glue/notebooks/Data - Training Data Generator.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Automated Generation of Training Data for Microsoft LUIS and Speech Service\n",
    "This notebook serves to batch-generate training data for [Microsoft LUIS](https://luis.ai) and [Microsoft Speech Service](https://speech.microsoft.com) based on example utterances and possible entity-values.\n",
    "\n",
    "## Example\n",
    "### Input sentence: \n",
    "- \"I would like to book a flight from {city} to {city} and my name is {name}.\"\n",
    "\n",
    "### Sample values: \n",
    "- city: 'Stuttgart', 'Singapore', 'Frankfurt', 'Kuala Lumpur'\n",
    "- name: 'Nadella', 'Gates'\n",
    "\n",
    "### Returns:\n",
    "- Training Data for Speech-To-Text Engine or textual input for Text-to-Speech generation\n",
    "    - \"I would like to book a flight from Frankfurt to Kuala Lumpur and my name is Nadella.\"\n",
    "    - \"I would like to book a flight from Singapore to Stuttgart and my name is Gates.\"\n",
    "    - \"I would like to book a flight from Singapore to Frankfurt and my name is Ballmer.\"\n",
    "- Training data for Microsoft LUIS (see the concept of [LU-files](https://docs.microsoft.com/en-us/composer/concept-language-understanding))\n",
    "    - I would like to book a flight from {city=Frankfurt} to {city=Kuala Lumpur} via {station=Bus Stop} and my name is {name=Nadella}.\n",
    "    - I would like to book a flight from {city=Singapore} to {city=Stuttgart} via {station=Airport} and my name is {name=Gates}.\n",
    "    - I would like to book a flight from {city=Singapore} to {city=Frankfurt} via {station=Airport} and my name is {name=Ballmer}."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import relevant packages\n",
    "import json\n",
    "import re\n",
    "import logging\n",
    "import pandas as pd\n",
    "import random\n",
    "import sys\n",
    "\n",
    "# Import LUIS generator components\n",
    "sys.path.append(\"../src/\")\n",
    "from luis_data_generator import LUISGenerator\n",
    "from luis_data_generator import transform_lu\n",
    "\n",
    "# Auto Reload\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Input Data\n",
    "We prepared some examples for you, but you can also import your own data below. Just make sure you follow the file structure and the notation for the entities, which always has to be this way. In case you have multiple entities of the same type in one sentence, you do not have to enumerate them. The tool will take care of it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get Base Utterances and Intents from csv\n",
    "df_baseutterances = pd.read_csv(\"../assets/examples/input_files/example_baseutterances.csv\", sep=\";\", encoding='utf-8')[['intent','text']]\n",
    "# df_baseutterances = pd.read_csv(\"../assets/customer_data/example_baseutterances.csv\", sep=\";\", encoding='utf-8')[['intent','text']]\n",
    "utterances = df_baseutterances['text'].tolist()\n",
    "intents = df_baseutterances['intent'].tolist()\n",
    "\n",
    "# Review imported data for debugging\n",
    "# print(utterances)\n",
    "# print()\n",
    "# print(intents)\n",
    "# print()\n",
    "# print(len(utterances))\n",
    "# print(len(intents))\n",
    "\n",
    "# Extract Entitydata from csv\n",
    "entitydata = pd.read_csv(\"../assets/examples/input_files/example_entities.csv\", sep=\";\", encoding='utf-8')[['entity_name','entity_value']]\n",
    "# entitydata = pd.read_csv(\"../assets/customer_data/example_entities.csv\", sep=\";\", encoding='utf-8')[['entity_name','entity_value']]\n",
    "# Convert Entitynames to list and deduplicate\n",
    "entityname_list = list(dict.fromkeys(entitydata['entity_name'].tolist()))\n",
    "\n",
    "# Create values object based on entitynames/entityvalues read from csv\n",
    "values = {}\n",
    "for each_entity in entityname_list:\n",
    "    # Review imported data for debugging\n",
    "    # print(each_entity)\n",
    "    # print()\n",
    "    globals()[each_entity] = []\n",
    "    globals()[each_entity] = entitydata['entity_value'].loc[(entitydata[\"entity_name\"] == each_entity)].tolist()\n",
    "    # Review imported data for debugging\n",
    "    # print(globals()[each_entity])\n",
    "    # print()   \n",
    "    values[each_entity] = globals()[each_entity]\n",
    "# Review imported data for debugging\n",
    "# print(values)\n",
    "\n",
    "\n",
    "#############################################################################################################################################\n",
    "## If you do not want to import data from csv you can see below for an example of hard-coded data. In this case uncomment all of the above. #\n",
    "#############################################################################################################################################\n",
    "\n",
    "# Define input values, or import them from a pandas data frame\n",
    "# utterances = ['Test {first_name} {last_name} Test', \n",
    "#               'how are you doing?']\n",
    "\n",
    "#values = {'city': ['Singapore', 'Frankfurt', 'Kuala Lumpur', 'Stuttgart'], \n",
    "#          'station': ['Airport', 'Central Station', 'Bus Stop'], \n",
    "#          'name': ['Nadella', 'Gates', 'Ballmer']}\n",
    "\n",
    "# intents =  ['GetEntities',\n",
    "#             'None']\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generator Setup\n",
    "In the next step, we will create an instance of the LUIS generator and assign the respective objects to it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create instance of the LUISGenerator-class along with your utterances, values and intents.\n",
    "# If you have no intents, just remove it. It is an optional argument for the class.\n",
    "flight_generator = LUISGenerator(utterances, values, intents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define amount of iterations below.\n",
    "# Keep in mind that it does not necessarily mean, that there will be 1,000 examples of every utterance, as duplicates will be filtered out.\n",
    "# The amount of utterances per example depends on the maximum number of combinations based on example-entity value combinations.\n",
    "iterations = 200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done!\n",
      "CPU times: total: 46.9 ms\n",
      "Wall time: 44.6 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Loop through the generator multiple times to get a variation of utterances.\n",
    "# If you have intents, speech_results and luis_results will be zipped lists each.\n",
    "# If you have no intents, speech_results and luis_results will be one-dimensional lists.\n",
    "speech_results = []\n",
    "luis_results = []\n",
    "for _ in range(1, iterations):\n",
    "    flight_generator.get_values()\n",
    "    speech, luis = flight_generator.fill_values()\n",
    "    speech_results.extend(speech)\n",
    "    luis_results.extend(luis)\n",
    "print(\"Done!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Export\n",
    "As we generated the data, we can export it now to use it for our tools.\n",
    "\n",
    "### Speech to Text / Text to Speech\n",
    "The section below give you a glance on the results and writes them to a text file.\n",
    "If you write generated these utterances along with intents, you may also use it for LUIS scoring with GLUE, as you have intent-text combinations.\n",
    "This can help you to evaluate the performance of the model given different entity values.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('BookFlight', 'a ticket to Tokyo please'),\n",
       " ('BookFlight', 'could you book a flight to Tokyo on 2nd of april for me?'),\n",
       " ('BookFlight', 'i want a flight to Berlin'),\n",
       " ('BookFlight', 'i would like to book a flight to Tel Aviv.')]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show the head of the speech-results.\n",
    "speech_results[:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# File name of your target text file.\n",
    "text_filename = \"../assets/examples/output_files/example_text_file\"\n",
    "# text_filename = \"../assets/customer_data/customer_text_file\"\n",
    "\n",
    "# If speech_results is a list of tuples along with intents, we write two files:\n",
    "# One file is only text, the other is comma-separated for potential LUIS scoring as described above.\n",
