Spanish_games.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Length of header or names does not match length of data. This leads to a loss of data with index_col=False.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Length of header or names does not match length of data. This leads to a loss of data with index_col=False.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Length of header or names does not match length of data. This leads to a loss of data with index_col=False.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Length of header or names does not match length of data. This leads to a loss of data with index_col=False.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\3119876180.py:13: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n",
      "  csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n"
     ]
    }
   ],
   "source": [
    "## First step \n",
    "## Download the Spanish games corpus to a specific location\n",
    "## Later, execute the code in sequence \n",
    "## This program reads each words file and creates a new words file with additional information about \"speaker\" and \"filename\".\n",
    "## The program reads the .words file from each folder and creates a new words file with the extension .words_with_speaker\n",
    "## For instance, s01.cards.1.A.words will be processed, and the new file will be created on the same path with s01.cards.1.A.words_with_speaker\n",
    "\n",
    "#Program to add speaker and filename column in each word file\n",
    "import os\n",
    "import sys\n",
    "import glob\n",
    "import os.path\n",
    "import pandas as pd\n",
    "import re\n",
    "\n",
    "list_of_files = glob.glob(r'D:\\Jay\\Spanish_games_corpus\\dataset\\B1\\b1-dialogue-words\\**\\*.words',recursive=True) \n",
    "\n",
    "for file_name in list_of_files:    \n",
    "    out_name=file_name+'_with_speaker'\n",
    "    csv_input = pd.read_csv(file_name, delimiter='\\s', header=None, index_col = False)\n",
    "    csv_input['Speaker'] = file_name[-7]\n",
    "    csv_input['filename'] = file_name\n",
    "    csv_input.to_csv(out_name, index=False,header=False,sep=' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Second step \n",
    "## The program reads each words_with_speaker file processed in the first step and combines the text files of both speakers in each session.\n",
    "## For instance, s01.cards.1.A.words_with_speaker and s01.cards.1.B.words_with_speaker will be read and combined. \n",
    "## The output will be saved as s01.objects.1.A.words_with_speaker_txt\n",
    "## The program also converts each flac file into wav file format\n",
    "## For instance, s01.cards.1.A.flac will be transformed to s01.objects.1.A.wav\n",
    "\n",
    "#Program to merge Speaker text files and convert flac files\n",
    "import os\n",
    "import fnmatch\n",
    "import sys\n",
    "import subprocess\n",
    "\n",
    "#Specify path of dataset\n",
    "OLD_BASE = r'D:\\Jay\\Spanish_games_corpus\\dataset\\B1'\n",
    "#Create the empty folder where ouput needs to be saved\n",
    "#Specify path of output folder\n",
    "new_dir = r'D:\\Jay\\Spanish_games_corpus\\dataset\\B1_new'\n",
    "# Specify input path  for wav files\n",
    "object_wav = sorted(glob.glob(r'D:\\Jay\\Spanish_games_corpus\\dataset\\B1\\**\\*.wav',recursive=True)) \n",
    "# Build input path for word file generated in previous step\n",
    "object_text = sorted(glob.glob(r'D:\\Jay\\Spanish_games_corpus\\dataset\\B1\\**\\*.words_with_speaker',recursive=True))\n",
    "\n",
    "def merge_files(infiles):\n",
    "    for i in range(0, len(infiles)-1,2):\n",
    "        output=os.path.basename(infiles[i][:-9])+'txt'\n",
    "        outfiletxt = os.path.join(new_dir, output)\n",
    "        with open(outfiletxt, 'wb') as fo:\n",
    "            with open(infiles[i], 'rb') as fi:\n",
    "                fo.write(fi.read())\n",
    "            with open(infiles[i+1], 'rb') as fi:\n",
    "                fo.write(fi.read())\n",
    "\n",
    "def convert_files(infiles):\n",
    "    for i in range(0, len(infiles)-1,2):\n",
    "        output_channel1=os.path.basename(infiles[i][:-3])+'wav'\n",
    "        output_channel2=os.path.basename(infiles[i+1][:-3])+'wav'\n",
    "        outfile1 = os.path.join(new_dir, output_channel1)\n",
    "        outfile2 = os.path.join(new_dir, output_channel2)\n",
    "        ffp=r\"C:\\ffmpeg-master-latest-win64-gpl\\bin\\ffmpeg\"\n",
    "        cmd2wav1 = ffp+' -i ' + infiles[i] + ' ' + \"-ar 16000\" + ' ' + outfile1\n",
    "        cmd2wav2 = ffp+' -i ' + infiles[i+1] + ' ' + \"-ar 16000\" + ' ' + outfile2\n",
    "        #print(cmd2wav)\n",
    "        subprocess.call(cmd2wav1, shell=True)\n",
    "        subprocess.call(cmd2wav2, shell=True)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# Merge\n",
    "convert_files(object_wav)\n",
    "merge_files(object_text)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
      "C:\\Users\\kejri\\AppData\\Local\\Temp\\ipykernel_5504\\567245619.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n"
     ]
    }
   ],
   "source": [
    "#Third step \n",
    "## The program reads each concatenated words_with_speaker_txt file processed in the second step and further processes it in the following way.\n",
    "## Each word consecutively spoken by a speaker is merged and converted into a turn.\n",
    "## Similarly, start and end times are adjusted accordingly\n",
    "## For instance, s01.objects.1.A.words_wittxt will be read and s01.objects.1.txt will be generated in same folder. \n",
    "#Program to extract turns\n",
    "import os\n",
    "import sys\n",
    "import glob\n",
    "import os.path\n",
    "import pandas as pd\n",
    "\n",
    "list_of_files = glob.glob(r'D:\\Jay\\Spanish_games_corpus\\dataset\\B1_new\\**\\*.words_wittxt',recursive=True) \n",
    "\n",
    "for file_name in list_of_files:    \n",
    "    out_name=file_name[:-14]+'txt'\n",
    "    headers= ['start','end','words','Speaker','filename']\n",
    "    csv_input = pd.read_csv(file_name,delimiter=' ')\n",
    "    csv_input.columns = headers\n",
    "    #csv_input\n",
    "    spa2=csv_input.sort_values(['start'])    \n",
    "    spa3=spa2[spa2[\"words\"].str.contains(\"#\")==False]\n",
    "    spa3[['start', 'end']] = spa3[['start', 'end']].astype(str)\n",
    "    spa3['obj1_count'] = (spa3['Speaker'].ne(spa3['Speaker'].shift())).cumsum()\n",
    "    df3=spa3.groupby('obj1_count').agg(lambda x: ' '.join(x))\n",
    "    df3['start'] = df3['start'].map(lambda x: x.split(\" \")[0])\n",
    "    df3['end'] = df3['end'].map(lambda x: x.split(\" \")[-1])\n",
    "    df3['Speaker'] = df3['Speaker'].map(lambda x: x.split(\" \")[-1])\n",
    "    df3['filename'] = df3['filename'].map(lambda x: x.split(\" \")[-1])\n",
    "    df3['filename'] = df3['filename'].apply(lambda x: os.path.basename(x))\n",
    "    df3['filename'] = df3['filename'].str.replace('words','wav')\n",
    "    df3['session']=re.search('(\\d\\d)',file_name)[0]\n",
    "    if df3.iloc[-1]['Speaker'] == df3.iloc[0]['Speaker']:\n",
    "        df4=df3.drop(df3.index[len(df3)-1])\n",
    "        df4.to_csv(out_name, index=False,header=False,sep='\\t')\n",
    "        del df4\n",
    "    else:\n",
    "        df3.to_csv(out_name, index=False,header=False,sep='\\t')\n",
    "    del csv_input,spa2,spa3,df3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Fourth step \n",
    "## Program to delete words_with_speaker_txt file\n",
    "## The program deletes all the words_with_speaker_txt files generated in second step\n",
    "## The program allows better readability of the generated output\n",
    "## After executing the program, Each session folder will have two wav files and one txt file\n",
    "## For instance, s01.objects.1.A.wav, s01.objects.1.B.wav and s01.objects.1.txt \n",
    "#Delete files with unwanted extension\n",
    "\n",
    "import glob\n",
    "\n",
    "#Delete files with unwanted extension\n",
    "for f in glob.glob(r'D:\\Jay\\Spanish_games_corpus\\dataset\\B1_new\\*.words_wittxt',recursive=True):\n",
    "    os.remove(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "******************\n",
      "Loading model ...\n",
      "******************\n",
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   "source": [
    "#Fifth step \n",
    "## Program to extract textual, semantic and auditory embeddings from each turn\n",
    "## The program reads each text file generated in the third step and extracts text, TRILL vectors and semantic embeddings from each turn\n",
    "## The program saves embeddings in pkl file format\n",
    "\n",
    "import pandas as pd\n",
    "from sentence_transformers import SentenceTransformer, util\n",
    "from transformers import BertTokenizer, BertModel\n",
    "import torch\n",
    "from functools import reduce\n",
    "import csv\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "import random\n",
    "import subprocess\n",
    "import re\n",
    "import glob\n",
    "import os,sys\n",
    "import numpy as np\n",
    "import soundfile as sf\n",
    "import wave\n",
    "import json\n",
    "import tensorflow as tf1\n",
    "import tensorflow_hub as hub\n",
    "# Import TF 2.X and make sure we're running eager.\n",
    "import tensorflow.compat.v2 as tf\n",
    "#import tensorflow as tf\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "modulev3=None\n",
    "modulev3_graph=None\n",
    "import pickle\n",
    "tf.enable_v2_behavior()\n",
    "assert tf.executing_eagerly()\n",
    "\n",
    "##Function to load TRILL vector model     \n",
    "def get_TRILLv3_signal(signal,samplerate):\n",
    "    global modulev3\n",
    "    if modulev3==None:\n",
    "        #Specify the path of TRILL vector model\n",
    "        print('******************\\nLoading model ...\\n******************')    \n",
    "        modulev3 = hub.load(r'D:\\Jay\\columbia-games-corpus\\trill_extraction_v2\\v3')\n",
    "    \n",
    "    \n",
    "    max_int16 = 2**15\n",
    "    chunks_cnt=int(signal.shape[0]/(samplerate*10.0))#10 seconds max in chunk\n",
    "    if chunks_cnt==0:\n",
    "        chunks=[signal]\n",
    "    else:\n",
    "        chunks=np.array_split(signal, chunks_cnt)\n",
    "    \n",
    "    trillv3_emb_all=np.empty(shape=(0,512))\n",
    "    \n",
    "    for chunk in chunks:\n",
    "        trillv3 = modulev3(samples=chunk, sample_rate=samplerate)\n",
    "        trillv3_emb = trillv3['embedding']\n",
    "        trillv3_emb_all=np.concatenate((trillv3_emb_all, trillv3_emb))\n",
    "\n",
    "    trillv3_emb_avg = np.mean(trillv3_emb_all, axis=0, keepdims=False)\n",
    "\n",
    "    return (trillv3_emb_avg.tolist())    \n",
    "\n",
    "##Function to check if audio files are in proper format \n",
    "def check_wav_format(wav_file, start, end):\n",
    "    wf = wave.open(wav_file)\n",
    "    nchannels, sampwidth, framerate, nframes, comptype, compname = wf.getparams()\n",
    "    print(nchannels, sampwidth, framerate, nframes, comptype, compname)\n",
    "    wav_length = float(nframes) / float(framerate)\n",
    "    print(wav_length)\n",
    "    if nchannels!=1:\n",
    "        print('Error: Incoming audio file has more then 1 channel')\n",
    "        return(-1) \n",
    "\t\t\t\t\n",
    "    if framerate!=16000:\n",
    "        print('Error: Incoming audio file sampling frequency must be 16000')\n",
    "        return(-2)\n",
    "\t\t\t\t\n",
    "    if sampwidth!=2:\n",
    "        print('Error: Incoming audio file sample width must be 16 bit')\n",
    "        return(-3)\n",
    "\n",
    "    if wav_length<end:\n",
    "        print('Error: The duration of the audio file is shorter than the required end time')\n",
    "        return(-4)\n",
    "\t\t\n",
    "    if start<0.0:\n",
    "        print('Error: start time is lower then 0.0')\n",
    "        return(-5)\n",
    "    \n",
    "    if start>=end:\n",
    "        print('Error: start time is larger then end time')\n",
    "        return(-6)    \n",
    "\t\t\n",
    "\t\t\t\t\n",
    "    return(framerate)\n",
    "\n",
    "##Function to extract TRILL embeddings from specific file name with start and end time as parameters  \n",
    "def get_TRILLv3_audiofile_from_to(wav_file,start,end):\n",
    "    print('get_TRILLv3_signal:',wav_file,start,end)\n",
    "    samplerate=check_wav_format(wav_file, start, end)\n",
    "    if samplerate<0:\n",
    "        return(null)    \n",
    "    startsample=int(start*samplerate)\n",
    "    endsample=int(end*samplerate)\n",
    "    signal, samplerate = sf.read(wav_file,start=startsample, stop=endsample)\n",
    "    print(len(signal),samplerate)    \n",
    "\n",
    "    trill=get_TRILLv3_signal(signal,samplerate)\n",
    "    return(trill)\n",
    "\n",
    "##Specify input path from where text files needs to be read\n",
    "#Specify path for files generated in third step\n",
    "path = r'D:\\Jay\\Spanish_games_corpus\\dataset\\B1_new'\n",
    "#Specify path where auditory embeddings needs to be saved\n",
    "audio_embedding_path = 'D:\\\\Jay\\\\Spanish_games_corpus\\\\dataset\\\\Pickle\\\\audio\\\\'\n",
