataS\",u\"atak\",u\"at\u00e2\",u\"atEri\",u\"atir\",u\"atrap\",u\"Ogm\u00e2t\",u\"aval\",u\"E\",u\"bEz\",u\"ba\",u\"blEs\",u\"bwa\",u\"bOs\",u\"buZ\",u\"bryl\",u\"kaS\",u\"kalm\",u\"kas\",u\"koz\",u\"sEs\",u\"S\u00e2Z\",u\"S\u00e2t\",u\"SarZ\",u\"SErS\",u\"Swazi\",u\"kOJ\",u\"kOm\u00e2d\",u\"kOm\u00e2s\",u\"k\u00f4pr\u00e2\",u\"k\u00f4t\",u\"k\u00f4dHi\",u\"k\u00f4firm\",u\"k\u00f4f\u00f4\",u\"kOnE\",u\"k\u00f4sidEr\",u\"k\u00f4stat\",u\"k\u00f4tiny\",u\"kuS\",u\"kup\",u\"kuvr\",u\"kut\",u\"krak\",u\"krEv\",u\"kri\",u\"krwa\",u\"d6m\u00e2d\",u\"dEs\u00e2\",u\"d6vj\u00ea\",u\"d6vin\",u\"dwa\",u\"di\",u\"diriZ\",u\"diskyt\",u\"dOn\",u\"dOr\",u\"dut\",u\"dEbaras\",u\"dEsid\",u\"dEkOn\",u\"dEkuvr\",u\"dEfE\",u\"dEf\u00e2\",u\"dEZ9n\",u\"dElivr\",u\"dEp\u00e2s\",u\"dEpoz\",u\"dEr\u00e2Z\",u\"dEzabij\",u\"\u00e2bras\",u\"\u00e2mEn\",u\"\u00e2mEnaZ\",u\"\u00e2pOrt\",u\"\u00e2pr\u00fbt\",u\"\u00e2pES\",u\"\u00e2fErm\",u\"\u00e2f\u00f4s\",u\"\u00e2fHi\",u\"\u00e2lEv\",u\"\u00e2t\u00e2\",u\"\u00e2tEr\",u\"\u00e2tr\",u\"\u00e2vi\",u\"\u00e2vwa\",u\"EspEr\",u\"EsEj\",u\"EsHi\",u\"Ekskyz\",u\"Egzist\",u\"Esplik\",u\"Esploz\",u\"fE\",u\"fErm\",u\"fil\",u\"f\u00f4s\",u\"fu\",u\"frEn\",u\"fym\",u\"fElisit\",u\"gaJ\",u\"gard\",u\"gar\",u\"grat\",u\"gr\u00eap\",u\"gaS\",u\"abij\",u\"imaZin\",u\"\u00eakjEt\",u\"\u00eastal\",u\"ZEt\",u\"Zw\u00ea\",u\"Zu\",u\"Zyr\",u\"lEs\",u\"l\u00e2s\",u\"lav\",u\"lEv\",u\"libEr\",u\"li\",u\"lu\",u\"laS\",u\"m\u00e2d\",u\"m\u00e2Z\",u\"m\u00e2k\",u\"marS\",u\"mari\",u\"mark\",u\"m6nas\",u\"m\u00e2\",u\"mE\",u\"m\u00f4t\",u\"m\u00f4tr\",u\"mOk\",u\"m9r\",u\"mEl\",u\"nEgOsi\",u\"ObEi\",u\"Okyp\",u\"Ofr\",u\"ubli\",u\"uvr\",u\"pardOn\",u\"parl\",u\"partaZ\",u\"par\",u\"pas\",u\"pEj\",u\"p\u00e2s\",u\"pEr\",u\"pik\",u\"plas\",u\"pl\u00ea\",u\"plE\",u\"plan\",u\"pl\u00e2k\",u\"pl9r\",u\"pOrt\",u\"poz\",u\"pOsEd\",u\"pus\",u\"p2\",u\"pr\u00e2\",u\"pri\",u\"prOmE\",u\"prOtEZ\",u\"pruv\",u\"prOvOk\",u\"prEpar\",u\"prEz\u00e2t\",u\"prEvj\u00ea\",u\"py\",u\"kit\",u\"rak\u00f4t\",u\"ramas\",u\"ramEn\",u\"r\u00e2Z\",u\"rapEl\",u\"rapOrt\",u\"ratrap\",u\"r6swa\",u\"r6kOm\u00e2s\",u\"r6fyz\",u\"r6gard\",u\"r6mErsi\",u\"r\u00e2plas\",u\"r\u00e2pli\",u\"r\u00e2k\u00f4tr\",u\"r\u00e2\",u\"r\u00e2tr\",u\"r\u00e2vwa\",u\"r6poz\",u\"r6pus\",u\"rEspir\",u\"r6s\u00e2bl\",u\"r6s\u00e2\",u\"rEst\",u\"r6turn\",u\"r6truv\",u\"r6vj\u00ea\",u\"r6vwa\",u\"rul\",u\"rEsit\",u\"rEflESi\",u\"rEgl\",u\"rEJ\",u\"rEp\u00f4\",u\"rEpEt\",u\"rEzErv\",u\"rEzist\",u\"rEyni\",u\"rEvEj\",u\"rEvEl\",u\"sot\",u\"sov\",u\"sE\",u\"s\u00e2\",u\"sEr\",u\"sOn\",u\"sOr\",u\"sufl\",u\"sufr\",u\"suEt\",u\"suri\",u\"suvj\u00ea\",u\"sHi\",u\"sypOrt\",u\"sypoz\",u\"syrf\",u\"tE\",u\"tj\u00ea\",u\"tErmin\",u\"tir\",u\"t\u00f4b\",u\"tuS\",u\"turm\u00e2t\",u\"turn\",u\"trEt\",u\"tr\u00e2sfOrm\",u\"travaj\",u\"trEn\",u\"tripOt\",u\"tr\u00f4p\",u\"truv\",u\"ty\",u\"v\u00e2\",u\"vj\u00ea\",u\"vwa\",u\"vOl\",u\"vOmi\",u\"v2\",u\"vwajaZ\",u\"vErifi\",u\"ESap\",u\"Eklat\",u\"Ekut\",u\"Ekraz\",u\"Ekri\",u\"Epuz\",u\"Epruv\",u\"EtOn\",u\"Evit\",u\"sHi\",u\"aswa\",u\"asje\"]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 189
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def classerForme(formeA,formeB):\n",
      "    classeForme=[]\n",
      "    regleForme=\"\"\n",
      "    for i,row in regles1DF.iterrows():\n",
      "        if re.match(row[\"motif\"],formeA):\n",
      "            classeForme.append(row[\"patron\"])\n",
      "            if formeB==re.sub(row[\"entree1\"]+\"$\",row[\"sortie1\"],formeA):\n",
      "                regleForme=row[\"patron\"]\n",
      "    return (classeForme,regleForme)\n",
      "\n",
      "def sortirForme(formeA,regles):\n",
      "    classeForme=[]\n",
      "    sortieForme=[]\n",
      "    for i,row in regles.iterrows():\n",
      "        if re.match(row[\"motif\"],formeA):\n",
      "            classeForme.append(row[\"patron\"])\n",
      "            sortieForme.append(re.sub(row[\"entree1\"]+\"$\",row[\"sortie1\"],formeA))\n",
      "        \n",
      "    return classeForme,sortieForme"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 416
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sortirForme(u\"d6vwar\",regles1DF)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 423,
       "text": [
        "([u'r-', u'6vwar-wa'], [u'd6vwa', u'dwa'])"
       ]
      }
     ],
     "prompt_number": 423
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "formesDF=pd.DataFrame({\"forme1\":formes1,\"forme2\":formes2})\n",
      "formesDF[\"classement1\"]=formesDF.apply(lambda x: classerForme(x[\"forme1\"],x[\"forme2\"]),axis=1)\n",
      "formesDF[\"classe1\"]=formesDF[\"classement1\"].apply(lambda x: \", \".join(x[0]))\n",
      "formesDF[\"patron1\"]=formesDF[\"classement1\"].apply(lambda x: x[1])\n",
      "formesDF"
     ],
     "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>forme1</th>\n",
        "      <th>forme2</th>\n",
        "      <th>classement1</th>\n",
        "      <th>classe1</th>\n",
        "      <th>patron1</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0  </th>\n",
        "      <td>   ab\u00e2dOne</td>\n",
        "      <td>   ab\u00e2dOn</td>\n",
        "      <td>                     ([O.e-o., e-], e-)</td>\n",
        "      <td>                 O.e-o., e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1  </th>\n",
        "      <td>   aksEpte</td>\n",
        "      <td>   aksEpt</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2  </th>\n",
        "      <td>   ak\u00f4paJe</td>\n",
        "      <td>   ak\u00f4paJ</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3  </th>\n",
        "      <td>    ak6jir</td>\n",
        "      <td>     ak9j</td>\n",
        "      <td>          ([6.ir-9., r-, ir-], 6.ir-9.)</td>\n",
        "      <td>           6.ir-9., r-, ir-</td>\n",
        "      <td> 6.ir-9.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4  </th>\n",
        "      <td>  aksElEre</td>\n",
        "      <td>  aksElEr</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5  </th>\n",
        "      <td>     aS6te</td>\n",
        "      <td>     aSEt</td>\n",
        "      <td>         ([6.e-E., e-, 6.e-9.], 6.e-E.)</td>\n",
        "      <td>         6.e-E., e-, 6.e-9.</td>\n",
        "      <td>  6.e-E.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6  </th>\n",
        "      <td>     adOre</td>\n",
        "      <td>     adOr</td>\n",
        "      <td>                     ([O.e-o., e-], e-)</td>\n",
        "      <td>                 O.e-o., e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7  </th>\n",
        "      <td>       Ede</td>\n",
        "      <td>       Ed</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8  </th>\n",
        "      <td>       Eme</td>\n",
        "      <td>       Em</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9  </th>\n",
        "      <td>       ale</td>\n",
        "      <td>       vE</td>\n",
        "      <td>                 ([e-, ale-vE], ale-vE)</td>\n",
        "      <td>                 e-, ale-vE</td>\n",
        "      <td>  ale-vE</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10 </th>\n",
        "      <td>     al\u00f4Ze</td>\n",
        "      <td>     al\u00f4Z</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11 </th>\n",
        "      <td>     am6ne</td>\n",
        "      <td>     amEn</td>\n",
        "      <td> ([6.e-2., 6.e-E., e-, 6.e-9.], 6.e-E.)</td>\n",
        "      <td> 6.e-2., 6.e-E., e-, 6.e-9.</td>\n",
        "      <td>  6.e-E.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12 </th>\n",
        "      <td>     amyze</td>\n",
        "      <td>     amyz</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13 </th>\n",