    "if len(speech_results[0]) == 2:\n",
    "    df_text = pd.DataFrame(speech_results, columns=['intent', 'text'])\n",
    "    df_text.to_csv(f'{text_filename}_intent_text.csv', encoding=\"utf-8\", sep=\",\", index=False)\n",
    "    df_text['text'].to_csv(f'{text_filename}_text.csv', encoding=\"utf-8\", sep=\"\\t\", index=False, header=False)\n",
    "# If the results are only in a list, we just write text file\n",
    "else:\n",
    "    df_text = pd.DataFrame(speech_results, columns=['text'])\n",
    "    df_text.to_csv(f'{text_filename}_text.csv', encoding=\"utf-8\", sep=\"\\t\", index=False, header=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LUIS\n",
    "The section below shows you how the results look like and writes them to a [LU-files](https://docs.microsoft.com/en-us/composer/concept-language-understanding). This file can be used as input file for [LUIS](https://luis.ai) training and to accelerate your model development."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('BookFlight', 'a ticket to {Airport=Tokyo} please'),\n",
       " ('BookFlight',\n",
       "  'could you book a flight to {Airport=Tokyo} on 2nd of april for me?'),\n",
       " ('BookFlight', 'i want a flight to {Airport=Berlin}'),\n",
       " ('BookFlight', 'i would like to book a flight to {Airport=Tel Aviv}.'),\n",
       " ('BookFlight',\n",
       "  'no, i want to fly to {Airport=London}, not to {Airport=Seattle}.')]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show the head of the luis results.\n",
    "luis_results[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:Writing output to file \"../assets/examples/output_files/example_lu_file\".\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "# BookFlight\n",
      "- a ticket to {Airport=Tokyo} please\n",
      "- no, i want to fly to {Airport=Paris}, not to {Airport=Toronto}.\n",
      "- no, i want to fly to {Airport=Berlin}, not to {Airport=Los Angeles}.\n",
      "- i would like to book a flight to {Airport=Tokyo}.\n",
      "- i want a flight to {Airport=Berlin}\n",
      "- could you book a flight to {Airport=Berlin} on 2nd of april for me?\n",
      "- a ticket to {Airport=Seattle} please\n",
      "- i would like to book a flight to {Airport=Tel Aviv}.\n",
      "- a ticket to {Airport=Toronto} please\n",
      "- i would like to book a flight to {Airport=New York}.\n",
      "- a ticket to {Airport=Tel Aviv} please\n",
      "- could you book a flight to {Airport=Tel Aviv} on 2nd of april for me?\n",
      "- i want a flight to {Airport=New York}\n",
      "- i would like to book a flight to {Airport=Los Angeles}.\n",
      "- could you book a flight to {Airport=Paris} on 2nd of april for me?\n",
      "- no, i want to fly to {Airport=Seattle}, not to {Airport=Los Angeles}.\n",
      "- i want a flight to {Airport=Tel Aviv}\n",
      "- i want a flight to {Airport=Paris}\n",
      "- could you book a flight to {Airport=Tokyo} on 2nd of april for me?\n",
      "- a ticket to {Airport=New York} please\n",
      "- could you book a flight to {Airport=Seattle} on 2nd of april for me?\n",
      "- i want a flight to {Airport=Toronto}\n",
      "- no, i want to fly to {Airport=Paris}, not to {Airport=Tel Aviv}.\n",
      "- no, i want to fly to {Airport=Toronto}, not to {Airport=Seattle}.\n",
      "- i want a flight to {Airport=Los Angeles}\n",
      "- a ticket to {Airport=Berlin} please\n",
      "- i would like to book a flight to {Airport=Paris}.\n",
      "- i would like to book a flight to {Airport=Seattle}.\n",
      "- could you book a flight to {Airport=London} on 2nd of april for me?\n",
      "- i want a flight to {Airport=Seattle}\n",
      "- no, i want to fly to {Airport=Tokyo}, not to {Airport=London}.\n",
      "- i would like to book a flight to {Airport=Toronto}.\n",
      "- could you book a flight to {Airport=Los Angeles} on 2nd of april for me?\n",
      "- a ticket to {Airport=Los Angeles} please\n",
      "- could you book a flight to {Airport=New York} on 2nd of april for me?\n",
      "- no, i want to fly to {Airport=Seattle}, not to {Airport=London}.\n",
      "- no, i want to fly to {Airport=Tel Aviv}, not to {Airport=London}.\n",
      "- i want a flight to {Airport=Tokyo}\n",
      "- no, i want to fly to {Airport=Paris}, not to {Airport=New York}.\n",
      "- no, i want to fly to {Airport=Toronto}, not to {Airport=Tel Aviv}.\n",
      "- a ticket to {Airport=Paris} please\n",
      "- no, i want to fly to {Airport=London}, not to {Airport=Paris}.\n",
      "- i would like to book a flight to {Airport=London}.\n",
      "- no, i want to fly to {Airport=London}, not to {Airport=New York}.\n",
      "- a ticket to {Airport=London} please\n",
      "- i want a flight to {Airport=London}\n",
      "- no, i want to fly to {Airport=Los Angeles}, not to {Airport=Tel Aviv}.\n",
      "- no, i want to fly to {Airport=New York}, not to {Airport=Berlin}.\n",
      "- no, i want to fly to {Airport=London}, not to {Airport=Tel Aviv}.\n",
      "- no, i want to fly to {Airport=Tel Aviv}, not to {Airport=Toronto}.\n",
      "- no, i want to fly to {Airport=Seattle}, not to {Airport=Tel Aviv}.\n",
      "- i would like to book a flight to {Airport=Berlin}.\n",
      "- no, i want to fly to {Airport=London}, not to {Airport=Toronto}.\n",
      "- no, i want to fly to {Airport=Paris}, not to {Airport=Seattle}.\n",
      "- no, i want to fly to {Airport=Tel Aviv}, not to {Airport=Seattle}.\n",
      "- no, i want to fly to {Airport=Tel Aviv}, not to {Airport=Tokyo}.\n",
      "- no, i want to fly to {Airport=Paris}, not to {Airport=London}.\n",
      "- no, i want to fly to {Airport=Los Angeles}, not to {Airport=Berlin}.\n",
      "- no, i want to fly to {Airport=Tokyo}, not to {Airport=Tel Aviv}.\n",
      "- no, i want to fly to {Airport=New York}, not to {Airport=Los Angeles}.\n",
      "- no, i want to fly to {Airport=London}, not to {Airport=Los Angeles}.\n",
      "- no, i want to fly to {Airport=New York}, not to {Airport=Seattle}.\n",
      "- no, i want to fly to {Airport=Berlin}, not to {Airport=London}.\n",
      "- no, i want to fly to {Airport=Toronto}, not to {Airport=New York}.\n",
      "- no, i want to fly to {Airport=Los Angeles}, not to {Airport=Seattle}.\n",
      "- no, i want to fly to {Airport=Tokyo}, not to {Airport=Seattle}.\n",
      "- no, i want to fly to {Airport=Toronto}, not to {Airport=Tokyo}.\n",
      "- no, i want to fly to {Airport=Tokyo}, not to {Airport=Toronto}.\n",
      "- no, i want to fly to {Airport=Toronto}, not to {Airport=Los Angeles}.\n",
      "- could you book a flight to {Airport=Toronto} on 2nd of april for me?\n",
      "- no, i want to fly to {Airport=Tel Aviv}, not to {Airport=Los Angeles}.\n",
      "- no, i want to fly to {Airport=Berlin}, not to {Airport=Paris}.\n",
      "- no, i want to fly to {Airport=New York}, not to {Airport=Tel Aviv}.\n",
      "- no, i want to fly to {Airport=Tel Aviv}, not to {Airport=Paris}.\n",
      "- no, i want to fly to {Airport=New York}, not to {Airport=Toronto}.\n",
      "- no, i want to fly to {Airport=Seattle}, not to {Airport=Paris}.\n",
      "- no, i want to fly to {Airport=Berlin}, not to {Airport=Seattle}.\n",
      "- no, i want to fly to {Airport=Los Angeles}, not to {Airport=Toronto}.\n",
      "- no, i want to fly to {Airport=Los Angeles}, not to {Airport=Tokyo}.\n",
      "- no, i want to fly to {Airport=Seattle}, not to {Airport=Toronto}.\n",
      "- no, i want to fly to {Airport=London}, not to {Airport=Berlin}.\n",
      "- no, i want to fly to {Airport=Tokyo}, not to {Airport=Berlin}.\n",
      "- no, i want to fly to {Airport=Seattle}, not to {Airport=New York}.\n",
      "- no, i want to fly to {Airport=Los Angeles}, not to {Airport=London}.\n",
      "- no, i want to fly to {Airport=Paris}, not to {Airport=Berlin}.\n",
      "- no, i want to fly to {Airport=Berlin}, not to {Airport=Tokyo}.\n",
      "- no, i want to fly to {Airport=New York}, not to {Airport=Tokyo}.\n",
      "- no, i want to fly to {Airport=Paris}, not to {Airport=Los Angeles}.\n",
      "- no, i want to fly to {Airport=Berlin}, not to {Airport=Toronto}.\n",
      "- no, i want to fly to {Airport=Tokyo}, not to {Airport=Los Angeles}.\n",
      "- no, i want to fly to {Airport=Toronto}, not to {Airport=Berlin}.\n",
      "- no, i want to fly to {Airport=Seattle}, not to {Airport=Berlin}.\n",
