demonstracao_sistema.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b26bf717-db14-4e70-87a2-d8a9bbe0c79f",
   "metadata": {},
   "source": [
    "# DEMONSTRAÇÃO DO SISTEMA\n",
    "IDENTIFICAÇÃO DE TIPOS DE RELAÇÕES TEMPORAIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "838be28e-d73e-4f06-a7e4-c6321c8fd838",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-16T01:44:14.496634Z",
     "iopub.status.busy": "2023-03-16T01:44:14.496634Z",
     "iopub.status.idle": "2023-03-16T01:45:44.045789Z",
     "shell.execute_reply": "2023-03-16T01:45:43.623915Z",
     "shell.execute_reply.started": "2023-03-16T01:44:14.496634Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Arquivo 'dataset/corpus.pickle' encontrado. Acionado carregamento rápido do corpus.\n",
      "Arquivo 'dataset/data_pipe_tb.pickle' encontrado. \n",
      "Acionado carregamento rápido dos dados do TimebankPT para pipeline do spaCy.\n",
      "SEQUÊNCIA PIPELINE: PORTUGUÊS\n",
      "   1 -> tok2vec\n",
      "   2 -> morphologizer\n",
      "   3 -> parser\n",
      "   4 -> lemmatizer\n",
      "   5 -> attribute_ruler\n",
      "   6 -> ner\n",
      "   7 -> pipe_timebankpt\n",
      "   8 -> merge_entities\n",
      "\n",
      "\n",
      "QUANTIDADES:\n",
      "   . Sentenças: 2606\n",
      "   . Documentos: 182\n",
      "   . Events: 7887\n",
      "   . Timex3: 1409\n",
      "   . TLink: 6539\n",
      "\n",
      "SENTENÇAS: train_test\n",
      "train    2258\n",
      "test      348\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "from parse.ParseTimebankPT import TimebankPT\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "path_tml = fr'TimeBankPT\\*\\*.tml'\n",
    "tb = TimebankPT(path_tml)\n",
    "\n",
    "print(tb)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17e50e3c-3ede-41ec-9161-bf51cdf2e236",
   "metadata": {},
   "source": [
    "## REGRAS QUE IDENTIFICAM RELAÇÕES TEMPORAIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "89e9b2d9-5066-4ba2-adc6-94487685723b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-10-30T00:20:55.587611Z",
     "iopub.status.busy": "2022-10-30T00:20:55.587611Z",
     "iopub.status.idle": "2022-10-30T00:21:17.295065Z",
     "shell.execute_reply": "2022-10-30T00:21:17.294063Z",
     "shell.execute_reply.started": "2022-10-30T00:20:55.587611Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "As regras do arquivo rules/rules_ripper.txt foram carregadas com sucesso. \n",
      "Total de regras: 146\n"
     ]
    }
   ],
   "source": [
    "# CARREGA CONJUNTO DE REGRAS\n",
    "tb.tr.load_rules('rules/rules_ripper.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "46ad6c35",
   "metadata": {},
   "outputs": [
    {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cod_regra</th>\n",
       "      <th>relType</th>\n",
       "      <th>ordem</th>\n",
       "      <th>predicados</th>\n",
       "      <th>origem</th>\n",
       "      <th>acuracia</th>\n",
       "      <th>acertos</th>\n",
       "      <th>acionamentos</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>BEFORE</td>\n",
       "      <td>1.0</td>\n",
       "      <td>self.f.event_between_order(tokenE, tokenT) == True and self.f.event_closest_to_timex3_pos(tokenT) == 'VERB' and self.f.event_conjunction_closest_follow(tokenE) == 'que' and self.f.timex3_pos_token...</td>\n",
       "      <td>RIPPER</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
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       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>BEFORE</td>\n",
       "      <td>2.0</td>\n",
       "      <td>self.f.event_between_order(tokenE, tokenT) == True and self.f.signal_precede_timex3_pos(tokenT) == 'ADP' and self.f.timex3_preposition_gov(tokenT) == 'até'</td>\n",
       "      <td>RIPPER</td>\n",
       "      <td>0.743590</td>\n",
       "      <td>29</td>\n",
       "      <td>39</td>\n",
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       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>BEFORE</td>\n",
       "      <td>3.0</td>\n",
       "      <td>self.f.event_between_order(tokenE, tokenT) == True and self.f.event_pos_token_1_follow(tokenE) == 'SCONJ' and self.f.event_pos_token_1_precede(tokenE) == 'PRON'</td>\n",
       "      <td>RIPPER</td>\n",
       "      <td>0.736842</td>\n",
       "      <td>14</td>\n",
       "      <td>19</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>BEFORE</td>\n",
       "      <td>4.0</td>\n",
       "      <td>self.f.event_between_order(tokenE, tokenT) == True and self.f.event_closest_to_timex3_pos(tokenT) == 'VERB' and self.f.event_first_order(tokenE, tokenT) == True and self.f.timex3_pos_token_2_prece...</td>\n",
       "      <td>RIPPER</td>\n",
       "      <td>0.588235</td>\n",
       "      <td>20</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>BEFORE</td>\n",
       "      <td>5.0</td>\n",
       "      <td>self.f.event_gov_verb_tense(tokenE) == 'PAST' and self.f.reichenbach_direct_modification(tokenE, tokenT) == False and self.f.timex3_relevant_lemmas(tokenT) == 'próximo'</td>\n",
       "      <td>RIPPER</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>141</th>\n",
       "      <td>203</td>\n",
       "      <td>OVERLAP-OR-AFTER</td>\n",
       "      <td>148.0</td>\n",
       "      <td>self.f.event_conjunction_closest_precede(tokenE) == 'a' and self.f.event_intervening_following_tense(tokenE, tokenT) == 'IMP'</td>\n",
       "      <td>RIPPER</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>206</td>\n",
       "      <td>OVERLAP-OR-AFTER</td>\n",
       "      <td>164.0</td>\n",
       "      <td>self.f.event_timex3_distance(tokenE, tokenT) == 'longe' and self.f.timex3_pos_token_3_precede(tokenT) == 'PRON'</td>\n",
       "      <td>RIPPER</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>208</td>\n",
       "      <td>VAGUE</td>\n",
       "      <td>168.0</td>\n",
       "      <td>self.f.event_closest_to_event_temporal_direction(tokenE) == 'after' and self.f.event_intervening_preceding_class(tokenE, tokenT) == 'I_STATE'</td>\n",
       "      <td>RIPPER</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>210</td>\n",
       "      <td>OVERLAP-OR-AFTER</td>\n",
       "      <td>184.0</td>\n",
       "      <td>self.f.event_closest_to_event_class(tokenE) == 'STATE' and self.f.event_pos_token_3_precede(tokenE) == 'VERB' and self.f.timex3_dep(tokenT) == 'OBL'</td>\n",
       "      <td>RIPPER</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>211</td>\n",
       "      <td>OVERLAP</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>True == True</td>\n",
       "      <td>DEFAULT</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "<p>146 rows × 8 columns</p>\n",
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       "     cod_regra           relType   ordem  \\\n",
       "0            1            BEFORE     1.0   \n",
       "1            2            BEFORE     2.0   \n",
       "2            3            BEFORE     3.0   \n",
       "3            4            BEFORE     4.0   \n",
       "4            5            BEFORE     5.0   \n",
       "..         ...               ...     ...   \n",
       "141        203  OVERLAP-OR-AFTER   148.0   \n",
       "142        206  OVERLAP-OR-AFTER   164.0   \n",
       "143        208             VAGUE   168.0   \n",
       "144        210  OVERLAP-OR-AFTER   184.0   \n",
       "145        211           OVERLAP  2000.0   \n",
       "\n",
       "                                                                                                                                                                                                  predicados  \\\n",
       "0    self.f.event_between_order(tokenE, tokenT) == True and self.f.event_closest_to_timex3_pos(tokenT) == 'VERB' and self.f.event_conjunction_closest_follow(tokenE) == 'que' and self.f.timex3_pos_token...   \n",
       "1                                                self.f.event_between_order(tokenE, tokenT) == True and self.f.signal_precede_timex3_pos(tokenT) == 'ADP' and self.f.timex3_preposition_gov(tokenT) == 'até'   \n",
       "2                                           self.f.event_between_order(tokenE, tokenT) == True and self.f.event_pos_token_1_follow(tokenE) == 'SCONJ' and self.f.event_pos_token_1_precede(tokenE) == 'PRON'   \n",
       "3    self.f.event_between_order(tokenE, tokenT) == True and self.f.event_closest_to_timex3_pos(tokenT) == 'VERB' and self.f.event_first_order(tokenE, tokenT) == True and self.f.timex3_pos_token_2_prece...   \n",
       "4                                   self.f.event_gov_verb_tense(tokenE) == 'PAST' and self.f.reichenbach_direct_modification(tokenE, tokenT) == False and self.f.timex3_relevant_lemmas(tokenT) == 'próximo'   \n",
       "..                                                                                                                                                                                                       ...   \n",