        "      <td>  amEljOre</td>\n",
        "      <td>  amEljOr</td>\n",
        "      <td>                     ([O.e-o., e-], e-)</td>\n",
        "      <td>                 O.e-o., e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14 </th>\n",
        "      <td>     an\u00f4se</td>\n",
        "      <td>     an\u00f4s</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15 </th>\n",
        "      <td>     ap6le</td>\n",
        "      <td>     apEl</td>\n",
        "      <td>         ([6.e-E., e-, 6.e-9.], 6.e-E.)</td>\n",
        "      <td>         6.e-E., e-, 6.e-9.</td>\n",
        "      <td>  6.e-E.</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16 </th>\n",
        "      <td>    aplike</td>\n",
        "      <td>    aplik</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17 </th>\n",
        "      <td>    apOrte</td>\n",
        "      <td>    apOrt</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18 </th>\n",
        "      <td>    apr\u00e2dr</td>\n",
        "      <td>     apr\u00e2</td>\n",
        "      <td>                           ([dr-], dr-)</td>\n",
        "      <td>                        dr-</td>\n",
        "      <td>     dr-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19 </th>\n",
        "      <td>   aprEsje</td>\n",
        "      <td>   aprEsi</td>\n",
        "      <td>                     ([je-i, e-], je-i)</td>\n",
        "      <td>                   je-i, e-</td>\n",
        "      <td>    je-i</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20 </th>\n",
        "      <td>     apHie</td>\n",
        "      <td>     apHi</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21 </th>\n",
        "      <td>     araSe</td>\n",
        "      <td>     araS</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22 </th>\n",
        "      <td>     ar\u00e2Ze</td>\n",
        "      <td>     ar\u00e2Z</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23 </th>\n",
        "      <td>     arive</td>\n",
        "      <td>     ariv</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24 </th>\n",
        "      <td>     arEte</td>\n",
        "      <td>     arEt</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25 </th>\n",
        "      <td>    aspire</td>\n",
        "      <td>    aspir</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26 </th>\n",
        "      <td>     asyre</td>\n",
        "      <td>     asyr</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27 </th>\n",
        "      <td>     ataSe</td>\n",
        "      <td>     ataS</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28 </th>\n",
        "      <td>     atake</td>\n",
        "      <td>     atak</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29 </th>\n",
        "      <td>     at\u00e2dr</td>\n",
        "      <td>      at\u00e2</td>\n",
        "      <td>                           ([dr-], dr-)</td>\n",
        "      <td>                        dr-</td>\n",
        "      <td>     dr-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>261</th>\n",
        "      <td>   turm\u00e2te</td>\n",
        "      <td>   turm\u00e2t</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>262</th>\n",
        "      <td>     turne</td>\n",
        "      <td>     turn</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>263</th>\n",
        "      <td>     trEte</td>\n",
        "      <td>     trEt</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>264</th>\n",
        "      <td> tr\u00e2sfOrme</td>\n",
        "      <td> tr\u00e2sfOrm</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>265</th>\n",
        "      <td>   travaje</td>\n",
        "      <td>   travaj</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>266</th>\n",
        "      <td>     trEne</td>\n",
        "      <td>     trEn</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>267</th>\n",
        "      <td>   tripOte</td>\n",
        "      <td>   tripOt</td>\n",
        "      <td>                     ([O.e-o., e-], e-)</td>\n",
        "      <td>                 O.e-o., e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>268</th>\n",
        "      <td>     tr\u00f4pe</td>\n",
        "      <td>     tr\u00f4p</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>269</th>\n",
        "      <td>     truve</td>\n",
        "      <td>     truv</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>270</th>\n",
        "      <td>       tye</td>\n",
        "      <td>       ty</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>271</th>\n",
        "      <td>      v\u00e2dr</td>\n",
        "      <td>       v\u00e2</td>\n",
        "      <td>                           ([dr-], dr-)</td>\n",
        "      <td>                        dr-</td>\n",
        "      <td>     dr-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>272</th>\n",
        "      <td>     v6nir</td>\n",
        "      <td>      vj\u00ea</td>\n",
        "      <td>               ([r-, 6nir-j\u00ea], 6nir-j\u00ea)</td>\n",
        "      <td>                r-, 6nir-j\u00ea</td>\n",
        "      <td> 6nir-j\u00ea</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>273</th>\n",
        "      <td>      vwar</td>\n",
        "      <td>      vwa</td>\n",
        "      <td>                             ([r-], r-)</td>\n",
        "      <td>                         r-</td>\n",
        "      <td>      r-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>274</th>\n",
        "      <td>      vOle</td>\n",
        "      <td>      vOl</td>\n",
        "      <td>                     ([O.e-o., e-], e-)</td>\n",
        "      <td>                 O.e-o., e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>275</th>\n",
        "      <td>     vOmir</td>\n",
        "      <td>     vOmi</td>\n",
        "      <td>                             ([r-], r-)</td>\n",
        "      <td>                         r-</td>\n",
        "      <td>      r-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>276</th>\n",
        "      <td>    vulwar</td>\n",
        "      <td>       v2</td>\n",
        "      <td>               ([r-, ulwar-2], ulwar-2)</td>\n",
        "      <td>                r-, ulwar-2</td>\n",
        "      <td> ulwar-2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>277</th>\n",
        "      <td>   vwajaZe</td>\n",
        "      <td>   vwajaZ</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>278</th>\n",
        "      <td>   vErifje</td>\n",
        "      <td>   vErifi</td>\n",
        "      <td>                     ([je-i, e-], je-i)</td>\n",
        "      <td>                   je-i, e-</td>\n",
        "      <td>    je-i</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>279</th>\n",
        "      <td>     ESape</td>\n",
        "      <td>     ESap</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>280</th>\n",
        "      <td>    Eklate</td>\n",
        "      <td>    Eklat</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>281</th>\n",
        "      <td>     Ekute</td>\n",
        "      <td>     Ekut</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>282</th>\n",
        "      <td>    Ekraze</td>\n",
        "      <td>    Ekraz</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>283</th>\n",
        "      <td>     Ekrir</td>\n",
        "      <td>     Ekri</td>\n",
        "      <td>                               ([r-], )</td>\n",
        "      <td>                         r-</td>\n",
        "      <td>        </td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>284</th>\n",
        "      <td>     Epuze</td>\n",
        "      <td>     Epuz</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>285</th>\n",