      "- no, i want to fly to {Airport=New York}, not to {Airport=Paris}.\n",
      "- no, i want to fly to {Airport=New York}, not to {Airport=London}.\n",
      "- no, i want to fly to {Airport=London}, not to {Airport=Tokyo}.\n",
      "- no, i want to fly to {Airport=Tel Aviv}, not to {Airport=Berlin}.\n",
      "- no, i want to fly to {Airport=Tokyo}, not to {Airport=Paris}.\n",
      "- no, i want to fly to {Airport=Berlin}, not to {Airport=New York}.\n",
      "- no, i want to fly to {Airport=Los Angeles}, not to {Airport=Paris}.\n",
      "- no, i want to fly to {Airport=Toronto}, not to {Airport=Paris}.\n",
      "- no, i want to fly to {Airport=London}, not to {Airport=Seattle}.\n",
      "- no, i want to fly to {Airport=Los Angeles}, not to {Airport=New York}.\n",
      "- no, i want to fly to {Airport=Toronto}, not to {Airport=London}.\n",
      "- no, i want to fly to {Airport=Paris}, not to {Airport=Tokyo}.\n",
      "\n",
      "# BookSeat\n",
      "- i want to have a window seat\n",
      "- book a seat as close as possible to the galley on my flight to {Airport=Berlin}\n",
      "- i need a special seat on my flight\n",
      "- i would like to book a seat on my flight to {Airport=Tokyo}\n",
      "- book a seat for me on my preferred seat.\n",
      "- book a seat as close as possible to the galley on my flight to {Airport=Paris}\n",
      "- book a seat as close as possible to the galley on my flight to {Airport=New York}\n",
      "- book a seat as close as possible to the galley on my flight to {Airport=Toronto}\n",
      "- i would like to book a seat on my flight to {Airport=Toronto}\n",
      "- book a seat as close as possible to the galley on my flight to {Airport=London}\n",
      "- i would like to book a seat on my flight to {Airport=London}\n",
      "- i would like to book a seat on my flight to {Airport=Paris}\n",
      "- book a seat as close as possible to the galley on my flight to {Airport=Tel Aviv}\n",
      "- i would like to book a seat on my flight to {Airport=Seattle}\n",
      "- book a seat as close as possible to the galley on my flight to {Airport=Tokyo}\n",
      "- i would like to book a seat on my flight to {Airport=Los Angeles}\n",
      "- i would like to book a seat on my flight to {Airport=New York}\n",
      "- book a seat as close as possible to the galley on my flight to {Airport=Seattle}\n",
      "- i would like to book a seat on my flight to {Airport=Berlin}\n",
      "- i would like to book a seat on my flight to {Airport=Tel Aviv}\n",
      "- book a seat as close as possible to the galley on my flight to {Airport=Los Angeles}\n",
      "\n",
      "# CancelFlight\n",
      "- cancellation of flight to {Airport=Seattle}.\n",
      "- cancel flight to {Airport=Tel Aviv}\n",
      "- please cancel my flight to {Airport=Tel Aviv}\n",
      "- please cancel my flight to {Airport=Los Angeles}\n",
      "- i want to cancel my journey to {Airport=Seattle}.\n",
      "- cancellation of flight to {Airport=Los Angeles}.\n",
      "- i need to cancel my flight to {Airport=New York}\n",
      "- cancellation of flight to {Airport=Paris}.\n",
      "- cancel flight to {Airport=New York}\n",
      "- please cancel my flight to {Airport=Seattle}\n",
      "- i want to cancel my journey to {Airport=Tel Aviv}.\n",
      "- cancellation of flight to {Airport=Tel Aviv}.\n",
      "- cancel flight to {Airport=Los Angeles}\n",
      "- i want to cancel my journey to {Airport=New York}.\n",
      "- i need to cancel my flight to {Airport=Los Angeles}\n",
      "- i want to cancel my journey to {Airport=Los Angeles}.\n",
      "- i want to cancel my journey to {Airport=London}.\n",
      "- i need to cancel my flight to {Airport=Toronto}\n",
      "- cancel flight to {Airport=Toronto}\n",
      "- cancellation of flight to {Airport=Tokyo}.\n",
      "- i need to cancel my flight to {Airport=Tel Aviv}\n",
      "- cancel flight to {Airport=Paris}\n",
      "- cancel flight to {Airport=London}\n",
      "- cancellation of flight to {Airport=London}.\n",
      "- i need to cancel my flight to {Airport=Berlin}\n",
      "- i want to cancel my journey to {Airport=Tokyo}.\n",
      "- i want to cancel my journey to {Airport=Toronto}.\n",
      "- please cancel my flight to {Airport=Paris}\n",
      "- i need to cancel my flight to {Airport=Seattle}\n",
      "- cancellation of flight to {Airport=Toronto}.\n",
      "- please cancel my flight to {Airport=Berlin}\n",
      "- cancellation of flight to {Airport=Berlin}.\n",
      "- i need to cancel my flight to {Airport=Paris}\n",
      "- please cancel my flight to {Airport=New York}\n",
      "- please cancel my flight to {Airport=Tokyo}\n",
      "- cancel flight to {Airport=Tokyo}\n",
      "- cancel flight to {Airport=Berlin}\n",
      "- i want to cancel my journey to {Airport=Paris}.\n",
      "- i need to cancel my flight to {Airport=London}\n",
      "- cancellation of flight to {Airport=New York}.\n",
      "- i need to cancel my flight to {Airport=Tokyo}\n",
      "- i want to cancel my journey to {Airport=Berlin}.\n",
      "- please cancel my flight to {Airport=Toronto}\n",
      "- cancel flight to {Airport=Seattle}\n",
      "- please cancel my flight to {Airport=London}\n",
      "\n",
      "# ChangeFlight\n",
      "- change my flight from {Airport=Paris} to {Airport=New York}\n",
      "- i need to change my flight from {Airport=London} to {Airport=Paris}\n",
      "- i would like to change my flight.\n",
      "- change flight to {Airport=Toronto}.\n",
      "- change flight to {Airport=Los Angeles}.\n",
      "- please rebook my flight to {Airport=Seattle}, please.\n",
      "- change flight to {Airport=Tel Aviv}.\n",
      "- please rebook my flight to {Airport=Tokyo}, please.\n",
      "- i need to change my flight from {Airport=Tokyo} to {Airport=Berlin}\n",
      "- change my flight from {Airport=New York} to {Airport=Paris}\n",
      "- change flight to {Airport=New York}.\n",
      "- i need to change my flight from {Airport=Berlin} to {Airport=Paris}\n",
      "- change my flight from {Airport=Tokyo} to {Airport=New York}\n",
      "- change my flight from {Airport=Berlin} to {Airport=Paris}\n",
      "- i need to change my flight from {Airport=Los Angeles} to {Airport=Seattle}\n",
      "- please rebook my flight to {Airport=Berlin}, please.\n",
      "- please rebook my flight to {Airport=Tel Aviv}, please.\n",
      "- change my flight from {Airport=Berlin} to {Airport=Toronto}\n",
      "- please rebook my flight to {Airport=Los Angeles}, please.\n",
      "- i need to change my flight from {Airport=New York} to {Airport=Los Angeles}\n",
      "- change my flight from {Airport=Tokyo} to {Airport=Paris}\n",
      "- change flight to {Airport=London}.\n",
      "- i need to change my flight from {Airport=London} to {Airport=Tokyo}\n",
      "- change my flight from {Airport=Paris} to {Airport=Toronto}\n",
      "- i need to change my flight from {Airport=Paris} to {Airport=London}\n",
      "- i need to change my flight from {Airport=Berlin} to {Airport=Toronto}\n",
      "- i need to change my flight from {Airport=London} to {Airport=Tel Aviv}\n",
      "- change my flight from {Airport=London} to {Airport=Tel Aviv}\n",
      "- i need to change my flight from {Airport=London} to {Airport=Toronto}\n",
      "- please rebook my flight to {Airport=New York}, please.\n",
      "- change my flight from {Airport=Tel Aviv} to {Airport=London}\n",
      "- change my flight from {Airport=Seattle} to {Airport=Paris}\n",
      "- change flight to {Airport=Paris}.\n",
      "- change my flight from {Airport=Los Angeles} to {Airport=Berlin}\n",
      "- i need to change my flight from {Airport=Tel Aviv} to {Airport=London}\n",
      "- change flight to {Airport=Berlin}.\n",
      "- change my flight from {Airport=New York} to {Airport=Tel Aviv}\n",
      "- change flight to {Airport=Tokyo}.\n",
      "- please rebook my flight to {Airport=Paris}, please.\n",
      "- please rebook my flight to {Airport=Toronto}, please.\n",
      "- i need to change my flight from {Airport=London} to {Airport=Los Angeles}\n",
      "- i need to change my flight from {Airport=Tokyo} to {Airport=Tel Aviv}\n",
      "- change my flight from {Airport=Toronto} to {Airport=Tel Aviv}\n",
      "- i need to change my flight from {Airport=London} to {Airport=New York}\n",
      "- change my flight from {Airport=Tel Aviv} to {Airport=Toronto}\n",