       "141                                                                            self.f.event_conjunction_closest_precede(tokenE) == 'a' and self.f.event_intervening_following_tense(tokenE, tokenT) == 'IMP'   \n",
       "142                                                                                          self.f.event_timex3_distance(tokenE, tokenT) == 'longe' and self.f.timex3_pos_token_3_precede(tokenT) == 'PRON'   \n",
       "143                                                            self.f.event_closest_to_event_temporal_direction(tokenE) == 'after' and self.f.event_intervening_preceding_class(tokenE, tokenT) == 'I_STATE'   \n",
       "144                                                     self.f.event_closest_to_event_class(tokenE) == 'STATE' and self.f.event_pos_token_3_precede(tokenE) == 'VERB' and self.f.timex3_dep(tokenT) == 'OBL'   \n",
       "145                                                                                                                                                                                             True == True   \n",
       "\n",
       "      origem  acuracia  acertos  acionamentos  \n",
       "0     RIPPER  1.000000       15            15  \n",
       "1     RIPPER  0.743590       29            39  \n",
       "2     RIPPER  0.736842       14            19  \n",
       "3     RIPPER  0.588235       20            34  \n",
       "4     RIPPER  1.000000       18            18  \n",
       "..       ...       ...      ...           ...  \n",
       "141   RIPPER  1.000000        2             2  \n",
       "142   RIPPER  1.000000        2             2  \n",
       "143   RIPPER  0.666667        2             3  \n",
       "144   RIPPER  0.666667        2             3  \n",
       "145  DEFAULT  0.000000        0             0  \n",
       "\n",
       "[146 rows x 8 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# REGRAS CARREGADAS\n",
    "tb.tr.df_rules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a4142f69-c279-4a15-a3a4-23b5cb348fae",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-10-30T00:21:17.296061Z",
     "iopub.status.busy": "2022-10-30T00:21:17.296061Z",
     "iopub.status.idle": "2022-10-30T00:22:33.740521Z",
     "shell.execute_reply": "2022-10-30T00:22:33.740521Z",
     "shell.execute_reply.started": "2022-10-30T00:21:17.296061Z"
    },
    "presto": {
     "id": "9fe1ec87-cbfd-4ad8-9e9d-c0aaff93c048"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "STATUS PROCESSAMENTO:\n",
      "Task:                       A\n",
      "Quant. Regras Ativas:       146\n",
      "Ordenada por:               \n",
      "Ordem reversa:              False\n",
      "Tipo Processamento:         votacao\n",
      "Tlink Candidato Ativo?      False\n",
      "Tlink Transitivo Ativo?     False\n",
      "Tlink Candidato Approach:   \n",
      "Tlink Candidato Threshold:  \n",
      "Regras processadas?         SIM\n"
     ]
    }
   ],
   "source": [
    "#PROCESSA TODAS SENTENÇAS QUE PARTICIPA DA TASK 'A'\n",
    "\n",
    "# Configurações\n",
    "tb.tr.processing_type = 'votacao'  # 'primeira_regra' OR 'votacao'\n",
    "tb.tr.active_tlink_transitive = False\n",
    "\n",
    "#processa todas as sentenças da task 'A'\n",
    "tb.tr.process_rules()\n",
    "tb.tr.status()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8d002d71",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RESUMO PROCESSAMENTO DO DADOS DE ['train', 'train_test']\n",
      "STATUS: VOTACAO | 146 regras ativas | (['train', 'train_test'])\n",
      "\tSem Pares Candidato | Sem Fechamento\n",
      "Acurácia Anotadas:       1068.0 de  1440.0 (74.2%)\n",
      "Total Não Anotadas:                 1640.0\n",
      "Acurácia Não Anotadas:   1068.0 de  3080.0 (34.7%)\n",
      "\n",
      "TAXA COBERTURA:          1440.0 de 1,440.0 (100.0%)\n",
      "\n",
      "Quant Regras Processadas:  116\n",
      "Total Sentenças Anotadas Task A:   645\n",
      "Total Sentenças Anotadas sem predição:  0\n",
      "Total Relações Anotadas Task A:  1440\n",
      "Total Relações Anotadas sem predição:  0\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#RESULTADO DOS DADOS DE TREINO\n",
    "tb.tr.show_result = 'train'\n",
    "tb.tr.process_resume()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "87d9d907",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RESUMO PROCESSAMENTO DO DADOS DE test\n",
      "STATUS: VOTACAO | 146 regras ativas | (test)\n",
      "\tSem Pares Candidato | Sem Fechamento\n",
      "Acurácia Anotadas:       117.0 de   169.0 (69.2%)\n",
      "Total Não Anotadas:                  285.0\n",
      "Acurácia Não Anotadas:   117.0 de   454.0 (25.8%)\n",
      "\n",
      "TAXA COBERTURA:          169.0 de   169.0 (100.0%)\n",
      "\n",
      "Quant Regras Processadas:  79\n",
      "Total Sentenças Anotadas Task A:   81\n",
      "Total Sentenças Anotadas sem predição:  0\n",
      "Total Relações Anotadas Task A:  169\n",
      "Total Relações Anotadas sem predição:  0\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#RESULTADO DOS DADOS DE TESTE\n",
    "tb.tr.show_result = 'test'\n",
    "tb.tr.process_resume()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a11a1110-de18-4ec3-985d-4462a387b311",
   "metadata": {},
   "source": [
    "## ANALISAR SENTENÇAS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c404f764",
   "metadata": {},
   "outputs": [
    {
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       "      <td>8.0</td>\n",
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       "      <td>6.0</td>\n",
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       "      <td>83.33</td>\n",
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       "    <tr>\n",
       "      <th>wsj_0768</th>\n",
       "      <th>1893</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>62.50</td>\n",
       "      <td>83.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wsj_0610</th>\n",
       "      <th>1642</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>50.00</td>\n",
       "      <td>83.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wsj_0570</th>\n",
       "      <th>1475</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>62.50</td>\n",
       "      <td>83.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wsj_0558</th>\n",
       "      <th>1426</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>62.50</td>\n",
       "      <td>83.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wsj_0344</th>\n",
       "      <th>1308</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>41.67</td>\n",
       "      <td>83.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wsj_0313</th>\n",
       "      <th>1268</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>83.33</td>\n",
       "      <td>83.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wsj_0135</th>\n",
       "      <th>1064</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>62.50</td>\n",
       "      <td>83.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wsj_0127</th>\n",
       "      <th>1050</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>83.33</td>\n",
       "      <td>83.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNN19980213.2130.0155</th>\n",
       "      <th>720</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>41.67</td>\n",
       "      <td>83.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>APW19980213.1320</th>\n",
       "      <th>547</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>41.67</td>\n",
       "      <td>83.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wsj_0736</th>\n",
       "      <th>1802</th>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>50.00</td>\n",
       "      <td>80.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VOA19980303.1600.2745</th>\n",
       "      <th>909</th>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>66.67</td>\n",
       "      <td>80.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wsj_0568</th>\n",
       "      <th>1458</th>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>33.33</td>\n",
       "      <td>77.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wsj_1033</th>\n",
       "      <th>2340</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.50</td>\n",
       "      <td>75.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wsj_1025</th>\n",
       "      <th>2323</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>37.50</td>\n",
       "      <td>75.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wsj_1014</th>\n",
       "      <th>2303</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>50.00</td>\n",
       "      <td>75.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wsj_1011</th>\n",