        "      <td>    Epruve</td>\n",
        "      <td>    Epruv</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>286</th>\n",
        "      <td>     EtOne</td>\n",
        "      <td>     EtOn</td>\n",
        "      <td>                     ([O.e-o., e-], e-)</td>\n",
        "      <td>                 O.e-o., e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>287</th>\n",
        "      <td>     Evite</td>\n",
        "      <td>     Evit</td>\n",
        "      <td>                             ([e-], e-)</td>\n",
        "      <td>                         e-</td>\n",
        "      <td>      e-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>288</th>\n",
        "      <td>       Etr</td>\n",
        "      <td>      sHi</td>\n",
        "      <td>                   ([Etr-sHi], Etr-sHi)</td>\n",
        "      <td>                    Etr-sHi</td>\n",
        "      <td> Etr-sHi</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>289</th>\n",
        "      <td>     aswar</td>\n",
        "      <td>     aswa</td>\n",
        "      <td>                     ([r-, war-je], r-)</td>\n",
        "      <td>                 r-, war-je</td>\n",
        "      <td>      r-</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>290</th>\n",
        "      <td>     aswar</td>\n",
        "      <td>     asje</td>\n",
        "      <td>                 ([r-, war-je], war-je)</td>\n",
        "      <td>                 r-, war-je</td>\n",
        "      <td>  war-je</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>291 rows \u00d7 5 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 398,
       "text": [
        "        forme1    forme2                             classement1  \\\n",
        "0      ab\u00e2dOne    ab\u00e2dOn                      ([O.e-o., e-], e-)   \n",
        "1      aksEpte    aksEpt                              ([e-], e-)   \n",
        "2      ak\u00f4paJe    ak\u00f4paJ                              ([e-], e-)   \n",
        "3       ak6jir      ak9j           ([6.ir-9., r-, ir-], 6.ir-9.)   \n",
        "4     aksElEre   aksElEr                              ([e-], e-)   \n",
        "5        aS6te      aSEt          ([6.e-E., e-, 6.e-9.], 6.e-E.)   \n",
        "6        adOre      adOr                      ([O.e-o., e-], e-)   \n",
        "7          Ede        Ed                              ([e-], e-)   \n",
        "8          Eme        Em                              ([e-], e-)   \n",
        "9          ale        vE                  ([e-, ale-vE], ale-vE)   \n",
        "10       al\u00f4Ze      al\u00f4Z                              ([e-], e-)   \n",
        "11       am6ne      amEn  ([6.e-2., 6.e-E., e-, 6.e-9.], 6.e-E.)   \n",
        "12       amyze      amyz                              ([e-], e-)   \n",
        "13    amEljOre   amEljOr                      ([O.e-o., e-], e-)   \n",
        "14       an\u00f4se      an\u00f4s                              ([e-], e-)   \n",
        "15       ap6le      apEl          ([6.e-E., e-, 6.e-9.], 6.e-E.)   \n",
        "16      aplike     aplik                              ([e-], e-)   \n",
        "17      apOrte     apOrt                              ([e-], e-)   \n",
        "18      apr\u00e2dr      apr\u00e2                            ([dr-], dr-)   \n",
        "19     aprEsje    aprEsi                      ([je-i, e-], je-i)   \n",
        "20       apHie      apHi                              ([e-], e-)   \n",
        "21       araSe      araS                              ([e-], e-)   \n",
        "22       ar\u00e2Ze      ar\u00e2Z                              ([e-], e-)   \n",
        "23       arive      ariv                              ([e-], e-)   \n",
        "24       arEte      arEt                              ([e-], e-)   \n",
        "25      aspire     aspir                              ([e-], e-)   \n",
        "26       asyre      asyr                              ([e-], e-)   \n",
        "27       ataSe      ataS                              ([e-], e-)   \n",
        "28       atake      atak                              ([e-], e-)   \n",
        "29       at\u00e2dr       at\u00e2                            ([dr-], dr-)   \n",
        "..         ...       ...                                     ...   \n",
        "261    turm\u00e2te    turm\u00e2t                              ([e-], e-)   \n",
        "262      turne      turn                              ([e-], e-)   \n",
        "263      trEte      trEt                              ([e-], e-)   \n",
        "264  tr\u00e2sfOrme  tr\u00e2sfOrm                              ([e-], e-)   \n",
        "265    travaje    travaj                              ([e-], e-)   \n",
        "266      trEne      trEn                              ([e-], e-)   \n",
        "267    tripOte    tripOt                      ([O.e-o., e-], e-)   \n",
        "268      tr\u00f4pe      tr\u00f4p                              ([e-], e-)   \n",
        "269      truve      truv                              ([e-], e-)   \n",
        "270        tye        ty                              ([e-], e-)   \n",
        "271       v\u00e2dr        v\u00e2                            ([dr-], dr-)   \n",
        "272      v6nir       vj\u00ea                ([r-, 6nir-j\u00ea], 6nir-j\u00ea)   \n",
        "273       vwar       vwa                              ([r-], r-)   \n",
        "274       vOle       vOl                      ([O.e-o., e-], e-)   \n",
        "275      vOmir      vOmi                              ([r-], r-)   \n",
        "276     vulwar        v2                ([r-, ulwar-2], ulwar-2)   \n",
        "277    vwajaZe    vwajaZ                              ([e-], e-)   \n",
        "278    vErifje    vErifi                      ([je-i, e-], je-i)   \n",
        "279      ESape      ESap                              ([e-], e-)   \n",
        "280     Eklate     Eklat                              ([e-], e-)   \n",
        "281      Ekute      Ekut                              ([e-], e-)   \n",
        "282     Ekraze     Ekraz                              ([e-], e-)   \n",
        "283      Ekrir      Ekri                                ([r-], )   \n",
        "284      Epuze      Epuz                              ([e-], e-)   \n",
        "285     Epruve     Epruv                              ([e-], e-)   \n",
        "286      EtOne      EtOn                      ([O.e-o., e-], e-)   \n",
        "287      Evite      Evit                              ([e-], e-)   \n",
        "288        Etr       sHi                    ([Etr-sHi], Etr-sHi)   \n",
        "289      aswar      aswa                      ([r-, war-je], r-)   \n",
        "290      aswar      asje                  ([r-, war-je], war-je)   \n",
        "\n",
        "                        classe1  patron1  \n",
        "0                    O.e-o., e-       e-  \n",
        "1                            e-       e-  \n",
        "2                            e-       e-  \n",
        "3              6.ir-9., r-, ir-  6.ir-9.  \n",
        "4                            e-       e-  \n",
        "5            6.e-E., e-, 6.e-9.   6.e-E.  \n",
        "6                    O.e-o., e-       e-  \n",
        "7                            e-       e-  \n",
        "8                            e-       e-  \n",
        "9                    e-, ale-vE   ale-vE  \n",
        "10                           e-       e-  \n",
        "11   6.e-2., 6.e-E., e-, 6.e-9.   6.e-E.  \n",
        "12                           e-       e-  \n",
        "13                   O.e-o., e-       e-  \n",
        "14                           e-       e-  \n",
        "15           6.e-E., e-, 6.e-9.   6.e-E.  \n",