      "- i need to change my flight from {Airport=Seattle} to {Airport=New York}\n",
      "- change my flight from {Airport=Los Angeles} to {Airport=Toronto}\n",
      "- change flight to {Airport=Seattle}.\n",
      "- change my flight from {Airport=Tokyo} to {Airport=London}\n",
      "- i need to change my flight from {Airport=Berlin} to {Airport=Seattle}\n",
      "- i need to change my flight from {Airport=Seattle} to {Airport=Toronto}\n",
      "- change my flight from {Airport=Seattle} to {Airport=New York}\n",
      "- change my flight from {Airport=Paris} to {Airport=Los Angeles}\n",
      "- i need to change my flight from {Airport=Seattle} to {Airport=London}\n",
      "- i need to change my flight from {Airport=Paris} to {Airport=New York}\n",
      "- change my flight from {Airport=Tel Aviv} to {Airport=Tokyo}\n",
      "- change my flight from {Airport=Berlin} to {Airport=London}\n",
      "- i need to change my flight from {Airport=Toronto} to {Airport=Los Angeles}\n",
      "- change my flight from {Airport=New York} to {Airport=Toronto}\n",
      "- i need to change my flight from {Airport=Toronto} to {Airport=Berlin}\n",
      "- change my flight from {Airport=Seattle} to {Airport=London}\n",
      "- change my flight from {Airport=Seattle} to {Airport=Tokyo}\n",
      "- i need to change my flight from {Airport=Toronto} to {Airport=Tel Aviv}\n",
      "- change my flight from {Airport=Seattle} to {Airport=Los Angeles}\n",
      "- i need to change my flight from {Airport=Berlin} to {Airport=London}\n",
      "- i need to change my flight from {Airport=New York} to {Airport=Berlin}\n",
      "- i need to change my flight from {Airport=Los Angeles} to {Airport=Tel Aviv}\n",
      "- i need to change my flight from {Airport=Toronto} to {Airport=Paris}\n",
      "- change my flight from {Airport=Seattle} to {Airport=Berlin}\n",
      "- change my flight from {Airport=Paris} to {Airport=London}\n",
      "- change my flight from {Airport=New York} to {Airport=London}\n",
      "- change my flight from {Airport=New York} to {Airport=Berlin}\n",
      "- i need to change my flight from {Airport=Tel Aviv} to {Airport=Tokyo}\n",
      "- change my flight from {Airport=Seattle} to {Airport=Toronto}\n",
      "- change my flight from {Airport=Tokyo} to {Airport=Seattle}\n",
      "- change my flight from {Airport=Tokyo} to {Airport=Tel Aviv}\n",
      "- please rebook my flight to {Airport=London}, please.\n",
      "- i need to change my flight from {Airport=Berlin} to {Airport=Tel Aviv}\n",
      "- change my flight from {Airport=Los Angeles} to {Airport=London}\n",
      "- change my flight from {Airport=Paris} to {Airport=Tokyo}\n",
      "- i need to change my flight from {Airport=Paris} to {Airport=Los Angeles}\n",
      "- change my flight from {Airport=London} to {Airport=Toronto}\n",
      "- change my flight from {Airport=Paris} to {Airport=Berlin}\n",
      "- i need to change my flight from {Airport=Toronto} to {Airport=London}\n",
      "- change my flight from {Airport=Berlin} to {Airport=Seattle}\n",
      "- i need to change my flight from {Airport=Toronto} to {Airport=New York}\n",
      "- change my flight from {Airport=Tel Aviv} to {Airport=Paris}\n",
      "- change my flight from {Airport=Toronto} to {Airport=Berlin}\n",
      "- i need to change my flight from {Airport=Tel Aviv} to {Airport=Los Angeles}\n",
      "- change my flight from {Airport=New York} to {Airport=Los Angeles}\n",
      "- i need to change my flight from {Airport=Seattle} to {Airport=Berlin}\n",
      "- i need to change my flight from {Airport=Berlin} to {Airport=Tokyo}\n",
      "- change my flight from {Airport=Los Angeles} to {Airport=Tel Aviv}\n",
      "- i need to change my flight from {Airport=London} to {Airport=Seattle}\n",
      "- change my flight from {Airport=Los Angeles} to {Airport=Seattle}\n",
      "- change my flight from {Airport=Berlin} to {Airport=Tokyo}\n",
      "- i need to change my flight from {Airport=Tokyo} to {Airport=New York}\n",
      "- i need to change my flight from {Airport=Tel Aviv} to {Airport=New York}\n",
      "- change my flight from {Airport=Berlin} to {Airport=New York}\n",
      "- i need to change my flight from {Airport=Tokyo} to {Airport=Paris}\n",
      "- i need to change my flight from {Airport=Tokyo} to {Airport=Los Angeles}\n",
      "- i need to change my flight from {Airport=Paris} to {Airport=Tokyo}\n",
      "- i need to change my flight from {Airport=Tokyo} to {Airport=Seattle}\n",
      "- i need to change my flight from {Airport=Los Angeles} to {Airport=Berlin}\n",
      "- i need to change my flight from {Airport=Seattle} to {Airport=Tel Aviv}\n",
      "- change my flight from {Airport=Toronto} to {Airport=Tokyo}\n",
      "- change my flight from {Airport=Tokyo} to {Airport=Toronto}\n",
      "- i need to change my flight from {Airport=Los Angeles} to {Airport=Tokyo}\n",
      "- change my flight from {Airport=New York} to {Airport=Seattle}\n",
      "- i need to change my flight from {Airport=Los Angeles} to {Airport=Toronto}\n",
      "- change my flight from {Airport=Toronto} to {Airport=New York}\n",
      "- i need to change my flight from {Airport=Los Angeles} to {Airport=New York}\n",
      "- change my flight from {Airport=Paris} to {Airport=Tel Aviv}\n",
      "- change my flight from {Airport=Toronto} to {Airport=London}\n",
      "- i need to change my flight from {Airport=Berlin} to {Airport=New York}\n",
      "- change my flight from {Airport=Toronto} to {Airport=Paris}\n",
      "- i need to change my flight from {Airport=Toronto} to {Airport=Seattle}\n",
      "- i need to change my flight from {Airport=New York} to {Airport=Seattle}\n",
      "- i need to change my flight from {Airport=New York} to {Airport=Tokyo}\n",
      "- change my flight from {Airport=Seattle} to {Airport=Tel Aviv}\n",
      "- change my flight from {Airport=Paris} to {Airport=Seattle}\n",
      "- change my flight from {Airport=London} to {Airport=Los Angeles}\n",
      "- change my flight from {Airport=Los Angeles} to {Airport=Tokyo}\n",
      "- i need to change my flight from {Airport=New York} to {Airport=Tel Aviv}\n",
      "- i need to change my flight from {Airport=Los Angeles} to {Airport=London}\n",
      "- change my flight from {Airport=Tel Aviv} to {Airport=Seattle}\n",
      "- i need to change my flight from {Airport=Paris} to {Airport=Berlin}\n",
      "- i need to change my flight from {Airport=London} to {Airport=Berlin}\n",
      "- change my flight from {Airport=New York} to {Airport=Tokyo}\n",
      "- i need to change my flight from {Airport=Paris} to {Airport=Tel Aviv}\n",
      "- i need to change my flight from {Airport=Paris} to {Airport=Seattle}\n",
      "- i need to change my flight from {Airport=Seattle} to {Airport=Los Angeles}\n",
      "- change my flight from {Airport=Los Angeles} to {Airport=New York}\n",
      "- change my flight from {Airport=London} to {Airport=Paris}\n",
      "- i need to change my flight from {Airport=Berlin} to {Airport=Los Angeles}\n",
      "- i need to change my flight from {Airport=Toronto} to {Airport=Tokyo}\n",
      "- i need to change my flight from {Airport=Tokyo} to {Airport=London}\n",
      "- i need to change my flight from {Airport=Tel Aviv} to {Airport=Berlin}\n",
      "- change my flight from {Airport=London} to {Airport=Tokyo}\n",
      "- change my flight from {Airport=London} to {Airport=New York}\n",
      "- i need to change my flight from {Airport=Paris} to {Airport=Toronto}\n",
      "- i need to change my flight from {Airport=Tokyo} to {Airport=Toronto}\n",
      "- i need to change my flight from {Airport=New York} to {Airport=Toronto}\n",
      "- i need to change my flight from {Airport=Tel Aviv} to {Airport=Seattle}\n",
      "- change my flight from {Airport=London} to {Airport=Berlin}\n",
      "- i need to change my flight from {Airport=Seattle} to {Airport=Tokyo}\n",
      "- change my flight from {Airport=Berlin} to {Airport=Tel Aviv}\n",
      "- change my flight from {Airport=Tokyo} to {Airport=Berlin}\n",
      "- i need to change my flight from {Airport=New York} to {Airport=London}\n",
      "- change my flight from {Airport=Tel Aviv} to {Airport=Los Angeles}\n",
      "- i need to change my flight from {Airport=New York} to {Airport=Paris}\n",
      "- i need to change my flight from {Airport=Tel Aviv} to {Airport=Paris}\n",