       "      <th>2265</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75.00</td>\n",
       "      <td>75.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Resultado                        Erros  Acertos  Anotado  Não Anotado  \\\n",
       "doc                   isentenca                                         \n",
       "wsj_0583              2474         1.0      8.0      9.0          3.0   \n",
       "wsj_1025              2324         1.0      5.0      6.0          0.0   \n",
       "wsj_0778              1920         1.0      5.0      6.0          0.0   \n",
       "wsj_0768              1893         1.0      5.0      6.0          2.0   \n",
       "wsj_0610              1642         1.0      5.0      6.0          4.0   \n",
       "wsj_0570              1475         1.0      5.0      6.0          2.0   \n",
       "wsj_0558              1426         1.0      5.0      6.0          2.0   \n",
       "wsj_0344              1308         1.0      5.0      6.0          6.0   \n",
       "wsj_0313              1268         1.0      5.0      6.0          0.0   \n",
       "wsj_0135              1064         1.0      5.0      6.0          2.0   \n",
       "wsj_0127              1050         1.0      5.0      6.0          0.0   \n",
       "CNN19980213.2130.0155 720          1.0      5.0      6.0          6.0   \n",
       "APW19980213.1320      547          1.0      5.0      6.0          6.0   \n",
       "wsj_0736              1802         1.0      4.0      5.0          3.0   \n",
       "VOA19980303.1600.2745 909          2.0      8.0     10.0          2.0   \n",
       "wsj_0568              1458         2.0      7.0      9.0         12.0   \n",
       "wsj_1033              2340         1.0      3.0      4.0          4.0   \n",
       "wsj_1025              2323         1.0      3.0      4.0          4.0   \n",
       "wsj_1014              2303         1.0      3.0      4.0          2.0   \n",
       "wsj_1011              2265         1.0      3.0      4.0          0.0   \n",
       "\n",
       "Resultado                        pct_acerto  pct_acerto_anotado  \n",
       "doc                   isentenca                                  \n",
       "wsj_0583              2474            66.67               88.89  \n",
       "wsj_1025              2324            83.33               83.33  \n",
       "wsj_0778              1920            83.33               83.33  \n",
       "wsj_0768              1893            62.50               83.33  \n",
       "wsj_0610              1642            50.00               83.33  \n",
       "wsj_0570              1475            62.50               83.33  \n",
       "wsj_0558              1426            62.50               83.33  \n",
       "wsj_0344              1308            41.67               83.33  \n",
       "wsj_0313              1268            83.33               83.33  \n",
       "wsj_0135              1064            62.50               83.33  \n",
       "wsj_0127              1050            83.33               83.33  \n",
       "CNN19980213.2130.0155 720             41.67               83.33  \n",
       "APW19980213.1320      547             41.67               83.33  \n",
       "wsj_0736              1802            50.00               80.00  \n",
       "VOA19980303.1600.2745 909             66.67               80.00  \n",
       "wsj_0568              1458            33.33               77.78  \n",
       "wsj_1033              2340            37.50               75.00  \n",
       "wsj_1025              2323            37.50               75.00  \n",
       "wsj_1014              2303            50.00               75.00  \n",
       "wsj_1011              2265            75.00               75.00  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# RESULTADOS POR SENTENÇAS\n",
    "tb.tr.show_result = 'all'\n",
    "tb.tr.df_resultado_por_sentenca.query('pct_acerto_anotado < 100').head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7790610",
   "metadata": {},
   "source": [
    "### ENTRAR COM ID_SENTENCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "21e77f20-3c02-436e-b331-56fec360cae6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-10-30T00:22:40.462987Z",
     "iopub.status.busy": "2022-10-30T00:22:40.462987Z",
     "iopub.status.idle": "2022-10-30T00:22:40.539993Z",
     "shell.execute_reply": "2022-10-30T00:22:40.539993Z",
     "shell.execute_reply.started": "2022-10-30T00:22:40.462987Z"
    },
    "presto": {
     "id": "a2c5b942-1924-47d9-a658-31b5b1ff41b9"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['A Anheuser-Busch anunciou o seu plano ao mesmo tempo que divulgou que o lucro líquido no terceiro trimestre cresceu 5,2%, menos do que o esperado, para os 238,3 milhões de dólares, ou 83 cêntimos por ação, desde os 226,5 milhões de dólares, ou 78 cêntimos.']\n",
      "\n",
      "\n",
      "-------------------------------------------------------------------\n",
      "DCT: 1989-10-26   DOC: wsj_1014   ID_SENTENCA: 2303 \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">A \n",
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       "    Anheuser-Busch\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " \n",
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       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       " o seu \n",
       "<mark class=\"entity\" style=\"background: #f1db42; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    plano\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       " ao mesmo tempo que \n",
       "<mark class=\"entity\" style=\"background: #f1db42; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    divulgou\n",
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       "</mark>\n",
       " que o lucro líquido no \n",
       "<mark class=\"entity\" style=\"background: #6ecf42; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    terceiro trimestre\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIMEX3</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #f1db42; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    cresceu\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       " 5,2%, menos do que o esperado, para os \n",
       "<mark class=\"entity\" style=\"background: #f1db42; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    238,3\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">EVENT</span>\n",
       "</mark>\n",
       " milhões de dólares, ou 83 cêntimos por ação, desde os \n",
       "<mark class=\"entity\" style=\"background: #f1db42; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    226,5\n",
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       "</mark>\n",
       " milhões de dólares, ou 78 cêntimos.</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#ENTRE COM ID_SENTENCA\n",
    "tb.id_sentenca = 2303\n",
    "\n",
    "print(tb.sentenca_texto)\n",
    "tb.print.ent()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "bebb3ce5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lid_real</th>\n",
       "      <th>doc</th>\n",
       "      <th>train_test</th>\n",
       "      <th>isentenca</th>\n",
       "      <th>task</th>\n",
       "      <th>relType_real</th>\n",
       "      <th>eventID</th>\n",
       "      <th>text_event</th>\n",
       "      <th>relatedTo</th>\n",
       "      <th>text_relatedTo</th>\n",
       "      <th>value</th>\n",
       "      <th>relType_pred</th>\n",
       "      <th>rule</th>\n",
       "      <th>acertou</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1373</th>\n",
       "      <td>l5</td>\n",
       "      <td>wsj_1014</td>\n",
       "      <td>train</td>\n",
       "      <td>2303</td>\n",
       "      <td>A</td>\n",
       "      <td>AFTER</td>\n",
       "      <td>e1991</td>\n",
       "      <td>plano</td>\n",
       "      <td>t321</td>\n",
       "      <td>terceiro trimestre</td>\n",
       "      <td>1989-Q3</td>\n",
       "      <td>OVERLAP</td>\n",
       "      <td>155</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1374</th>\n",
       "      <td>l6</td>\n",
       "      <td>wsj_1014</td>\n",
       "      <td>train</td>\n",
       "      <td>2303</td>\n",
       "      <td>A</td>\n",
       "      <td>AFTER</td>\n",
       "      <td>e47</td>\n",
       "      <td>anunciou</td>\n",
       "      <td>t321</td>\n",
       "      <td>terceiro trimestre</td>\n",
       "      <td>1989-Q3</td>\n",
       "      <td>AFTER</td>\n",
       "      <td>8</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1375</th>\n",
       "      <td>l7</td>\n",
       "      <td>wsj_1014</td>\n",
       "      <td>train</td>\n",
       "      <td>2303</td>\n",
       "      <td>A</td>\n",
       "      <td>AFTER</td>\n",
       "      <td>e50</td>\n",
       "      <td>divulgou</td>\n",
       "      <td>t321</td>\n",
       "      <td>terceiro trimestre</td>\n",
       "      <td>1989-Q3</td>\n",