    "#Specify path where textual embeddings needs to be saved\n",
    "text_embedding_path = 'D:\\\\Jay\\\\Spanish_games_corpus\\\\dataset\\\\Pickle\\\\text\\\\'\n",
    "#Specify path where semantic embeddings needs to be saved\n",
    "semantic_embedding_path = 'D:\\\\Jay\\\\Spanish_games_corpus\\\\dataset\\\\Pickle\\\\semantic\\\\'\n",
    "#Initialize transformer model for semantic feature extraction\n",
    "model = SentenceTransformer('hiiamsid/sentence_similarity_spanish_es')\n",
    "all_files = os.listdir(path)\n",
    "\n",
    "for root, dirs, files in os.walk(path):\n",
    "    for file in files:\n",
    "        if file.endswith('.txt'):\n",
    "            with open(os.path.join(root, file), 'r', encoding=\"utf8\") as f:\n",
    "                out_audio_embedding= os.path.join(audio_embedding_path, os.path.basename(file))\n",
    "                out_semantic_embedding= os.path.join(semantic_embedding_path, os.path.basename(file))\n",
    "                out_text_embedding= os.path.join(text_embedding_path, os.path.basename(file))\n",
    "                sentenceembeddings=[]\n",
    "                audioembeddings = []\n",
    "                sentence_embeddings_tensor = []\n",
    "                text = f.readlines()\n",
    "                for line in text:\n",
    "                    n1=line.split('\\t')[0]\n",
    "                    n2=line.split('\\t')[1]\n",
    "                    n3=line.split('\\t')[4]\n",
    "                    n4=os.path.join(root,n3)\n",
    "                    sentence=line.split('\\t')[2]\n",
    "                    x=get_TRILLv3_audiofile_from_to(n4,float(n1),float(n2))\n",
    "                    sentenceembeddings.append(sentence)\n",
    "                    audioembeddings.append(x)\n",
    "                sentence_embeddings_tensor = model.encode(sentenceembeddings, convert_to_tensor=False)\n",
    "                sentence_embeddings_tensor=sentence_embeddings_tensor.tolist()\n",
    "                with open(out_audio_embedding+'.pkl', 'wb') as f:\n",
    "                    pickle.dump(audioembeddings, f)\n",
    "                with open(out_text_embedding+'.pkl', 'wb') as f:\n",
    "                    pickle.dump(sentenceembeddings, f)\n",
    "                with open(out_semantic_embedding+'.pkl', 'wb') as f:\n",
    "                    pickle.dump(sentence_embeddings_tensor, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-06-13 17:30:41 INFO: Checking for updates to resources.json in case models have been updated.  Note: this behavior can be turned off with download_method=None or download_method=DownloadMethod.REUSE_RESOURCES\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9c6dd40e825646c38e2f9dd910a2fbdb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading https://raw.githubusercontent.com/stanfordnlp/stanza-resources/main/resources_1.5.0.json:   0%|   …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-06-13 17:30:41 INFO: Loading these models for language: es (Spanish):\n",
      "=======================\n",
      "| Processor | Package |\n",
      "-----------------------\n",
      "| tokenize  | ancora  |\n",
      "| mwt       | ancora  |\n",
      "| pos       | ancora  |\n",
      "| lemma     | ancora  |\n",
      "=======================\n",
      "\n",
      "2023-06-13 17:30:41 INFO: Using device: cpu\n",
      "2023-06-13 17:30:41 INFO: Loading: tokenize\n",
      "2023-06-13 17:30:41 INFO: Loading: mwt\n",
      "2023-06-13 17:30:41 INFO: Loading: pos\n",
      "2023-06-13 17:30:42 INFO: Loading: lemma\n",
      "2023-06-13 17:30:42 INFO: Done loading processors!\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8164965809277259\n",
      "0.7071067811865475\n"
     ]
    }
   ],
   "source": [
    "#Sixth step \n",
    "## Program to measure lexical and syntactic entrainment\n",
    "## The program takes two turns as input and provides cosine similarity as output\n",
    "\n",
    "# ------------------------------------------------------------------------\n",
    "# Name : Syntactic_and_Lexical_similarity_es.py\n",
    "# Author : Jay Kejriwal\n",
    "# Date   : 21-03-2022\n",
    "# Description : Program to measure lexical and syntactic similarity between two sentences\n",
    "# ------------------------------------------------------------------------\n",
    "\n",
    "import stanza\n",
    "import re\n",
    "import math\n",
    "from collections import Counter\n",
    "import nltk\n",
    "from nltk.util import ngrams\n",
    "nlp = stanza.Pipeline(lang='es', processors='tokenize,mwt,pos,lemma')\n",
    "\n",
    "def get_cosine(vec1, vec2):      #Function to measure cosine similarity\n",
    "    intersection = set(vec1.keys()) & set(vec2.keys())\n",
    "    numerator = sum([vec1[x] * vec2[x] for x in intersection])\n",
    "    sum1 = sum([vec1[x] ** 2 for x in list(vec1.keys())])\n",
    "    sum2 = sum([vec2[x] ** 2 for x in list(vec2.keys())])\n",
    "    denominator = math.sqrt(sum1) * math.sqrt(sum2)\n",
    "    if not denominator:\n",
    "        return 0.0\n",
    "    else:\n",
    "        return float(numerator) / denominator\n",
    "\n",
    "def text_to_vector(text,ngram):  #Function to measure lexical similarities in sentence\n",
    "    n_grams = ngrams(nltk.word_tokenize(text), ngram)\n",
    "    new_sequence1 =  [ ' '.join(grams) for grams in n_grams]\n",
    "    return Counter(new_sequence1)\n",
    "\n",
    "\n",
    "def process_lex_text(text):         #Function to remove punctuation and extrat lemma and pos\n",
    "    words = re.sub(r'[.,\"\\-?:!;]', '', text.lower())\n",
    "    doc = nlp(words)\n",
    "    x=[f'{word.lemma}' for sent in doc.sentences for word in sent.words]\n",
    "    return ' '.join([str(elem) for elem in x])\n",
    "\n",
    "\n",
    "def process_syn_text(text):         #Function to remove punctuation and extrat lemma and pos\n",
    "    words = re.sub(r'[.,\"\\-?:!;]', '', text.lower())\n",
    "    doc = nlp(words)\n",
    "    l=[f'{word.upos}' for sent in doc.sentences for word in sent.words]\n",
    "    return ' '.join([str(elem) for elem in l])\n",
    "\n",
    "def calculate_lexical_similarity(text1, text2):\n",
    "    process1 = process_lex_text(text1)\n",
    "    process2 = process_lex_text(text2)\n",
    "    vector1 = text_to_vector(process1,ngram=1)\n",
    "    vector2 = text_to_vector(process2,ngram=1)\n",
    "    cosine = get_cosine(vector1, vector2)\n",
    "    return cosine\n",
    "\n",
    "def calculate_syntactic_similarity(text1, text2):\n",
    "    process1 = process_syn_text(text1)\n",
    "    process2 = process_syn_text(text2)\n",
    "    vector1 = text_to_vector(process1,ngram=2)\n",
    "    vector2 = text_to_vector(process2,ngram=2)\n",
    "    cosin = get_cosine(vector1, vector2)\n",
    "    return cosin\n",
    "\n",
    "\n",
    "#text1 = \"Mi nueva casa\"\n",
    "#text2 = \"Mi nueva\"\n",
    "\n",
    "#print(calculate_lexical_similarity(text1, text2))\n",
    "#print(calculate_syntactic_similarity(text1, text2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Seventh step \n",
    "## Program to measure entrainment distance using textual, semantic and auditory embeddings\n",
    "## The program reads pkl file generated in the Fifth step and measures adjacent and non-adjacent scores at lexical, syntactic, semantic and acoustic levels\n",
    "## The program also measures self score of both the speakers at all four linguistic levels\n",
    "## The program generates a text file for each session with the following column information\n",
    "### Same_pair_lexical [adjacent scores lexical] Not_Same_Pair_lexical [non-adjacent scores lexical]\n",
    "### Same_pair_syntactic [adjacent scores lexical] Not_Same_Pair_syntactic [non-adjacent scores lexical]\n",
    "### Same_pair_semantic [adjacent scores lexical] Not_Same_Pair_semantic [non-adjacent scores lexical]\n",
    "### Same_pair_audio [adjacent scores acoustic]  Not_Same_Pair_audio [non-adjacent scores acoustic]  \n",
    "###\n",
    "### Speaker1_lexical_self_distance [Self score lexical Speaker 1] Speaker2_lexical_self_distance [Self score lexical Speaker 2]\n",
    "### Speaker1_syntactic_self_distance [Self score syntactic Speaker 1] Speaker2_syntactic_self_distance [Self score syntactic Speaker 1]\n",
    "### Speaker1_semantic_self_distance [Self score semantic Speaker 1] Speaker2_semantic_self_distance [Self score semantic Speaker 2]\n",
    "### Speaker1_audio_self_distance    [Self score acoustic Speaker 1] Speaker2_audio_self_distance [Self score acoustic Speaker 2]\n",
    "\n",
    "\n",
    "#Program to measure entrainment distance using cosine similarity\n",
    "\n",
    "import pandas as pd\n",
    "import csv\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "from sentence_transformers import util\n",
    "import random\n",
    "import subprocess\n",
    "import re\n",
    "import glob\n",
    "import os,sys\n",
    "import numpy as np\n",
    "import pickle\n",
    "random.seed(223)\n",
    "\n",
    "\n",
    "#Define path of embedding files generated in Fifth step \n",
    "audio_embedding_path = 'D:\\\\Jay\\\\Spanish_games_corpus\\\\dataset\\\\Pickle\\\\audio\\\\'\n",
    "text_embedding_path = 'D:\\\\Jay\\\\Spanish_games_corpus\\\\dataset\\\\Pickle\\\\text\\\\'\n",
    "semantic_embedding_path = 'D:\\\\Jay\\\\Spanish_games_corpus\\\\dataset\\\\Pickle\\\\semantic\\\\'\n",
    "\n",
    "#Specify the output path where output needs to be saved\n",
    "output_path = 'D:\\\\Jay\\\\Spanish_games_corpus\\\\dataset\\\\output'\n",
    "\n",
    "for audiofile,textfile,semanticfile in zip(os.listdir(audio_embedding_path),os.listdir(text_embedding_path),os.listdir(semantic_embedding_path)):\n",
    "        if audiofile.endswith(\".pkl\") & textfile.endswith(\".pkl\") & semanticfile.endswith(\".pkl\"):\n",
    "            current_audiofile = os.path.join(audio_embedding_path,audiofile)\n",
    "            current_textfile = os.path.join(text_embedding_path,textfile)\n",
    "            current_semanticfile = os.path.join(semantic_embedding_path,semanticfile)\n",
    "\n",
    "            output_filename= os.path.splitext(os.path.join(output_path, os.path.basename(audiofile)))[0]\n",
    "            #Open audio, text and semantic pickle files\n",
    "            with open(current_audiofile, 'rb') as a, open(current_textfile, 'rb') as b, open(current_semanticfile, 'rb') as c:\n",
    "                audio_embeddings_tensor=pickle.load(a)\n",
    "                sentence_embeddings_tensor=pickle.load(b)\n",
    "                semantic_embeddings_tensor=pickle.load(c)\n",
    "\n",
    "                sentence_embedding_random = []\n",
    "                semantic_embedding_random = []\n",
    "                audio_embedding_random = []\n",
    "                \n",
    "                lexical_speaker1=[]\n",
    "                lexical_speaker2=[]\n",
    "                syntactic_speaker1=[]\n",
    "                syntactic_speaker2=[]\n",
    "                semantic_speaker1=[]\n",
    "                semantic_speaker2=[]\n",
    "                audio_speaker1=[]\n",
    "                audio_speaker2=[]\n",
    "                \n",
    "                same_pair_lexical = []\n",
    "                not_samepairs_lexical_array = []\n",
    "                not_samepairs_lexical=[]\n",
    "                same_pairs_syntactic = []\n",
    "                not_samepairs_syntactic_array = []\n",
    "                not_samepairs_syntactic=[]\n",
    "                same_pairs_semantic = []\n",
    "                not_samepairs_semantic_array = []\n",
    "                not_samepairs_semantic=[]\n",
    "                same_pairs_audio = []\n",
    "                not_samepairs_audio_array = []\n",
    "                not_samepairs_audio=[]\n",
    "                \n",
    "                for i in range(0, len(sentence_embeddings_tensor)-1):\n",
    "                    #Condition for random turns to exclude current and next turn \n",
    "                    sentence_embedding_random = [item for item in sentence_embeddings_tensor if np.logical_and(\n",
    "                                                 item!=sentence_embeddings_tensor[i] , item != sentence_embeddings_tensor[i+1])]\n",
    "                    audio_embedding_random = [item for item in audio_embeddings_tensor if np.logical_and(\n",
    "                                                 item!=audio_embeddings_tensor[i] , item != audio_embeddings_tensor[i+1])]\n",
    "                    semantic_embedding_random = [item for item in semantic_embeddings_tensor if np.logical_and(\n",
    "                                                 item!=semantic_embeddings_tensor[i] , item != semantic_embeddings_tensor[i+1])]\n",
    "\n",
    "                    if(i%2==0):\n",
    "                        #Measure Partner distance for even turns\n",
    "                        spl=calculate_lexical_similarity(sentence_embeddings_tensor[i],sentence_embeddings_tensor[i+1])\n",
    "                        same_pair_lexical.append(spl)\n",