      "- change my flight from {Airport=Tokyo} to {Airport=Los Angeles}\n",
      "- change my flight from {Airport=Tel Aviv} to {Airport=New York}\n",
      "- change my flight from {Airport=Tel Aviv} to {Airport=Berlin}\n",
      "- i need to change my flight from {Airport=Tel Aviv} to {Airport=Toronto}\n",
      "\n",
      "# DepartureInfo\n",
      "- what is the status of my flight {FlightNumber=AB1234}\n",
      "- i need the status of my flight {FlightNumber=CP9919223}\n",
      "- could you check whether my flight has a delay?\n",
      "- is my flight on time?\n",
      "- i need the status of my flight {FlightNumber=AB1234}\n",
      "- when does {FlightNumber=AB1234} depart?\n",
      "- i need the status of my flight {FlightNumber=AA1994557}\n",
      "- when does {FlightNumber=CP9919223} depart?\n",
      "- what is the status of my flight {FlightNumber=CP9919223}\n",
      "- when does {FlightNumber=LH7721} depart?\n",
      "- i need the status of my flight {FlightNumber=LH7721}\n",
      "- when does {FlightNumber=AA1834556} depart?\n",
      "- what is the status of my flight {FlightNumber=Ab9164}\n",
      "- what is the status of my flight {FlightNumber=AA1994557}\n",
      "- what is the status of my flight {FlightNumber=LH1346}\n",
      "- what is the status of my flight {FlightNumber=LH7721}\n",
      "- i need the status of my flight {FlightNumber=LH1346}\n",
      "- i need the status of my flight {FlightNumber=Ab9164}\n",
      "- i need the status of my flight {FlightNumber=AA1834556}\n",
      "- when does {FlightNumber=AA1994557} depart?\n",
      "- when does {FlightNumber=Ab9164} depart?\n",
      "- what is the status of my flight {FlightNumber=AA1834556}\n",
      "- when does {FlightNumber=LH1346} depart?\n",
      "\n",
      "# GetEntities\n",
      "- my name is {first_name=Paul} {last_name=Maier}.\n",
      "- my firstname is {first_name=Lisa}.\n",
      "- my lastname is {last_name=Ebner}.\n",
      "- my firstname is {first_name=Mary}\n",
      "- my lastname is {last_name=Mahoney}.\n",
      "- It's {last_name=Ebner}.\n",
      "- i am {first_name=Maria} {last_name=Inhestern}.\n",
      "- It's {last_name=Rasztawicki}.\n",
      "- it is {first_name=Peter}.\n",
      "- my lastname is {last_name=Reichenbach}.\n",
      "- it is {first_name=Mary}.\n",
      "- it is {first_name=Margret}.\n",
      "- {first_name=Lisa} {last_name=Coskun}.\n",
      "- it is {first_name=Theo}\n",
      "- It's {last_name=Mahoney}\n",
      "- i am {first_name=Tom} {last_name=Coskun}\n",
      "- It's {last_name=Kistner}.\n",
      "- my name is {first_name=Tom} {last_name=Maier}\n",
      "- it is {first_name=Maria}.\n",
      "- It's {last_name=Delaunay}.\n",
      "- it is {first_name=Mary}\n",
      "- it is {first_name=Tom}.\n",
      "- my lastname is {last_name=Maier}\n",
      "- It's {last_name=Rasztawicki}\n",
      "- {first_name=Maria} {last_name=Maier}.\n",
      "- it is {first_name=Theo}.\n",
      "- my name is {first_name=Maria} {last_name=Kistner}.\n",
      "- {first_name=Linda} {last_name=Mahoney}\n",
      "- {first_name=Linda} {last_name=Coskun}\n",
      "- my name is {first_name=Linda} {last_name=Ebner}\n",
      "- i am {first_name=Tom} {last_name=Maier}\n",
      "- my firstname is {first_name=Maria}\n",
      "- my lastname is {last_name=Ebner}\n",
      "- It's {last_name=Müller}\n",
      "- {first_name=Mary} {last_name=Kistner}\n",
      "- my name is {first_name=Theo} {last_name=Reichenbach}\n",
      "- i am {first_name=Theo} {last_name=Inhestern}\n",
      "- {first_name=Margret} {last_name=Rasztawicki}.\n",
      "- my name is {first_name=Tom} {last_name=Kistner}.\n",
      "- i am {first_name=Paul} {last_name=Kistner}.\n",
      "- i am {first_name=Peter} {last_name=Kistner}.\n",
      "- my firstname is {first_name=Tom}.\n",
      "- my firstname is {first_name=Tom}\n",
      "- my lastname is {last_name=Rasztawicki}\n",
      "- {first_name=Theo} {last_name=Coskun}\n",
      "- It's {last_name=Delaunay}\n",
      "- It's {last_name=Reichenbach}\n",
      "- {first_name=Mary} {last_name=Kistner}.\n",
      "- {first_name=Margret} {last_name=Coskun}.\n",
      "- my name is {first_name=Tom} {last_name=Reichenbach}.\n",
      "- my firstname is {first_name=Linda}\n",
      "- i am {first_name=Paul} {last_name=Müller}.\n",
      "- i am {first_name=Paul} {last_name=Mahoney}.\n",
      "- my firstname is {first_name=Margret}.\n",
      "- i am {first_name=Margret} {last_name=Kistner}\n",
      "- my name is {first_name=Peter} {last_name=Müller}\n",
      "- my lastname is {last_name=Müller}.\n",
      "- it is {first_name=Linda}.\n",
      "- {first_name=Paul} {last_name=Coskun}\n",
      "- my lastname is {last_name=Coskun}.\n",
      "- my lastname is {last_name=Reichenbach}\n",
      "- {first_name=Theo} {last_name=Kistner}\n",
      "- {first_name=Tom} {last_name=Ebner}\n",
      "- my firstname is {first_name=Lisa}\n",
      "- i am {first_name=Paul} {last_name=Kistner}\n",
      "- my name is {first_name=Linda} {last_name=Rasztawicki}\n",
      "- i am {first_name=Maria} {last_name=Rasztawicki}\n",
      "- my firstname is {first_name=Paul}.\n",
      "- it is {first_name=Peter}\n",
      "- It's {last_name=Kistner}\n",
      "- It's {last_name=Müller}.\n",
      "- It's {last_name=Reichenbach}.\n",
      "- {first_name=Mary} {last_name=Ebner}\n",
      "- my name is {first_name=Margret} {last_name=Reichenbach}\n",
      "- my lastname is {last_name=Müller}\n",
      "- i am {first_name=Theo} {last_name=Ebner}\n",
      "- i am {first_name=Linda} {last_name=Maier}\n",
      "- my name is {first_name=Maria} {last_name=Ebner}.\n",
      "- {first_name=Lisa} {last_name=Inhestern}.\n",
      "- It's {last_name=Maier}\n",
      "- my lastname is {last_name=Delaunay}.\n",
      "- It's {last_name=Maier}.\n",
      "- {first_name=Paul} {last_name=Maier}.\n",
      "- my name is {first_name=Lisa} {last_name=Rasztawicki}.\n",
      "- i am {first_name=Tom} {last_name=Inhestern}.\n",
      "- it is {first_name=Linda}\n",
      "- my lastname is {last_name=Kistner}.\n",
      "- my lastname is {last_name=Rasztawicki}.\n",
      "- i am {first_name=Lisa} {last_name=Rasztawicki}.\n",
      "- {first_name=Paul} {last_name=Inhestern}\n",
      "- my name is {first_name=Peter} {last_name=Kistner}\n",
      "- my name is {first_name=Peter} {last_name=Müller}.\n",
      "- {first_name=Theo} {last_name=Coskun}.\n",
      "- It's {last_name=Ebner}\n",
      "- i am {first_name=Mary} {last_name=Inhestern}\n",
      "- i am {first_name=Lisa} {last_name=Reichenbach}\n",
      "- it is {first_name=Tom}\n",
      "- my name is {first_name=Lisa} {last_name=Reichenbach}\n",
      "- {first_name=Mary} {last_name=Maier}\n",
      "- i am {first_name=Linda} {last_name=Coskun}.\n",
      "- my firstname is {first_name=Peter}.\n",
      "- {first_name=Theo} {last_name=Kistner}.\n",
      "- my name is {first_name=Theo} {last_name=Mahoney}.\n",
      "- my firstname is {first_name=Maria}.\n",
      "- my lastname is {last_name=Inhestern}.\n",
      "- It's {last_name=Mahoney}.\n",
      "- my lastname is {last_name=Coskun}\n",
      "- i am {first_name=Theo} {last_name=Müller}\n",
      "- my lastname is {last_name=Mahoney}\n",
      "- my firstname is {first_name=Paul}\n",
      "- my name is {first_name=Margret} {last_name=Müller}\n",
      "- {first_name=Linda} {last_name=Ebner}\n",
      "- it is {first_name=Lisa}\n",
      "- {first_name=Paul} {last_name=Reichenbach}.\n",
      "- my name is {first_name=Maria} {last_name=Mahoney}.\n",
      "- my name is {first_name=Mary} {last_name=Reichenbach}\n",
      "- i am {first_name=Theo} {last_name=Mahoney}\n",
      "- my name is {first_name=Paul} {last_name=Delaunay}\n",
      "- my name is {first_name=Lisa} {last_name=Mahoney}.\n",
      "- {first_name=Mary} {last_name=Reichenbach}.\n",
      "- i am {first_name=Mary} {last_name=Kistner}.\n",
      "- my firstname is {first_name=Linda}.\n",
      "- {first_name=Tom} {last_name=Reichenbach}\n",
      "- i am {first_name=Linda} {last_name=Inhestern}.\n",
      "- my firstname is {first_name=Mary}.\n",
      "- i am {first_name=Linda} {last_name=Rasztawicki}.\n",
      "- my name is {first_name=Paul} {last_name=Coskun}.\n",
      "- {first_name=Peter} {last_name=Müller}.\n",
      "- it is {first_name=Paul}\n",
      "- i am {first_name=Lisa} {last_name=Maier}\n",