       "      <td>AFTER</td>\n",
       "      <td>34</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1376</th>\n",
       "      <td>l8</td>\n",
       "      <td>wsj_1014</td>\n",
       "      <td>train</td>\n",
       "      <td>2303</td>\n",
       "      <td>A</td>\n",
       "      <td>OVERLAP</td>\n",
       "      <td>e51</td>\n",
       "      <td>cresceu</td>\n",
       "      <td>t321</td>\n",
       "      <td>terceiro trimestre</td>\n",
       "      <td>1989-Q3</td>\n",
       "      <td>OVERLAP</td>\n",
       "      <td>20</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     lid_real       doc train_test  isentenca task relType_real eventID  \\\n",
       "1373       l5  wsj_1014      train       2303    A        AFTER   e1991   \n",
       "1374       l6  wsj_1014      train       2303    A        AFTER     e47   \n",
       "1375       l7  wsj_1014      train       2303    A        AFTER     e50   \n",
       "1376       l8  wsj_1014      train       2303    A      OVERLAP     e51   \n",
       "\n",
       "     text_event relatedTo      text_relatedTo    value relType_pred  rule  \\\n",
       "1373      plano      t321  terceiro trimestre  1989-Q3      OVERLAP   155   \n",
       "1374   anunciou      t321  terceiro trimestre  1989-Q3        AFTER     8   \n",
       "1375   divulgou      t321  terceiro trimestre  1989-Q3        AFTER    34   \n",
       "1376    cresceu      t321  terceiro trimestre  1989-Q3      OVERLAP    20   \n",
       "\n",
       "      acertou  \n",
       "1373    False  \n",
       "1374     True  \n",
       "1375     True  \n",
       "1376     True  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dataframe com as predições realizadas nas sentenças atribuídas a tb.id_sentenca\n",
    "tb.tr.df_rules_applied_id_sentenca"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "9717b135",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " COD RelType            Regra\n",
      "   8 AFTER              event_between_order(tokenE, tokenT) == True and event_class(tokenE) == 'REPORTING' and reichenbach_tense(tokenE, tokenT) == 'simples' and timex3_gov_verb_tense(tokenT) == 'PAST' and timex3_pos_token_2_follow(tokenT) == 'NUM'\n",
      "  20 OVERLAP            event_pos_token_1_precede(tokenE) == 'NOUN' and event_timex3_distance(tokenE, tokenT) == 'perto'\n",
      "  34 AFTER              event_class(tokenE) == 'REPORTING' and event_temporal_direction(tokenE) == 'before' and reichenbach_temporal_mod_function(tokenE, tokenT) == True and timex3_gov_verb_tense(tokenT) == 'PAST'\n",
      " 155 OVERLAP            event_closest_to_timex3_equal_pos(tokenE, tokenT) == False and event_closest_to_timex3_pos(tokenT) == 'VERB' and event_head_is_root(tokenE) == True\n"
     ]
    }
   ],
   "source": [
    "# Explica as predições realizadas nas sentenças atribuídas a tb.id_sentenca\n",
    "tb.tr.explain_applied_rules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "3b578f2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------\n",
      "DCT: 1989-10-26   DOC: wsj_1014   ID_SENTENCA: 2303 \n",
      "A Anheuser-Busch anunciou o seu plano ao mesmo tempo que divulgou que o lucro líquido no terceiro trimestre cresceu 5,2%, menos do que o esperado, para os 238,3 milhões de dólares, ou 83 cêntimos por ação, desde os 226,5 milhões de dólares, ou 78 cêntimos.\n",
      "\n"
     ]
    },
    {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lid_real</th>\n",
       "      <th>doc</th>\n",
       "      <th>train_test</th>\n",
       "      <th>isentenca</th>\n",
       "      <th>task</th>\n",
       "      <th>relType_real</th>\n",
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       "      <th>text_event</th>\n",
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       "      <th>text_relatedTo</th>\n",
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       "      <td>l6</td>\n",
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       "      <th>1375</th>\n",
       "      <td>l7</td>\n",
       "      <td>wsj_1014</td>\n",
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       "      <td>terceiro trimestre</td>\n",
       "      <td>1989-Q3</td>\n",
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       "      <td>wsj_1014</td>\n",
       "      <td>train</td>\n",
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       "      <td>e51</td>\n",
       "      <td>cresceu</td>\n",
       "      <td>t321</td>\n",
       "      <td>terceiro trimestre</td>\n",
       "      <td>1989-Q3</td>\n",
       "      <td>OVERLAP</td>\n",
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       "      <td>True</td>\n",
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       "</table>\n",
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      ],
      "text/plain": [
       "     lid_real       doc train_test  isentenca task relType_real eventID  \\\n",
       "1373       l5  wsj_1014      train       2303    A        AFTER   e1991   \n",
       "1374       l6  wsj_1014      train       2303    A        AFTER     e47   \n",
       "1375       l7  wsj_1014      train       2303    A        AFTER     e50   \n",
       "1376       l8  wsj_1014      train       2303    A      OVERLAP     e51   \n",
       "\n",
       "     text_event relatedTo      text_relatedTo    value relType_pred  rule  \\\n",
       "1373      plano      t321  terceiro trimestre  1989-Q3      OVERLAP   155   \n",
       "1374   anunciou      t321  terceiro trimestre  1989-Q3        AFTER     8   \n",
       "1375   divulgou      t321  terceiro trimestre  1989-Q3        AFTER    34   \n",
       "1376    cresceu      t321  terceiro trimestre  1989-Q3      OVERLAP    20   \n",
       "\n",
       "      acertou  \n",
       "1373    False  \n",
       "1374     True  \n",
       "1375     True  \n",
       "1376     True  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# GRÁFICO DAS RELAÇÕES PREDITAS\n",
    "tb.tr.graph_pred()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "f0a592fe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------\n",
      "DCT: 1989-10-26   DOC: wsj_1014   ID_SENTENCA: 2303 \n",
      "A Anheuser-Busch anunciou o seu plano ao mesmo tempo que divulgou que o lucro líquido no terceiro trimestre cresceu 5,2%, menos do que o esperado, para os 238,3 milhões de dólares, ou 83 cêntimos por ação, desde os 226,5 milhões de dólares, ou 78 cêntimos.\n",
      "\n"
     ]
    },
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       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5210\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"212.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5330\">de</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5330\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"212.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5450\">dólares</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5450\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"212.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5570\">,</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5570\">PUNCT</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"212.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5690\">ou</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5690\">CCONJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"212.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5810\">78</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5810\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"212.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5930\">cêntimos</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5930\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"212.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6050\">.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6050\">PUNCT</tspan>\n",
       "</text>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-d86f028190e741d9aa255818f4cbe5a2-0-0\" stroke-width=\"2px\" d=\"M310,182.0 310,122.0 1970.0,122.0 1970.0,182.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-d86f028190e741d9aa255818f4cbe5a2-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">AFTER</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M310,184.0 L306,176.0 314,176.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-d86f028190e741d9aa255818f4cbe5a2-0-1\" stroke-width=\"2px\" d=\"M670,182.0 670,142.0 1965.0,142.0 1965.0,182.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-d86f028190e741d9aa255818f4cbe5a2-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">AFTER</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M670,184.0 L666,176.0 674,176.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-d86f028190e741d9aa255818f4cbe5a2-0-2\" stroke-width=\"2px\" d=\"M1270,182.0 1270,162.0 1960.0,162.0 1960.0,182.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-d86f028190e741d9aa255818f4cbe5a2-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">AFTER</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1270,184.0 L1266,176.0 1274,176.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-d86f028190e741d9aa255818f4cbe5a2-0-3\" stroke-width=\"2px\" d=\"M1990,182.0 1990,162.0 2080.0,162.0 2080.0,182.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-d86f028190e741d9aa255818f4cbe5a2-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">OVERLAP</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2080.0,184.0 L2084.0,176.0 2076.0,176.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "</svg></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# GRÁFICO DAS RELAÇÕES ANOTADAS\n",