    "                        spsy=calculate_syntactic_similarity(sentence_embeddings_tensor[i],sentence_embeddings_tensor[i+1])\n",
    "                        same_pairs_syntactic.append(spsy)\n",
    "                        sps=util.cos_sim(semantic_embeddings_tensor[i],semantic_embeddings_tensor[i+1]).item()\n",
    "                        same_pairs_semantic.append(sps)\n",
    "                        spa=util.cos_sim(audio_embeddings_tensor[i],audio_embeddings_tensor[i+1]).item()\n",
    "                        same_pairs_audio.append(spa)\n",
    "                        \n",
    "                        for x in range(10):\n",
    "                            #Measure Non-adjacent score for odd turns\n",
    "                            #Here, mean Non-adjacent score is measured on 10 random turns\n",
    "                            nspla=calculate_lexical_similarity(sentence_embeddings_tensor[i],sentence_embedding_random[random.randrange(1,len(sentence_embedding_random),2)])\n",
    "                            not_samepairs_lexical_array.append(nspla)\n",
    "                            nspsya=calculate_syntactic_similarity(sentence_embeddings_tensor[i],sentence_embedding_random[random.randrange(1,len(sentence_embedding_random),2)])\n",
    "                            not_samepairs_syntactic_array.append(nspsya)\n",
    "                            nspsa=util.cos_sim(semantic_embeddings_tensor[i],semantic_embedding_random[random.randrange(1,len(semantic_embedding_random),2)]).item()\n",
    "                            not_samepairs_semantic_array.append(nspsa)\n",
    "                            nspaa=util.cos_sim(audio_embeddings_tensor[i],audio_embedding_random[random.randrange(1,len(audio_embedding_random),2)]).item()\n",
    "                            not_samepairs_audio_array.append(nspaa)\n",
    "\n",
    "                        nspl = np.mean(not_samepairs_lexical_array)\n",
    "                        nspsy = np.mean(not_samepairs_syntactic_array)\n",
    "                        nsps = np.mean(not_samepairs_semantic_array)\n",
    "                        nspa = np.mean(not_samepairs_audio_array)\n",
    "\n",
    "                        not_samepairs_lexical_array = []\n",
    "                        not_samepairs_syntactic_array = []\n",
    "                        not_samepairs_semantic_array = []\n",
    "                        not_samepairs_audio_array = []\n",
    "\n",
    "                        not_samepairs_lexical.append(nspl)\n",
    "                        not_samepairs_syntactic.append(nspsy)\n",
    "                        not_samepairs_semantic.append(nsps)                       \n",
    "                        not_samepairs_audio.append(nspa)\n",
    "\n",
    "                    elif(i%2!=0):\n",
    "                        #Measure Adjacent score for odd turns\n",
    "                        spl=calculate_lexical_similarity(sentence_embeddings_tensor[i],sentence_embeddings_tensor[i+1])\n",
    "                        same_pair_lexical.append(spl)\n",
    "                        spsy=calculate_syntactic_similarity(sentence_embeddings_tensor[i],sentence_embeddings_tensor[i+1])\n",
    "                        same_pairs_syntactic.append(spsy)\n",
    "                        sps=util.cos_sim(semantic_embeddings_tensor[i],semantic_embeddings_tensor[i+1]).item()\n",
    "                        same_pairs_semantic.append(sps)\n",
    "                        spa=util.cos_sim(audio_embeddings_tensor[i],audio_embeddings_tensor[i+1]).item()\n",
    "                        same_pairs_audio.append(spa)\n",
    "\n",
    "                        \n",
    "                        for x in range(10):\n",
    "                            #Measure Non-adjacent score for odd turns\n",
    "                            #Here, mean Non-adjacent score is measured on 10 random turns\n",
    "                            nspla=calculate_lexical_similarity(sentence_embeddings_tensor[i],sentence_embedding_random[random.randrange(0,len(sentence_embedding_random),2)])\n",
    "                            not_samepairs_lexical_array.append(nspla)\n",
    "                            nspsya=calculate_syntactic_similarity(sentence_embeddings_tensor[i],sentence_embedding_random[random.randrange(0,len(sentence_embedding_random),2)])\n",
    "                            not_samepairs_syntactic_array.append(nspsya)\n",
    "                            nspsa=util.cos_sim(semantic_embeddings_tensor[i],semantic_embedding_random[random.randrange(0,len(semantic_embedding_random),2)]).item()\n",
    "                            not_samepairs_semantic_array.append(nspsa)\n",
    "                            nspaa=util.cos_sim(audio_embeddings_tensor[i],audio_embedding_random[random.randrange(0,len(audio_embedding_random),2)]).item()\n",
    "                            not_samepairs_audio_array.append(nspaa)\n",
    "\n",
    "\n",
    "                        nspl = np.mean(not_samepairs_lexical_array)\n",
    "                        nspsy = np.mean(not_samepairs_syntactic_array)\n",
    "                        nsps = np.mean(not_samepairs_semantic_array)\n",
    "                        nspa = np.mean(not_samepairs_audio_array)\n",
    "\n",
    "                        not_samepairs_lexical_array = []\n",
    "                        not_samepairs_syntactic_array = []\n",
    "                        not_samepairs_semantic_array = []\n",
    "                        not_samepairs_audio_array = []\n",
    "\n",
    "                        not_samepairs_lexical.append(nspl)\n",
    "                        not_samepairs_syntactic.append(nspsy)\n",
    "                        not_samepairs_semantic.append(nsps)                       \n",
    "                        not_samepairs_audio.append(nspa)\n",
    "\n",
    "                for n in range(0, len(sentence_embeddings_tensor)-2):\n",
    "                    #Measure self-scores\n",
    "                    if(n%2==0):\n",
    "                        same_spkr1_lexical=calculate_lexical_similarity(sentence_embeddings_tensor[n],sentence_embeddings_tensor[n+2])\n",
    "                        lexical_speaker1.append(same_spkr1_lexical)\n",
    "                        same_spkr1_syntactic=calculate_syntactic_similarity(sentence_embeddings_tensor[n],sentence_embeddings_tensor[n+2])\n",
    "                        syntactic_speaker1.append(same_spkr1_syntactic)\n",
    "                        same_spkr1_semantic=util.cos_sim(semantic_embeddings_tensor[n],semantic_embeddings_tensor[n+2]).item()\n",
    "                        semantic_speaker1.append(same_spkr1_semantic)\n",
    "                        same_spkr1_audio=util.cos_sim(audio_embeddings_tensor[n],audio_embeddings_tensor[n+2]).item()\n",
    "                        audio_speaker1.append(same_spkr1_audio)\n",
    "                \n",
    "                    elif(n%2!=0):\n",
    "                        same_spkr2_lexical=calculate_lexical_similarity(sentence_embeddings_tensor[n],sentence_embeddings_tensor[n+2])\n",
    "                        lexical_speaker2.append(same_spkr2_lexical)\n",
    "                        same_spkr2_syntactic=calculate_syntactic_similarity(sentence_embeddings_tensor[n],sentence_embeddings_tensor[n+2])\n",
    "                        syntactic_speaker2.append(same_spkr2_syntactic)\n",
    "                        same_spkr2_semantic=util.cos_sim(semantic_embeddings_tensor[n],semantic_embeddings_tensor[n+2]).item()\n",
    "                        semantic_speaker2.append(same_spkr2_semantic)\n",
    "                        same_spkr2_audio=util.cos_sim(audio_embeddings_tensor[n],audio_embeddings_tensor[n+2]).item()\n",
    "                        audio_speaker2.append(same_spkr2_audio)\n",
    "                        \n",
    "                df = pd.DataFrame(data=None)\n",
    "                df['Same_pair_lexical'] = pd.Series(same_pair_lexical)\n",
    "                df['Not_Same_Pair_lexical'] = pd.Series(not_samepairs_lexical)\n",
    "                df['Same_pair_syntactic'] = pd.Series(same_pairs_syntactic)\n",
    "                df['Not_Same_Pair_syntactic'] = pd.Series(not_samepairs_syntactic)\n",
    "                df['Same_pair_semantic'] = pd.Series(same_pairs_semantic)\n",
    "                df['Not_Same_Pair_semantic'] = pd.Series(not_samepairs_semantic)\n",
    "                df['Same_pair_audio'] = pd.Series(same_pairs_audio)\n",
    "                df['Not_Same_Pair_audio'] = pd.Series(not_samepairs_audio)\n",
    "\n",
    "                df['Speaker1_lexical_self_distance'] = pd.Series(lexical_speaker1)\n",
    "                df['Speaker2_lexical_self_distance'] = pd.Series(lexical_speaker2)\n",
    "                df['Speaker1_syntactic_self_distance'] = pd.Series(syntactic_speaker1)\n",
    "                df['Speaker2_syntactic_self_distance'] = pd.Series(syntactic_speaker2)\n",
    "                df['Speaker1_semantic_self_distance'] = pd.Series(semantic_speaker1)\n",
    "                df['Speaker2_semantic_self_distance'] = pd.Series(semantic_speaker2)\n",
    "                df['Speaker1_audio_self_distance'] = pd.Series(audio_speaker1)\n",
    "                df['Speaker2_audio_self_distance'] = pd.Series(audio_speaker2)\n",
    "\n",
    "                df.insert(0, 'Turn_number', range(1, 1 + len(df)))\n",
    "                df.to_csv(output_filename, index=False,sep='\\t')\n",
    "                \n",
    "                sentence_embedding_random = []\n",
    "                semantic_embedding_random = []\n",
    "                audio_embedding_random = []\n",
    "                lexical_speaker1=[]\n",
    "                lexical_speaker2=[]\n",
    "                syntactic_speaker1=[]\n",
    "                syntactic_speaker2=[]\n",
    "                semantic_speaker1=[]\n",
    "                semantic_speaker2=[]\n",
    "                audio_speaker1=[]\n",
    "                audio_speaker2=[]\n",
    "                same_pair_lexical = []\n",
    "                not_samepairs_lexical_array = []\n",
    "                not_samepairs_lexical=[]\n",
    "                same_pairs_syntactic = []\n",
    "                not_samepairs_syntactic_array = []\n",
    "                not_samepairs_syntactic=[]\n",
    "                same_pairs_semantic = []\n",
    "                not_samepairs_semantic_array = []\n",
    "                not_samepairs_semantic=[]\n",
    "                same_pairs_audio = []\n",
    "                not_samepairs_audio_array = []\n",
    "                not_samepairs_audio=[]\n",
    "                del df,spl,spsy,sps,spa,nspl,nspsy,nsps,nspa,same_spkr1_lexical,\n",
    "                same_spkr1_semantic,same_spkr1_syntactic,same_spkr1_audio,same_spkr2_lexical,\n",
    "                same_spkr2_semantic,same_spkr2_syntactic,same_spkr2_audio\n",
    "\n",
    "         "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Eight step \n",
    "## Program to measure proximity, convergence and syncrony using adjacent, non-adjacent and self-score obtained in Seventh step\n",
    "## The program reads text file generated in Seventh step and statistically analyzes the data using different methods \n",
    "## For instance, Proximity at lexical, syntactic, semantic and acoustic level\n",
    "## The program generates text file with following column information for each session\n",
    "\n",
    "\n",
    "### Proximity \n",
    "# Proximity-t-value_lexical\tProximity-p-value_lexical\tProximity-p-value_lexical_adj\t\n",
    "# Proximity-t-value_syntactic\tProximity-p-value_syntactic\tProximity-p-value_syntactic_adj\t\n",
    "# Proximity-t-value_semantic\tProximity-p-value_semantic\tProximity-p-value_semantic_adj\t\n",
    "# Proximity-t-value_audio\tProximity-p-value_audio\tProximity-p-value_audio_adj\t\n",
    "### Convergence \n",
    "# Convergence-Pearson rho_lexical\tConvergence-Pearson p-value_lexical\tConvergence-Pearson p-value_lexical_adj\t\n",
    "# Convergence-Pearson rho_syntactic\tConvergence-Pearson p-value_syntactic\tConvergence-Pearson p-value_syntactic_adj\t\n",
    "# Convergence-Pearson rho_semantic\tConvergence-Pearson p-value_semantic\tConvergence-Pearson p-value_semantic_adj\t\n",
    "# Convergence-Pearson rho_audio\tConvergence-Pearson p-value_audio\tConvergence-Pearson p-value_audio_adj\t\n",
    "### Synchrony\n",
    "# Syncrony-Pearson rho_lexical\tSyncrony-Pearson p-value_lexical\tSyncrony-Pearson p-value_lexical_adj\t\n",
    "# Syncrony-Pearson rho_syntactic\tSyncrony-Pearson p-value_syntactic\tSyncrony-Pearson p-value_syntactic_adj\t\n",
    "# Syncrony-Pearson rho_semantic\tSyncrony-Pearson p-value_semantic\tSyncrony-Pearson p-value_semantic_adj\t\n",
    "# Syncrony-Pearson rho_audio\tSyncrony-Pearson p-value_audio\tSyncrony-Pearson p-value_audio_adj\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy\n",
    "import pingouin as pg\n",
    "from scipy.stats import ttest_ind\n",
    "from math import sqrt\n",
    "import sys\n",
    "from scipy import stats\n",
    "import os\n",
    "import sys\n",