      "- my name is {first_name=Linda} {last_name=Maier}\n",
      "- {first_name=Margret} {last_name=Kistner}\n",
      "- i am {first_name=Tom} {last_name=Coskun}.\n",
      "- my firstname is {first_name=Theo}\n",
      "- i am {first_name=Tom} {last_name=Rasztawicki}.\n",
      "- my name is {first_name=Maria} {last_name=Maier}.\n",
      "- my name is {first_name=Theo} {last_name=Rasztawicki}\n",
      "- i am {first_name=Linda} {last_name=Mahoney}\n",
      "- it is {first_name=Lisa}.\n",
      "- {first_name=Theo} {last_name=Inhestern}\n",
      "- my name is {first_name=Lisa} {last_name=Müller}\n",
      "- i am {first_name=Maria} {last_name=Delaunay}\n",
      "- {first_name=Peter} {last_name=Kistner}.\n",
      "- my name is {first_name=Peter} {last_name=Inhestern}.\n",
      "- i am {first_name=Linda} {last_name=Mahoney}.\n",
      "- It's {last_name=Coskun}.\n",
      "- {first_name=Maria} {last_name=Rasztawicki}\n",
      "- my name is {first_name=Peter} {last_name=Maier}\n",
      "- i am {first_name=Lisa} {last_name=Coskun}\n",
      "- i am {first_name=Maria} {last_name=Mahoney}.\n",
      "- {first_name=Tom} {last_name=Delaunay}.\n",
      "- {first_name=Linda} {last_name=Reichenbach}\n",
      "- my name is {first_name=Linda} {last_name=Kistner}\n",
      "- i am {first_name=Maria} {last_name=Mahoney}\n",
      "- It's {last_name=Inhestern}\n",
      "- my name is {first_name=Linda} {last_name=Maier}.\n",
      "- my lastname is {last_name=Inhestern}\n",
      "- my firstname is {first_name=Margret}\n",
      "- my name is {first_name=Tom} {last_name=Müller}\n",
      "- my lastname is {last_name=Maier}.\n",
      "- i am {first_name=Paul} {last_name=Delaunay}.\n",
      "- my name is {first_name=Margret} {last_name=Müller}.\n",
      "- It's {last_name=Coskun}\n",
      "- my firstname is {first_name=Peter}\n",
      "- my name is {first_name=Linda} {last_name=Reichenbach}\n",
      "- {first_name=Paul} {last_name=Kistner}\n",
      "- {first_name=Tom} {last_name=Kistner}\n",
      "- my name is {first_name=Tom} {last_name=Kistner}\n",
      "- my lastname is {last_name=Delaunay}\n",
      "- {first_name=Maria} {last_name=Delaunay}.\n",
      "- i am {first_name=Margret} {last_name=Maier}\n",
      "- i am {first_name=Mary} {last_name=Mahoney}.\n",
      "- {first_name=Maria} {last_name=Kistner}.\n",
      "- my name is {first_name=Theo} {last_name=Mahoney}\n",
      "- {first_name=Lisa} {last_name=Rasztawicki}\n",
      "- {first_name=Mary} {last_name=Müller}\n",
      "- {first_name=Peter} {last_name=Reichenbach}.\n",
      "- my name is {first_name=Tom} {last_name=Ebner}.\n",
      "- it is {first_name=Paul}.\n",
      "- i am {first_name=Margret} {last_name=Delaunay}.\n",
      "- my name is {first_name=Theo} {last_name=Inhestern}.\n",
      "- {first_name=Mary} {last_name=Rasztawicki}.\n",
      "- i am {first_name=Peter} {last_name=Rasztawicki}\n",
      "- my name is {first_name=Mary} {last_name=Mahoney}\n",
      "- {first_name=Linda} {last_name=Kistner}\n",
      "- {first_name=Mary} {last_name=Reichenbach}\n",
      "- i am {first_name=Linda} {last_name=Müller}\n",
      "- my firstname is {first_name=Theo}.\n",
      "- i am {first_name=Mary} {last_name=Inhestern}.\n",
      "- my name is {first_name=Paul} {last_name=Reichenbach}.\n",
      "- my name is {first_name=Peter} {last_name=Coskun}.\n",
      "- {first_name=Margret} {last_name=Mahoney}.\n",
      "- i am {first_name=Tom} {last_name=Reichenbach}\n",
      "- my name is {first_name=Mary} {last_name=Delaunay}\n",
      "- {first_name=Lisa} {last_name=Inhestern}\n",
      "- {first_name=Mary} {last_name=Inhestern}\n",
      "- my name is {first_name=Theo} {last_name=Müller}\n",
      "- i am {first_name=Tom} {last_name=Rasztawicki}\n",
      "- {first_name=Linda} {last_name=Maier}.\n",
      "- It's {last_name=Inhestern}.\n",
      "- my name is {first_name=Lisa} {last_name=Inhestern}.\n",
      "- {first_name=Margret} {last_name=Ebner}.\n",
      "- i am {first_name=Paul} {last_name=Delaunay}\n",
      "- my name is {first_name=Paul} {last_name=Maier}\n",
      "- {first_name=Maria} {last_name=Mahoney}\n",
      "- my name is {first_name=Theo} {last_name=Delaunay}.\n",
      "- i am {first_name=Maria} {last_name=Ebner}.\n",
      "- i am {first_name=Linda} {last_name=Reichenbach}\n",
      "- {first_name=Theo} {last_name=Inhestern}.\n",
      "- my name is {first_name=Tom} {last_name=Inhestern}\n",
      "- {first_name=Lisa} {last_name=Delaunay}\n",
      "- my name is {first_name=Maria} {last_name=Inhestern}\n",
      "- i am {first_name=Maria} {last_name=Müller}\n",
      "- {first_name=Linda} {last_name=Delaunay}.\n",
      "- my name is {first_name=Theo} {last_name=Kistner}.\n",
      "- i am {first_name=Paul} {last_name=Coskun}.\n",
      "- my name is {first_name=Margret} {last_name=Coskun}.\n",
      "- {first_name=Tom} {last_name=Rasztawicki}.\n",
      "- i am {first_name=Peter} {last_name=Kistner}\n",
      "- my name is {first_name=Lisa} {last_name=Coskun}\n",
      "- my name is {first_name=Theo} {last_name=Ebner}\n",
      "- i am {first_name=Margret} {last_name=Rasztawicki}\n",
      "- it is {first_name=Maria}\n",
      "- {first_name=Theo} {last_name=Ebner}.\n",
      "- my name is {first_name=Theo} {last_name=Müller}.\n",
      "- i am {first_name=Theo} {last_name=Maier}.\n",
      "- my name is {first_name=Paul} {last_name=Rasztawicki}.\n",
      "- {first_name=Margret} {last_name=Müller}.\n",
      "- my name is {first_name=Maria} {last_name=Coskun}\n",
      "- {first_name=Peter} {last_name=Rasztawicki}\n",
      "- my name is {first_name=Linda} {last_name=Inhestern}\n",
      "- {first_name=Tom} {last_name=Reichenbach}.\n",
      "- my name is {first_name=Margret} {last_name=Ebner}.\n",
      "- i am {first_name=Tom} {last_name=Mahoney}.\n",
      "- i am {first_name=Mary} {last_name=Kistner}\n",
      "- {first_name=Tom} {last_name=Mahoney}.\n",
      "- i am {first_name=Margret} {last_name=Ebner}.\n",
      "- i am {first_name=Paul} {last_name=Inhestern}.\n",
      "- i am {first_name=Lisa} {last_name=Maier}.\n",
      "- my name is {first_name=Lisa} {last_name=Reichenbach}.\n",
      "- {first_name=Maria} {last_name=Maier}\n",
      "- my name is {first_name=Mary} {last_name=Maier}\n",
      "- {first_name=Lisa} {last_name=Ebner}.\n",
      "- my name is {first_name=Peter} {last_name=Ebner}.\n",
      "- i am {first_name=Mary} {last_name=Maier}.\n",
      "- i am {first_name=Theo} {last_name=Kistner}.\n",
      "- my name is {first_name=Maria} {last_name=Müller}.\n",
      "- {first_name=Linda} {last_name=Reichenbach}.\n",
      "- {first_name=Margret} {last_name=Reichenbach}.\n",
      "- {first_name=Peter} {last_name=Ebner}\n",
      "- i am {first_name=Mary} {last_name=Müller}\n",
      "- it is {first_name=Margret}\n",
      "- {first_name=Tom} {last_name=Ebner}.\n",
      "- my name is {first_name=Linda} {last_name=Ebner}.\n",
      "- {first_name=Mary} {last_name=Delaunay}.\n",
      "- {first_name=Theo} {last_name=Maier}\n",
      "- my name is {first_name=Paul} {last_name=Inhestern}\n",
      "- {first_name=Peter} {last_name=Coskun}.\n",
      "- my name is {first_name=Maria} {last_name=Ebner}\n",
      "- {first_name=Paul} {last_name=Maier}\n",
      "- i am {first_name=Linda} {last_name=Reichenbach}.\n",
      "- my name is {first_name=Lisa} {last_name=Kistner}.\n",
      "- {first_name=Theo} {last_name=Rasztawicki}\n",
      "- my name is {first_name=Lisa} {last_name=Maier}\n",
      "- my lastname is {last_name=Kistner}\n",
      "- my name is {first_name=Theo} {last_name=Maier}.\n",
      "- my name is {first_name=Peter} {last_name=Rasztawicki}\n",
      "- {first_name=Margret} {last_name=Ebner}\n",
      "- {first_name=Paul} {last_name=Reichenbach}\n",
      "- i am {first_name=Maria} {last_name=Ebner}\n",
      "- my name is {first_name=Paul} {last_name=Müller}.\n",
      "- {first_name=Paul} {last_name=Kistner}.\n",
      "- my name is {first_name=Margret} {last_name=Rasztawicki}\n",
      "- {first_name=Paul} {last_name=Delaunay}\n",
      "- {first_name=Theo} {last_name=Maier}.\n",
      "- my name is {first_name=Mary} {last_name=Inhestern}.\n",
      "- i am {first_name=Lisa} {last_name=Inhestern}.\n",
      "- {first_name=Margret} {last_name=Müller}\n",
      "- i am {first_name=Lisa} {last_name=Müller}.\n",
      "- {first_name=Paul} {last_name=Ebner}.\n",