    "tb.print.graph_tlink()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "ba039c42",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------\n",
      "DCT: 1989-10-26   DOC: wsj_1014   ID_SENTENCA: 2303 \n",
      "A Anheuser-Busch anunciou o seu plano ao mesmo tempo que divulgou que o lucro líquido no terceiro trimestre cresceu 5,2%, menos do que o esperado, para os 238,3 milhões de dólares, ou 83 cêntimos por ação, desde os 226,5 milhões de dólares, ou 78 cêntimos.\n",
      "\n",
      "  i  Token               ENT     POS    Desc POS                   id_sentenca    id_tag    classe      aspecto    tempo    pos    tipo    valor    relType\n",
      "---  ------------------  ------  -----  -------------------------  -------------  --------  ----------  ---------  -------  -----  ------  -------  ---------------------------------------------------\n",
      "  0  A                           DET    determiner                                                                                                  ()\n",
      "  1  Anheuser-Busch      ORG     PROPN  proper noun                                                                                                 ()\n",
      "  2  anunciou            EVENT   VERB   verb                       2303           e47       REPORTING   NONE       PPI      VERB                    (['t321', 'A', 'AFTER'], ['t161', 'B', 'BEFORE'])\n",
      "  3  o                           DET    determiner                                                                                                  ()\n",
      "  4  seu                         DET    determiner                                                                                                  ()\n",
      "  5  plano               EVENT   NOUN   noun                       2303           e1991     I_STATE     NONE       NONE     NOUN                    (['t321', 'A', 'AFTER'], ['t161', 'B', 'OVERLAP'])\n",
      "  6  ao                          ADP    adposition                                                                                                  ()\n",
      "  7  mesmo                       ADJ    adjective                                                                                                   ()\n",
      "  8  tempo                       NOUN   noun                                                                                                        ()\n",
      "  9  que                         SCONJ  subordinating conjunction                                                                                   ()\n",
      " 10  divulgou            EVENT   VERB   verb                       2303           e50       REPORTING   NONE       PPI      VERB                    (['t321', 'A', 'AFTER'], ['t161', 'B', 'BEFORE'])\n",
      " 11  que                         SCONJ  subordinating conjunction                                                                                   ()\n",
      " 12  o                           DET    determiner                                                                                                  ()\n",
      " 13  lucro                       NOUN   noun                                                                                                        ()\n",
      " 14  líquido                     ADJ    adjective                                                                                                   ()\n",
      " 15  no                          ADP    adposition                                                                                                  ()\n",
      " 16  terceiro trimestre  TIMEX3  NOUN   noun                       2303.0         t321                                             DATE    1989-Q3  ()\n",
      " 17  cresceu             EVENT   VERB   verb                       2303           e51       OCCURRENCE  NONE       PPI      VERB                    (['t321', 'A', 'OVERLAP'], ['t161', 'B', 'BEFORE'])\n",
      " 18  5,2                         NUM    numeral                                                                                                     ()\n",
      " 19  %                           SYM    symbol                                                                                                      ()\n",
      " 20  ,                           PUNCT  punctuation                                                                                                 ()\n",
      " 21  menos                       ADV    adverb                                                                                                      ()\n",
      " 22  do                          ADP    adposition                                                                                                  ()\n",
      " 23  que                         PRON   pronoun                                                                                                     ()\n",
      " 24  o                           PRON   pronoun                                                                                                     ()\n",
      " 25  esperado                    VERB   verb                                                                                                        ()\n",
      " 26  ,                           PUNCT  punctuation                                                                                                 ()\n",
      " 27  para                        ADP    adposition                                                                                                  ()\n",
      " 28  os                          DET    determiner                                                                                                  ()\n",
      " 29  238,3               EVENT   NUM    numeral                    2303           e2241     STATE       NONE       NONE     OTHER                   ()\n",
      " 30  milhões                     NUM    numeral                                                                                                     ()\n",
      " 31  de                          ADP    adposition                                                                                                  ()\n",
      " 32  dólares                     NOUN   noun                                                                                                        ()\n",
      " 33  ,                           PUNCT  punctuation                                                                                                 ()\n",
      " 34  ou                          CCONJ  coordinating conjunction                                                                                    ()\n",
      " 35  83                          NUM    numeral                                                                                                     ()\n",
      " 36  cêntimos                    ADJ    adjective                                                                                                   ()\n",
      " 37  por                         ADP    adposition                                                                                                  ()\n",
      " 38  ação                        NOUN   noun                                                                                                        ()\n",
      " 39  ,                           PUNCT  punctuation                                                                                                 ()\n",
      " 40  desde                       ADP    adposition                                                                                                  ()\n",
      " 41  os                          DET    determiner                                                                                                  ()\n",
      " 42  226,5               EVENT   NUM    numeral                    2303           e2242     STATE       NONE       NONE     OTHER                   ()\n",
      " 43  milhões                     NUM    numeral                                                                                                     ()\n",