        "16                           e-       e-  \n",
        "17                           e-       e-  \n",
        "18                          dr-      dr-  \n",
        "19                     je-i, e-     je-i  \n",
        "20                           e-       e-  \n",
        "21                           e-       e-  \n",
        "22                           e-       e-  \n",
        "23                           e-       e-  \n",
        "24                           e-       e-  \n",
        "25                           e-       e-  \n",
        "26                           e-       e-  \n",
        "27                           e-       e-  \n",
        "28                           e-       e-  \n",
        "29                          dr-      dr-  \n",
        "..                          ...      ...  \n",
        "261                          e-       e-  \n",
        "262                          e-       e-  \n",
        "263                          e-       e-  \n",
        "264                          e-       e-  \n",
        "265                          e-       e-  \n",
        "266                          e-       e-  \n",
        "267                  O.e-o., e-       e-  \n",
        "268                          e-       e-  \n",
        "269                          e-       e-  \n",
        "270                          e-       e-  \n",
        "271                         dr-      dr-  \n",
        "272                 r-, 6nir-j\u00ea  6nir-j\u00ea  \n",
        "273                          r-       r-  \n",
        "274                  O.e-o., e-       e-  \n",
        "275                          r-       r-  \n",
        "276                 r-, ulwar-2  ulwar-2  \n",
        "277                          e-       e-  \n",
        "278                    je-i, e-     je-i  \n",
        "279                          e-       e-  \n",
        "280                          e-       e-  \n",
        "281                          e-       e-  \n",
        "282                          e-       e-  \n",
        "283                          r-           \n",
        "284                          e-       e-  \n",
        "285                          e-       e-  \n",
        "286                  O.e-o., e-       e-  \n",
        "287                          e-       e-  \n",
        "288                     Etr-sHi  Etr-sHi  \n",
        "289                  r-, war-je       r-  \n",
        "290                  r-, war-je   war-je  \n",
        "\n",
        "[291 rows x 5 columns]"
       ]
      }
     ],
     "prompt_number": 398
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "patronsClasse=formesDF.groupby([\"classe1\",\"patron1\"]).size()\n",
      "classesPaire=formesDF.groupby([\"classe1\"]).size()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for i,row in formesDF.iterrows():\n",
      "    print row[\"forme1\"]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "ab\u00e2dOne\n",
        "aksEpte\n",
        "ak\u00f4paJe\n",
        "ak6jir\n",
        "aksElEre\n",
        "aS6te\n",
        "adOre\n",
        "Ede\n",
        "Eme\n",
        "ale\n",
        "al\u00f4Ze\n",
        "am6ne\n",
        "amyze\n",
        "amEljOre\n",
        "an\u00f4se\n",
        "ap6le\n",
        "aplike\n",
        "apOrte\n",
        "apr\u00e2dr\n",
        "aprEsje\n",
        "apHie\n",
        "araSe\n",
        "ar\u00e2Ze\n",
        "arive\n",
        "arEte\n",
        "aspire\n",
        "asyre\n",
        "ataSe\n",
        "atake\n",
        "at\u00e2dr\n",
        "atErir\n",
        "atire\n",
        "atrape\n",
        "Ogm\u00e2te\n",
        "avale\n",
        "avwar\n",
        "bEze\n",
        "batr\n",
        "blEse\n",
        "bwar\n",
        "bOse\n",
        "buZe\n",
        "bryle\n",
        "kaSe\n",
        "kalme\n",
        "kase\n",
        "kOze\n",
        "sEse\n",
        "S\u00e2Ze\n",
        "S\u00e2te\n",
        "SarZe\n",
        "SErSe\n",
        "Swazir\n",
        "kOJe\n",
        "kOm\u00e2de\n",
        "kOm\u00e2se\n",
        "k\u00f4pr\u00e2dr\n",
        "k\u00f4te\n",
        "k\u00f4dHir\n",
        "k\u00f4firme\n",
        "k\u00f4f\u00f4dr\n",
        "kOnEtr\n",
        "k\u00f4sidEre\n",
        "k\u00f4state\n",
        "k\u00f4tinye\n",
        "kuSe\n",
        "kupe\n",
        "kuvrir\n",
        "kute\n",
        "krake\n",
        "kr6ve\n",
        "krie\n",
        "krwar\n",
        "d6m\u00e2de\n",
        "dEs\u00e2dr\n",
        "d6v6nir\n",
        "d6vine\n",
        "d6vwar\n",
        "dir\n",
        "diriZe\n",
        "diskyte\n",
        "dOne\n",
        "dOrmir\n",
        "dute\n",
        "dEbarase\n",
        "dEside\n",
        "dEkOne\n",
        "dEkuvrir\n",
        "dEfEr\n",
        "dEf\u00e2dr\n",
        "dEZ6ne\n",
        "dElivre\n",
        "dEp\u00e2se\n",
        "dEpOze\n",
        "dEr\u00e2Ze\n",
        "dEzabije\n",
        "\u00e2brase\n",
        "\u00e2m6ne\n",
        "\u00e2mEnaZe\n",
        "\u00e2pOrte\n",
        "\u00e2pr\u00fbte\n",
        "\u00e2pESe\n",
        "\u00e2fErme\n",
        "\u00e2f\u00f4se\n",
        "\u00e2fHir\n",
        "\u00e2l6ve\n",
        "\u00e2t\u00e2dr\n",
        "\u00e2tEre\n",
        "\u00e2tre\n",
        "\u00e2vje\n",
        "\u00e2vwaje\n",
        "EspEre\n",
        "EsEje\n",
        "EsHie\n",
        "Ekskyze\n",
        "Egziste\n",
        "Esplike\n",
        "EsplOze\n",
        "fEr\n",
        "fErme\n",
        "file\n",
        "f\u00f4se\n",
        "futr\n",
        "frEne\n",
        "fyme\n",
        "fElisite\n",
        "gaJe\n",
        "garde\n",
        "gare\n",
        "grate\n",
        "gr\u00eape\n",
        "gaSe\n",
        "abije\n",
        "imaZine\n",
        "\u00eakjEte\n",
        "\u00eastale\n",
        "Z6te\n",
        "Zw\u00eadr\n",
        "Zue\n",
        "Zyre\n",
        "lEse\n",
        "l\u00e2se\n",
        "lave\n",
        "l6ve\n",
        "libEre\n",
        "lir\n",
        "lue\n",
        "laSe\n",
        "m\u00e2de\n",
        "m\u00e2Ze\n",
        "m\u00e2ke\n",
        "marSe\n",
        "marje\n",
        "marke\n",
        "m6nase\n",
        "m\u00e2tir\n",
        "mEtr\n",
        "m\u00f4te\n",
        "m\u00f4tre\n",
        "mOke\n",
        "murir\n",
        "mEle\n",
        "nEgOsje\n",
        "ObEir\n",
        "Okype\n",
        "Ofrir\n",
        "ublie\n",
        "uvrir\n",
        "pardOne\n",
        "parle\n",
        "partaZe\n",
        "partir\n",
        "pase\n",
        "pEje\n",
        "p\u00e2se\n",
        "pErdr\n",
        "pike\n",
        "plase\n",
        "pl\u00eadr\n",
        "plEr\n",
        "plane\n",
        "pl\u00e2ke\n",
        "pl6re\n",
        "pOrte\n",
        "pOze\n",
        "pOsEde\n",
        "puse\n",
        "puvwar\n",
        "pr\u00e2dr\n",
        "prie\n",
        "prOmEtr\n",
        "prOtEZe\n",
        "pruve\n",
        "prOvOke\n",
        "prEpare\n",
        "prEz\u00e2te\n",
        "prEv6nir\n",
        "pye\n",
        "kite\n",
        "rak\u00f4te\n",
        "ramase\n",
        "ram6ne\n",
        "r\u00e2Ze\n",
        "rap6le\n",
        "rapOrte\n",
        "ratrape\n",
        "r6s6vwar\n",
        "r6kOm\u00e2se\n",
        "r6fyze\n",
        "r6garde\n",
        "r6mErsje\n",
        "r\u00e2plase\n",
        "r\u00e2plir\n",
        "r\u00e2k\u00f4tre\n",
        "r\u00e2dr\n",
        "r\u00e2tre\n",
        "r\u00e2vwaje\n",
        "r6pOze\n",
        "r6puse\n",
        "rEspire\n",
        "r6s\u00e2ble\n",
        "r6s\u00e2tir\n",
        "rEste\n",
        "r6turne\n",
        "r6truve\n",
        "r6v6nir\n",
        "r6vwar\n",
        "rule\n",
        "rEsite\n",