      "- i am {first_name=Paul} {last_name=Coskun}\n",
      "- {first_name=Mary} {last_name=Delaunay}\n",
      "- my name is {first_name=Paul} {last_name=Mahoney}\n",
      "- i am {first_name=Theo} {last_name=Maier}\n",
      "- my name is {first_name=Peter} {last_name=Mahoney}.\n",
      "- {first_name=Peter} {last_name=Maier}.\n",
      "- {first_name=Theo} {last_name=Rasztawicki}.\n",
      "- i am {first_name=Paul} {last_name=Reichenbach}\n",
      "- my name is {first_name=Tom} {last_name=Reichenbach}\n",
      "- i am {first_name=Tom} {last_name=Ebner}\n",
      "- my name is {first_name=Lisa} {last_name=Delaunay}\n",
      "- my name is {first_name=Margret} {last_name=Kistner}\n",
      "- i am {first_name=Margret} {last_name=Müller}\n",
      "- {first_name=Theo} {last_name=Müller}.\n",
      "- my name is {first_name=Lisa} {last_name=Coskun}.\n",
      "- {first_name=Margret} {last_name=Inhestern}.\n",
      "- i am {first_name=Maria} {last_name=Müller}.\n",
      "- i am {first_name=Paul} {last_name=Mahoney}\n",
      "- my name is {first_name=Maria} {last_name=Maier}\n",
      "- {first_name=Tom} {last_name=Maier}\n",
      "- {first_name=Maria} {last_name=Müller}\n",
      "- i am {first_name=Margret} {last_name=Inhestern}\n",
      "- my name is {first_name=Theo} {last_name=Ebner}.\n",
      "- i am {first_name=Tom} {last_name=Kistner}.\n",
      "- my name is {first_name=Maria} {last_name=Coskun}.\n",
      "- {first_name=Linda} {last_name=Müller}.\n",
      "- i am {first_name=Theo} {last_name=Delaunay}\n",
      "- my name is {first_name=Maria} {last_name=Reichenbach}\n",
      "- my name is {first_name=Lisa} {last_name=Mahoney}\n",
      "- i am {first_name=Peter} {last_name=Maier}\n",
      "- i am {first_name=Mary} {last_name=Müller}.\n",
      "- {first_name=Peter} {last_name=Mahoney}.\n",
      "- my name is {first_name=Margret} {last_name=Inhestern}\n",
      "- {first_name=Margret} {last_name=Delaunay}.\n",
      "- i am {first_name=Theo} {last_name=Reichenbach}\n",
      "- my name is {first_name=Lisa} {last_name=Ebner}.\n",
      "- i am {first_name=Linda} {last_name=Delaunay}\n",
      "- i am {first_name=Theo} {last_name=Delaunay}.\n",
      "- my name is {first_name=Maria} {last_name=Delaunay}.\n",
      "- {first_name=Tom} {last_name=Müller}.\n",
      "- my name is {first_name=Peter} {last_name=Reichenbach}\n",
      "- my name is {first_name=Linda} {last_name=Kistner}.\n",
      "- i am {first_name=Theo} {last_name=Mahoney}.\n",
      "- my name is {first_name=Margret} {last_name=Coskun}\n",
      "- {first_name=Maria} {last_name=Inhestern}\n",
      "- my name is {first_name=Tom} {last_name=Inhestern}.\n",
      "- {first_name=Maria} {last_name=Ebner}.\n",
      "- i am {first_name=Theo} {last_name=Coskun}.\n",
      "- {first_name=Theo} {last_name=Delaunay}\n",
      "- {first_name=Mary} {last_name=Müller}.\n",
      "- my name is {first_name=Peter} {last_name=Reichenbach}.\n",
      "- i am {first_name=Peter} {last_name=Delaunay}.\n",
      "- {first_name=Lisa} {last_name=Kistner}\n",
      "- i am {first_name=Linda} {last_name=Maier}.\n",
      "- my name is {first_name=Tom} {last_name=Ebner}\n",
      "- i am {first_name=Peter} {last_name=Ebner}\n",
      "- my name is {first_name=Tom} {last_name=Coskun}.\n",
      "- i am {first_name=Tom} {last_name=Reichenbach}.\n",
      "- my name is {first_name=Tom} {last_name=Maier}.\n",
      "- my name is {first_name=Mary} {last_name=Müller}.\n",
      "- i am {first_name=Margret} {last_name=Ebner}\n",
      "- {first_name=Tom} {last_name=Rasztawicki}\n",
      "- i am {first_name=Lisa} {last_name=Mahoney}\n",
      "- my name is {first_name=Peter} {last_name=Delaunay}.\n",
      "- i am {first_name=Lisa} {last_name=Kistner}.\n",
      "- i am {first_name=Lisa} {last_name=Reichenbach}.\n",
      "- my name is {first_name=Mary} {last_name=Inhestern}\n",
      "- {first_name=Paul} {last_name=Ebner}\n",
      "- {first_name=Theo} {last_name=Ebner}\n",
      "- my name is {first_name=Lisa} {last_name=Kistner}\n",
      "- i am {first_name=Margret} {last_name=Coskun}\n",
      "- {first_name=Paul} {last_name=Coskun}.\n",
      "- my name is {first_name=Mary} {last_name=Rasztawicki}.\n",
      "- i am {first_name=Linda} {last_name=Müller}.\n",
      "- my name is {first_name=Maria} {last_name=Rasztawicki}.\n",
      "- {first_name=Paul} {last_name=Müller}.\n",
      "- i am {first_name=Maria} {last_name=Inhestern}\n",
      "- {first_name=Lisa} {last_name=Maier}\n",
      "- my name is {first_name=Tom} {last_name=Coskun}\n",
      "- my name is {first_name=Linda} {last_name=Reichenbach}.\n",
      "- i am {first_name=Peter} {last_name=Rasztawicki}.\n",
      "- i am {first_name=Theo} {last_name=Kistner}\n",
      "- i am {first_name=Linda} {last_name=Ebner}.\n",
      "- i am {first_name=Peter} {last_name=Ebner}.\n",
      "- my name is {first_name=Theo} {last_name=Inhestern}\n",
      "- {first_name=Mary} {last_name=Coskun}\n",
      "- {first_name=Peter} {last_name=Delaunay}\n",
      "- {first_name=Peter} {last_name=Delaunay}.\n",
      "- i am {first_name=Peter} {last_name=Delaunay}\n",
      "- i am {first_name=Paul} {last_name=Inhestern}\n",
      "- my name is {first_name=Lisa} {last_name=Rasztawicki}\n",
      "- i am {first_name=Peter} {last_name=Inhestern}\n",
      "- {first_name=Maria} {last_name=Mahoney}.\n",
      "- my name is {first_name=Mary} {last_name=Coskun}.\n",
      "- i am {first_name=Paul} {last_name=Reichenbach}.\n",
      "- my name is {first_name=Lisa} {last_name=Maier}.\n",
      "- {first_name=Peter} {last_name=Ebner}.\n",
      "- i am {first_name=Peter} {last_name=Müller}\n",
      "- {first_name=Lisa} {last_name=Reichenbach}\n",
      "- i am {first_name=Lisa} {last_name=Rasztawicki}\n",
      "- i am {first_name=Peter} {last_name=Mahoney}.\n",
      "- my name is {first_name=Peter} {last_name=Maier}.\n",
      "- {first_name=Linda} {last_name=Coskun}.\n",
      "- i am {first_name=Mary} {last_name=Coskun}\n",
      "- {first_name=Peter} {last_name=Coskun}\n",
      "- {first_name=Maria} {last_name=Coskun}.\n",
      "- my name is {first_name=Paul} {last_name=Kistner}.\n",
      "- i am {first_name=Maria} {last_name=Kistner}.\n",
      "- my name is {first_name=Tom} {last_name=Delaunay}.\n",
      "- {first_name=Mary} {last_name=Mahoney}.\n",
      "- i am {first_name=Paul} {last_name=Müller}\n",
      "- my name is {first_name=Margret} {last_name=Mahoney}\n",
      "- my name is {first_name=Paul} {last_name=Reichenbach}\n",
      "- my name is {first_name=Peter} {last_name=Kistner}.\n",
      "- i am {first_name=Peter} {last_name=Müller}.\n",
      "- {first_name=Theo} {last_name=Delaunay}.\n",
      "- my name is {first_name=Peter} {last_name=Coskun}\n",
      "- {first_name=Peter} {last_name=Mahoney}\n",
      "- {first_name=Peter} {last_name=Maier}\n",
      "- {first_name=Linda} {last_name=Mahoney}.\n",
      "- {first_name=Paul} {last_name=Rasztawicki}.\n",
      "- i am {first_name=Maria} {last_name=Reichenbach}\n",
      "- my name is {first_name=Peter} {last_name=Inhestern}\n",
      "- {first_name=Lisa} {last_name=Coskun}\n",
      "- {first_name=Peter} {last_name=Inhestern}.\n",
      "- i am {first_name=Tom} {last_name=Maier}.\n",
      "- my name is {first_name=Margret} {last_name=Inhestern}.\n",
      "- my name is {first_name=Paul} {last_name=Ebner}.\n",
      "- i am {first_name=Linda} {last_name=Inhestern}\n",
      "- {first_name=Margret} {last_name=Maier}\n",
      "- {first_name=Tom} {last_name=Inhestern}\n",
      "- my name is {first_name=Paul} {last_name=Ebner}\n",
      "- i am {first_name=Lisa} {last_name=Ebner}.\n",
      "- i am {first_name=Lisa} {last_name=Ebner}\n",
      "- {first_name=Linda} {last_name=Inhestern}\n",
      "- {first_name=Peter} {last_name=Müller}\n",
      "- i am {first_name=Maria} {last_name=Maier}\n",
      "- my name is {first_name=Linda} {last_name=Müller}.\n",
      "- {first_name=Maria} {last_name=Reichenbach}.\n",
      "- i am {first_name=Linda} {last_name=Rasztawicki}\n",
      "- my name is {first_name=Paul} {last_name=Kistner}\n",
      "- i am {first_name=Theo} {last_name=Rasztawicki}.\n",
      "- i am {first_name=Lisa} {last_name=Delaunay}.\n",
      "- {first_name=Linda} {last_name=Maier}\n",
      "- {first_name=Paul} {last_name=Mahoney}\n",
      "- {first_name=Margret} {last_name=Kistner}.\n",
      "- i am {first_name=Mary} {last_name=Reichenbach}.\n",