      " 44  de                          ADP    adposition                                                                                                  ()\n",
      " 45  dólares                     NOUN   noun                                                                                                        ()\n",
      " 46  ,                           PUNCT  punctuation                                                                                                 ()\n",
      " 47  ou                          CCONJ  coordinating conjunction                                                                                    ()\n",
      " 48  78                          NUM    numeral                                                                                                     ()\n",
      " 49  cêntimos                    NOUN   noun                                                                                                        ()\n",
      " 50  .                           PUNCT  punctuation                                                                                                 ()\n"
     ]
    }
   ],
   "source": [
    "# DADOS ANOTADOS NO CORPUS\n",
    "tb.print.timebank()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "ca7b3f40-4d84-40dc-a8c5-4f37b8740fa1",
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    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------\n",
      "DCT: 1989-10-26   DOC: wsj_1014   ID_SENTENCA: 2303 \n",
      "A Anheuser-Busch anunciou o seu plano ao mesmo tempo que divulgou que o lucro líquido no terceiro trimestre cresceu 5,2%, menos do que o esperado, para os 238,3 milhões de dólares, ou 83 cêntimos por ação, desde os 226,5 milhões de dólares, ou 78 cêntimos.\n",
      "\n",
      "  i  Token               ENT     POS    Desc POS                   PAI                 POS PAI    DEP     Desc Dep                                      Morph\n",
      "---  ------------------  ------  -----  -------------------------  ------------------  ---------  ------  --------------------------------------------  -----------------------------------------------------\n",
      "  0  A                           DET    determiner                 Anheuser-Busch      PROPN      det     determiner                                    Definite=Def|Gender=Fem|Number=Sing|PronType=Art\n",
      "  1  Anheuser-Busch      ORG     PROPN  proper noun                anunciou            VERB       nsubj   nominal subject                               Gender=Fem|Number=Sing\n",
      "  2  anunciou            EVENT   VERB   verb                       anunciou            VERB       ROOT    root                                          Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin\n",
      "  3  o                           DET    determiner                 plano               NOUN       det     determiner                                    Definite=Def|Gender=Masc|Number=Sing|PronType=Art\n",
      "  4  seu                         DET    determiner                 plano               NOUN       det     determiner                                    Gender=Masc|Number=Sing|PronType=Prs\n",
      "  5  plano               EVENT   NOUN   noun                       anunciou            VERB       obj     object                                        Gender=Masc|Number=Sing\n",
      "  6  ao                          ADP    adposition                 tempo               NOUN       case    case marking                                  Definite=Def|Gender=Masc|Number=Sing|PronType=Art\n",
      "  7  mesmo                       ADJ    adjective                  tempo               NOUN       amod    adjectival modifier                           Gender=Masc|Number=Sing\n",
      "  8  tempo                       NOUN   noun                       anunciou            VERB       obl     oblique nominal                               Gender=Masc|Number=Sing\n",
      "  9  que                         SCONJ  subordinating conjunction  divulgou            VERB       mark    marker\n",
      " 10  divulgou            EVENT   VERB   verb                       anunciou            VERB       ccomp   clausal complement                            Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin\n",
      " 11  que                         SCONJ  subordinating conjunction  cresceu             VERB       mark    marker\n",
      " 12  o                           DET    determiner                 lucro               NOUN       det     determiner                                    Definite=Def|Gender=Masc|Number=Sing|PronType=Art\n",
      " 13  lucro                       NOUN   noun                       cresceu             VERB       nsubj   nominal subject                               Gender=Masc|Number=Sing\n",
      " 14  líquido                     ADJ    adjective                  lucro               NOUN       amod    adjectival modifier                           Gender=Masc|Number=Sing\n",
      " 15  no                          ADP    adposition                 terceiro trimestre  NOUN       case    case marking                                  Definite=Def|Gender=Masc|Number=Sing|PronType=Art\n",
      " 16  terceiro trimestre  TIMEX3  NOUN   noun                       lucro               NOUN       nmod    modifier of nominal                           Gender=Masc|Number=Sing\n",
      " 17  cresceu             EVENT   VERB   verb                       divulgou            VERB       ccomp   clausal complement                            Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin\n",
      " 18  5,2                         NUM    numeral                    %                   SYM        nummod  numeric modifier                              NumType=Card\n",
      " 19  %                           SYM    symbol                     cresceu             VERB       obj     object\n",
      " 20  ,                           PUNCT  punctuation                menos               ADV        punct   punctuation\n",
      " 21  menos                       ADV    adverb                     cresceu             VERB       advmod  adverbial modifier\n",
      " 22  do                          ADP    adposition                 o                   PRON       case    case marking                                  Gender=Masc|Number=Sing|PronType=Dem\n",
      " 23  que                         PRON   pronoun                    do                  ADP        fixed   fixed multiword expression                    Gender=Masc|Number=Sing|PronType=Rel\n",
      " 24  o                           PRON   pronoun                    menos               ADV        obl     oblique nominal                               Gender=Masc|Number=Sing|PronType=Dem\n",
      " 25  esperado                    VERB   verb                       o                   PRON       acl     clausal modifier of noun (adjectival clause)  Gender=Masc|Number=Sing|VerbForm=Part\n",
      " 26  ,                           PUNCT  punctuation                238,3               NUM        punct   punctuation\n",
      " 27  para                        ADP    adposition                 238,3               NUM        case    case marking\n",
      " 28  os                          DET    determiner                 238,3               NUM        det     determiner                                    Definite=Def|Gender=Masc|Number=Plur|PronType=Art\n",
      " 29  238,3               EVENT   NUM    numeral                    cêntimos            ADJ        obl     oblique nominal                               NumType=Card\n",
      " 30  milhões                     NUM    numeral                    238,3               NUM        flat    flat multiword expression                     NumType=Card\n",
      " 31  de                          ADP    adposition                 dólares             NOUN       case    case marking\n",
      " 32  dólares                     NOUN   noun                       238,3               NUM        nmod    modifier of nominal                           Gender=Masc|Number=Plur\n",
      " 33  ,                           PUNCT  punctuation                83                  NUM        punct   punctuation\n",
      " 34  ou                          CCONJ  coordinating conjunction   83                  NUM        cc      coordinating conjunction\n",
      " 35  83                          NUM    numeral                    cêntimos            ADJ        nsubj   nominal subject                               NumType=Card\n",
      " 36  cêntimos                    ADJ    adjective                  cresceu             VERB       advcl   adverbial clause modifier                     Gender=Masc|Number=Plur\n",
      " 37  por                         ADP    adposition                 ação                NOUN       case    case marking\n",