        "rEflESir\n",
        "rEgle\n",
        "rEJe\n",
        "rEp\u00f4dr\n",
        "rEpEte\n",
        "rEzErve\n",
        "rEziste\n",
        "rEynir\n",
        "rEvEje\n",
        "rEvEle\n",
        "sOte\n",
        "sOve\n",
        "savwar\n",
        "s\u00e2tir\n",
        "sErvir\n",
        "sOne\n",
        "sOrtir\n",
        "sufle\n",
        "sufrir\n",
        "suEte\n",
        "surir\n",
        "suv6nir\n",
        "sHivr\n",
        "sypOrte\n",
        "sypOze\n",
        "syrfe\n",
        "tEr\n",
        "t6nir\n",
        "tErmine\n",
        "tire\n",
        "t\u00f4be\n",
        "tuSe\n",
        "turm\u00e2te\n",
        "turne\n",
        "trEte\n",
        "tr\u00e2sfOrme\n",
        "travaje\n",
        "trEne\n",
        "tripOte\n",
        "tr\u00f4pe\n",
        "truve\n",
        "tye\n",
        "v\u00e2dr\n",
        "v6nir\n",
        "vwar\n",
        "vOle\n",
        "vOmir\n",
        "vulwar\n",
        "vwajaZe\n",
        "vErifje\n",
        "ESape\n",
        "Eklate\n",
        "Ekute\n",
        "Ekraze\n",
        "Ekrir\n",
        "Epuze\n",
        "Epruve\n",
        "EtOne\n",
        "Evite\n",
        "Etr\n",
        "aswar\n",
        "aswar\n"
       ]
      }
     ],
     "prompt_number": 555
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "classes=pd.DataFrame(formesDF.groupby([\"classe1\",\"patron1\"]).size(),columns=[\"nombre\"]).unstack(\"patron1\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 373
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for x,y in classes.groupby(level=0):\n",
      "    print x\n",
      "    print y"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "6.e-2., 6.e-E., e-, 6.e-9.\n",
        "                           nombre                                         \\\n",
        "patron1                           6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa   \n",
        "classe1                                                                    \n",
        "6.e-2., 6.e-E., e-, 6.e-9.    NaN      1      4     NaN     NaN      NaN   \n",
        "\n",
        "                                                          ...                  \\\n",
        "patron1                    Etr-sHi O.e-o. ale-vE avwar-E  ...   mir-  r- tir-   \n",
        "classe1                                                   ...                   \n",
        "6.e-2., 6.e-E., e-, 6.e-9.     NaN    NaN    NaN     NaN  ...    NaN NaN  NaN   \n",
        "\n",
        "                                                                        \n",
        "patron1                    tr- u.ir-9. ulwar-2 uvwar-2 vir- vr- war-je  \n",
        "classe1                                                                 \n",
        "6.e-2., 6.e-E., e-, 6.e-9. NaN     NaN     NaN     NaN  NaN NaN    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "6.e-E., e-, 6.e-9.\n",
        "                   nombre                                                 \\\n",
        "patron1                   6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi   \n",
        "classe1                                                                    \n",
        "6.e-E., e-, 6.e-9.    NaN    NaN      6     NaN     NaN      NaN     NaN   \n",
        "\n",
        "                                          ...                              \\\n",
        "patron1            O.e-o. ale-vE avwar-E  ...   mir-  r- tir- tr- u.ir-9.   \n",
        "classe1                                   ...                               \n",
        "6.e-E., e-, 6.e-9.    NaN    NaN     NaN  ...    NaN NaN  NaN NaN     NaN   \n",
        "\n",
        "                                                    \n",
        "patron1            ulwar-2 uvwar-2 vir- vr- war-je  \n",
        "classe1                                             \n",
        "6.e-E., e-, 6.e-9.     NaN     NaN  NaN NaN    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "6.ir-9., r-, ir-\n",
        "                 nombre                                                        \\\n",
        "patron1                 6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o.   \n",
        "classe1                                                                         \n",
        "6.ir-9., r-, ir-    NaN    NaN    NaN       1     NaN      NaN     NaN    NaN   \n",
        "\n",
        "                                 ...                                      \\\n",
        "patron1          ale-vE avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2   \n",
        "classe1                          ...                                       \n",
        "6.ir-9., r-, ir-    NaN     NaN  ...    NaN NaN  NaN NaN     NaN     NaN   \n",
        "\n",
        "                                          \n",
        "patron1          uvwar-2 vir- vr- war-je  \n",
        "classe1                                   \n",
        "6.ir-9., r-, ir-     NaN  NaN NaN    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "Etr-sHi\n",
        "        nombre                                                               \\\n",
        "patron1        6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o. ale-vE   \n",
        "classe1                                                                       \n",
        "Etr-sHi    NaN    NaN    NaN     NaN     NaN      NaN       1    NaN    NaN   \n",
        "\n",
        "                 ...                                                       \\\n",
        "patron1 avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2 vir- vr-   \n",
        "classe1          ...                                                        \n",
        "Etr-sHi     NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN  NaN NaN   \n",
        "\n",
        "                \n",
        "patron1 war-je  \n",
        "classe1         \n",
        "Etr-sHi    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "O.e-o., e-\n",
        "           nombre                                                        \\\n",
        "patron1           6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o.   \n",
        "classe1                                                                   \n",
        "O.e-o., e-    NaN    NaN    NaN     NaN     NaN      NaN     NaN      8   \n",
        "\n",
        "                           ...                                              \\\n",
        "patron1    ale-vE avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2   \n",
        "classe1                    ...                                               \n",
        "O.e-o., e-    NaN     NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN   \n",
        "\n",
        "                            \n",
        "patron1    vir- vr- war-je  \n",
        "classe1                     \n",
        "O.e-o., e-  NaN NaN    NaN  \n",
        "\n",
        "[1 rows x 25 columns]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "dr-\n",
        "        nombre                                                               \\\n",
        "patron1        6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o. ale-vE   \n",
        "classe1                                                                       \n",
        "dr-        NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN    NaN   \n",
        "\n",
        "                 ...                                                       \\\n",
        "patron1 avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2 vir- vr-   \n",
        "classe1          ...                                                        \n",
        "dr-         NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN  NaN NaN   \n",
        "\n",