    "import glob\n",
    "import os.path\n",
    "import pandas as pd\n",
    "from statsmodels.stats.multitest import multipletests\n",
    "\n",
    "#Specify path of input files generated at sixth step\n",
    "list_of_files = glob.glob(r'D:\\Jay\\Spanish_games_corpus\\dataset\\output\\*.txt',recursive=True)\n",
    "\n",
    "#Specify output path\n",
    "output_path = r'D:\\Jay\\Spanish_games_corpus\\dataset\\statsoutput'\n",
    "\n",
    "for file_name in list_of_files:\n",
    "    out_name= os.path.join(output_path, os.path.basename(file_name))\n",
    "    csv_input = pd.read_csv(file_name, delimiter='\\t')\n",
    "    \n",
    "    #Proximity\n",
    "    proximity_lexical=stats.ttest_rel(csv_input['Same_pair_lexical'], csv_input['Not_Same_Pair_lexical'])\n",
    "    csv_input['Proximity-t-value_lexical']= proximity_lexical.statistic\n",
    "    csv_input['Proximity-p-value_lexical']= proximity_lexical.pvalue\n",
    "    #Here, Bonferroni correction is applied. Since there were 14 sessions we divided the significance value (0.05) by nr. of sessions\n",
    "    csv_input['Proximity-p-value_lexical_adj'] = csv_input['Proximity-p-value_lexical'].lt(0.05/14)\n",
    "\n",
    "    proximity_syntactic=stats.ttest_rel(csv_input['Same_pair_syntactic'], csv_input['Not_Same_Pair_syntactic'])\n",
    "    csv_input['Proximity-t-value_syntactic']= proximity_syntactic.statistic\n",
    "    csv_input['Proximity-p-value_syntactic']= proximity_syntactic.pvalue\n",
    "    #Bonferroni correction\n",
    "    csv_input['Proximity-p-value_syntactic_adj'] = csv_input['Proximity-p-value_syntactic'].lt(0.05/14)\n",
    "\n",
    "    proximity_semantic=stats.ttest_rel(csv_input['Same_pair_semantic'], csv_input['Not_Same_Pair_semantic'])\n",
    "    csv_input['Proximity-t-value_semantic']= proximity_semantic.statistic\n",
    "    csv_input['Proximity-p-value_semantic']= proximity_semantic.pvalue\n",
    "    #Bonferroni correction\n",
    "    csv_input['Proximity-p-value_semantic_adj'] = csv_input['Proximity-p-value_semantic'].lt(0.05/14)\n",
    "\n",
    "    proximity_audio=stats.ttest_rel(csv_input['Same_pair_audio'], csv_input['Not_Same_Pair_audio'])\n",
    "    csv_input['Proximity-t-value_audio']= proximity_audio.statistic\n",
    "    csv_input['Proximity-p-value_audio']= proximity_audio.pvalue\n",
    "    #Bonferroni correction\n",
    "    csv_input['Proximity-p-value_audio_adj'] = csv_input['Proximity-p-value_audio'].lt(0.05/14)\n",
    "    \n",
    "    #Convergence\n",
    "    convlexr,convlexp = stats.pearsonr(csv_input['Same_pair_lexical'], csv_input['Turn_number'])\n",
    "    csv_input['Convergence-Pearson rho_lexical'] = convlexr\n",
    "    csv_input['Convergence-Pearson p-value_lexical'] = convlexp\n",
    "    #Bonferroni correction\n",
    "    csv_input['Convergence-Pearson p-value_lexical_adj'] = csv_input['Convergence-Pearson p-value_lexical'].lt(0.05/14)\n",
    "\n",
    "    convsynr,convsynp = stats.pearsonr(csv_input['Same_pair_syntactic'], csv_input['Turn_number'])\n",
    "    csv_input['Convergence-Pearson rho_syntactic'] = convsynr\n",
    "    csv_input['Convergence-Pearson p-value_syntactic'] = convsynp\n",
    "    #Bonferroni correction\n",
    "    csv_input['Convergence-Pearson p-value_syntactic_adj'] = csv_input['Convergence-Pearson p-value_syntactic'].lt(0.05/14)\n",
    "\n",
    "    convsemr,convsemp = stats.pearsonr(csv_input['Same_pair_semantic'], csv_input['Turn_number'])\n",
    "    csv_input['Convergence-Pearson rho_semantic'] = convsemr\n",
    "    csv_input['Convergence-Pearson p-value_semantic'] = convsemp\n",
    "    #Bonferroni correction\n",
    "    csv_input['Convergence-Pearson p-value_semantic_adj'] = csv_input['Convergence-Pearson p-value_semantic'].lt(0.05/14)\n",
    "\n",
    "    convaudior,convaudiop = stats.pearsonr(csv_input['Same_pair_audio'], csv_input['Turn_number'])\n",
    "    csv_input['Convergence-Pearson rho_audio'] = convaudior\n",
    "    csv_input['Convergence-Pearson p-value_audio'] = convaudiop\n",
    "    #Bonferroni correction\n",
    "    csv_input['Convergence-Pearson p-value_audio_adj'] = csv_input['Convergence-Pearson p-value_audio'].lt(0.05/14)\n",
    "\n",
    "    #Synchrony\n",
    "\n",
    "    csv_input.dropna(inplace=True)\n",
    "    synclexr,synclexp = stats.pearsonr(csv_input['Speaker1_lexical_self_distance'], csv_input['Speaker2_lexical_self_distance'])\n",
    "    csv_input['Syncrony-Pearson rho_lexical'] = synclexr\n",
    "    csv_input['Syncrony-Pearson p-value_lexical'] = synclexp\n",
    "    #Bonferroni correction\n",
    "    csv_input['Syncrony-Pearson p-value_lexical_adj'] = csv_input['Syncrony-Pearson p-value_lexical'].lt(0.05/14)\n",
    "\n",
    "    syncsynr,syncsynp = stats.pearsonr(csv_input['Speaker1_syntactic_self_distance'], csv_input['Speaker2_syntactic_self_distance'])\n",
    "    csv_input['Syncrony-Pearson rho_syntactic'] = syncsynr\n",
    "    csv_input['Syncrony-Pearson p-value_syntactic'] = syncsynp\n",
    "    #Bonferroni correction\n",
    "    csv_input['Syncrony-Pearson p-value_syntactic_adj'] = csv_input['Syncrony-Pearson p-value_syntactic'].lt(0.05/14)\n",
    "    \n",
    "    syncsemr,syncsemp = stats.pearsonr(csv_input['Speaker1_semantic_self_distance'], csv_input['Speaker2_semantic_self_distance'])\n",
    "    csv_input['Syncrony-Pearson rho_semantic'] = syncsemr\n",
    "    csv_input['Syncrony-Pearson p-value_semantic'] = syncsemp\n",
    "    #Bonferroni correction\n",
    "    csv_input['Syncrony-Pearson p-value_semantic_adj'] = csv_input['Syncrony-Pearson p-value_semantic'].lt(0.05/14)\n",
    "\n",
    "    syncaudior,syncaudiop = stats.pearsonr(csv_input['Speaker1_audio_self_distance'], csv_input['Speaker2_audio_self_distance'])\n",
    "    csv_input['Syncrony-Pearson rho_audio'] = syncaudior\n",
    "    csv_input['Syncrony-Pearson p-value_audio'] = syncaudiop\n",
    "    #Bonferroni correction\n",
    "    csv_input['Syncrony-Pearson p-value_audio_adj'] = csv_input['Syncrony-Pearson p-value_audio'].lt(0.05/14)\n",
    " \n",
    "\n",
    "    csv_input.drop(['Same_pair_lexical', 'Not_Same_Pair_lexical', 'Same_pair_syntactic', 'Not_Same_Pair_syntactic',\n",
    "                    'Same_pair_semantic', 'Not_Same_Pair_semantic', 'Same_pair_audio', 'Not_Same_Pair_audio',\n",
    "                    'Speaker1_lexical_self_distance','Speaker2_lexical_self_distance','Turn_number','Speaker1_syntactic_self_distance',\n",
    "                    'Speaker2_syntactic_self_distance','Speaker1_semantic_self_distance','Speaker2_semantic_self_distance',\n",
    "                    'Speaker1_audio_self_distance','Speaker2_audio_self_distance'], axis=1,inplace=True)\n",
    "    csv_input = csv_input.loc[[0]]\n",
    "    csv_input.to_csv(out_name, index=False,sep='\\t')\n",
    "    del csv_input,proximity_lexical,proximity_syntactic,proximity_semantic,proximity_audio,\n",
    "    convlexr,convlexp,convsynr,convsynp,convsemr,convsemp,convaudior,convaudiop,\n",
    "    synclexr,synclexp,syncsynr,syncsynp,syncsemr,syncsemp,syncaudior,syncaudiop\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step Nine \n",
    "## Program to merge output files generated at Eight step\n",
    "# The program concatenates statistical output of each inidividual sessions into one file\n",
    "import pandas as pd\n",
    "import glob\n",
    "#Specify Input path for files generated in Eighth step\n",
    "list_of_files = glob.glob(r'D:\\Jay\\Spanish_games_corpus\\dataset\\statsoutput\\*.txt',recursive=True)\n",
    "#Specify Output path\n",
    "out_name = r'D:\\Jay\\Spanish_games_corpus\\dataset\\statsoutput\\merged_stats.txt'\n",
    "li = []\n",
    "\n",
    "for filename in list_of_files:\n",
    "    df = pd.read_csv(filename, index_col=None, header=0, delimiter='\\t')\n",
    "    basename = os.path.basename(filename)\n",
    "    file_name = os.path.splitext(basename)[0]\n",
    "    df['File_name'] = file_name\n",
    "    #Re-arrange columns with filename as first column\n",
    "    cols = df.columns.tolist()\n",
    "    cols = cols[-1:] + cols[:-1]\n",
    "    #Define new arranged column to data-frame\n",
    "    df = df[cols]\n",
    "    #Append the dataframe to list\n",
    "    li.append(df)\n",
    "frame = pd.concat(li, axis=0, ignore_index=True) \n",
    "\n",
    "frame.to_csv(out_name, index=False,sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Step Ten\n",
    "## Program to merge output files generated at Seventh step\n",
    "# The program concatenates statistical output of each inidividual sessions into one file and further allows to measure correlation \n",
    "#Merge all output files and find correlation in next step\n",
    "\n",
    "import pandas as pd\n",
    "import glob,os\n",
    "#Specify Input path for files generated in Eighth step\n",
    "list_of_files = glob.glob(r'D:\\Jay\\Spanish_games_corpus\\dataset\\output\\*.txt',recursive=True)\n",
    "\n",
    "#Specify Output path\n",
    "#Here file will be saved in csv format\n",
    "out_name = r'D:\\Jay\\Spanish_games_corpus\\dataset\\output\\combined_output'\n",
    "li = []\n",
    "\n",
    "for filename in list_of_files:\n",
    "    df = pd.read_csv(filename, index_col=None, header=0, delimiter='\\t')\n",
    "    basename = os.path.basename(filename)\n",
    "    file_name = os.path.splitext(basename)[0]\n",
    "    df['File_name'] = file_name\n",
    "    #Re-arrange columns with filename as first column\n",
    "    cols = df.columns.tolist()\n",
    "    cols = cols[-1:] + cols[:-1]\n",
    "    #Define new arranged column to data-frame\n",
    "    df = df[cols]\n",
    "    #Append the dataframe to list\n",
    "    li.append(df)\n",
    "frame = pd.concat(li, axis=0, ignore_index=True) \n",
    "\n",
    "frame.to_csv(out_name+'.csv', index=False,sep=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1o0ePkpWVRYcOHfIkdaDb7i0pKakiQxSiSJLYCbNQv359Ll++zKVLl2jcuDEAnTp14uzZs8yaNYtly5bpy3744YcANGjQwCixmoMRI0awatWqIlvocpOOAcNdvXqVp59+mhMnTuR5vaDlT3Jek8Su5Pz9/bl48SJHjx7V77Kyfv16FEWhU6dOecpmZWURFxeHr6+vMUIVokAyeUKYhV69eqGqKps3b9a/9uKLL6LRaFi5ciVNmzZl1KhRNG/enN9++w1FUXjuueeMGHHltXz5clauXImzszOrV6/Wt1Z4e3uTmZlJSEgI8+fPp27dulSpUoUdO3ag1WqNHHXlFhUVRc+ePTl+/Dienp4MHz4cVVWxtbXlmWeeoVevXjg6OqKqKh4eHowdO1YWJy6lRx55BFVVefnllzl8+DB///03s2fPBuCxxx7LU/bs2bNkZWVRrVo1Y4QqRMFUIcxAWFiYOm7cOPWzzz7L8/qPP/6oWlpaqoqi5Hk8/fTTRoq08uvbt6+q0WjUH3/8Uf+aoiiqj49PnnIJCQlq69atVWdnZ/Xq1asVHaZZ+fDDD1VFUdSHH35YTUpKUlU1/zVPTExUp0yZoiqKok6aNMlYoVZ6ISEhqpubm6rRaPQPRVHUXr165Sv76aefqhqNRn3zzTeNEKkQBZPJE8LsXbp0idWrVxMcHIyLiwv9+vWjZ8+exg6r0vLy8iIyMpKoqCj9qvsajQZPT0/CwsLylD148CCdOnVi/Pjx/PHHH0aI1jy0bt2a06dPs337dnr06AEUvE4jwOuvv84PP/zA8uXLGT58uDHCrfROnz7Nm2++ycGDB3F1dWXgwIF8+eWXuLi46Muoqkq9evW4ceMGGzZsYMCAAUaMWIi7JLETQpSIjY0NdnZ2eWYU29jYYG1tXeDMQEdHR6pWrcrNmzcrMErzUtAMb41Gg7u7e57ZmwDh4eH4+vrSs2dPtm3bZoxwHwhZWVmEhIQAuiVS7p15L4SxSGInhCgRX19fUlJSiImJ0b9WUCteDkdHR7KysvKt2C+Kz97eHgcHhzzL+Tg6OpKRkZFn7cYc7u7uWFlZER4eXpFhCiFMgEyeEGYhISGB9evXs3PnzvuW/e+//1i/fj2JiYkVEJn58fPzIz4+Ps/1a9SoEUC+63/ixAmSk5Oxt7ev0BjNja+vL8nJyXle8/LyIjMzkxs3buR5PSMjg/j4eOLi4ioyRCGEiZC2Y2EWlixZwssvv8ybb76pH4NUmFWrVjF79mxmz57N+PHjKyhC89G6dWtOnDjB0aNH9dd6wIAB7Nmzh7feeotq1arRsmVLTp8+zbPPPlvgMhGiZGrWrMnNmzcJCQnRz8Bs164dAQEB/Pnnn0ydOlVfdsGCBWi1Wvz8/IwVbqWWs6VYSckC3MJkGHHihhBlpk+fPqpGo1FPnDhx37JHjhxRFUVR+/fvXwGRmZ9169blm3mZkJCgVqtWTVUUJd9sQmtra/XQoUNGjLjy+/jjj1WNRqMuXrxY/9o///yjKoqiWllZqS+99JI6e/Zs9eWXX1atra1VjUajvvHGG0aMuPK692+4OA8LCwtjhy2EnoyxE2ahVq1a3L59m5SUlHyLtd5Lq9ViZ2dHtWrVirVrgsgrMzOT/fv3Y29vr1/AFXQL6I4bN46DBw/qX6tRowY///yzzBg00Pnz5xk4cCDdu3dn/vz5+teffvppli9fnudvXlVVGjVqxIEDB/LM4hTFk7NzTUnJWo3CVEhiJ8yCnZ0dTk5OREREFKt81apVSU5Olq2AykFISIh+aZlGjRrdN9EWpaeqKnPmzGHFihV5lvN58803JakrJ/Hx8Rw+fJgZM2Zw7tw51q5dS5cuXYwdlhB6ktgJs+Dh4UFiYiLJyclYWFgUWTYzMxMHBwfs7e3zzOwUQojiUlWVwYMHs2fPHk6cOEGtWrWMHZIQgMyKFWaiXr16ZGZmsmPHjvuW3bFjBxkZGdSpU6cCIjM/zz33HG+88Uaxy0+ZMkUmqQizoygKX375JXFxcfzf//2fscMRQk8SO2EWHn30UVRV5e233y5wkdwciYmJvP322yiKwqOPPlqBEZqPBQsWsHz58mKXX7VqFQsWLCi/gIQwkgYNGuDs7CwLQQuTIl2xwixER0dTr149YmNjqVevHjNnzqRfv37Y2dkBkJKSwqZNm3j//fe5cuUKrq6uXL16FQ8PDyNHXvkUtpVVYfz9/QkODiYrK6ucI3swHDhwgDNnzhATE0NGRkaRZXMvgyLKXkZGBo6OjiiKQmpqqrHDEQKQxE6Yka1btzJ48GBSU1NRFAULCwuqVKkCQGRkJFlZWaiqiq2tLevXr6d3795GjrhyKmlil/PFV1RLqri/TZs28dJLLxEUFFTscySZLl+rVq3iqaeeolq1aiX6vQhRnmSBYmE2+vTpw/79+3nllVfYv38/mZmZ+Tal79q1K99//z0tWrQwUpQPjri4OObMmUNycjLNmzc3djiV2n///cfjjz+uT9Tq1q2Ll5eX7E9qBOnp6QQHB7NmzRpmzJiBoij079/f2GEJoSctdsIsXbt2jQMHDhAWFoaiKHh7e9OxY0eZMFEK06dP55NPPtH/W1XVEi9hMm3aND766KOyDu2B0a1bN/bu3Uu7du1YtmwZtWvXNnZIZut+s+pzU1UVPz8/Dh8+jK+vbzlGJUTxye2eMEt169albt26xg7DbOS+/1MUheLeD1pbWzN69Gjefffd8grtgXDixAkURWHp0qWS1JWz4v5t29nZMXToUGbOnClJnTAp0mInhChSYGAgAQEBgO5Lr2fPnri7u7NmzZpCz9FoNDg7O1O/fn39BBZReu7u7mi1WmJjY40ditnbvXt3kcctLS1xc3Ojfv360hUuTJIkdkKIEvH398fLy4vDhw8bO5QHRqdOnTh27BhxcXHY2toaOxwhhAmTxE5UOj179gSgZs2a+n0zc14rCUVRirWgsRDGtnjxYsaOHcvs2bN5/vnnjR2OEMKESWInKp2cTbobNmzIhQsX8rxWEoqiyHIQotIYN24cq1evZs6cOYwYMcLY4TxQAgMD9ftQe3p6UrNmTSNHJEThZICAqHQ+/vhjAP0adblfExUrNDSUs2fPEh0dfd/FcseMGVNBUZmnBQsW4O/vz6hRo3jvvfdo27YtTk5OhZZXFIW5c+dWYITm5fbt28ycOZPly5cTFRWV55iHhwdPP/0077zzDj4+PkaKUIiCSYudEKLEzp49y+TJk9m7d2+xyiuKQmZmZjlHZd7++OMP/ZZ5RX1s58xalhbp0tu/fz+DBw8mOjq60GutKAoeHh78/fffdOzYsYIjFKJw0mInhCiRy5cv06VLF32CYW1tTdWqVWWGYDlat24dEydOBMDBwYEOHTrIAsXlJCIigscff5yYmBicnZ158cUXeeSRR6hWrRoAISEhbN++nd9//53IyEgef/xxLly4gKenp5EjF0JHWuzEAysyMjJPd64onpEjR7JixQp8fX357bff6N+/f4kWdRUl16lTJw4ePEi/fv1YsWJFkV2wwjDvvPMOX331FQ0bNmTbtm34+fkVWC40NJTevXtz+fJl3n77bT7//PMKjlSIgpV8xLkQJqh///5ERkYWu/y2bdtkm6tS2rlzJ4qisGjRIgYOHChJXQU4d+6cfsycJHXl699//0VRFP74449CkzoAX19f/vjjD1RV5Z9//qnACIUomrTYCbOQszH9woULeeSRRwotl5mZyfvvv88333yDqqoyBqkU7OzsUBSFxMTEUs1GFiVXpUoVtFot0dHRxg7F7Dk6OqLRaIiPjy9W+ZxEOyEhoTzDEqLY5FNZmIU6deoQFhZG//79efvttwscqH/9+nU6duzI119/jVar5cknnzRCpJWfj48PFhYWktRVoBYtWpCQkCDJg4mS9hFhSuSTWZiFkydPMmrUKLRaLd988w0dOnTg+vXr+uOLFi2idevWHDt2DHt7e+bOncuyZcuMGHHl9dhjj5GcnMzJkyeNHcoD49VXXyUrK4tffvnF2KGYPX9/f5KSkjh06NB9yx48eJCkpCT8/f3LPzAhikkSO2EWHB0dWbx4MQsWLMDBwYHjx4/TqlUrZs+ezTPPPMOzzz5LQkICrVq14vjx4zz77LPGDrnS+uCDD6hSpQqvvfYaaWlpxg7ngfD4448zdepUPvroIz7//HNSUlKMHZLZ6t+/P6qqMmHCBO7cuVNouYiICCZMmICiKDz66KMVGKEQRZMxdsLsXLt2jaeffppjx46hKIr+9VdffZUvvvgCKysrI0ZX+QUFBXHu3DlGjx6Nt7c3b731Fu3bt7/voP4aNWpUUITmJ2fLvJMnTxIfH4+trS2NGze+7wLFsmVeyYWHh9OoUSPi4uJwc3Nj0qRJ9OrVSz+RIiQkhB07dvD7778TFRWFq6srFy9exMvLy8iRC6EjiZ0wS5988gnTpk0DdF9wzZo1Y/v27bK8SRkozSxYWaDYMLJlXsXavXs3TzzxBLGxsXluDnNTVRVXV1f+/vtvunbtWsERClE4SeyEWQkPD2f06NHs2LEDVVVp27Ytp0+fJjMzUz9rtnfv3sYOs1Ir7aQJrVZbxpE8OKZPn16q82SrvdILCQnhs88+Y9WqVflmI7u7u/PUU0/x/vvvF7kkihDGIImdMBubNm1i3LhxREZGYmVlxYwZM3jjjTc4cuQII0eO5ObNm2g0Gt544w1mzJghq/aXUmBgYKnOk43TRWV18+ZNIiIiAPD09KRWrVpGjkiIwkliJ8zC66+/zg8//ICqqtStW5fly5fTunVr/fGEhARefPFFli1bhqIotG7dmmXLllG3bl0jRi2EEEKULUnshFnI6R4cPXo0v/zyCw4ODgWWW7hwIZMnTyYxMREnJyfi4uIqMkwhhBCiXMlyJ8IsODk5sXjxYhYuXFhoUgcwduxYTpw4QZs2bUhMTKzACM1Hz549WbFiBRkZGcYO5YGTnJzMDz/8wIABA2jatCl16tTJczwuLo6lS5fKGo0GOHToEK1bt+bll1++b9nnn39evz6mEKZCBhkJs3DixIl8X3KFqVu3LgcPHuT9998v56jM065du9i9ezceHh6MGzeOF154gXr16hk7LLN36tQpBg0aREhIiH6ng3tnbDo7O/Ppp59y+fJlvLy89MukiOJbunQpp0+fZsqUKfct+/DDDzNv3jyWLl1K27ZtKyA6Ie5PWuyEWShuUpfD0tKSL7/8spyiMW+jRo3CxsaGyMhIvv76axo2bEivXr1YuXKltOKVk6ioKAYMGEBwcDCtW7dm1qxZODs75yunKArjx49HVVXWr19vhEgrv927dwPQp0+f+5Z94oknANi5c2e5xiREScgYO2F2IiMj2blzJ4GBgSQnJzN16lRjh2R2YmNjWbx4MXPmzOHs2bOALqnw8PDg2Wef5YUXXpCJKWXoww8/ZMaMGfTq1YstW7ag0Wjw8fEhIiIi31p1ly5donHjxrRr147Dhw8bKeLKy8PDA1VV8y1xUhg3NzesrKz0s2aFMDZJ7ITZyMzM5J133uGXX34hPT1d/3ruL76YmBhq165NSkoKly5dkj0ey8Dhw4eZPXs2K1euJCkpSd892L17dyZOnMgTTzwhu30YqEWLFpw7d45jx47RqlUrgEITO1VVsbW1xcnJicjISGOEW6nZ29tjbW1NbGxsscq7urqSlpYm27wJkyFdscJsDB8+nO+++4709HSaNGlS4Dp1bm5uPP3006Snp7Ny5UojRGl+HnroIebOnUtoaCi//PILLVu2RFVVdu7cyciRI/Hz8+Odd97h2rVrxg610rpx4wbW1ta0bNnyvmUVRcHZ2Zn4+PjyD8wMeXp6kpCQQGho6H3L3rp1i/j4eNnRRpgUSeyEWVi+fDnr1q3D09OTY8eOcebMGdzd3QssO3z4cEDGxZQ1JycnXnzxRY4fP87x48fp2rUrqqoSFRXFrFmzaNCgAX369GHr1q3GDrXS0Wq1WFpaFrq9VW6qqpKYmFjk7HBRuIcffhiAn3/++b5lc8o89NBD5RqTECUhiZ0wC/Pnz0dRFL766it9V1Vh2rdvj6IoXLhwoYKie3CkpKQwf/58XnrpJfbu3QvoEg03NzdUVWX79u3079+fwYMHk5ycbORoKw8/Pz+Sk5OLNY7r6NGjpKWlye4IpZQz+eTLL79k9uzZhZb7/fff+fLLL/UTVoQwFZLYCbNw8uRJAIYOHXrfsvb29ri4uMhg5zJ06tQpXnrpJXx8fHj++ec5fPgwFhYWDB06lO3btxMZGcmxY8cYM2YMGo2GDRs2yKSWEujevTugu4G5n+nTp6MoCo888kg5R2WeHnnkEYYNG0ZWVhaTJk2iRYsWfPDBB8yePZvZs2fzwQcf0Lx5c1566SW0Wi1Dhgyhf//+xg5bCD2ZPCHMgo2NDQ4ODnlmshU2uBx0A57T09Ol1cgASUlJLF26lNmzZ3PixAlA1zpXvXp1JkyYwPjx4/H29s533saNGxk4cCDVq1cv9b6zD5rz58/TokULHBwcWLNmDb1798739x0eHs4bb7zBsmXLsLGx4fLly9SoUcPIkVdOKSkpjBs3jlWrVgH51wvM+docMWIEc+fOxc7OrsJjFKIwktgJs+Dt7c2dO3dISkrC1tYWKDyxu337Nn5+ftSsWZObN28aI9xK7dixY8yePZvly5eTlJSEqqpoNBr69u3LpEmTePTRR/VbvBXGy8uLqKgoMjMzKyjqyu/LL7/k3XffRVEUWrVqxYULF0hLS+Opp54iMDCQ48ePk5GRgaqq/Pbbb0yYMMHYIVd6//33H/PmzePAgQOEhYWhKAre3t507NiR8ePH61tShTAlsvOEMAutW7dmy5Yt7Ny5877dIvPmzQOgQ4cOFRGa2ckZo6iqKp6enowfP54JEyZQs2bNYtdhZ2eH3FOWzJQpU/Dw8OCtt97St5ACrFixQn8tXV1d+e677xgzZoyxwjQrPXv2LHL3Dq1Wy7///svcuXP5+++/Ky4wIYogLXbCLCxZsoTRo0fTunVrdu3ahaOjY4Etdps3b2bw4MFkZGSwceNG+vbta8SoKyeNRkO3bt2YNGkSQ4YMKXBZmfu5desWmZmZJUoGhU5iYiJr1qxh//79hIaGkpWVhbe3N506dWL48OG4uLgYO0Szd/XqVebOncuiRYsIDw8HKHDIhxDGIImdMAuqqtK9e3f27t1L48aNefHFF/n444+JjY1l8+bNBAQEsGHDBjZu3IhWq+Wxxx5j3bp1xg67Urp8+TINGjQwdhhCVKjk5GRWrlzJ3LlzOXDgAHB3rF2jRo04f/68McMTQk8SO2E2YmJieOKJJ9izZ0+h632pqkrv3r1Zs2YNTk5OFRyheUtPT2fz5s1cvnwZGxsbWrduTefOnY0dllmTa17+Dh06xNy5c1m5ciWJiYmA7nOkYcOGDB8+nOHDh9O0aVMjRynEXZLYCbOi1WpZsmQJc+fO5fDhw6SlpQFgaWlJ+/btmTBhAs8888x9B/eLuxISEvjrr78AeOqpp7CxsclX5tixYwwdOpSQkJA8rz/00EOsXbu2wNmxonDFueZHjx5l2LBhcs3LwZ07d1i0aBHz5s3j0qVLwN3WOUVROHLkCG3atDFmiEIUShI7Yba0Wi3R0dFkZWXh4eGhHwsWFxdHjx49UBSF48ePGzlK0/f3338zZMgQWrZsmWfQfo6IiAiaNm1KVFRUvgkRiqLQpk0bjhw5UlHhmgW55hVPVVU2btzIvHnz+Oeff8jMzERVVezs7Bg8eDBjx46lX79+KIpCQkIC9vb2xg5ZiAJJs4UwWxqNhipVquDl5ZVngH9mZianTp3i1KlTxguuEsnZQeLpp58u8PgXX3yh32x+7Nix7N+/n9OnT/P666+jqirHjx9n9erVFRavOZBrXnGuX7/OBx98QPXq1Xn88cf566+/yMzMpHPnzvzxxx+EhYWxZMkS+vTpY+xQhSgeVYgHTGRkpKooiqrRaIwdSqXQuXNnVaPRqGfPni3wuJeXl6rRaNRBgwblOzZu3DhVURR1xIgR5RyleZFrXnFyPgsURVFr166tTps2Tb1x40aRZZOSkio4SiGKT1rshBBFun37NpaWljRu3DjfsfPnz+u3ZnvllVfyHX/11VeBu1u+ieKRa17xXnnlFS5evMjHH38s++yKSk0SOyFEkcLDw3F2di5wwknOOC5ra+sCZ2M2bdoURVEIDQ0t9zjNiVzzimNjY4Oqqvz444/4+vry8ssvc+jQIWOHJUSpSWInhChSVlYW8fHxBR7LmXzSqFEjrK2t8x23tLTEzc2NlJSUco3R3Mg1rzi3b9/mhx9+oHnz5kRHR/Prr7/SqVMnGjRowIwZMwgKCjJ2iEKUiCR2QogieXp6kpmZyfXr1/MdO3jwIIqi0K5du0LPT0xMxMHBoTxDNDtyzSuOq6sr//vf/zh58iTHjx9n0qRJuLi4cPXqVT766CNq165Nz549mT9/vrFDFaJYJLETQhSpdevWAMyePTvP61evXtXPLO7WrVuB5wYGBpKenk61atXKNUZzI9fcOFq1asXPP//M7du3Wbx4Md26dUNVVXbt2sXzzz+vL7d161YyMzONGKkQhZPETghRpJEjR6KqKt9++y1fffUVly9fZseOHQwfPhxVVXFwcOCxxx4r8Nw9e/YAyMr8JSTX3LhsbGwYNWoU//33H9euXeODDz7Az88P0K13N3ToUDw9PXn22WfZuHGjJHnCtBhxRq4QpabRaAx6yHInJdOtWzf9Nbv38fHHHxd63oABA1SNRqP++OOPFResmZBrblq0Wq26adMmdejQoaq1tXWe3427u7uxwxNCT3aeEJVSWWwJpigKWVlZZRCN+YuLi2P06NH8888/+tcUReH555/n119/LfD3cfXqVRo1aoSqqly9epXatWtXZMiVnlxz0xUZGanfcuzChQvyWSJMiiR2olKaPn16mdTz8ccfl0k9D4pr167px3i1a9eOmjVrFlo2ICCA8+fPY2VlJav2G0CuuWk7dOgQ8+bNyzceUghjkcROCCGEEJVWcnIyu3fv5vjx45w4cYLjx4/rl6n5+OOPmTZtmsHvER4ezpdffsk///xDUFAQdnZ2NGnShLFjxzJ+/HgURTH4PcqK5f2LCCGEEEKYpiNHjvDoo4+WW/3Hjx+nb9++REVFAeDo6EhCQgL79u1j3759rF69mvXr1xe4rqQxyKxYIYQQQlRqbm5u9OrVi7fffptly5bh7e1dJvXGxcUxcOBAoqKiaNiwIUePHiUhIYGkpCR++uknrKys2LJlC6+99lqZvF9ZkBY7IYQQQlRaXbp0ITo6Os9r7777bpnUPWvWLMLCwrCzs2Pjxo36fYStra15+eWXiY+P5/3332f27Nm89tpr1K9fv0ze1xDSYifMUlpaGtOmTSMtLc3YoTww5JpXLLneFUuut+mysLAot7oXLVoEwIgRI/RJXW6TJ0/G0dGRrKwslixZUm5xlIQkdsIspaWlMX36dPkQrkByzSuWXO+KJdf7wXP58mX9JIz+/fsXWMbR0ZEuXboAuh1JTIEkdkIIIYQQ9zh37pz+eVE7ueQcu3DhQrnHVByS2AkhhBBC3CM0NFT/PGdLuYLkHIuPjycxMbHc47ofmTwhiqTVagkNDcXJycmk1um5n/j4+Dz/FeVPrnnFkutdsSrz9VZVlYSEBHx9fctk156CpKamkp6eXiZ1qaqa7/vGxsYGGxubMqm/uBISEvTP7e3tCy2X+1hCQgKOjo7lGtf9SGInihQaGkr16tWNHUapVebYKyu55hVLrnfFqszXOzg4mGrVqpV5vampqfjaORJD2Wyr5ujomK/lq6wWGn4QSGIniuTk5ATAfKUW9or03FeEFhNbGDuEB46Ni3HvsB80Nj0eMXYID5SEpBQaDJmg/zwva+np6cSQxULb2tgbOMIrGS1jE28QHByMs7Oz/vWKbq0D8lyv5OTkPPHklpycXOA5xiKJnShSTnO4vaLBXim/KeXiLicbK2OH8MCxsTWNFeMfFLYOhXdrifJT3sNp7CmD74nsTU6dnZ0LTaQqiq+vr/75rVu3Co3n1q1bgC5mY3fDgkyeEEIIIUQZUCwVNAY+FEvTGcudeyZs7hmy98o51rhx43KPqTgksRNCCCGEwRQrTZk8TEX9+vWpUaMGAJs3by6wTFJSEnv37gWgT58+FRZbUUznCgohhBBCmAhFURgzZgwAy5cvJyAgIF+Zn3/+mcTERCwsLBg1alQFR1gwSeyEEEIIYTCNheFdsRqL0nXFxsTEEBkZqX9otVpAN7Eh9+v3zradNm0aiqKgKEqBidtbb72Ft7c3ycnJDBgwgOPHjwO6CSO//vorH330EQATJkwwiX1iQSZPCCGEEKIMKFYKisawMXKKtnTnt2rVisDAwHyvf/XVV3z11Vf6f48dO5YFCxYUu14XFxf++ecf+vbty4ULF2jbti1OTk6kpqaSkZEB6Lpgv/3221LFXR6kxU4IIYQQohBt2rTh/PnzvP7669SrV4+MjAwcHBzo3Lkzf/zxB5s2bTLKciyFUVRVVY0dhDBd8fHxuLi4sEJTR5Y7qSCtJ7cydggPHBtX46899SCx7V3whuqifMQnJePbdzRxcXHlsoRIzvfE+uqNcdAY9j2RpM3i8eAL5Rbrg0C6YoUQQghhMGN2xYq7JLETQgghhME0FqWf/KCvI0sSO0PJGDshhBBCCDMhLXZCCCGEMJhioaAY2GKnIC12hpLETgghhBAGK5OuWEnsDCZdsUIIIYQQZkJa7IQQQghhMEVTBrNiVWmxM5QkdkIIIYQwmGKhQbEwrCNQQZbWNZR0xQohhBBCmAlpsRNCCCGEwWTyhGmQxE4IIYQQBlMU2XnCFEhXrBBCCCGEmZAWOyGEEEIYTLHA4K5YReZOGEwSOyGEEEIYrEx2npDlTgwmiZ0QQgghDKZoNCgaA5c7MfB8IWPshBBCCCHMhrTYCSGEEMJgZbLzhIHnC0nshBBCCFEGymQdOxljZzDpihVCCCGEMBPSYieEEEIIg0lXrGmQxE4IIYQQBlOUMpgVq0hHoqHkCgohhBBCmAlpsRNCCCGEwaQr1jRIYieEEEIIg5XJrFitJHaGkq5YIYQQQggzIS12wihSVS3nSOG6msp1NY1rpHKHTABGKu48rali8HvEqJmsVWM4qiZyh0ysUaiBDT0VZ/oozihK0XeGt9V01qgxnFSTiCELOzTUwYa+Ghc6KU4Gx2cMiekZ/H78MhuvhRAUn4SFolDbzZHH69fguZb1sLawMKj+iKQUFpy+xn8BtwmOSyI1MwsPexvquTvToZonE1s3wMqi4PvJf64Gs+pCAGcjoolOScdSo+DjZM/DflUZ27wuTT3dDIrNWBLS0vnlwFn+uRhAUEwCGo1CHQ8XnmhamxfaN8Ha0rBrHp6QzLyjF9h2NZigmERSMzOp4mBH/SqudPL34aWOzfJd87iUNPYHhnE6NJIztyM5fTuSiMQUAH4c1JWRreobFJMxJSSn8MOy9azbfYjA2xFYaDTUre7DsF6deXFYf6ytrEpcZ+idKP7Ze5Q9J85x5upNQu9EA+Dl4Uq7xvUY9/gjdG/TrNDzP5u7gpnzV973fU4v/4k61XxKHJ+pkK5Y0yCJnTCKq6QyXXur3Oq/pqYyVRtCAloA7FBIQcsFUrigpnBATeBDjR9WhSR3x9REPtfeJg0VAHs0JJLFSZI5qU2mt5LEK4rXfZNDUxISn8Sw1TsJjk8CwM7SgnStltPhMZwOj+GvS4GsGNoDV1vrUtW/7nIQ7+w4RkJ6BgC2FhZYWWi4lZDMrYRkdgWGMbpZHVws8taflpnFxI0H2HYjVP+ag5UlGVotN2ISuBGTwPLzN/moSwsmtG5Qyp/eOIJjExi04F+CYhMBsLeyJD1Ty6nQSE6FRrL6zHX+GvsornY2par/r3PXeWPDPhLSsq+5pe6ah8QlEhKXyH/XQxjXtiEu99S/8VIgk9ftMeyHM0FBYRH0n/wxgbcjALC3tSEtI4MTl65z4tJ1Vmzbwz/fTcPN2bHYdYaER9Jo2Iuoqqp/zd7WBlVVCbwdQeDtCFbv2M+YAT35ccqLWBRxc2RlaVnke1saeGNlbLJXrGmQxK6cTJs2jenTp9OtWzd27dpl7HBMLh4ARzTUwZY6ig11sGGOeocYsgyuN0nN4hPtLRLQUg1r3tB4U0+xJUNV2arGMUeN4ATJ/KFG8JLile/8MDWDL7KTukbY8qrGGz/FmhRVy1o1muVqNNvVeKphzVDF3eB4K0KmVsu49XsJjk/Cy8GW7/o+RNca3mhVlQ1Xgpmy4yjn7sQyefMhFg/uWuL6N1wJ5n+bD6FVVUY1rc3zrepT38MF0LUSnr8Ty6ZrIQW21v149KI+qRvbvC6T2zfCx9EerapyLiKGj3ef5EhoJJ/sOcXDflVp7lVJrnmWllFLtxIUm4iXoz2/PNGNbnX80GpV1l24wevr93E2LIoX1+5i+ai+Ja5/3fkbTFyzC62qMqZNQyY+1IQG2a2aCWnpnAuL5t+LAVgW0kLq6WhHc28PmvtUoYVvFcau2G7Qz2tsmZlZDH9nJoG3I/D2cOOPDyfTo10LtFota3ceZPIXv3L6yk2e/7/vWfPVB8WuN0urRVVVurdpxtP9utOjXXN8qrij1Wq5HHiL6bOX8M/eoyz69z+8q7gz9YWRhdb1UNMGbP7pk7L4cU2StNiZhkqX2OUkKECeOyhRuTTGjmUWdfO8tjArskzq/kuNIYYsrFH4WOOHt6LrerFSFAYoriRrtSxSI9mixjFIdcNPyduCtESNJBUVNyyYqvHDUdHdRdspGkYpVYjRZrFFjWOlGk1f1UV/3JStuhDAxcg4AGYP6ERbX11Xt0ZRGNSgBqqq8vLmQ/wXcJu9QeF0qZE/4S1MeFIK7+44hlZVmdq1JRPvaVVztLbiIb+qPORXtcDzV18MAKCDX1Vm9Gyjf12jKDT3cmfhoC60nbOBpIxM/r0aUmkSu+Wnr3IhIgaABU/1ol113TXVaBSeaFoHrQoT1+xk+9Vg9ty4RdfafsWuOywhmTc37EerqnzS5yFe6pi3G9DJxpoONb3pUNO7wPOfbFG3Une3FmTJ5p2cvx6ke/7Z2zzUVPd3qNFoGNarE1qtluemf8eWgyfYeewMPdo2L1a9rk4O7Jv7FS0b1M7zukajoVGt6iyb8Q5D3vqMbYdP8svKf5gyZii2NqVr9RaiLEibZzmpUqUKDRo0oEaNGsYOxSRZlGMX5n9qPABdFSd9UpfbQMUVOxS0wK7ssjlSVS0HVF23WX/FtcCkbXh2K10yWg5llzV1q7KTp47VPPVJXW6DGtSghrMDcDfRKq55J68Sm5ZO06quTChFshCRpBvbVVjC5mxjTW033ZjGpIyMEtdvLMtPXQWgs7+PPqnLbUjT2tR01f1cK05fK1Hdfxw+T2xqGs28PZjUoWmJY7Mww+6uJZt2AdC1dVN9Upfb8N6d8ffxBGDZ5t3FrtfF0SFfUpeboiiMHtATgMSUVC4HhpQgavOS02Jn6EMYxvz+7zYR//vf/7h06RKLFi0ydigPlBA1XT8Jo43iUGAZO0VDY+wAOKkm5zl2gRTSs8fVFXa+l2JFdXR35CdJLrCMKUnJyORoqK41tKd/wQOzFUWhu7+udWdPYFiJ6s9JBIc08i/VmMMaLroxR2eyW7fuFZ+Wzo2YBKDw5M/UJKdnciQ4HIBe9aoXWEZRFHrWrQbAzuslSwZWnNYljcOb161U4zzLS3JqGofOXgagz8OtCiyjKAq9H9Id23H0VJm+v6313RvILK22TOuuTCSxMw2VritWiKIEkqZ/XpPCu0NqKjYcV5MJJj3v+Wrxzq+hWBOsphOUq7ypuhodjzZ72EKD7HFvBck5FpGcSkxqGm629x/QHxSXSFhOi5unGxcjY/np6EUOBEcQm5aOu50N7XyqML5VPdr5FtwVO6Z5HT7adZKDIRG8/99x/Rg7VVU5dyeGqbtOkpSRSRsfD4Y2rFnSH98orkTG6q95oyJm8+Yci0hMISY5FTd72/vWHRiTQFiC7oaihW8VLoRH893e0+wLCCU2JQ0Pe1va1/BiwkNNeKhGwV2x5uZyQAja7ISqca3Ce0ka19YdC4+KJTo+AXfnspndvvfkeQCsrSypW9230HIXA4JpN/o1AkLD0Wg0+FZxp1PLxrzwRF9a1C+8VVCIknhgWuy0Wi1Llizh0UcfxcvLC2tra6pWrUqfPn1YtmxZvvF6165dw9lZtyTGq6++WmCdCQkJ1KtXD0VR6Nu3b546pk2bpmsF6d690JiioqL45JNPeOihh3B3d8fW1hZ/f3/69OnDr7/+SlxcXJ7yYWFh/PjjjwwaNIhGjRrh4uKCnZ0ddevW5fnnn+f8+fOlv0BmIlrN1D/3KOK+JedYMlpS1Lt32NHZkzcc0WBTxJ6FOedHkVloGVORk3gBeDvaFVrOx9Fe/zw8MaXQcrnltKQBHA2N5NFl2/j7chDx6RnYWFgQlpjChqvBPLHyP749XPDf57gW9XipTUM0isLCM9doO2cD9X9eQ+2fVtNv6TYCYhP5X9tGrBjavdJ0IYYlJOmf+zjZF1rO2/luq3BOsnY/16Pufi4cCQqn9+y/WXvuOgmp6dhYWnA7IZl1528ycN4/zNp9shTRVz63I6P1z32rFt6qm/vY7ciCW4hLKiA0nLnrtgIwtGcnnB0K/31HxcZzOfAWdjbWpKVncDU4lAUbttN5/BSmz15aJvEYk67FTWPgQ1rsDPVAtNhFR0fzxBNPsGfP3en9Li4uREZGsm3bNrZt28by5ctZtWoV1ta6Vpq6devy888/M2bMGH744Qf69OnDgAED8tT70ksvce3aNTw9PVm0aFGJukS2bt3KiBEjiInRfbhYWlri4uJCaGgogYGBbNu2DR8fHwYPHqw/591332XhwoX68s7OziQnJ3P9+nWuX7/On3/+yZIlSxg6dGhpL1Wll8LdJM2miPsWG+7+rlLQYpddNuf8os7NfTwF05/Ak5R+N/m0syp8ooddrvXUEtOLl7DGpd0d8/bVwXP4OdnzZe+2dK7uhUZRuBIVx/s7T3AwJIJZB8/RwMOFR7O7H3NoFIX3OjennoczH+48QVJGJkkZd98/LSuL+PR0UjKysLOsHB9Zibmui51V4THbW+W+5sUbPxibcreVeObO41RzceDbx7rQpZYvGo3C5YgYpmw8wP6A23y+8zgNq7oysHGtUvwUlUdicqr+uV0RLc32uY4lJhfv5qUoKWlpjP7oa5JT0/BwdeaTSc8UWK5udR8+fWk0Azq3x9/XEytLS9IzMth78jzTfl/KycvX+WrRGtycHHll5OMGx2UsisbwnSeULEnsDFU5bn8NkJWVxZAhQ9izZw8tW7Zkw4YNJCUlERsbS2JiIgsXLsTT05P169fzzjvv5Dl39OjRjB49GoBx48Zx+/Zt/bFFixbx559/oigKCxcuxMur+LMIT548yaBBg4iJiaFJkyZs3LiR5ORkIiMjSUlJ4dixY7z55ps4OeXtJqhbty5fffUVZ8+eJSUlhaioKNLS0jh37hyjRo0iLS2NsWPHEhoaWsg7C1G2tLlaqVVV5Y+BHelawxtN9k1OfQ8XFj7eGc/sLsZvDp3LV0d0ShpPrtnF61uP0MbHg7+f7MnFSU9w8oXHmTOwE+52Niw6c52By7dxO9H0xzSWt3uv+fwne9Otjh+a7JaOBp5uLBnZB8/s1tmvHpBWu4qWmZnFs9O+4+Tl61hZWjJv6qv4VCm4tfCpPl157enB1Kvhi1X2zYm1lRW92rdk2y+f0qaRboWAGfNWEJeYVGAdQhSX2Sd2S5cuZffu3TRs2JBdu3YxcOBA7O11TeUODg6MGTOGjRs3oigKv/zyCxEREXnO/+WXX6hbty6RkZGMHj0arVbLtWvXePnllwF47bXX6NevX4lieuWVV0hNTaVevXrs37+f/v37Y5W9GrqFhQVt2rRh1qxZ9OrVK895H374IW+99RZNmzbFMvvDQaPR0KRJE/78808GDBhAUlIS8+bNK9W1AkhLSyM+Pj7PozKxy/UnnUbhg5jTcrW05T4n53lR5+Y+bofp3106WN9tMUrJKHydwJTMu8ccrYvXMpa77s41vGjmmf+LzcHairEtdF9cFyPjuJOUmuf4q1sOczAkgg5+VVn6RDfa+VbF2cYaTwc7+tetxt9P9sLdzobAuCRm7DtTrLiMzdHm7mD6lIzCWz+TM3Jf8+LtiJC77q61fWlRwCxnRxsrxrdrDMD58GgizDwhdsw1NjEltfBxr8m5jjnaFz4s4X6ysrJ47pPv+GfvESwtLJj38Wv0at+yVHXZ2lgzbcLTgG5W7a7jZ0sdl7HJ5AnTYPaJ3dy5cwGYNGkSLi4FDxxv06YNTZo0IT09nZ07d+Y55ujoyPLly7G2tmbHjh383//