      " 38  ação                        NOUN   noun                       cêntimos            ADJ        obl     oblique nominal                               Gender=Fem|Number=Sing\n",
      " 39  ,                           PUNCT  punctuation                226,5               NUM        punct   punctuation\n",
      " 40  desde                       ADP    adposition                 226,5               NUM        case    case marking\n",
      " 41  os                          DET    determiner                 226,5               NUM        det     determiner                                    Definite=Def|Gender=Masc|Number=Plur|PronType=Art\n",
      " 42  226,5               EVENT   NUM    numeral                    cresceu             VERB       obl     oblique nominal                               NumType=Card\n",
      " 43  milhões                     NUM    numeral                    226,5               NUM        flat    flat multiword expression                     NumType=Card\n",
      " 44  de                          ADP    adposition                 dólares             NOUN       case    case marking\n",
      " 45  dólares                     NOUN   noun                       226,5               NUM        nmod    modifier of nominal                           Gender=Masc|Number=Plur\n",
      " 46  ,                           PUNCT  punctuation                cêntimos            NOUN       punct   punctuation\n",
      " 47  ou                          CCONJ  coordinating conjunction   78                  NUM        cc      coordinating conjunction\n",
      " 48  78                          NUM    numeral                    cêntimos            NOUN       nsubj   nominal subject                               NumType=Card\n",
      " 49  cêntimos                    NOUN   noun                       cresceu             VERB       conj    conjunct                                      Gender=Masc|Number=Plur\n",
      " 50  .                           PUNCT  punctuation                anunciou            VERB       punct   punctuation\n"
     ]
    }
   ],
   "source": [
    "# ANÁLISE MORFOLÓGICA\n",
    "tb.print.morph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "93cb7253-cc70-4055-b3a7-edbb8d0e4b07",
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     "shell.execute_reply": "2022-10-30T00:22:40.992511Z",
     "shell.execute_reply.started": "2022-10-30T00:22:40.914390Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------\n",
      "DCT: 1989-10-26   DOC: wsj_1014   ID_SENTENCA: 2303 \n",
      "A Anheuser-Busch anunciou o seu plano ao mesmo tempo que divulgou que o lucro líquido no terceiro trimestre cresceu 5,2%, menos do que o esperado, para os 238,3 milhões de dólares, ou 83 cêntimos por ação, desde os 226,5 milhões de dólares, ou 78 cêntimos.\n",
      "\n"
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    },
    {
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1030\">mesmo</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1030\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1170\">tempo</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1170\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1310\">que</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1310\">SCONJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1450\">divulgou</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1450\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1590\">que</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1590\">SCONJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1730\">o</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1730\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1870\">lucro</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1870\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2010\">líquido</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2010\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2150\">no</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2150\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2290\">terceiro trimestre</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2290\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2430\">cresceu</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2430\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2570\">5,2%,</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2570\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2710\">menos</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2710\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2850\">do</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2850\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2990\">que</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2990\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3130\">o</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3130\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3270\">esperado,</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3270\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3410\">para</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3410\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3550\">os</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3550\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3690\">238,3</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3690\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3830\">milhões</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3830\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3970\">de</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3970\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4110\">dólares,</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4110\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4250\">ou</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4250\">CCONJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4390\">83</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4390\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4530\">cêntimos</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4530\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4670\">por</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4670\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4810\">ação,</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4810\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4950\">desde</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4950\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5090\">os</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5090\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5230\">226,5</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5230\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5370\">milhões</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5370\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5510\">de</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5510\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5650\">dólares,</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5650\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5790\">ou</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5790\">CCONJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5930\">78</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5930\">NUM</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"452.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6070\">cêntimos.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6070\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "\n",
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       "    </text>\n",
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       "\n",
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       "\n",
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       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M630,424.0 L626,416.0 634,416.0\" fill=\"currentColor\"/>\n",
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       "\n",
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       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "    </text>\n",
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       "\n",
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       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "\n",
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       "\n",
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   ],
   "source": [
    "# ANÁLISE SINTÁTICA\n",
    "tb.print.graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "249fb952-b7f7-475e-9987-d99caf083a40",
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    "execution": {
     "iopub.execute_input": "2022-10-30T00:22:40.994508Z",
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     "shell.execute_reply": "2022-10-30T00:22:41.148070Z",