        "                \n",
        "patron1 war-je  \n",
        "classe1         \n",
        "dr-        NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "e-\n",
        "        nombre                                                               \\\n",
        "patron1        6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o. ale-vE   \n",
        "classe1                                                                       \n",
        "e-         NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN    NaN   \n",
        "\n",
        "                 ...                                                       \\\n",
        "patron1 avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2 vir- vr-   \n",
        "classe1          ...                                                        \n",
        "e-          NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN  NaN NaN   \n",
        "\n",
        "                \n",
        "patron1 war-je  \n",
        "classe1         \n",
        "e-         NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "e-, 6.e-9.\n",
        "           nombre                                                        \\\n",
        "patron1           6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o.   \n",
        "classe1                                                                   \n",
        "e-, 6.e-9.    NaN      1    NaN     NaN     NaN      NaN     NaN    NaN   \n",
        "\n",
        "                           ...                                              \\\n",
        "patron1    ale-vE avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2   \n",
        "classe1                    ...                                               \n",
        "e-, 6.e-9.    NaN     NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN   \n",
        "\n",
        "                            \n",
        "patron1    vir- vr- war-je  \n",
        "classe1                     \n",
        "e-, 6.e-9.  NaN NaN    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "e-, ale-vE\n",
        "           nombre                                                        \\\n",
        "patron1           6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o.   \n",
        "classe1                                                                   \n",
        "e-, ale-vE    NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN   \n",
        "\n",
        "                           ...                                              \\\n",
        "patron1    ale-vE avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2   \n",
        "classe1                    ...                                               \n",
        "e-, ale-vE      1     NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN   \n",
        "\n",
        "                            \n",
        "patron1    vir- vr- war-je  \n",
        "classe1                     \n",
        "e-, ale-vE  NaN NaN    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "e-, je-\n",
        "        nombre                                                               \\\n",
        "patron1        6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o. ale-vE   \n",
        "classe1                                                                       \n",
        "e-, je-    NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN    NaN   \n",
        "\n",
        "                 ...                                                       \\\n",
        "patron1 avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2 vir- vr-   \n",
        "classe1          ...                                                        \n",
        "e-, je-     NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN  NaN NaN   \n",
        "\n",
        "                \n",
        "patron1 war-je  \n",
        "classe1         \n",
        "e-, je-    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "je-i, e-\n",
        "         nombre                                                               \\\n",
        "patron1         6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o. ale-vE   \n",
        "classe1                                                                        \n",
        "je-i, e-    NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN    NaN   \n",
        "\n",
        "                  ...                                                       \\\n",
        "patron1  avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2 vir- vr-   \n",
        "classe1           ...                                                        \n",
        "je-i, e-     NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN  NaN NaN   \n",
        "\n",
        "                 \n",
        "patron1  war-je  \n",
        "classe1          \n",
        "je-i, e-    NaN  \n",
        "\n",
        "[1 rows x 25 columns]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "mir-, r-\n",
        "         nombre                                                               \\\n",
        "patron1         6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o. ale-vE   \n",
        "classe1                                                                        \n",
        "mir-, r-    NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN    NaN   \n",
        "\n",
        "                  ...                                                       \\\n",
        "patron1  avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2 vir- vr-   \n",
        "classe1           ...                                                        \n",
        "mir-, r-     NaN  ...      1 NaN  NaN NaN     NaN     NaN     NaN  NaN NaN   \n",
        "\n",
        "                 \n",
        "patron1  war-je  \n",
        "classe1          \n",
        "mir-, r-    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "r-\n",
        "        nombre                                                               \\\n",
        "patron1        6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o. ale-vE   \n",
        "classe1                                                                       \n",
        "r-           6    NaN    NaN     NaN     NaN      NaN     NaN    NaN    NaN   \n",
        "\n",
        "                 ...                                                       \\\n",
        "patron1 avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2 vir- vr-   \n",
        "classe1          ...                                                        \n",
        "r-          NaN  ...    NaN  13  NaN NaN     NaN     NaN     NaN  NaN NaN   \n",
        "\n",
        "                \n",
        "patron1 war-je  \n",
        "classe1         \n",
        "r-         NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "r-, 6nir-j\u00ea\n",
        "            nombre                                                        \\\n",
        "patron1            6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o.   \n",
        "classe1                                                                    \n",
        "r-, 6nir-j\u00ea    NaN    NaN    NaN     NaN       6      NaN     NaN    NaN   \n",
        "\n",
        "                            ...                                              \\\n",
        "patron1     ale-vE avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2   \n",
        "classe1                     ...                                               \n",
        "r-, 6nir-j\u00ea    NaN     NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN   \n",
        "\n",
        "                             \n",
        "patron1     vir- vr- war-je  \n",
        "classe1                      \n",