      "- my name is {first_name=Linda} {last_name=Rasztawicki}.\n",
      "- {first_name=Lisa} {last_name=Müller}.\n",
      "- {first_name=Paul} {last_name=Mahoney}.\n",
      "- {first_name=Lisa} {last_name=Müller}\n",
      "- i am {first_name=Linda} {last_name=Kistner}.\n",
      "- i am {first_name=Margret} {last_name=Coskun}.\n",
      "- {first_name=Margret} {last_name=Coskun}\n",
      "- my name is {first_name=Paul} {last_name=Mahoney}.\n",
      "- my name is {first_name=Mary} {last_name=Ebner}.\n",
      "- i am {first_name=Margret} {last_name=Müller}.\n",
      "- i am {first_name=Peter} {last_name=Mahoney}\n",
      "- {first_name=Mary} {last_name=Mahoney}\n",
      "- i am {first_name=Margret} {last_name=Maier}.\n",
      "- {first_name=Linda} {last_name=Rasztawicki}\n",
      "- my name is {first_name=Margret} {last_name=Maier}.\n",
      "- {first_name=Linda} {last_name=Ebner}.\n",
      "- my name is {first_name=Paul} {last_name=Delaunay}.\n",
      "- i am {first_name=Margret} {last_name=Mahoney}\n",
      "- {first_name=Theo} {last_name=Reichenbach}\n",
      "- i am {first_name=Lisa} {last_name=Mahoney}.\n",
      "- my name is {first_name=Peter} {last_name=Rasztawicki}.\n",
      "- {first_name=Lisa} {last_name=Reichenbach}.\n",
      "- {first_name=Lisa} {last_name=Mahoney}\n",
      "- my name is {first_name=Peter} {last_name=Ebner}\n",
      "- my name is {first_name=Margret} {last_name=Delaunay}\n",
      "- i am {first_name=Margret} {last_name=Reichenbach}\n",
      "- i am {first_name=Peter} {last_name=Coskun}.\n",
      "- {first_name=Linda} {last_name=Müller}\n",
      "- {first_name=Tom} {last_name=Coskun}\n",
      "- {first_name=Linda} {last_name=Inhestern}.\n",
      "- i am {first_name=Margret} {last_name=Kistner}.\n",
      "- {first_name=Theo} {last_name=Mahoney}.\n",
      "- i am {first_name=Tom} {last_name=Delaunay}\n",
      "- {first_name=Margret} {last_name=Mahoney}\n",
      "- {first_name=Mary} {last_name=Inhestern}.\n",
      "- i am {first_name=Linda} {last_name=Kistner}\n",
      "- my name is {first_name=Mary} {last_name=Rasztawicki}\n",
      "- my name is {first_name=Paul} {last_name=Coskun}\n",
      "- {first_name=Mary} {last_name=Coskun}.\n",
      "- i am {first_name=Mary} {last_name=Coskun}.\n",
      "- {first_name=Linda} {last_name=Delaunay}\n",
      "- i am {first_name=Theo} {last_name=Inhestern}.\n",
      "- my name is {first_name=Tom} {last_name=Mahoney}.\n",
      "- {first_name=Paul} {last_name=Inhestern}.\n",
      "- my name is {first_name=Lisa} {last_name=Delaunay}.\n",
      "- i am {first_name=Paul} {last_name=Maier}\n",
      "- i am {first_name=Lisa} {last_name=Coskun}.\n",
      "- {first_name=Tom} {last_name=Coskun}.\n",
      "- i am {first_name=Theo} {last_name=Rasztawicki}\n",
      "- my name is {first_name=Maria} {last_name=Rasztawicki}\n",
      "- {first_name=Margret} {last_name=Rasztawicki}\n",
      "- my name is {first_name=Linda} {last_name=Delaunay}\n",
      "- i am {first_name=Mary} {last_name=Maier}\n",
      "- i am {first_name=Peter} {last_name=Maier}.\n",
      "- {first_name=Tom} {last_name=Mahoney}\n",
      "- my name is {first_name=Margret} {last_name=Maier}\n",
      "- i am {first_name=Paul} {last_name=Maier}.\n",
      "- {first_name=Linda} {last_name=Kistner}.\n",
      "- i am {first_name=Mary} {last_name=Mahoney}\n",
      "- my name is {first_name=Margret} {last_name=Delaunay}.\n",
      "- my name is {first_name=Maria} {last_name=Delaunay}\n",
      "- i am {first_name=Lisa} {last_name=Kistner}\n",
      "- my name is {first_name=Peter} {last_name=Mahoney}\n",
      "- i am {first_name=Margret} {last_name=Mahoney}.\n",
      "- i am {first_name=Theo} {last_name=Ebner}.\n",
      "- {first_name=Paul} {last_name=Delaunay}.\n",
      "- i am {first_name=Mary} {last_name=Delaunay}\n",
      "- {first_name=Maria} {last_name=Inhestern}.\n",
      "- i am {first_name=Paul} {last_name=Ebner}.\n",
      "- my name is {first_name=Peter} {last_name=Delaunay}\n",
      "- i am {first_name=Tom} {last_name=Ebner}.\n",
      "- i am {first_name=Peter} {last_name=Coskun}\n",
      "- i am {first_name=Mary} {last_name=Ebner}.\n",
      "- i am {first_name=Maria} {last_name=Kistner}\n",
      "- my name is {first_name=Theo} {last_name=Coskun}\n",
      "- my name is {first_name=Tom} {last_name=Mahoney}\n",
      "- my name is {first_name=Theo} {last_name=Coskun}.\n",
      "- {first_name=Paul} {last_name=Müller}\n",
      "- my name is {first_name=Mary} {last_name=Reichenbach}.\n",
      "- my name is {first_name=Mary} {last_name=Delaunay}.\n",
      "- my name is {first_name=Linda} {last_name=Coskun}\n",
      "- {first_name=Lisa} {last_name=Mahoney}.\n",
      "- my name is {first_name=Tom} {last_name=Rasztawicki}.\n",
      "- i am {first_name=Tom} {last_name=Müller}.\n",
      "- {first_name=Lisa} {last_name=Kistner}.\n",
      "- {first_name=Tom} {last_name=Inhestern}.\n",
      "- my name is {first_name=Margret} {last_name=Reichenbach}.\n",
      "- i am {first_name=Maria} {last_name=Maier}.\n",
      "- my name is {first_name=Lisa} {last_name=Inhestern}\n",
      "- my name is {first_name=Margret} {last_name=Mahoney}.\n",
      "- i am {first_name=Linda} {last_name=Coskun}\n",
      "- i am {first_name=Maria} {last_name=Coskun}.\n",
      "- i am {first_name=Mary} {last_name=Ebner}\n",
      "- {first_name=Mary} {last_name=Maier}.\n",
      "- i am {first_name=Maria} {last_name=Delaunay}.\n",
      "- {first_name=Maria} {last_name=Delaunay}\n",
      "- my name is {first_name=Lisa} {last_name=Müller}.\n",
      "- {first_name=Peter} {last_name=Inhestern}\n",
      "- my name is {first_name=Mary} {last_name=Coskun}\n",
      "- i am {first_name=Tom} {last_name=Mahoney}\n",
      "- i am {first_name=Maria} {last_name=Coskun}\n",
      "- my name is {first_name=Mary} {last_name=Maier}.\n",
      "- {first_name=Theo} {last_name=Mahoney}\n",
      "- i am {first_name=Maria} {last_name=Rasztawicki}.\n",
      "- i am {first_name=Margret} {last_name=Rasztawicki}.\n",
      "- my name is {first_name=Linda} {last_name=Coskun}.\n",
      "- i am {first_name=Theo} {last_name=Reichenbach}.\n",
      "- {first_name=Margret} {last_name=Inhestern}\n",
      "- my name is {first_name=Maria} {last_name=Kistner}\n",
      "- {first_name=Lisa} {last_name=Maier}.\n",
      "- my name is {first_name=Linda} {last_name=Mahoney}.\n",
      "- {first_name=Tom} {last_name=Kistner}.\n",
      "- i am {first_name=Peter} {last_name=Reichenbach}.\n",
      "- {first_name=Margret} {last_name=Maier}.\n",
      "- i am {first_name=Theo} {last_name=Coskun}\n",
      "- my name is {first_name=Theo} {last_name=Kistner}\n",
      "- {first_name=Theo} {last_name=Reichenbach}.\n",
      "- my name is {first_name=Lisa} {last_name=Ebner}\n",
      "- my name is {first_name=Paul} {last_name=Inhestern}.\n",
      "- i am {first_name=Lisa} {last_name=Müller}\n",
      "- my name is {first_name=Theo} {last_name=Rasztawicki}.\n",
      "- i am {first_name=Linda} {last_name=Ebner}\n",
      "- i am {first_name=Margret} {last_name=Reichenbach}.\n",
      "- my name is {first_name=Maria} {last_name=Müller}\n",
      "- my name is {first_name=Margret} {last_name=Ebner}\n",
      "- i am {first_name=Maria} {last_name=Reichenbach}.\n",
      "- {first_name=Lisa} {last_name=Delaunay}.\n",
      "- my name is {first_name=Mary} {last_name=Kistner}.\n",
      "- {first_name=Theo} {last_name=Müller}\n",
      "- my name is {first_name=Maria} {last_name=Reichenbach}.\n",
      "\n",
      "# None\n",
      "- i want to speak to a human\n",
      "- what can you do\n",
      "- how are you doing\n",
      "- What are you talking about?\n",
      "- You are dumb!\n",
      "- Do you like candy?\n",
      "- whats the weather like today\n"
     ]
    }
   ],
   "source": [
    "# File name of your target LU-file.\n",
    "luis_file_name = '../assets/examples/output_files/example_lu_file' \n",
    "# luis_file_name = '../assets/customer_data/customer_lu_file'\n",
    "\n",
    "# Boolean to write to file, if false it will only show in the output.\n",
    "write = True\n",
    "# Transform to LU-file. Keep in mind, that you will need a list of tuples with intents, otherwise the function will throw an error.\n",
    "transform_lu(luis_results, luis_file_name, write=True)"
   ]
  }
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