     "shell.execute_reply.started": "2022-10-30T00:22:40.994508Z"
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "-------------------------------------------------------------------\n",
      "DCT: 1989-10-26   DOC: wsj_1014   ID_SENTENCA: 2303 \n",
      "A Anheuser-Busch anunciou o seu plano ao mesmo tempo que divulgou que o lucro líquido no terceiro trimestre cresceu 5,2%, menos do que o esperado, para os 238,3 milhões de dólares, ou 83 cêntimos por ação, desde os 226,5 milhões de dólares, ou 78 cêntimos.\n",
      "\n",
      " 2.  anunciou:ROOT        \t\t\t\t\t\t\t\t| VERB\tEVENT\tREPORTING\t\tMood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin\n",
      "  |\t 1.  Anheuser-Busch:nsubj \t\t\t\t\t\t\t| PROPN\tORG\t\t\tGender=Fem|Number=Sing\n",
      "  |\t  |\t 0.  A:det                \t\t\t\t\t\t| DET\t\t\t\tDefinite=Def|Gender=Fem|Number=Sing|PronType=Art\n",
      "  |\t 5.  plano:obj            \t\t\t\t\t\t\t| NOUN\tEVENT\tI_STATE\t\tGender=Masc|Number=Sing\n",
      "  |\t  |\t 3.  o:det                \t\t\t\t\t\t| DET\t\t\t\tDefinite=Def|Gender=Masc|Number=Sing|PronType=Art\n",
      "  |\t  |\t 4.  seu:det              \t\t\t\t\t\t| DET\t\t\t\tGender=Masc|Number=Sing|PronType=Prs\n",
      "  |\t 8.  tempo:obl            \t\t\t\t\t\t\t| NOUN\t\t\t\tGender=Masc|Number=Sing\n",
      "  |\t  |\t 6.  ao:case              \t\t\t\t\t\t| ADP\t\t\t\tDefinite=Def|Gender=Masc|Number=Sing|PronType=Art\n",
      "  |\t  |\t 7.  mesmo:amod           \t\t\t\t\t\t| ADJ\t\t\t\tGender=Masc|Number=Sing\n",
      "  |\t10.  divulgou:ccomp       \t\t\t\t\t\t\t| VERB\tEVENT\tREPORTING\t\tMood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin\n",
      "  |\t  |\t 9.  que:mark             \t\t\t\t\t\t| SCONJ\t\t\t\t\n",
      "  |\t  |\t17.  cresceu:ccomp        \t\t\t\t\t\t| VERB\tEVENT\tOCCURRENCE\t\tMood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin\n",
      "  |\t  |\t  |\t11.  que:mark             \t\t\t\t\t| SCONJ\t\t\t\t\n",
      "  |\t  |\t  |\t13.  lucro:nsubj          \t\t\t\t\t| NOUN\t\t\t\tGender=Masc|Number=Sing\n",
      "  |\t  |\t  |\t  |\t12.  o:det                \t\t\t\t| DET\t\t\t\tDefinite=Def|Gender=Masc|Number=Sing|PronType=Art\n",
      "  |\t  |\t  |\t  |\t14.  líquido:amod         \t\t\t\t| ADJ\t\t\t\tGender=Masc|Number=Sing\n",
      "  |\t  |\t  |\t  |\t16.  terceiro trimestre:nmod \t\t\t\t| NOUN\tTIMEX3\t\tDATE\tGender=Masc|Number=Sing\n",
      "  |\t  |\t  |\t  |\t  |\t15.  no:case              \t\t\t| ADP\t\t\t\tDefinite=Def|Gender=Masc|Number=Sing|PronType=Art\n",
      "  |\t  |\t  |\t19.  %:obj                \t\t\t\t\t| SYM\t\t\t\t\n",
      "  |\t  |\t  |\t  |\t18.  5,2:nummod           \t\t\t\t| NUM\t\t\t\tNumType=Card\n",
      "  |\t  |\t  |\t21.  menos:advmod         \t\t\t\t\t| ADV\t\t\t\t\n",
      "  |\t  |\t  |\t  |\t20.  ,:punct              \t\t\t\t| PUNCT\t\t\t\t\n",
      "  |\t  |\t  |\t  |\t24.  o:obl                \t\t\t\t| PRON\t\t\t\tGender=Masc|Number=Sing|PronType=Dem\n",
      "  |\t  |\t  |\t  |\t  |\t22.  do:case              \t\t\t| ADP\t\t\t\tGender=Masc|Number=Sing|PronType=Dem\n",
      "  |\t  |\t  |\t  |\t  |\t  |\t23.  que:fixed            \t\t| PRON\t\t\t\tGender=Masc|Number=Sing|PronType=Rel\n",
      "  |\t  |\t  |\t  |\t  |\t25.  esperado:acl         \t\t\t| VERB\t\t\t\tGender=Masc|Number=Sing|VerbForm=Part\n",
      "  |\t  |\t  |\t36.  cêntimos:advcl       \t\t\t\t\t| ADJ\t\t\t\tGender=Masc|Number=Plur\n",
      "  |\t  |\t  |\t  |\t29.  238,3:obl            \t\t\t\t| NUM\tEVENT\tSTATE\t\tNumType=Card\n",
      "  |\t  |\t  |\t  |\t  |\t26.  ,:punct              \t\t\t| PUNCT\t\t\t\t\n",
      "  |\t  |\t  |\t  |\t  |\t27.  para:case            \t\t\t| ADP\t\t\t\t\n",
      "  |\t  |\t  |\t  |\t  |\t28.  os:det               \t\t\t| DET\t\t\t\tDefinite=Def|Gender=Masc|Number=Plur|PronType=Art\n",
      "  |\t  |\t  |\t  |\t  |\t30.  milhões:flat         \t\t\t| NUM\t\t\t\tNumType=Card\n",
      "  |\t  |\t  |\t  |\t  |\t32.  dólares:nmod         \t\t\t| NOUN\t\t\t\tGender=Masc|Number=Plur\n",
      "  |\t  |\t  |\t  |\t  |\t  |\t31.  de:case              \t\t| ADP\t\t\t\t\n",
      "  |\t  |\t  |\t  |\t35.  83:nsubj             \t\t\t\t| NUM\t\t\t\tNumType=Card\n",
      "  |\t  |\t  |\t  |\t  |\t33.  ,:punct              \t\t\t| PUNCT\t\t\t\t\n",
      "  |\t  |\t  |\t  |\t  |\t34.  ou:cc                \t\t\t| CCONJ\t\t\t\t\n",
      "  |\t  |\t  |\t  |\t38.  ação:obl             \t\t\t\t| NOUN\t\t\t\tGender=Fem|Number=Sing\n",
      "  |\t  |\t  |\t  |\t  |\t37.  por:case             \t\t\t| ADP\t\t\t\t\n",
      "  |\t  |\t  |\t42.  226,5:obl            \t\t\t\t\t| NUM\tEVENT\tSTATE\t\tNumType=Card\n",
      "  |\t  |\t  |\t  |\t39.  ,:punct              \t\t\t\t| PUNCT\t\t\t\t\n",
      "  |\t  |\t  |\t  |\t40.  desde:case           \t\t\t\t| ADP\t\t\t\t\n",
      "  |\t  |\t  |\t  |\t41.  os:det               \t\t\t\t| DET\t\t\t\tDefinite=Def|Gender=Masc|Number=Plur|PronType=Art\n",
      "  |\t  |\t  |\t  |\t43.  milhões:flat         \t\t\t\t| NUM\t\t\t\tNumType=Card\n",
      "  |\t  |\t  |\t  |\t45.  dólares:nmod         \t\t\t\t| NOUN\t\t\t\tGender=Masc|Number=Plur\n",
      "  |\t  |\t  |\t  |\t  |\t44.  de:case              \t\t\t| ADP\t\t\t\t\n",
      "  |\t  |\t  |\t49.  cêntimos:conj        \t\t\t\t\t| NOUN\t\t\t\tGender=Masc|Number=Plur\n",
      "  |\t  |\t  |\t  |\t46.  ,:punct              \t\t\t\t| PUNCT\t\t\t\t\n",
      "  |\t  |\t  |\t  |\t48.  78:nsubj             \t\t\t\t| NUM\t\t\t\tNumType=Card\n",
      "  |\t  |\t  |\t  |\t  |\t47.  ou:cc                \t\t\t| CCONJ\t\t\t\t\n",
      "  |\t50.  .:punct              \t\t\t\t\t\t\t| PUNCT\t\t\t\t\n"
     ]
    }
   ],
   "source": [
    "# ANÁLISE SINTÁTICA E MORFOLÓGICA\n",
    "tb.print.graph_dfs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "cc04a419",
   "metadata": {},
   "outputs": [
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       "      <td>101</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1609 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     lid_real               doc train_test  isentenca task relType_real  \\\n",
       "16        l14  APW19980301.0720       test         40    A        VAGUE   \n",
       "17        l15  APW19980301.0720       test         40    A        VAGUE   \n",
       "18        l20  APW19980301.0720       test         41    A        VAGUE   \n",
       "19        l21  APW19980301.0720       test         41    A      OVERLAP   \n",
       "20        l19  APW19980301.0720       test         41    A        AFTER   \n",
       "...       ...               ...        ...        ...  ...          ...   \n",
       "1604      l46          wsj_1003      train       2593    A      OVERLAP   \n",
       "1605      l45          wsj_1003      train       2593    A      OVERLAP   \n",
       "1606      l44          wsj_1003      train       2593    A        AFTER   \n",
       "1607      l47          wsj_1003      train       2594    A      OVERLAP   \n",
       "1608      l48          wsj_1003      train       2595    A      OVERLAP   \n",
       "\n",
       "     eventID    text_event relatedTo      text_relatedTo       value  \\\n",
       "16       e84  conversações     t1983             domingo  1998-03-01   \n",
       "17       e84  conversações     t1985      semana passada    1998-W08   \n",
       "18       e86    relatórios     t1986      semana passada    1998-W08   \n",
       "19       e87         disse     t1986      semana passada    1998-W08   \n",
       "20       e91   negociações     t1986      semana passada    1998-W08   \n",
       "...      ...           ...       ...                 ...         ...   \n",
       "1604    e141    aumentaram      t235      30 de setembro  1989-09-30   \n",
       "1605    e141    aumentaram      t236           trimestre     1989-QX   \n",
       "1606    e141    aumentaram      t239           há um ano     1988-QX   \n",
       "1607    e242        lucros      t240  O último trimestre     1989-Q2   \n",
       "1608    e149      encargos      t838         ano passado     1988-Q2   \n",
       "\n",
       "     relType_pred  rule  acertou  \n",
       "16        OVERLAP    25    False  \n",
       "17        OVERLAP   165    False  \n",
       "18          AFTER    56    False  \n",
       "19          AFTER    55    False  \n",
       "20        OVERLAP    21    False  \n",
       "...           ...   ...      ...  \n",
       "1604      OVERLAP    20     True  \n",
       "1605      OVERLAP    20     True  \n",
       "1606        AFTER     9     True  \n",
       "1607      OVERLAP    22     True  \n",
       "1608      OVERLAP   101     True  \n",
       "\n",
       "[1609 rows x 14 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# PREDIÇÕES DE TODAS AS SENTENÇAS\n",
    "tb.tr.df_real_predict"
   ]
  }
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