        "r-, 6nir-j\u00ea  NaN NaN    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "r-, 6vwar-wa\n",
        "             nombre                                                        \\\n",
        "patron1             6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o.   \n",
        "classe1                                                                     \n",
        "r-, 6vwar-wa    NaN    NaN    NaN     NaN     NaN        2     NaN    NaN   \n",
        "\n",
        "                             ...                                              \\\n",
        "patron1      ale-vE avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2   \n",
        "classe1                      ...                                               \n",
        "r-, 6vwar-wa    NaN     NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN   \n",
        "\n",
        "                              \n",
        "patron1      vir- vr- war-je  \n",
        "classe1                       \n",
        "r-, 6vwar-wa  NaN NaN    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "r-, avwar-E\n",
        "            nombre                                                        \\\n",
        "patron1            6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o.   \n",
        "classe1                                                                    \n",
        "r-, avwar-E    NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN   \n",
        "\n",
        "                            ...                                              \\\n",
        "patron1     ale-vE avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2   \n",
        "classe1                     ...                                               \n",
        "r-, avwar-E    NaN       2  ...    NaN NaN  NaN NaN     NaN     NaN     NaN   \n",
        "\n",
        "                             \n",
        "patron1     vir- vr- war-je  \n",
        "classe1                      \n",
        "r-, avwar-E  NaN NaN    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "r-, ir-\n",
        "        nombre                                                               \\\n",
        "patron1        6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o. ale-vE   \n",
        "classe1                                                                       \n",
        "r-, ir-      2    NaN    NaN     NaN     NaN      NaN     NaN    NaN    NaN   \n",
        "\n",
        "                 ...                                                       \\\n",
        "patron1 avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2 vir- vr-   \n",
        "classe1          ...                                                        \n",
        "r-, ir-     NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN  NaN NaN   \n",
        "\n",
        "                \n",
        "patron1 war-je  \n",
        "classe1         \n",
        "r-, ir-    NaN  \n",
        "\n",
        "[1 rows x 25 columns]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "r-, tir-\n",
        "         nombre                                                               \\\n",
        "patron1         6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o. ale-vE   \n",
        "classe1                                                                        \n",
        "r-, tir-    NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN    NaN   \n",
        "\n",
        "                  ...                                                       \\\n",
        "patron1  avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2 vir- vr-   \n",
        "classe1           ...                                                        \n",
        "r-, tir-     NaN  ...    NaN NaN    5 NaN     NaN     NaN     NaN  NaN NaN   \n",
        "\n",
        "                 \n",
        "patron1  war-je  \n",
        "classe1          \n",
        "r-, tir-    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "r-, u.ir-9.\n",
        "            nombre                                                        \\\n",
        "patron1            6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o.   \n",
        "classe1                                                                    \n",
        "r-, u.ir-9.    NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN   \n",
        "\n",
        "                            ...                                              \\\n",
        "patron1     ale-vE avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2   \n",
        "classe1                     ...                                               \n",
        "r-, u.ir-9.    NaN     NaN  ...    NaN NaN  NaN NaN       1     NaN     NaN   \n",
        "\n",
        "                             \n",
        "patron1     vir- vr- war-je  \n",
        "classe1                      \n",
        "r-, u.ir-9.  NaN NaN    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "r-, ulwar-2\n",
        "            nombre                                                        \\\n",
        "patron1            6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o.   \n",
        "classe1                                                                    \n",
        "r-, ulwar-2    NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN   \n",
        "\n",
        "                            ...                                              \\\n",
        "patron1     ale-vE avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2   \n",
        "classe1                     ...                                               \n",
        "r-, ulwar-2    NaN     NaN  ...    NaN NaN  NaN NaN     NaN       1     NaN   \n",
        "\n",
        "                             \n",
        "patron1     vir- vr- war-je  \n",
        "classe1                      \n",
        "r-, ulwar-2  NaN NaN    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "r-, uvwar-2\n",
        "            nombre                                                        \\\n",
        "patron1            6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o.   \n",
        "classe1                                                                    \n",
        "r-, uvwar-2    NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN   \n",
        "\n",
        "                            ...                                              \\\n",
        "patron1     ale-vE avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2   \n",
        "classe1                     ...                                               \n",
        "r-, uvwar-2    NaN     NaN  ...    NaN NaN  NaN NaN     NaN     NaN       1   \n",
        "\n",
        "                             \n",
        "patron1     vir- vr- war-je  \n",
        "classe1                      \n",
        "r-, uvwar-2  NaN NaN    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "r-, vir-\n",
        "         nombre                                                               \\\n",
        "patron1         6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o. ale-vE   \n",
        "classe1                                                                        \n",
        "r-, vir-    NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN    NaN   \n",
        "\n",
        "                  ...                                                       \\\n",
        "patron1  avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2 vir- vr-   \n",
        "classe1           ...                                                        \n",
        "r-, vir-     NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN    1 NaN   \n",
        "\n",
        "                 \n",
        "patron1  war-je  \n",
        "classe1          \n",
        "r-, vir-    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "r-, war-je\n",
        "           nombre                                                        \\\n",
        "patron1           6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o.   \n",
        "classe1                                                                   \n",
        "r-, war-je    NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN   \n",
        "\n",
        "                           ...                                             \\\n",
        "patron1    ale-vE avwar-E  ...   mir- r- tir- tr- u.ir-9. ulwar-2 uvwar-2   \n",
        "classe1                    ...                                              \n",
        "r-, war-je    NaN     NaN  ...    NaN  1  NaN NaN     NaN     NaN     NaN   \n",
        "\n",
        "                            \n",
        "patron1    vir- vr- war-je  \n",
        "classe1                     \n",
        "r-, war-je  NaN NaN      1  \n",
        "\n",
        "[1 rows x 25 columns]"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "te-pt, e-\n",
        "          nombre                                                               \\\n",
        "patron1          6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o. ale-vE   \n",
        "classe1                                                                         \n",
        "te-pt, e-    NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN    NaN   \n",
        "\n",
        "                   ...                                                       \\\n",
        "patron1   avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2 vir- vr-   \n",
        "classe1            ...                                                        \n",
        "te-pt, e-     NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN  NaN NaN   \n",
        "\n",
        "                  \n",
        "patron1   war-je  \n",
        "classe1           \n",
        "te-pt, e-    NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "tr-\n",
        "        nombre                                                               \\\n",
        "patron1        6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o. ale-vE   \n",
        "classe1                                                                       \n",
        "tr-        NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN    NaN   \n",
        "\n",
        "                 ...                                                       \\\n",
        "patron1 avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2 vir- vr-   \n",
        "classe1          ...                                                        \n",
        "tr-         NaN  ...    NaN NaN  NaN   5     NaN     NaN     NaN  NaN NaN   \n",
        "\n",
        "                \n",
        "patron1 war-je  \n",
        "classe1         \n",
        "tr-        NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n",
        "vr-\n",
        "        nombre                                                               \\\n",
        "patron1        6.e-9. 6.e-E. 6.ir-9. 6nir-j\u00ea 6vwar-wa Etr-sHi O.e-o. ale-vE   \n",
        "classe1                                                                       \n",
        "vr-        NaN    NaN    NaN     NaN     NaN      NaN     NaN    NaN    NaN   \n",
        "\n",
        "                 ...                                                       \\\n",
        "patron1 avwar-E  ...   mir-  r- tir- tr- u.ir-9. ulwar-2 uvwar-2 vir- vr-   \n",
        "classe1          ...                                                        \n",
        "vr-         NaN  ...    NaN NaN  NaN NaN     NaN     NaN     NaN  NaN   1   \n",
        "\n",
        "                \n",
        "patron1 war-je  \n",
        "classe1         \n",
        "vr-        NaN  \n",
        "\n",
        "[1 rows x 25 columns]\n"
       ]
      }
     ],
     "prompt_number": 381
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "for x,y in classes.groupby(level=0):\n",
      "    print y[\"nombre\"].unstack(\"patron1\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "patron1                     6.e-9.  6.e-E.\n",
        "classe1                                   \n",
        "6.e-2., 6.e-E., e-, 6.e-9.       1       4\n",
        "patron1             6.e-E.\n",
        "classe1                   \n",
        "6.e-E., e-, 6.e-9.       6\n",
        "patron1           6.ir-9.\n",
        "classe1                  \n",
        "6.ir-9., r-, ir-        1\n",
        "patron1  Etr-sHi\n",
        "classe1         \n",
        "Etr-sHi        1\n",
        "patron1     O.e-o.  e-\n",
        "classe1               \n",
        "O.e-o., e-       8  14\n",
        "patron1  dr-\n",
        "classe1     \n",
        "dr-       14\n",
        "patron1   e-\n",
        "classe1     \n",
        "e-       177\n",
        "patron1     6.e-9.\n",
        "classe1           \n",
        "e-, 6.e-9.       1\n",
        "patron1     ale-vE\n",
        "classe1           \n",
        "e-, ale-vE       1\n",
        "patron1  je-\n",
        "classe1     \n",
        "e-, je-    2\n",
        "patron1   je-i\n",
        "classe1       \n",
        "je-i, e-     6\n",
        "patron1   mir-\n",
        "classe1       \n",
        "mir-, r-     1\n",
        "patron1     r-\n",
        "classe1       \n",
        "r-       6  13\n",
        "patron1      6nir-j\u00ea\n",
        "classe1             \n",
        "r-, 6nir-j\u00ea        6\n",
        "patron1       6vwar-wa\n",
        "classe1               \n",
        "r-, 6vwar-wa         2\n",
        "patron1      avwar-E\n",
        "classe1             \n",
        "r-, avwar-E        2\n",
        "patron1     ir-\n",
        "classe1        \n",
        "r-, ir-  2    5\n",
        "patron1   tir-\n",
        "classe1       \n",
        "r-, tir-     5\n",
        "patron1      u.ir-9.\n",
        "classe1             \n",
        "r-, u.ir-9.        1\n",
        "patron1      ulwar-2\n",
        "classe1             \n",
        "r-, ulwar-2        1\n",
        "patron1      uvwar-2\n",
        "classe1             \n",
        "r-, uvwar-2        1\n",
        "patron1   vir-\n",
        "classe1       \n",
        "r-, vir-     1\n",
        "patron1     r-  war-je\n",
        "classe1               \n",
        "r-, war-je   1       1\n",
        "patron1    e-\n",
        "classe1      \n",
        "te-pt, e-   1\n",
        "patron1  tr-\n",
        "classe1     \n",
        "tr-        5\n",
        "patron1  vr-\n",
        "classe1     \n",
        "vr-        1"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 372
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "classes.xs(u'6.e-2., 6.e-E., e-, 6.e-9.', level='classe1', drop_level=False)"
     ],
     "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></th>\n",
        "      <th>nombre</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>classe1</th>\n",
        "      <th>patron1</th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">6.e-2., 6.e-E., e-, 6.e-9.</th>\n",
        "      <th>6.e-9.</th>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6.e-E.</th>\n",
        "      <td> 4</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 352,
       "text": [
        "                                    nombre\n",
        "classe1                    patron1        \n",
        "6.e-2., 6.e-E., e-, 6.e-9. 6.e-9.        1\n",
        "                           6.e-E.        4"
       ]
      }
     ],
     "prompt_number": 352
    }
   ],
   "metadata": {}
  }
 ]
}