9HyNHjiQxMZFWrVrx+eeflyieq1evsm/fPgBmzJhRaEylkdNVnFN/acycORMXFxf9o3r1gmf0mSp35W6iUdT4t5xj9miwyzWWzh1d11giWtLUwpO7nPOLGsdnKrwd7n6BhRUxdi53a5hXEWPxcvPJVa6eu3Oh5ernmrQRkmv82dXoeP4L0LWET2jToMDhDFXsbRnWSDdpYtO1kEqxfqW3092xc7eLGDsXFn/3WngXMRYvN59cddev4lpouQZV7x4Lia0cy/KUVu6WspztvgqS+5hPldJtUZeVlcX4T75n7X8HsLDQMGfqqzzRo0Op6srRPtfyLAG3wg2qy5gMH19n+M4VwswTu6ysLA4dOgToJjN4e3sX+rh8WTdVPjAwMF89bdq0YcaMGfp6jh07hoODgz7hK4kDBw4Aupa5/v37l/hnOn36NC+99BLNmzfH2dkZjUaDoigoisJLL70EQEhI6ddReu+994iLi9M/goODS12XMdTk7hiawHtmvOaWM/u1+j0zX2sqxTs/SNUdq6GUbiuoilTP3VnfNXo5Kq7QcjnHPO1tizUjVle3S7HWJMydjOUufSVXPP4uhW+1VCt7vbeUzCwik01/JnL9Kq76a36xkGVcch/zdLQr1oxY0CVsxbrmuf9h5kuiNPCvhiY7IbhwM6jQchdu6I55ebiWakasrqXue1bv2K9L6j56lWG9OpUuaCHKiVkndtHR0aSl6b4EYmJiCA8PL/SRkb3waXJywXfXb7zxBm3bttX/e9asWdSvX/LFWMPCdGuEValSBQeHgtdJK8xPP/1E69at+fXXXzl79iyJiYm4uLjg5eWFl5cXzs66FpOkpNKP0bCxscHZ2TnPozLxw4qq2a1oJ9SCr0OqqtszFqCVkreVpDF2WGenHoWdH6Fm6JdJaUXxWlmMyc7KknbZ3XU7A28XWEZVVXZnr1/XtZDdCgpia2mh31HianTh3fZXso8pQPVcM0E1uRKOkPjCW7Yicw2OdyhmN7Ex2Vtb0j57UeL/rhV8o6Wqqn79uh51qhVYpiC2Vpb6HSWuRMYWWu7yHd0xBajhWvy9USsje1sbHm6ma/XadvhUgWVUVWXHEd2xXu1alvg9srKyeHb6d6zJldQN7925lBHndeT8Ff3zmr6eZVKnMUhXrGkw68QuK+vu+JVNmzahqup9H9OmTSuwrqNHj3L69Gn9v3PPsC2J0i4mevHiRV577TW0Wi3Dhw/nyJEjpKamEhMTQ1hYGGFhYXzzzTfAg73VmqIo9FR0yegeNYFwNf9Mw3/VWFJQ0QDdlbyJq62ioaOi+xLcpMaSpOYfk7Za1XXn2KHhYaVyfGEOb+QPwIHgCE7cjsp3fMPVYALjdInssOyyxfVUE92My31B4ZyNyN8NlpSewaLsnRVaeXvgkatlqlmuNd4WnS1494XkjEz9IsiNqrhgX8QsU1MyomU9APbdDOV4SES+4+vO3yQge7mYp1rUzXe8KE9n7/Cx50Yop0Pzb8WXmJbBvKMXAGhTzZMqDqUfT1ZZjOrfHYA9J85xNFeilGPtfwe4Garr5hzZr1uJ6s5pqVv73wEsLSyYO/W1Yid19/s8TkvP4JPspU4c7Gzp3qZ4W52ZIknsTINZJ3YeHh76SQYFdbEWV3x8PCNHjiQjI4NmzZqhKArLli1jwYIFJa7L21t3px0ZGVmilrXVq1eTlZVFo0aNWL58Oe3atcvXDZzTGlhZJKpZxOV65IxoS0PN83rKPWPdlmojeSzrCo9lXSkwcXtCccMNC9JQma69xTVV19qToaps1Mbyp6pLbPoqLvn2iQUYpVTBFoVosvg/bSih2d2uqaqWZdooNqu67sOnFPdKsU8swPDG/jSq4oIKvPDvfvYG6b7gtKrKhivBTNl+DNDtTHHvPrFfHzyH33cr8PtuBcFx+f9mhzSsSSsvd13d/xxgb1C4fubm1eh4xq3fR0RyKhpF4Z1Oefc0rebswCO1dQu6brsRyuTNhwiITURVVTKytBwNjWTY6v/0See9+9CashEt6tHY0w0VGLdiO3tu3AJAq1VZd/4Gr2/YC0DvutXy7RP7xc7jVJk2hyrT5hCUa63AHMOa1aW1X1VU4NmVurq1Wt01v3InhmeWbSUiMQWNovB+z7b5zgeISkrN88iRlJ6R5/XkYi59Y2yj+vWgSR3dvsejPvyKncd0E220Wi1r/zvA5C9/A3Q7U9y7T+xnc1fg2Hkojp2HEng7bxKeM6ZuzY79+okSJel+3XfqAgNfncayzbu4FXH3piojM5Odx87Q5+UPOXpBt5PIu+OG4+pUsp4cUyJj7ExD5bj1LSUrKyvat2/PgQMH2LBhAxMnTixVPZMmTeLGjRt4eXmxfft2Zs6cyXfffcfkyZPp1KkT9erVK3ZdHTt2BHQfFps2bWLYsGHFOi9nrFuLFi30Y0nutX379mLHYQpe1QYSUcAEh7VqDGvVu+OSeirOvK4Uv3vQQbFgqsaPqdoQgknndW0QdmjIQKt/t1bY84JS8E4I3ooV72h8+Fx7m/OkMFEbgAMaUtDqk8/eijNDlNINvjYGS42G+Y91YfianQTHJzFi7S7sLC1QVUjNbtluWtWVH/s9XOK6NYrCvMc789SaXVyJjtfXbaXREJ+9NpuVRsNnPVrTuYA9U795pD2j/trNmYgY1l4KZO2lQOwsLcjQasnU3m3tmNSmIcMr0XpslhYa/hzZh8EL/yUoNpEhizZhb2WJVlVJzZ6B3Mzbg9+G9ihx3RqNwuIRjzBk0UYu34nV122p0RCfprsRsdJo+GJAR7rWLngnhAZf/Vng6+9uOsi7mw7q//12t1a806NNiWOsaJaWFqz8/D0efeVjAm9H8Nhr07G3tUGrVUlN112TFvVrMXfqayWq9+DZS6zesR/Q9Qi89d1c3vpubqHlv3z1uTyJn6qq7Dp+Vj/b1c7GGns7W+ITk8nI1H0iaTQa3hg1mNdHDS5RbEIUxKwTO4AJEyZw4MABNm7cyMaNG3n00UcLLRsdHY27e97lGhYuXMjSpUv169V5enryxRdfsHv3bk6ePMnIkSM5cOBAsSdR1K1bl65du7Jnzx7ef/99+vTpU6xxbDmzZ8+ePYuqqvm6dDdt2sSuXbuKFcODoK5iy88af9ao0RxVk4gkExs01MeGnoozjyjOecZ33aut4siPmpqsUWM4qSYRQxaOWFAbG/ppXOiklM1WRBWpuosD25/py2/HL7PpWghB8UlYaKC5hxuDGtTguZb1sLYoXQukp4Mdm5/uw/zTV9lwJZgbMQmkZmVR3dmBTtU9eaFVfRoWMoPT3c6GDSN6s+pCAP9cDeb8nVhiU9OxVDT4udjSxqcKo5vVob1fwYm4Kavh5sTuSUP4+cBZ/r0YQFBMApYaDS183BjSrDYvtG+CtWXprrmXkz3/TXyCOUfO8/e5m1yPiiM1M5Maro50qeXLiw83pVEl2Vu3rNT08eTQwm/4ftk61u8+TODtCKwsNTSqVYfhvTvz4rD+WFsVb1mZHNpcNxcZmZlERMcWWT41Le/kniZ1ajLj5bEcPn+ZC9eDiIqLJy4hCXtbGxr6V6Nji0Y8+/gjNK1TObbLK0pZdKVKV6zhFLWSDciaNm0a06dPB+DOnTtFlrW0tMTJyYl+/fqxfft2rK2t+eijj3juuefw9dXdxSYlJXHkyBFWr17NkiVLiI2N1Z9/7do1WrVqRWJiIm+88QZff/21/tjly5dp06YNSUlJvPnmm8yaNavAOLt165Yv4Tp16hQdOnQgNTWVpk2b8tVXX9GrVy+srKzIysrixIkTzJ07l2HDhtG7d28AduzYoX8+adIkPv30U9zd3UlKSuLPP//kjTfewM7OjqioKGrWrElAQECx4ylKfHw8Li4urNDUwb6SdDtWdq0nF7yJuSg/Nq6VL1GvzGx7l3xFAFF68UnJ+PYdTVxcXLlMiMv5nrjwwiCcirkeY2ES0jNo/Me6cov1QVCpO7OrVq1a5KN79+5YWFiwZs0aBg4cSHp6Oh999BF+fn64uLjg5uaGk5MTPXv25Jdffskz5i0jIyPPenUzZ87M894NGjTghx9+AOCbb75h69atxY67ZcuWrFu3DhcXF86dO0f//v1xcHCgSpUq2NnZ0b59e37//XcSE++uPdWrVy9GjBgBwK+//oqHhwdubm64uLjw4osv0qhRo0InfgghhBDiwVCpE7vicnZ2ZsOGDWzcuJGnnnqKGjVqkJaWRnJyMn5+fvTp04eZM2fq17IDeP/99/Xr1S1btqzArtbnnnuOJ598ElVVGTNmTL5dK4rSp08frl69ygcffECrVq2ws7MjKSkJPz8/+vbty++//07Pnj3znLNkyRK+++47mjdvjo2NDVlZWTRr1oyZM2eyf/9+HB0rxwxNIYQQZkhRyuYhDFLpumJFxZKu2IonXbEVT7piK5Z0xVasiuqKvTjxCZxsDOyKTcug0e9/SVesAR6IFjshhBBCiAeB2c+KFUIIIUT5K4t16GQdO8NJYieEEEIIg8lyJ6ZBUmMhhBBCCDMhLXZCCCGEMJh0xZoGSeyEEEIIYTBFY3hXqiJ5ncEksRNCCCGEwWSMnWmQ3FgIIYQQwkxIi50QQgghDKfR6B6G1iEMIomdEEIIIQymKAqKgVuCGXq+kK5YIYQQQgizIS12QgghhDCYLHdiGiSxE0IIIYTBZFasaZDUWAghhBDCTEiLnRBCCCEMp5TBrFhZodhgktgJIYQQwnBl0BWLdMUaTFJjIYQQQggzIS12QgghhDCYomhQDOxKNfR8IYmdEEIIIcqCRjG8K1W6Yg0miZ0QQgghDCbr2JkGuYJCCCGEEGZCWuyEEEIIYTBZoNg0SGInhBBCCMMpiuHr0CmS2BlKumKFEEIIIcyEtNgJIYQQwmDSFWsaJLETQgghhOE0ZbClmMyKNZhcQSGEEEIIMyGJnRBCCCEMpihKmTxKKyEhgWnTptGsWTMcHR1xcXGhXbt2fP3116Snp5eqzmnTphUr5mvXrpU67rImXbFCCCGEMJxSBl2xpZxVGxgYSPfu3QkICADA3t6etLQ0jh07xrFjx1iyZAk7duzAzc2tVPVbWVnh7u5e6HFLS9NJp6TFTgghhBCVVmZmJo899hgBAQH4+Piwbds2kpKSSE5OZvny5Tg5OXHy5EmeeeaZUr9Hx44dCQsLK/Th7+9fdj+QgSSxE0IIIYTBcmbFGvooqYULF3L27FkA1qxZQ+/evQHQaDQ89dRT/P777wBs3LiRHTt2lN0PbKIksRNCCCGE4RRN2TxKaOHChQD06NGDDh065Ds+YsQIatWqBcCiRYsM+xkrAUnshBBCCGE4jVI2jxJITk5m//79APTv37/AMoqi0K9fPwC2bt1q2M9YCUhiJ4QQQohK6eLFi2i1WgCaNm1aaLmcY2FhYURHR5f4fc6fP0/Tpk2xt7fH0dGRBg0a8MILL3Dy5MnSBV6OTGcahzBpLSa2wMnGythhPBBO/Gh6HxTmrtfyicYO4cGSmmTsCB4omtSUCnkfRdGgGLhXbM758fHxeV63sbHBxsYmX/nQ0FD9cz8/v0LrzX0sNDS0yBmuBYmMjCQ6OhpXV1fi4+O5cuUKV65cYe7cubz//vt8+umnJaqvPEmLnRBCCCEMV4ZdsdWrV8fFxUX/mDlzZoFvmZCQoH9ub29faGi5j+U+537q1avHl19+yeXLl0lNTSUqKoqkpCS2bNlCmzZtUFWVzz77jK+//rrYdZY3abETQgghhEkJDg7G2dlZ/++CWusqwqhRo/K9Zm1tTZ8+fejatStdu3bl6NGjTJs2jeeffx4XFxcjRJmXtNgJIYQQwmCKRlMmDwBnZ+c8j8ISOycnJ/3z5OTkQmPLfSz3OYawtbVlxowZACQmJprMUiqS2AkhhBDCcIpSNo8S8PX11T+/detWoeVyH8t9jqFyL69y48aNMqvXEJLYCSGEEKJSatSoEZrsVr5z584VWi7nmLe3d4knTlQ2ktgJIYQQwnAaRbdXrEGPkrXY2dvb06lTJwA2b95cYBlVVdmyZQsAffr0MexnvMehQ4f0z3MWQTY2SeyEEEIIYTgjdMUCjB07FoCdO3dy+PDhfMdXrVql7yYdM2ZMsetVVbXI42lpaXzwwQcAODg40KtXr2LXXZ4ksRNCCCFEpTV27FiaNWuGqqoMHTpUP4lBq9WyatUqXnjhBUC3M8W9yde0adNQFAVFUQgICMhzbM+ePfTu3ZvFixcTEhKifz0jI4MdO3bQpUsXfSI5depUXF1dy++HLAFZ7kQIIYQQBss9q9WQOkrK0tKS9evX06NHDwICAujduzf29vZotVpSU1MBaNWqFUuWLClRvaqqsmPHDn2iaGdnh4ODA3FxcWRkZACg0Wh49913mTJlSonjLi+S2AkhhBDCcIpG9zC0jlLw9/fnzJkzzJo1i7Vr13Lz5k2srKxo0qQJI0eOZPLkyVhbW5eozmbNmjFr1iwOHjzI2bNniYyMJDY2Fnt7exo3bkyXLl2YMGECzZo1K1XM5UVR79eJLB5o8fHxuLi4cGnSENlSrILIlmIVT7YUq2BuVY0dwQMlPikF70ETiYuLy7Pob5nVn/09EfbHVJztbQ2rKzkV7xc+KbdYHwQyxk4IIYQQwkxIV6wQQgghDKYoGhQDu2INPV9IYieEEEKIsqBRSrwOXYF1CINIaiyEEEIIYSakxU4IIYQQhjPirFhxlyR2QgghhDBcKXeOyFeHMIikxkIIIYQQZkJa7IQQQghhOI1G9zC0DmEQSeyEEEIIYTgZY2cS5AoKIYQQQpgJabETQgghhOFkHTuTIImdEEIIIQynKGXQFSuJnaEksRNCCCGE4WS5E5MgY+yEEEIIIcyEtNgJIYQQwnCy3IlJkMROCCGEEIaTrliTIKmxEEIIIYSZkBY7IYQQQhhOFig2CZLYCSGEEMJwShmMsZPEzmByBYUQQgghzIS02AkhhBDCcDJ5wiRIYieEEEIIw8kYO5MgV1AIIYQQwkxIi50QQgghDCddsSZBEjshhBBCGE52njAJktgJo0pMz+D345fZeC2EoPgkLBSF2m6OPF6/Bs+1rIe1hYVB9UckpbDg9DX+C7hNcFwSqZlZeNjbUM/dmQ7VPJnYugFWFgV/kPxzNZhVFwI4GxFNdEo6lhoFHyd7HvarytjmdWnq6WZQbBUtVdVyjhSuq6lcV9O4Rip3yARgpOLO05oqBr9HjJrJWjWGo2oid8jEGoUa2NBTcaaP4oxyn7vx22o6a9QYTqpJxJCFHRrqYENfjQudFCeD4zOGhJRUvt+wm3WHzhAQEY2FRkNd36oM79SSSf06Y21Vdh/Dk2evZu62gwDUqOrGpV8+LLJ8eGwC367byabjFwiOjMHO2opG1b0Z1b0t43o+dN/flylKSE7h+1WbWLf3GAFhd3TXu5o3w3s8zKTBj5Tqeu89fYntx89y8vJNbobdISougcSUNNyc7GlUsxqPd27Ds492x87Gush6boSG882Kjew4fpawqDic7G1pWbcmzw3oweCu7Ur7I5sMVVFQDfybMfR8AYqqqqqxgxDFN27cOBYuXMjYsWNZsGBBub9ffHw8Li4uXJo0BCcbqzKtOyQ+iWGrdxIcnwSAnaUFWlUlLUsLQNOqrqwY2gNX26I/LAuz7nIQ7+w4RkJ6BgC2FhZYWWj0/wa48OITuNxTf1pmFhM3HmDbjVD9aw5WlmRotaRnx6ZRFD7q0oIJrRuUKrainPjxZJnXCXBWTeZ9bUiBx8oisbumpjJVG0ICumtkh0I6KlnZx1tjz4caP6wK+eA+pibyufY2aeg+kuzRkIo2uzborTjziuJVLslGr+UTy7xOgKA70fT9+FcC70QDYG9jTZZWS1qGLqFuUcuPjVNfxM3R3uD32n3uGo9+8hs5H+n3S+xOXA9m0GeziUpIBsDR1obUjAwys//Ge7dowOp3nivTxFPPrWrZ1wkEhUfS980ZBIZFAmBva01Wlkpahu7/+RZ1a7Lxq3dxc3IoUb1DPviazYdP6//tYGsDQFJqmv41f++qrPv8LepV8ymwjs2HT/PM//1Icmo6AM72diSmpqLV6n5fo/t24be3ni+Xv+/4pBS8B00kLi4OZ2fnsq8/+3sibP3vODvYGVZXUgrej5dfrA8Cg/6PVVWV1atXs3TpUk6cOEFERAQWFhZ4eXnh4+ND+/bt6dKlC7169TKJX1BAQIA+GZo2bZpRY7nXrl272LVrF/7+/owbN87Y4ZS7TK2Wcev3EhyfhJeDLd/1fYiuNbzRqiobrgQzZcdRzt2JZfLmQywe3LXE9W+4Esz/Nh9Cq6qMalqb51vVp76HC6BrJTx/J5ZN10IKbK378ehFfVI3tnldJrdvhI+jPVpV5VxEDB/vPsmR0Eg+2XOKh/2q0tzL3bCLUYEc0VAHW+ooNtTBhjnqHWL0qVfpJalZfKK9RQJaqmHNGxpv6im2ZKgqW9U45qgRnCCZP9QIXlK88p0fpmbwRXZS1whbXtV446dYk6JqWatGs1yNZrsaTzWsGapUjuudmZXFsM/nEXgnGm83Z+b8byQ9m9dHq9Wy9uBpXv59Fadv3uK5H5by1/vPG/ReyWnpvPzbSiw1Gpr5+3LienCR5eOSUhj6+VyiEpJp4OfJnMlP06ZOddIzMpm34xDvLFjP9tOXeXvBOr5/YahBsVWUzKwshn34LYFhkXh7uDJnygR6tmmqu967j/Dyt/M4fS2Q52b+xl8z3ixR3T1bN+GRts3o0LQ+dfy8cLLXJS9RcQms/O8gH85ZSUDYHUZ8/ANH//gMzT3diQG37zD6/34iOTWdDk3q8dvbz1Ovmg+JKal8u3IjMxf/zeIte2lQw5c3nhpQZtekwilKGcyKlRY7Q5X6NxAbG0uPHj148skn+fvvvwkKCiIzMxMbGxuCgoLYv38/3377LUOGDGHt2rVlGXOpBQQEMH36dKZPn27sUPLZtWsX06dPv28rnI+PDw0aNMDHp+C7wspi1YUALkbGATB7QCe61vAGdC1hgxrU4IuebQH4L+A2e4PCS1R3eFIK7+44hlZVmdq1JV/2bqdP6gAcra14yK8q07q1wr6A1ojVFwMA6OBXlRk92+CT3ZqiURSae7mzcFAXHKwsUYF/rxbcAmaKGmPHMou6fGpRjWc1VemqccaKsvkQ/UuNIYYsrFH4WONHPcUWACtFYYDGlacVXWvgFjWOW2p6vvOXqJGkouKGBVM1fvgpulZUO0XDKE0V+iq6399KNZpE1fBEtCL8uesY54JuA7DszbH0bF4fAI1Gw7BOrfhxwjAAtpy8yM6zVwx6r2nLNnEjPIrXB/WgcbX8ifO9vtuwi/DYBOysrfjrvedpU6c6ANZWlrzYrzMfPtUXgHnbD3E19I5BsVWUP7fu49xNXUK77OPJ9GzTFMi+3j0e5sfXngVgy5HT7DxxvkR1/29oPyY90YeW9fz1SR2Ah4sTk57ow5eTRgFwMfAWhy9cy3f+/y1cQ1JqGl7uLqz57A19q56jnS0fjR3CcwN6APDlkvXEJCSV8Cc3ITnLnRj6EAYp9RUcM2YMu3fvxsLCgjfffJMrV66QlpZGVFQUKSkpnD59mi+++IIWLVqUZbwPvJkzZ3Lp0iVmzpxp7FAMsio7eepYzZO2vvm7AAc1qEENZ113SU6iVVzzTl4lNi2dplVdmdCqfolji0hKASi0Jc7ZxprabrrxXkkZGQWWMUUW5Xgn/J8aD0BXxQlvJX+X/UDFFTsUtMCu7LI5UlUtB9REAPorrjgq+cdVDs9upUtGy6HssqZuye5jAHRrUpeHGvjnOz68Uyv8PXU/19Ldx0v9PkeuBPLLxr3U86nKu0N7F+ucnPcb1qkl/l4e+Y5P6tcZR1sbsrRalu8tfWwVacnWfQB0a9mIhxrXy3d8eI+H8ffWdQEv3bavTN+7feM6+ue3srvdcySlpPH3Xt3fwguP9cLVMX838NsjBwIQn5zChv2V43oL01WqxO7q1ats2LABgE8//ZRZs2ZRr149ffOzpaUlzZs3Z8qUKZw6dYqnnnqq7CIWlV5KRiZHQ3VjYHr6F9zyqCgK3f11rXh7AsNKVH9OIjikkX+pxqvUcHEE4ExETIHH49PSuRGTABSe/D1IQtR0/SSMNkrBY5fsFA2N0bV0nFST8xy7QArp2ePqCjvfS7GiOrpWvJMkF1jGlCSnpXPw0k0A+rRqWGAZRVF4pKXu2PbTl0v1PmkZmbz4ywpU4KeJw7G1vv842Cu3IgiO1P1t923VqMAyjnY2dGxUC4Adpw1rTawIyalpHDyvi7NPu+YFllEUhUfaNQNg+/FzZfr++3O1uNby9cxz7MC5y6SkpRcZW03vqjSs4QvAjjKOrSLlTJ4w9CEMU6rE7tSpU/rngwYNum95OzvdB/qlS5dQFAVFUThy5EiR54wePVr35d69u/61gIAA/fkBAQGEh4fz6quvUqtWLWxtbfHy8mLEiBFcunQpX33+/v706NFD/++cenIeuce1ZWRksH79eiZMmEDbtm3x8fHB2toaT09P+vbty7Jly7jfnBOtVsvKlSsZPHgwfn5+2NjYULVqVdq0acM777zDuXPn8vxMOd3Du3fvzhdb7u7ZcePG5Yv3XsHBwUyZMoWWLVvi4uKCnZ0dderUYdCgQSxatIjU1NQiYy9vV6Pj0WZfvwa5ukjvlXMsIjmVmFyDlIsSFJdIWE6Lm6cbFyNjeXnTQVrNXketH1fRZs56Xvz3AEeL6F4a01x3930wJIL3/zvO7URdIqGqKmcjohm7bi9JGZm08fFgaMOaxYrLnAVy93dTk8InutRUdAPOg8nbFRuoFu/8Gtnds0Fq8f4WjOlSSLj+b7xx9jCDguQcC49NIDqh5AnrjFVbuXQrnLE929OlSZ37nwBcCL57o9S4euGxNck+dimkZEMhjOFSUKh+EkLjWtUKLdfYX3csPDqO6HjDWn5T0tK5FhLGl0vX895vywDo3LwBbRrUzlPuQsAt/fMmxYjtYq7ylY50xZoEg6c7hYSE0KhRwXd992rYsCHdunVj9+7dzJ49m/bt2xdYLiYmhtWrVwMwYcKEAsucP3+e5557joiICOztdWOgIiIiWLFiBZs2bWLPnj15uoGrVq1KfHw8MTG6O1Uvr7zjUFxc7iYY+/fvz5OwOjs7Y2try507d9i6dStbt27lr7/+Yvny5fkGyQJERkYydOhQ9uzZo3/N1dWV1NRUTpw4wYkTJ7h8+TJ///23frJJYmIiSUlJWFlZ4e6etxUoJzEujsWLFzNhwgR98mZtbY2TkxNBQUHcuHGD9evX07x5c1q2bFnsOstaTuIF4O1Y+M/mk2umYHhiCm7ZM9GKktOSBnA0NJJvD58nPUuLraUFNhYWhCWmsOFqMP9cDebNDk15/aEm+eoY16IetxNS+O3EZRaeucbCM9fyzIr1tLflf20b8drDjbGQNZeIVjP1zz2K+EjJOZaMlhRVi132B3h09uQNRzTYFPGhnnN+FJmFljEVt2Pudjf7uhd+85L72O2YONydij879tTNEL5dvxNPFydmjH6sBLHFlSi2+JRUElPScLS7//9/xnI7Klb/3LdK4csQ5T52OyoWd2fHEr1PWHQstZ98pcBjj3Zoxey3XyggNt13jpuTQ5HLoeTEllNeiNIq1bdSu3bt9F1cOePrimvSpEkALF++nISEhALL/Pnnn6SmpuLh4cHQoQXPyBo9ejT16tXj6NGjJCUlkZiYyLZt2/Dx8SE+Pp7JkyfnKX/06NE8kzjCwsLyPL7//nv9MXt7eyZOnMi2bduIi4sjLi6O+Ph4oqKi+P7773F2dmbVqlX89NNP+eLKzMxk8ODB7NmzBxsbG7744gsiIiKIiYkhISGBW7du8fvvv9O4cWMAqlevTlhYGG+99RYAHTt2zBdbcbuy//33X8aOHUtqaiqdOnVi7969pKSkEBkZSVJSEnv37uWFF17A2rp0y4eUlaT0u1/MdlaFr1NnZ3n3WGJ68b7M49Lujnn76uA5vBzsWDakG1dfHsqll4awc3Q/OlTzRAVmHTzHxmv5Jz9oFIX3Ojfn60fa4ZA9uSIpI1O/1ElaVhbx6emkZFSOQfzlLUW/IAnYFPGRYpNrokbuc3KeF3Vu7uMpmP4KTYkpd1sV7Yv4/80+V9dp7nPuJzMrixd/WUFmlpavnxuMawmWmEjIHVsRSxjlTkISitlibiyJyXdvFu1tCk9A7XPdHCampBRarjAWGg2ebi54urnk6fYe0rU9n73wVIGJYkKy7ib7fmvc2WUvu5SQYtweFYPk7Dxh6EMYpFQtdv7+/jz//PP88ccfnD17loYNG9KyZUs6dOhAmzZtaN++PU2aNClwfNOQIUPw9PQkIiKCpUuXMnFi/vWj/vjjDwDGjh2LTSH/k3p5ebFt2zZ9a5alpSW9e/fm999/5/HHH2fv3r2EhIRQrVrhTd+Fad++fYGtie7u7rzyyiv4+voyfPhwfvjhB155Je/d28KFC9m/fz+KorB27VoeffTRPMd9fX0LbYU0RGZmJpMnT0ZVVTp37syOHTvyJHDW1tZ07tyZzp07l/l7mxJtri5yVVX5Y2BHmnnebQGt7+HCwsc703nBRiKSU/nm0DkerZv3byQ6JY0J/x7gYEgEXWt48cbDTWjg4UJqZhbHb0fx2b7TLDpznd2BYawZ3jNPy6IQFWHW3/9xJiCU/m0aM7RjS2OH88Co6upMwKofAd3ny63IGOZs+I8fVm9iw4HjfPO/MYwf2OM+tZgx2XnCJJT6Cv7yyy989NFHODg4oKoqJ0+e5JdffmH8+PE0a9YMb29v3njjDcLD847PsLKyYvz48QDMnj07X72HDh3i7NmzQOHdsKBrKSyoi7J///76hCannrI2YIBunaHr168TFpZ3YP+8efMAePTRR/MldeVp586d3LypG6z97bfflrpVLi0tjfj4+DyPsuZgffd+oqhWr5TMu8ccrYt3D5K77s41vPIkdXfLWDG2RV0ALkbGcScp7x3yq1sOczAkgg5+VVn6RDfa+VbF2cYaTwc7+tetxt9P9sLdzobAuCRm7DtTrLjMmV2uj5G0XC1x90rL1dKW+5yc50Wdm/u4XRkt0VKecndbJqfnX97l7rG7LczF7eq8GBzG56u34Whrw/fPDylxbE65Y0srfFZ3zoB/AKdiDIMwJsdcS5AkpxXeupicq+XRsQRDXAqiKArVqroz7blhzHvvRTIys3j1hwWcuR6Up5yTvW7pn9zXsyAp2QsXO9nZGhSXMcnkCdNQ6sTO0tKSTz75hFu3brF48WKef/55WrRooU8oIiIi+Pbbb2natGm+iRITJkxAo9Hox5vlltNa161bNxo0KHxV/4ceeqjQuKpW1U1pj46OLrBMcSQkJPDVV1/RrVs3PD09sba21k9myBnTB7oxhjkyMzM5evQoAI89VvwxL2XhwIEDAHh7e9O2bdtS1zNz5kxcXFz0j+rVq5dViHreubqNwhIL7w7JmbQA4FXEWLzcfHKVq+de+KLYude1C8m1btTV6Hj+C9CtPTahTYMCW52r2NsyrJFu0sSmayH3nUhj7tyVu8l0UePfco7Zo9GPrwNwR9flnoiWNLXw5C7n/KLG8ZkKH7e7f3uh0XGFlst9zMet8PFuub0+dy3pmVlMGdILVwd7ElPS8jwytbprqKroX8vIdZOU+32KE5uzna1Jj68D8PFw1T8PjSx8jFruY7nPMdTgLu2o7umBVquycNPue2LTjZ2LSUgqMrnLiS2nvBClZXCbp4uLC8888wx//PEHp06dIi4ujm3btukTm5yJBLlnYvr7+9O3r24BzNytdvHx8axYsQKgwC7a3JycCt830tJS98GfUco1xq5cuULjxo2ZMmUKe/bs4c6dO1hZWVG1alW8vLzyTLxISrqbFERFRenfs2bNip0tmdNyaOj7vvfee/pxhXFxcQQHF72CfWnUc3dGk50wXY4q/Isl55invW2xJk7o6nYp1nptuZOx3KWv5IrH36XwgdW1XHV/fymZWUQmm/b4o/JWk7u/m0AK/+LKmf1a/Z6ZrzmzZe93flD2wsY1FNNOMgAaVvPS/41fCCp8uZ6cY16uTsWeOBEQobthnbp0I55j3s/3WL5Xd7McHBmjf+33Lfv15+eeCZt7huy9zmcfa1iMBY+NrWENXzSa7Ot9s/BFwy8E6I55ubuUeOLE/eRMfrgemreXqrG/n/75+WLE1ihX+UpHZsWahDK/gra2tvTu3Zv169czduxYQNeqtXnz5jzlciZRLF26VJ8c5Tz38PBgyJCSdzGUlWeffZaQkBD8/f1ZtWoVUVFRJCUlERERQVhYGLdu3Z2OnidBMGITclm9t42NDc7OznkeZc3OypJ22YsS7wy8XWAZVVXZnb1+XdeahS/JcC9bSwse8tO12F6NLrwb+Ur2MQWo7nx37TRNrusYEl/48hORyXdvVByK2U1srvywomp2K9oJteBV81NVLRfQtc62UvImMI2xwzo7vS7s/Ag1Q79MSitMf0yjvY01HRrq1oHbdir/8kug+xvPWb+ud4uy33O4MPV8q1I9OwnZerLg2JJS0zhwUTe0o1eLki/yXdHsbW3o0EQX57ZjBQ/BUVWV7cd0y0z1zt6VoqyoqkpAmG4JpXu7Ujs2baCfOLHtWMFDN4LCI7kUpNvGsFcZx1aRVEVTJg9hmHK9grnHyF2+nHcBzkcffZTq1auTkJDA8uXLgbvdsOPGjSt00kR5Cw4O1ndrLlu2jGHDhuVbfuTecXU53N3dsbLSzZQKDAws30Dv4e3tbZT3La3hjfwBOBAcwYnbUfmOb7gaTGCc7kt+WHbZ4nqqie4LdV9QOGcj8nfHJ6VnsOi0btufVt4eeNjf/SBu5nm3G2TR2fxbAwEkZ2TqF0FuVMWlwG3JHiSKotBT0d0A7FETCFfzt5T/q8aSgooG6K7kvVmwVTR0VHStJ5vUWJIK2DJstar7Pdqh4WGlbFtaysuobrohEbvPX+fI1fz/X649eJqb4bq//ae7tSl2vZd++ZDkVV8X+ngm+31rVHXTv/a/AXf3W1YURf9+qw+cIrCA/0d+37KfxNQ0LDQaRnQpfmzGNKqPbmLY7lMXOXLxer7ja3cf4ebtCACefqT4k8gys+4/+33R5j2EZ3ddd2mRd/kvBzsbBnfR/U7+2PAfcYn5bxi/Xv4PoBuP91inynG9hekq18TO0fHuB/C9iZqFhYU+8Zs9e3ae8XblMWsUyLPmXGHjonJ3PbZq1arAMtu3by/wdUtLS/1s2pydOUoaW2nHa3Xs2BHQJZ3Hjh0rVR0VaXhjfxpVcUEFXvh3v34/WK2qsuFKMFO2636Gnv4+dKmRtyvo64Pn8PtuBX7frSA4Ln8Lz5CGNWnl5a6r+58D7A26u1js1eh4xq3fR0RyKhpF4Z1OzfKcW83ZgUdq61aA33YjlMmbDxEQm4iqqmRkaTkaGsmw1f/pk86JrSuupaUsJKpZxOV65IxoS0PN83rKPWPdlmojeSzrCo9lXSkwcXtCccMNC9JQma69xTVV16KZoaps1Mbyp6pLYPoqLvp9YHMbpVTBFoVosvg/bSih2d2uqaqWZdooNqu6L82nFPcCtxwzRc90b0vTGj6oqsrTsxbq94PVarWsPXial39bBeh2pujRLG+r2Kcrt2A//E3sh79ZYOJlqNce646XqxPJaekMmTmHE9d1n3vpGZnM3nKAT5brelie6/0w9Xyrlvn7l4dn+nSmaa3quus9/Qf9frBarZa1u4/w8je6iW192jenR+u861d+unAt9r3HYN97DIFheRcvP3D2Co+8/hlLt+0n5J7twq6FhPHRHyuY/N0CAGr7ejK6b5d8sX00digOtjaERcUy7KNvuRaiaxxISkljxuK/mfPPTgDeGTUIN6eCd1+pFGS5E5NQqqaGmzdvkpGRQf36RTfRL1y4UP+8devW+Y6PHz+e6dOnc+TIEV5//XVAN2nifvWWVu5uxdjYWNzc8g9Szb1Q8enTp/Mte5KQkMCnn35a6HuMHz+e/fv3s3HjRjZu3FjsmbE5scXGxhar/L169OhB7dq1uXHjBq+//nq+5U5MjaVGw/zHujB8zU6C45MYsXYXdpYWqCqkZt8hN63qyo/9Hi5x3RpFYd7jnXlqzS6uRMfr67bSaIjPnoVopdHwWY/WdK6ef/zQN4+0Z9RfuzkTEcPaS4GsvRSInaUFGVotmdq7ifekNg0Z3rhWKa+AcbyqDSSigAkOa9UY1qp3B5b3VJx5XSl+F7iDYsFUjR9TtSEEk87r2iDs0JCBVv9urbDnBaXgJMFbseIdjQ+fa29znhQmagNwQEMKWn3y2VtxZohSeQaWW1pYsOqd5+g37VcC70Qz4JPfsbexRqvVkpqhuyotavkx/5VRFR6bi4Mda94dz6DPZnMxJJzO736Hk50NqemZZGT//9e7RX2+HHf/nYVMhaWFBav+7zX6vTWTwLBIBkz5Antba7RaldTs/+9b1K3J/Pcmlbju/Wcvs/+srtfJ1toKRztbklLT8kyGaFanBiunv1rgenX+PlVZ/NH/eOb/fmT/2cs0HzcFFwd7ElNSycqe7DK6bxdef7LiVlIoDyqGd6Wq5dve9EAo1RU8f/48jRo1YsCAASxatIiAgAD9sYyMDE6ePMmzzz7LN998A+jWhSto/TQfHx/9Dg85uzTcb9KEIerXr69PdubMmVNg61ijRo2oUaMGAM899xzHj9/dkPngwYN0795dv3tFQUaPHk3nzp1RVZWhQ4fy1VdfERkZqT8eGhrKt99+yzvvvJPnvKZNdeMqzp8/r+8KLgkLCwt++uknFEVh37599OrVi3379qHN/tBIT09n165dPPPMM1y4cKHE9ZeH6i4ObH+mL68/1ISGHi4oioKlhUJzTzc+6tKCDSN642pbuuTU08GOzU/34aMuLWjp5Y6VRkNqVhbVnR0Y0aQWm59+hFHNCt6Cyd3Ohg0jejOrdzu61/Smqr0tmVoVS0VDTRcHhjSsyV/De/JhlxYFnv+gqqvY8rPGn0GKK75YkYWKDbo9Yv+neDFN44dVER/6bRVHftTUpK/igieWpKPiiAUtseddjQ+varyNOo61NGp6unPk6zd5b9gjNKnujQJYWVrQqnY1Zo55jN2fvYKbkdZBbF2nOse+mcLkAV2p61OFjMwsHGyt6diwFj+/OJy/338Bm0o2zKCmd1WOzP6M90YPpol/NRQU3fWu78/MiSPZ/ePHJW4Ra1Xfn7nvTmRs/240q1MDZwd7YhOT0SgKtX09GdK1PYs+eIkDv3xCTe/CWzf7PdSCI7M/49lHu1PTuwqp6Rm4OTnQq01Tlk6dzO9vv1Dp/r6FaVLUUvT9bdmyhX79+uV5zdraGkdHR2JiYvIkTK1bt2bDhg34+voWWNeOHTvo3bs3AB4eHty6davQ8XUBAQHUqqVrIbl58yb+/v4FlvP39ycwMJD58+fn21P1+eefZ+7cuYBuh4kqVaqgKArDhg1j1qxZAPzzzz888cQTZGZm6ssBJCcn4+DgwLp16/Qx79y5M89+tqCbCTxkyBD27t0L6Ma0uLi4kJmZSWKibn/CQYMG8ffff+vPyczMpGnTpvqxiG5ubvpWvFmzZjFs2DBAN/5w4cKFjB07Ns8esjkWLVrEhAkTSMtey8nGxgZHR0fi4uL0P8/JkyeLvaVYfHw8Li4uXJo0BKciVqkXZefEjyeNHcIDp9fy8ruhFAVwqxzdu+YiPikF70ETiYuLK5cJcTnfEyH/rcLZwBuV+MRkqvUcXm6xPghK1WLXt29frl69yvfff8/w4cNp1KgRNjY2xMbGYm9vT7169XjyySdZvnw5R48eLTSpA+jZs6d+ckJFTJr4+eefmTZtGs2a6cZWBQUFERgYmKdVbeDAgezZs4cBAwbg6upKZmYmVapU4dlnn+X48eP06tWryPeoUqUKu3bt4s8//6R///5UrVqVpKQk7O3tadOmDe+++y4zZszIc46lpSU7duzg+eefp1atWiQlJREYGEhgYKA+GSyOMWPGcOnSJV577TUaN26MpaUlKSkp1KxZk8GDB7N48eJi7+0rhBBCFJuilMFyJ9JqaahStdiVpePHj+sX1L18+XK5ja8TpSMtdhVPWuwqnrTYVTBpsatQFdZit3M1zo6GTf6IT0yiWo9h0mJnAKMPoPjxR92+ez179pSkTgghhKikymJLMNlSzHBGTew2btzIn3/+CcBbb71lzFCEEEIIYYiy2DlCFig2WIUndiEhIXTu3Jnk5GTu3NGtFzRw4ED69+9f0aEIIYQQooyoKKgY2GJn4PnCCIldZmYmgYGBKIpCtWrVGDZsGP/3f/9X0WEIIYQQQpidCk/s/P39S727ghBCCCFMU1ns9Sp7xRrO6JMnhBBCCGEGZIydSZArKIQQQghhJqTFTgghhBAGk+VOTIMkdkIIIYQwmIyxMw1yBYUQQgghzIS02AkhhBDCcIpi+F6v0hVrMEnshBBCCGG4MuiKlVmxhpMrKIQQQghhJqTFTgghhBAGky3FTIMkdkIIIYQwmMyKNQ2S2AkhhBDCcAplMHmiTCJ5oElqLIQQQghhJqTFTgghhBAGU9GgGtheZOj5QhI7IYQQQpQB2VLMNEhqLIQQQghhJqTFTgghhBAGk1mxpkESOyGEEEIYTNaxMw2SGgshhBBCmAlpsRNCCCGEwaQr1jRIYieEEEIIg8msWNMgqbEQQgghhJmQFjshhBBCGEwmT5gGabETQgghhMFyxtgZ+iithIQEpk2bRrNmzXB0dMTFxYV27drx9ddfk56ebtDPFh4ezptvvkmDBg2ws7PD3d2dLl26MGfOHFRVNajusiYtdkIIIYQwmDFb7AIDA+nevTsBAQEA2Nvbk5aWxrFjxzh27BhLlixhx44duLm5lbju48eP07dvX6KiogBwdHQkISGBffv2sW/fPlavXs369euxtrYuVexlTVrshBBCCFFpZWZm8thjjxEQEICPjw/btm0jKSmJ5ORkli9fjpOTEydPnuSZZ54pcd1xcXEMHDiQqKgoGjZsyNGjR0lISCApKYmffvoJKysrtmzZwmuvvVb2P1gpSWInhBBCCIOplEFXbCnSkoULF3L27FkA1qxZQ+/evQHQaDQ89dRT/P777wBs3LiRHTt2lKjuWbNmERYWhp2dHRs3bqRt27YAWFtb8/LLLzN9+nQAZs+ezZUrV0oce3mQxE4IIYQQBsvpijX0UVILFy4EoEePHnTo0CHf8REjRlCrVi0AFi1aVKK6c8rnriO3yZMn4+joSFZWFkuWLClp6OVCEjshhBBCVErJycns378fgP79+xdYRlEU+vXrB8DWrVuLXffly5cJCgoqsm5HR0e6dOlS4rrLkyR2QgghhDCYboFiQ7tjS9Zid/HiRbRaLQBNmzYttFzOsbCwMKKjo4tV97lz5/KdX1TdFy5cKFa95U0SOyGEEEIYzBhdsaGhofrnfn5+hZbLfSz3OWVZd3x8PImJicWquzzJcieiWGxcHLGxNY2p3Oau1/KJxg7hgbNjxO/GDuGB0vXgd8YO4YGSoUk2dgglFh8fn+ffNjY22NjY5CuXkJCgf25vb19ofbmP5T6nKKWt29HRsVj1lxdpsRNCCCGEwXL2ijX0AVC9enVcXFz0j5kzZxr5p6s8pMVOCCGEEAZTVQVVNXCB4uzzg4ODcXZ21r9eUGsdgJOTk/55cnLhLZO5j+U+pyj31p07HkPrLk/SYieEEEIIk+Ls7JznUVhi5+vrq39+69atQuvLfSz3OUUpad3Ozs5G74YFSeyEEEIIUSZ0Cwwb8ihpWtKoUSM0Gt05uWex3ivnmLe3N+7u7sWqO/dM2OLU3bhx42LVW94ksRNCCCGEwYwxK9be3p5OnToBsHnz5oLjUlW2bNkCQJ8+fYpdd/369alRo0aRdSclJbF3794S112eJLETQgghhMGMtfPE2LFjAdi5cyeHDx/Od3zVqlXcuHEDgDFjxhS7XkVR9OWXL19OQEBAvjI///wziYmJWFhYMGrUqBLHXh4ksRNCCCFEpTV27FiaNWuGqqoMHTpUvx+sVqtl1apVvPDCC4Bu94hevXrlOXfatGkoioKiKAUmbm+99Rbe3t4kJyczYMAAjh8/DkB6ejq//vorH330EQATJkygfv365fhTFp/MihVCCCGEwUrb4nZvHSVlaWnJ+vXr6dGjBwEBAfTu3Rt7e3u0Wi2pqakAtGrVqlR7ubq4uPDPP//Qt29fLly4QNu2bXFyciI1NZWMjAxA1wX77bfflrju8iItdkIIIYQwmLG6YgH8/f05c+YMU6dOpWnTpiiKgpWVFW3atGHWrFkcOnQINze3UtXdpk0bzp8/z+uvv069evXIyMjAwcGBzp0788cff7Bp06ZCZ+0ag6KqqmrsIITpio+Px8XFhZvvjsFJdp6oEPZNGhk7hAeO7DxRsWTniYoVn5hM9Z7DiIuLK3QtNoPqz/6eOHLyIo4GruOWmJBA+1aNyi3WB4F0xQohhBDCYGW5QLEoPUnshBBCCGEwY42xE3nJGDshhBBCCDMhLXZCCCGEMJi02JkGSeyEEEIIYTBJ7EyDdMUKIYQQQpgJabETQgghhMFUymBWrLTYGUwSOyGEEEIYTIuC1sDEzNDzhSR2QgghhCgDMsbONMgYOyGEEEIIMyEtdkIIIYQwmOw8YRoksRNCCCGEwVQM70qVzesNJ12xQgghhBBmQlrshBBCCGEw6Yo1DZLYCSGEEMJgMivWNEhXrBBCCCGEmZAWOyGEEEIYTLpiTYMkdkIIIYQwmApoy6AOYRjpihVCCCGEMBPSYieEEEIIg0lXrGmQxE4IIYQQBpNZsaZBEjshhBBCGExa7EyDjLETQgghhDAT0mInhBBCCINJV6xpkMROCCGEEAbTqrqHoXUIw0hiJ4wqIS2dXw6c5Z+LAQTFJKDRKNTxcOGJprV5oX0TrC0tDKo/PCGZeUcvsO1qMEExiaRmZlLFwY76VVzp5O/DSx2bYWWRd0RCXEoa+wPDOB0ayZnbkZy+HUlEYgoAPw7qyshW9Q2KyZgSUlL5fsNu1h06Q0BENBYaDXV9qzK8U0sm9euMtVXZfSRMnr2audsOAlCjqhuXfvmwyPLhsQl8u24nm45fIDgyBjtrKxpV92ZU97aM6/kQilK57uRTVS3nSOG6msp1NY1rpHKHTABGKu48rali8HvEqJmsVWM4qiZyh0ysUaiBDT0VZ/oozve9ZrfVdNaoMZxUk4ghCzs01MGGvhoXOilOBsdnDAlJyfy0ZC3rd+4nMDQcC42GOjX8GNqnGxOffAxrK6sS1xkaEcm/ew6x99gZzly5zu07UQB4urvRrllDxg7qS7d2Le9bT0RUDN8vXs3mfUcICb+DrY01jWrVZOSAXowZ1LfS/Y0L0ySJXSUTEBBArVq1ALh58yb+/v7GDcgAwbEJDFrwL0GxiQDYW1mSnqnlVGgkp0IjWX3mOn+NfRRXO5tS1f/Xueu8sWEfCWkZANhaWmBloSEkLpGQuET+ux7CuLYNcbmn/o2XApm8bo9hP5wJCroTTd+PfyXwTjQA9jbWpGVmcuJ6MCeuB7N87wk2Tn0RN0d7g99r97lrzNt+qNjlT1wPZtBns4lKSAbA0daGhNQ0Dly6yYFLN/nr4BlWv/NcmSae5e0qqUzX3iq3+q+pqUzVhpCQvSSsHQopaLlAChfUFA6oCXyo8cOqkGThmJrI59rbpGUvCWuPhkSyOEkyJ7XJ9FaSeEXxqlTJRtDtcAa8+C5Bt8MBsLe1IS0jg5MXr3Ly4lVWbt7J+p9n4OZc/KQ1JPwOTR8fh6rebUqyt7VBVXXvF3Q7nDVbd/PMY3344f3JWFgUfDN68uJVhrzyEdFx8QA42tuRmJTCwdPnOXj6POv+28/yr6eWKvE0FdIVaxpK/SmpqiqrV69m6dKlnDhxgoiICCwsLPDy8sLHx4f27dvTpUsXevXqhbOzc1nGbLamTZsGwLhx4yp1wlYcmVlaRi3dSlBsIl6O9vzyRDe61fFDq1VZd+EGr6/fx9mwKF5cu4vlo/qWuP51528wcc0utKrKmDYNmfhQExp4ugG6VsJzYdH8ezEAS4uC5w95OtrR3NuD5j5VaOFbhbErthv08xpbZlYWwz6fR+CdaLzdnJnzv5H0bF4frVbL2oOnefn3VZy+eYvnfljKX+8/b9B7Jael8/JvK7HUaGjm78uJ68FFlo9LSmHo53OJSkimgZ8ncyY/TZs61UnPyGTejkO8s2A9209f5u0F6/j+haEGxVbRHNFQB1vqKDbUwYY56h1iyDK43iQ1i0+0t0hASzWseUPjTT3FlgxVZasaxxw1ghMk84cawUuKV77zw9QMvshO6hphy6sab/wUa1JULWvVaJar0WxX46mGNUMVd4PjrQiZmVmMeHM6QbfD8a7izm/T3qRH+1ZotVr+2rGXV2f8wJnL15nw8SxWfTu92PVmZWlRVZVu7Voy8tFedG/fEp+qHmi1Wq4EhPDJLwv4d88h/tywFZ+q7nz44ph8dcQlJvHUG9OIjounvn91fp/2Jq0b1yc9I4OFf2/mvW//YMeh47z7zWy+eeflMrwqFUtmxZqGUiV2sbGxDB48mN27d9+tyNISe3t7goKCuHHjBvv37+fbb79l/vz5jBs3rqziNWvTp+s+bLp3715oYmdlZUWDBg30zyur5aevciEiBoAFT/WiXXXdl49Go/BE0zpoVZi4Zifbrwaz58Ytutb2K3bdYQnJvLlhP1pV5ZM+D/FSx2Z5jjvZWNOhpjcdanoXeP6TLepW6u7Wgvy56xjngm4DsOzNsTzUwB8AjUbDsE6t0Koq475fwpaTF9l59go9mpX+55+2bBM3wqOYMqQ3oVGx903svtuwi/DYBOysrfjrvefx9/IAwNrKkhf7dSYhJY2Pl25k3vZD/G9AV+r5Vi11bBWpMXYss6ib57WFWZFlUvdfagwxZGGNwscaP7wV3WeBlaIwQHElWatlkRrJFjWOQaobfop1nvOXqJGkouKGBVM1fjgqulYmO0XDKKUKMdostqhxrFSj6au66I+bsqX/buf8tQAAFn/+Ae2bNwJ0f+NDH+mGqlUZ/9GXbN1/lF1HTtG9fcti1evq7MjuRT/QsmHe36VGo6Fh7Ros+eojhr02le0Hj/Pr8nW89ewIbG3yXu8f/1xDeFQMdjY2rPp2Ov5+us8eaysrXhj+GPFJyXzyy0IW/L2Jl0YMom7NaoZdDPFAK9VyJ2PGjGH37t1YWFjw5ptvcuXKFdLS0oiKiiIlJYXTp0/zxRdf0KJFi7KO94Hn5+fHpUuXuHTpEn5+xU92TM3yU1cB6Ozvo0/qchvStDY1XXXdJStOXytR3X8cPk9sahrNvD2Y1KFpiWOz0JjfKkBLdh8DoFuTuvqkLrfhnVrh76lrmVm6+3ip3+fIlUB+2biXej5VeXdo72Kdk/N+wzq11Cd1uU3q1xlHWxuytFqW7y19bBXNohy7MP9Tdd15XRUnfVKX20DFFTsUtMCu7LI5UlUtB1Td8If+imuBSdvw7Fa6ZLQcyi5r6pb9q2tV79KmuT6py21on27U9NUlVMs37ih2vS6ODvmSutwUReGZx/oAkJicwuWA/DcyOe83tE9XfVKX28QnH8fR3o6sLC0rt+wqdmymRlXL5iEMU+JvsKtXr7JhwwYAPv30U2bNmkW9evXQZH8ZWlpa0rx5c6ZMmcKpU6d46qmnyjZiUeklp2dyJFg3BqZXveoFllEUhZ51dXetO6+HlKj+Fad1SePw5nUr1fig8pKcls7BSzcB6NOqYYFlFEXhkZa6Y9tPXy7V+6RlZPLiLytQgZ8mDsfW+v4tylduRRAcqWu57dsq/5cxgKOdDR0b6caV7jh9pVSxmZMQNV0/CaON4lBgGTtFQ2PsADipJuc5doEU0rPH1RV2vpdiRXV0rU4nSS6wjClJTk3l0JmLADzSsW2BZRRFoXeHNgD8d/hEmb5/7ha6rKy8Xe1XA0MIDrsDQO8OBcfmaG9Hh5ZNdLEdKtvYKpIWpUwewjAlTuxOnTqlfz5o0KD7lrezsyvw9XPnzjFhwgTq1auHvb09jo6ONG/enA8++IDIyIK7K6ZNm4aiKHTv3h2A9evX06tXLzw8PHB2dqZjx478/fffec5ZvHgxnTp1ws3NDUdHR7p27cqOHYXfrZ07d45p06bRs2dP6tSpg52dHc7OzrRq1YoPP/yw0NgA/P39URSFBQsWkJ6ezldffUWLFi1wcHDAxcWFnj17snnz5nznjRs3Lk8C0qNHDxRF0T9yd8sGBAToXw8ICCgwDq1Wy8qVKxk8eDB+fn7Y2NhQtWpV2rRpwzvvvMO5c+cK/RkqwpXIWLTZt2WNsse9FSTnWERiCjHJqcWqOzAmgbDsAfgtfKtwITyaCat30njWEnz/bx7Nvl7K+FU7OBwUZuBPUXlcCgnXX+/GNQrufs59LDw2geiEkn+Zz1i1lUu3whnbsz1dmtQp1jkXgu/+HhpXLzy2JtnHLoWElzgucxNImv55TawLLVdT0U0KCiY97/lq8c6vkd19G5SrvKm6fDMYrVY3iaRxnZqFlmuUfSw8KobouIQye/99x88AuuEDdWvk7Ua9cD1A/7zI2Grrjl2+GVRmcYkHk0FTzEJCQmjUqOC77KJ8+eWXvPfee/r/Ee3t7cnIyODs2bOcPXuW+fPn8++//9KqVatC6/j444/55JNP0Gg0ODk5kZCQwMGDB3niiSf47bffmDBhAs8++ywLFy7E0tISOzs7kpKS2Lt3L3379mXdunUMGDAgX70DBw4kMDAQAFtbW+zt7YmJieHUqVOcOnWKBQsWsGPHDv04t4IkJibStWtXDh8+jJWVFTY2NsTHx7Nz50527drFnDlzeO655/TlXVxc8PLyIjxc96Xl5uaGtfXdD9yqVYs/pigyMpKhQ4eyZ8/dWZ2urq6kpqZy4sQJTpw4weXLl/MlwBUpLCFJ/9zHqfAZmN7Od1sTwhKScbO3vW/d16Pi9M+PBIXz1e4TpGdpsbO0wMbSgtsJyaw7f5P152/yTo82vNWt8L8xc3E75m5XnK+7S6Hlch+7HROHexG/m3uduhnCt+t34unixIzRj5Ugtru/r+LEFp+SSmJKGo6lnCltDqLVTP1zjyI+wnOOJaMlRdVip+ju46OzJ284osFGKfzePuf8KDILLWMqwiKj9c99qha+jIxv1btd/WGRUbi7GL6kS8CtMOat3QjAkN5dcb5nVnnYnWLG5qmLLT4pmcTkFBztC24UMWUyecI0lLjFrl27dvrWpZzxdSUxd+5c3nnnHezt7fnss8+4ffs2SUlJJCcnc+zYMXr27Mnt27d5/PHHSUwseGzHqVOn+Oyzz/jss8+Ijo4mNjaWkJAQ+vbVzZ58++23mTZtGitXruS3334jLi6O+Ph4rly5Qtu2bcnKyuKll17SJ5a5devWjQULFhD4/+3dd3wUZf7A8c9s+qaHFkILHQKIgCAoSC+KKAcoHUQB9echIILIHRBQQRH76UlTQBEOhOMQURSkNxGR3sQkkITQ0sumzfz+2OxmQ3ZDkt1Uvu/Xa16vZeeZZ56dDLvfeWpEBGlpady+fRuDwcCOHTvo0KEDUVFRjBgxosDPOGfOHCIjI9m8eTMpKSkkJSVx/vx5OnbsiKZpTJ48mYSE3B+0jz76iJiY3JqLTZs2ERMTY96OHj1aqGublZXFwIED2bt3L25ubrzzzjvcuHGDuLg4kpKSiIqKYsmSJYSEhBQqv5KSnDP9CIBHAdNX6F1y+/4kZ2TaTGcpPi23dmHhrmMEeuvZOPpRImY9Q9jrYznwf4N5OLgmGvD2rmNsPRtW9A9QwSRbXBO9q+0aGr1F06nlMXeTlZ3NC5/9h6xslfeeHYifZ+F/kJIsy+Zmu+nWw6KpK8lQ/muQSlIaud9bbgV8hbtZNGlZHmN6XdCxlvvTKP+dnpJTcmuYPdxtB/2W+5JT0uw+b5ohnbGvLyDVkE4VPx9C/z4uX5qk1Nzz6AssW+6Da3Kq/WUrC9LHrnwocmAXHBzM+PHG6RBOnTpFs2bNaNu2LS+99BJffPEFp0+fzjPfj6WkpCReffVVAL799ltmzZpFYKCxicXJyYl27dqxfft22rVrR2RkJMuXL7eaT0JCAvPmzWPWrFn4+hqf5GvVqsX69evx9PQkKSmJ+fPns2zZMp5//nn0euMTVOPGjVm3bh0AV65c4eDBg/nyXrVqFWPHjqVu3brm91xdXenZsyc7d+6kRo0a/P777+zfv9/mNUpNTWXHjh08+eST5pGrTZs2ZcuWLbi7u5OcnMzWrVttX+RiWrVqFQcOHEBRFDZt2sSMGTPy1PYFBQUxceJEFixY4PBzlxeqxb2naRpfPt2Lrg1rodMZf+SaVvdnzfA+VPcyBh/v7jleJuWsTBZv/oWT4dE82i6EwQ/dX9bFEaJUZGVlM372Iv44/ycuzs4smz+DmtXyD/65l5jmsbN3E/Yp1vC/zz77jNmzZ+Pp6YmmaRw/fpzPPvuM5557jlatWhEYGMgrr7xiblo02bhxI/Hx8bRp08Zcu3YnZ2dnhg8fDsD27dutpnF3d2fKlCn53vfx8aFTp04A1K1b12rNWsOGDWnUyDjC6eTJk4X+zABeXl507doVoMDAbsiQITRrlr+TerVq1czlK+q5C+OLL74A4LHHHuOxxx4rVh7p6ekkJibm2RzNy6JmJi3TdjNPamZuJ2SvQnTEvzPvRxoE0Toof9OHl5sLz7U31lqeuR7LjeTy3zncHpbNlqkZGTbTpVrUiha2qfPc1Rje/vZnvNzd+Gj8oCKXzduybOm2a2XT0nPL7V1Arce9wMPiazud/K0OuftyH3IsjzG9LuhYy/0eFeCH1sszt/kzrYAaXct9XkWoWb5TdnY24+csYuueQzg7ObH8jRn07NjWalpviybV1ALLltuPuCI2w4ryo1iBnbOzM/PnzycqKoqvvvqK8ePH07p1a3O/sBs3bvDBBx/QsmVLfv31V/NxBw4cAODcuXMEBgba3ObPnw9g7ut2p5CQEDw9bYzmqmGcOuOBBx6wOSLSlCYuLs7q/q1btzJ06FAaNGiAp6dnnoEM69evB4z9C2158MEHbe4LCgoCIDY21maa4sjKyjI32Q4YUPg+TndauHAhvr6+5q1OHeujVu0R6J37t7tWQCf9mMTcvniBhezvVdMi7yZV/Wyma1otd19kfMWYzqG4avrnThAeHZtgM53lvpr+tvu7WZq6YhMZWdnMGNQTP089yWnpebasnO4Omob5vcys3IDd8jyFKZuPh/s93b8OIEDJ7b5QUP830z49OnP/OoAAjF0cklFJ12wHd6bjC+rHV14EVs2dRPnaTdsD3KJzlgIzHlO82rXs7GwmzF3Mf3fsw8lJx9L5rzKwZ2fbZatWyLLdMJbNx1NfYQM701qx9m7CPnb9j/X19WXUqFGMGjUKAIPBwP79+/n444/57rvvzB35L126hLu7O9HR0eZ0BsPdRzmmplr/0ff2tt3h1dnZudBpMjPz1hCoqsqoUaNYu3ZtnrSWgxkSEhIwGAykpKRgS3HOba/bt2+b86xXz/bIq7t5/fXXeeWVV8z/TkxMdHhw16SqHzpFQdU0zt2Io5eNKU/O5UxgXN3Lo1ADJ8AYsDkpCtl36aiRZ28lnxKlWe0a5ut99kqMzWlFzuaMFK7h513ogRPhN4wPKHO+2cacb7bZTHf1VhzVx8wCYNEzT/L3/o8AeUfCnr0aQ7Pa+ec0BDiTM3rW1v57ST1yA9sIMqiD9UDXNPq1zh0jX+spbub/ABFk0ATr/7euaMZa0rpK+Q+km9avg06nQ1VVzl6OoPdD7a2mO3fZWFlQo4p/sQZOGGvq3mXTz3uNQd286Qzu3bXAY0IaBptfn70cQdP6da2mO/dXRM5nsb6/QnDA4Alk8ITdHDoTq7u7O7169WLLli2MHTsWMNZsmab4MM3vM3ToUDRNu+tmazqPkrJixQrWrl2Lk5MTc+bM4dKlS6SnpxMbG2seyDBkyBAAm/0Iy4qj5mtzc3PDx8cnz+ZoeldnOuRMSvzLn9ZrPjVNM89f171h4Wdhd3dxNq8ocfFWvM10F24a9ylAXT+vQudfEendXOnUzDgP3M9/nLeaRtM08/x1vVrbHvHtaI2DqlGnqnFam5+OWy9biiGdg+eMg1x6tq5cK4IURy1cqJbzTP67Zv0B06AZ14wFaKPkDdJD8MA1p3nV1vE3tEzzNCltsH/t4JKmd3enY86kxDsOWZ/EWtM0dh427uvxoPVm04JkZ2fz3OxFeYK6IX0KDuoAGtWtRZ3AagWWLSXNwKE/zhjLZqNJV4jCKrEp9idOnGh+feGC8QfDNFDCVhNrWTMNrBg/fjzz5s2jUaNG5omXTSxHr5YnAQEB5oEa5fX6Whp2f2MA9odFcyzyRr79/zsTRniccZ6poa1tz/puzYic5cD2/hXNiej8TR/J6Zl8cfQsAO1qV6eqHX1tKoqRXY0To+45c5lfL+W/PzYdOkHYdWNT0Iiu7Qqd7/nP/knqhvdsbqNyzlu3mr/5PVNtHRgfSEzn+/bgH0TcyN9FYcn2AyQb0nHS6RjWpfBlq6wURaGHYnzg2qslcV3LX/v/vRZPGho6oJuS9+HMXdHxkGJ8mPlBiydFy7927bea8e/ggY6OSsV48Bne37jSyb5jJ/ntdP6HhP/u2Ed4lPH7e9hjPYuUt6mm7r879uHs5MSy+YUL6sD49zKdb9PPe4iIzj8X47IN35GcmoaTk46n+3YrUtnKExkVWz6UWGDn5ZX7ZeDmZqzKf/jhhwE4duwY165dK6lTF9vVq8alYGzNn5ecnMyRI0dK7PymWrfi1AY6OzvToUMHAPPKIOXZsNaNCanujwY8858d7P0rCgBV1fjfmb+Y+t0+AHo1qp1vndh3dh2jauhyqoYu50pc/klGh7RqRNta1dCAceuNeas5HTcu3oxj1NqfuJGchk5RmNXD+kzwt1MMeTaTlIzMPO+nZpT/Ob4ARnV7gJZ1a6JpGiMWr2LXKeM0RaqqsunQCV76fANgXJniznVi31y/Hf1T09A/Nc1q4GWvKQO6UcPPm9T0DAYtXG5eWzYjM4ul2w8yf52xxv/ZXh0rzDqxJslaNgkWm6lHWzpanvfT7ujr9o16iwHZFxmQfdFq4PY3xR9/nEhHY54axZ+a8R7N1DS2qfF8rRmD9L6Kb751YgFGKlVxRyGWbN5Qo4nOaXY1aCpr1dv8qBn7NA5VAirEOrEAI/r3okWjYDRNY/TMt9j96x+A8R7/7459TF7wMWBcmeLOdWIXLv0a3w6P4dvhsXyBl6lP3aaf95oHStyt+fVOk0YNpkYVf1IN6Tw9dS7HzxlXx8nIzGT5t9/z1pKvAHhm4KMVep1YWXmifChyH7uwsDAyMzNp0qTgJpFVq1aZX7dta6xafuqpp5gxYwbx8fG88sorfPPNNzabEFVVJTExET8/v6IWsdhMU6ecOHHC6v433niDpCTHzVZ+Jx8fHxISEoiPjy/W8c899xwHDhxg27ZtbNu2rdgjY0uDs5OOr4f3YeCq77kSn8yg1T+gd3FG1TQMOZ3rWwVW4fPB3Yuct06n8NWw3gxavY0LN+PNeTvrdCTmjK500el4p/9DPNIgyGoeTd/92ur7M384xMwfDpn/Pb1rG17rXv5rkZydnNjw2rP0C/03ETdj6T9/CXo3V1RVxZAzMrl1/Vp8+fLIUi+br6cHG2c+x5NvLeVc5HU6z/wQbw83DBlZZOZ03+jVugmLnrn7SjflzWQ1ghtWBjhs0uLYpOUO3uqh+DBVsb3yxp08FSfm6GoxR43kKhlMVa/ggY5MVPPZ2qBngmI9EA5UXHhNV5O31WucIY3n1XA80ZGGag4+eyk+DFJsrwxT3jg7O7F28Vwef3EmV65d58m/z0Lv7mb8Tsn5f39f04Ysmz+9SPkePnGWjT/tAYwP3zMWf86MxZ/bTP/2tIn5Aj9fL0/+834og16ezfmwK3QbOxlvTw8M6ZlkZhn/Yj0ebMvCqROtZSlEkRS5xu7MmTM0b96c/v37s3r16jz94DIzMzl+/Djjxo3j/fffB6BDhw507mwcMeTn58eHH34IGJs9+/fvz5EjR8wTBauqyrlz53jvvfdo0aJFicz1VpB+/foBsGzZMpYuXUpGztQQMTExTJ06lUWLFlGlSsnNU9SypXHB+jVr1tgcOFKQ0aNH07lzZzRNY/Dgwbz77rt5lkCLjo7mgw8+4LXXXnNYme1R19+bPS8O4tWubWhe3R8FcNbpaF2zKvP6dGD7+CfwK+YIyBreen55/m/M69OBNkHVcNbpMGRlUdfPi5FtmvDL8wMZ0876uqmVVb3qAfz63jReH9KbFnUCUQAXZyfaNKjNwjED2PPWy/h7lU1/qrYN6/Db+zOY1P8RGtWsSmZWNp7urjzUrD6fvvAUm2dNwK2AyazvRY0Udz7VBfOk4kcQLmSj4YZxjdi/KzUI1dXCpYCVJR5QvPhEV4++ii/VcSYDDS+cuB89M3U1mawLrHBrLdcLqsHBbz7ltfEjCGlYD0VRcHF24v5mjXhz8nh2fvE+/j5FGzRhOTdmZlYWN2LjCtwM6danFGrTvDFH1v2bl4YPpGGdIDKzstF7uNOpdQs+nvUyGz+aj1shp3Uqr6QptnxQtCK2+23fvt0cAJm4urri5eVFXFxcnmbEtm3b8t1335mn+DD5/PPPmTx5sjlwcnNzw8vLi8TExDyjRb/++mtGjsytQQgNDWXevHl07dqV3bt3Wy3fM888Y55keOXKlVbTdOvWjT179jB37lxCQ0PN78fHx9OpUyfOnzf2z9DpdOZaNE3TeP755zEYDDbzDw4OJiIigi+//JJnnnmmyOX7+uuvGT16NAAuLi5Ur14dZ2dnateubZ43Lzw8nPr1jR3hw8LC8qwjC8YlxQYNGsS+fcamTEVR8PX1JSsry7ySx5NPPlnoJcUSExPx9fUlbOYYvN1tr1ogHEffoujL9An77By2pKyLcE955NCHZV2Ee0picip1egwhISGhRAbEmX4n1u6KRe9lX/6pyYkM7x5QYmW9FxT5Ebhv375cunSJbdu2sX//fk6fPk1kZCTx8fHo9XqCgoJo06YNgwYN4qmnnso3+ADghRdeoF+/fnz66af8/PPPhIWFER8fj4+PDw0bNqRTp0488cQT9OjRwyEfsrD8/Pw4ePAg8+fPZ/PmzURFReHs7Ey3bt2YOHEiw4YNsxmwOYJp2pglS5Zw6tQprl27ZnXZs4JUrVqV3bt3s3btWtasWcOxY8eIi4vD39+fpk2b0rt3b3PwKIQQQojKpcg1duLeIjV2pU9q7Eqf1NiVLqmxK12lVWO35hfH1NiN7CE1dvaQTitCCCGEsJsj+shJVZP9JLATQgghhN00FDQ7pyux93hRgvPYCSGEEEKI0iU1dkIIIYSwmwqodjalFm24oLBGAjshhBBC2E362JUP0hQrhBBCCFFJSI2dEEIIIewmNXblgwR2QgghhLCbqimomn2jWu09XkhTrBBCCCFEpSE1dkIIIYSwmzTFlg8S2AkhhBDCbhLYlQ/SFCuEEEIIUUlIjZ0QQggh7KZp9k9QLDV29pPATgghhBB20zQFzc5RrfYeLySwE0IIIYQDSB+78kH62AkhhBBCVBJSYyeEEEIIu6kO6GNn7/FCAjshhBBCOIA0xZYP0hQrhBBCCFFJSI2dEEIIIewmNXblgwR2QgghhLCb9LErH6QpVgghhBCikpAaOyGEEELYTZpiywcJ7IQQQghhN1U1bvbmIewjTbFCCCGEEJWE1NgJIYQQwm7SFFs+SGAnhBBCCLtJYFc+SGAnhBBCCLupOGC6E4eU5N4mfeyEEEIIIe6QlJREaGgorVq1wsvLC19fX9q3b897771HRkZGsfMNDQ1FUZS7bn/++Wex8pcaOyGEEELYTdM0NDvbUu093lEiIiLo1q0b4eHhAOj1etLT0/ntt9/47bffWLNmDTt37sTf37/Y53BxcSEgIMDmfmfn4oVoUmMnhBBCCLuZ+tjZu5W1rKwsBgwYQHh4ODVr1uTnn38mJSWF1NRU1q1bh7e3N8ePH2fUqFF2neehhx4iJibG5hYcHFysfCWwE0IIIYTIsWrVKk6dOgXAxo0b6dWrFwA6nY6hQ4eyZMkSALZt28bOnTvLrJy2SGAnhBBCCLtpau4kxcXdtHIwemLVqlUAdO/enU6dOuXbP2zYMOrXrw/A6tWrS7VshSGBnRBCCCHsVhmaYlNTUzlw4AAAjz76qNU0iqLQr18/AH766adSK1thSWAnhBBCCAGcO3cONWdds5YtW9pMZ9oXExNDbGxssc515swZWrZsiV6vx8vLi6ZNmzJhwgSOHz9erPxMZFSsKBS37r1x99SXdTHuDYaUsi7BPeeRQx+WdRHuKXs7TSnrItxTUrXsUjmPqjlgHruc4xMTE/O87+bmhpubm32ZF0J0dLT5da1atWyms9wXHR1d4OhWW27dukVsbCx+fn4kJiZy8eJFLl68yIoVK5g1axZvvvlmkfMEqbETQgghhAM4sim2Tp06+Pr6mreFCxeWymdISkoyv9brbVdmWO6zPKYwGjduzKJFi7hw4QIGg4Hbt2+TkpLC9u3badeuHZqm8dZbb/Hee+8V/QMggZ0QQgghypmrV6+SkJBg3l5//XWbaVeuXFmoCX9tbT/++GMpfjIYOXIk06dPp0mTJri4uADg6upKnz592L9/P+3btweMExknJCQUOX8J7IQQQghhN03VHLIB+Pj45NlKoxkWwNvb2/w6NTXVZjrLfZbH2Mvd3Z0FCxYAkJycXKzpVKSPnRBCCCHs5sg+dkUxfPhwHn/88WKf09fX1/w6KCjI/DoqKor77rvP6jFRUVFWj3EEyylW/vrrryIfL4GdEEIIIezmiOlKinO8IwdWNG/eHJ1Oh6qqnD592uaUJ6dPnwYgMDCwWAMnSpI0xQohhBBCYBwU8fDDDwPY7HunaRrbt28HoE+fPg4vw+HDh82vTRMhF4UEdkIIIYSwm6pqDtnK2tixYwHYtWsXR44cybd/w4YN5ibSMWPGFClv7S5Vkunp6fzjH/8AwNPTk549exYpf5DATgghhBAOUBlWngBjYNeqVSs0TWPw4MHmAQyqqrJhwwYmTJgAGFemsBZ4hYaGmkfchoeH59m3d+9eevXqxVdffUVkZKT5/czMTHbu3EmXLl3MweScOXPw8/Mrcvmlj50QQgghRA5nZ2e2bNlC9+7dCQ8Pp1evXuj1elRVxWAwANCmTRvWrFlT5Lw1TWPnzp3mYNHDwwNPT08SEhLIzMwEQKfTMXPmTGbMmFG88hfrKCGEEEIIC2U1eKIkBAcHc/LkSRYvXsymTZsICwvDxcWFFi1aMHz4cCZNmoSrq2uR823VqhWLFy/m0KFDnDp1ilu3bhEfH49eryckJIQuXbowceJEWrVqVeyyK9rdGnzFPS0xMRFfX1+it3+FjywpVip0sqRYqcv0qVrWRbinyJJipStVy2aoepmEhAR8fHwcnr/pd2LW8tu46+3L35CayILxVUqsrPcC6WMnhBBCCFFJSFOsEEIIIeymqcbN3jyEfSSwE0IIIYTdNLS7TudRmDyEfaQpVgghhBCikpAaOyGEEELYTVNBlabYMieBnRBCCCHspmkOaIqViTrsJoGdEEIIIeymasbN3jyEfaSPnRBCCCFEJSE1dkIIIYSwm6ZqaHZWudl7vJDATgghhBAOUJmWFKvIpClWCCGEEKKSkBo7IYQQQthNVTVUO5tS7T1eSGAnhBBCCAeQ6U7KB2mKFUIIIYSoJKTGTgghhBB201T7V46QlSfsJ4GdEEIIIeymahqqnU2p9h4vpClWCCGEEKLSkBo7IYQQQthNBk+UDxLYCSGEEMJuMt1J+SCBnRBCCCHsJitPlA/Sx04IIYQQopKQGjshhBBC2E3TNDQ7m1Klj539JLATQgghhN00B0x3IoGd/aQpVgghhBCikpAaO1GmklLT+HjtFv635zAR127gpNPRqE5NhvTszAtDHsXVxaXIeUbfvM3WfUfZ+/tpTl4KI/pmLAA1qvjRPqQxzzzRm27tWtk8/q0V/2Hhl+vvep4T6/5Fw9o1i1y+spSUmsZHG37gf/t+IzzmpvF61w7kqe4deXFgb1xdiv6VsO/EeXYcO8XxC2GExdzkdkISyWnp+HvraV6vNk90bse4x7rh4eZaYD5/RV/n/f9sY+exU8TcTsBb7879jerxbP/uDHykfXE/cplLSknlX2s2sWXXASKir+Ok09Gwbi0G9+nK808PKN49fuMW3+89zL7fTnLy4mWu3bwNQPUAf9q3asbYJ/vStf39d83nxu04PvrqW37c/yuR12/i7uZK8/r1GN6/J2Oe7IuiKEUuW1kxaCqnSeOyZuCyls6fGLhJFgDDlQBG6KrafY44LYtNWhxHtWRukoUrCnVxo4fiQx/F567X65qWwUYtjuNaCnFk44GOhrjRV+fLw4q33eUra5rqgKZYGRVrN0WTek9RgMTERHx9fYne/hU+nnqH5n0l5gaPTppLxLUbAOjd3chWVdIzMgFo3aQ+Wz8Mxd/Hq9B5Rl6/RfMhL+Spzte7u6FpGmnpGeb3xvTvwSczXsDJySlfHqbAzsXZucBz71qykHo1qxe6bIWlM6Q4PE+AK9dv0XfaAiJibgGgd3clO1sjPTPnejeqx7Z3Z+Lv7VmkfAf94z1+PHLC/G9PdzcAUgzp5veCA6vxv7dfpbGNQPjHIycY9cYnpBqMfyMfvQfJBoN56oPRfbvw+avjSyzQyPSx/0ffmivXrtP/hZlcuXYdyH+P39e0IVs+XYC/T+F/1COv36TlE89YucchLT33mo8a0IePZ02yeo8DHD93iUEvzyY2IREAL70HhvQMsrKzAejZsR3r3ptTrMDzbvZ2muLwPE9pqcxSI63uc0Rg96dmYI4aSRLGNa88UMhAIztnf1v0/FNXCxcb9+hvWjJvq9dIx/h306PDgIppBa1eig8vKzVK5B5P1bIZql4mISEBHx8fh+dv+p0Y/0YEru725Z9hSGT57HolVtZ7gdTYVSC7d++me/fuQMXvh5CVlc1Try0k4toNAqv4s+yfk+jevjWqqrJp1yEmvfNvTlwMY/wbH7Hx3X8UOt9sVUXTNLq1a8WIft3o3v4+alYNQFVVLkREMW/pGrbuO8rq738hsGoAcyYMt5nXgy2b8uO/5jvi45a5rOxshvzzAyJibhFYxY/lMybSo11L4/Xe8ysvffAFJ/6M4NmFn/PfBdOKlHePti3o/UArOrVsQsNaNfDWewBwOyGJ9b8c4p/L1xMec5Nhcz/m6LK30Ony9gAJv3aT0W/8i1RDBp1aNObz6eNpXLsmyWkGPli/jYVfbear7ftoWjeIV4b2d9g1KWlZWdkMmzaPK9euE1g1gM9Dp9G9QxtUVeW/O/cxecHHnLxwmYlzF7Phg3mFzjc723iPd21/P8Mf60m3DvdTs1oVVFXlYngk8z9byfd7D/P1dz9Rs1oA/3xhTL48EpJTGPpKKLEJiTQJrsOS0Gm0DWlCRmYmqzb/yOsfLGPn4WPMfH8p77/2kgOvSsnyQkdD3GmouNEQN5ZrN4kzh17Fl6JlM1+NIgmV2rjyii6Qxoo7mZrGT1oCy7Ub/E4qy7Qb/J9SI9/xMVom7+QEdc1xZ7IukFqKK2mayiYtlnVaLDu0RGrjymAlwO7yintbqfexi4uLw8PDA0VRUBSFS5culXYRyp34+HhCQ0MJDQ0lPj6+rItTKtb8uIszl68YX781ne7tWwOg0+kY0vNhPpr+PADbD/3Ort9OFjpfP29P9q94l60fhTLi0W7UrBpgzrd5/TqsXfAavR9sA8Bn67disKjFq8y+/mk/p8OuArB27iR6tGsJ5Fzv7h35ZMo4ALb/eoJdv58pUt5/H9yPF//Wh/sbB5uDOoAqvt68+Lc+LHpxJADnIqI4cvbPfMe/sWojKYZ0agT4svGtV8y1el4e7sweO4hn+xsfZhat2UJcUsnUZpaEb77fwZk/wwH46u1/0L2D8b7T6XQM7t2VD2dOAuCnA0fZ/esfhc7Xz8eLPas/ZsunCxjevyc1q1Ux59usQV3WvDubXp3aAfDvdf+zeo9/8vVGrt+Ow8PNjQ0fzKNtSBMAXF1cmPDUAF6faPybrdz8A39GWK8FK29C8GCtUyPedKrNOF01HtH54IJjar/+q8URRzauKMzV1aKx4g6Ai6LQX+fHCMVYG7hdSyBKy3+912i3MKDhjxNzdLWopRi7JXgoOkbqqtJX8QVgvRZLsmZ/IFpWVM0xm7BPqQd2a9aswWAwmP/9xRdflHYRyp34+HjmzZvHvHnzCgzs9Ho9TZs2pWnTpqVXuBKy5ofdADzStiUPtsz/eZ7q1ZngnGbOtT/uKXS+vl6e3N+0gc39iqIwun8PAJLTDFyoID9a9lrz034Aut7fnAdDGufb/1T3jgQHVgPgm5/3O/TcHUIaml9H5fR3NElJS2fzvt8AmDCgJ35e+ZuBpw9/HIDE1DS+O3DMoWUrSWu/3wFAl3b30eG+5vn2D+7TlXpBgQCs27az0Pn6enlyf7NGNvcrisKoAX0ASE5N40L41XxpTOcb3OcRgmsF5tv//NNP4KX3IDtbZf323YUuW1lyKsH+gL9oxubqRxRvApX8TdOPK354oKACu3PSmhg0lYNaMgCPKn54Kfmbxp/KqaVLReVwTtqKyNTHzt5N2KfUA7sVK1YAMGmS8Wl11apVZGdX3CeU0tShQwfOnz/P+fPny7oodkk1pHP41AUA+nRsYzWNoij0yqlZ23n0D4ee390194s5W1ULSFk5pBrSOXTmIgB92t9nNY2iKPRubxxQsuPYaYee/8Cpi+bX9YPy9kk8ePqCue+jrbLVC6xGs7pBAOx0cNlKSqrBwOGT5wDo/dADVtMoimKuWfvlyO8OPb+7xUCVO79fL0VEcjXmJgC9Olkvm5feg073tzCW7bBjy1bRRGoZ5kEY7RTr/U89FB0hGGurj2upefadJY2MnH51to6vobhQB+Pf7DipVtMIUVilGtj9/vvv/PHHH/j5+bFo0SLq16/PtWvX2LZtW2kWQ5SxC+GRqDkBVUj9ujbThTQw7rt+O57YxCSHnX/fcWNTo6uLM43qBNlMdy78Ku1HT6Faz+HU6D2SNsMn8fd3/s2Ji385rCyl4fyVaPMghJD6tW2mCwk27rsem0Bson21BmnpGfwZGcOib7bw+udrAeh8X1Pa3VGbejY8yvy6RSHKds4ifXl2Iexq7j3esJ7NdM1z9l2/HUdsguPu8f3HjN0XXF2caVQ373U9eznc/LrAsjUw7rsQdsVh5aqIIsgdkFIP2yO76ynGQUNXydsUG6EV7vi6Oc2zVyzSVzSapjlkE/Yp1cDOVFs3dOhQ3N3dGTPG2Km3MM2xP/30E8OGDaNevXp4eHgQEBDAfffdx6RJkzh06JDVY2JiYpg+fTotWrTA09MTT09PWrRowYwZM7h+/brVY3bv3m3u/1cQU5rdu3fn2xcZGcnUqVPN53VzcyMoKIh27doxdepUjh49ak7brVs36tevb/53/fr1zXkrikK3bt2KVLaMjAyWL19Ov379qFGjBm5ubtSsWZNOnToxf/58wsLCCvxcpeHardzmuKBqtjsKW+67divOIecOj77Oiv/9BMDgHg8XONL3dnwiFyKi8HBzJT0jk0tXo1n53Q46PzeDeUu/cUh5SsO12/Hm10FV/W2ms9xneUxhxcTGo+81Bn2vMVTpP577nplB6Bffkp6ZyWOd2rAudLKVshn/rv7engVOh2Iqmyl9eRdjcY/XrGZ7NGZQTv844zG3HXLu8KgYvthkfFge1OsRfLzy3uMxNwtZturGsiWmpJKcmuaQslVEsVqW+XWVAsYbmvalopKm5bYExOYM3vBCh5ti+yfXdPxtsmymKe9UFVRVs3Mr609R8ZXaqFiDwcA33xh/DE0B3ZgxY5g/fz5bt27l+vXr1KiRfzRRamoqzzzzDBs2bDC/5+3tjaqqnDp1ilOnTrFv3z7++OOPPMft2bOHgQMHmvuseXoaq8DPnj3L2bNnWb58OVu2bKFz584O/ZwnTpyge/fuxMUZf4CcnJzw8fEhJiaGa9eu8fvvvxMXF8fKlSsBCAgIoGrVqty6ZZyComrVqnmmJwgIKPwIqbCwMJ544glOnzY2VymKgp+fH4mJiRw+fJjDhw8TGxvLhx9+6JgPW0zJqbl9LD1ypsawRm+xzxE/LGnp6Yye/R6phnSq+Pkw/8VRVtM1qlOTN/9vNP07dyA4qDouzs5kZGay7/gZQpd8w/ELl3l39Ub8vb14efgTdperpFleO71bIa93WtGvt5NOR3V/YyfwxJRUDDlTegx6pAOznxlEgJWpY5Jy7oW7zXHn4W7cn5RmKDBdeZGcktucVtA9brkvOcUB97ghnbGvLzDf46F/H5cvTZLl/VBg2dxzy5aahpfFwJh7SRq5kYZbAXUhbhYDNdJQ8chJazq+oGMt96dRcWusHFHjJjV29iu1GruNGzcSHx9Po0aNeOihhwBo0KABnTt3Jisri9WrV1s9bty4cWzYsAGdTsdrr73G1atXSUxMJD4+nps3b7JmzRo6deqU55irV6+ag7qQkBD2799PcnIyycnJ7N27l6ZNmxIXF8eTTz5JVJRjm3amTZtGXFwcbdu25dChQ2RmZhIbG4vBYODixYssXryYFi1amNNv2rQpTw3e0aNHiYmJMW+bNm0q1HkTExPp27cvp0+fxt/fn6VLlxIXF0dsbCwpKSlcvnyZ9957j3r1bDe9VGZZWdmMC/2Q4xcu4+LszBdzJptHzN5paJ9HmDJiII3rBuHibHz2cXVxoWeH+/n5szdp19zYcX3BF/8hIbnijNIsadX8fAjf8AnhGz7h9vfLubj2Q2aMeIJth4/TYeI/WLF1V1kXsVLLyspm/OxF/HH+T1ycnVk2f4Z5xKwQ4t5RaoGdqRnWVFtnUlBz7M6dO1m/3rgCwL/+9S/efvttatfO7S9StWpVRowYwb///e88xy1YsID4+Hj8/f3ZuXMnDz/8sHlfly5d2LFjBz4+PsTGxrJw4ULHfMAcBw8eNJe3Y8eO5mZTV1dXGjduzLRp05g+fbpDzwnw7rvvcunSJdzc3Ni5cycTJkzA19fXvL9Bgwa88sorTJ06tcB80tPTSUxMzLM5mpc+tyYgzWC7P0mqxT57aguys7N5dv6HbN33K85OTnwxdwo9O9xfrLzc3VwJnTgCMI6q3X3sVLHLVVosr11qeiGvt4d9tTOKolC7WgChzw7hi9dfIDMrm8kfr+Tk5bz9tbxz7oW0u0w7k5YzcbG3h3uB6coLL4sm/oLucct9Xp723ePj5yxi655DODs5sfyNGfTs2NZqWsspaVILLFtu7ei9WlsHmGveANKx3U6YblHTZnmM6XVBx1ru93DQFC1lQUbFlg+lEtj99ddf5v5ho0ePzrPv6aefxsPDg/Pnz5uDIhNTsNeyZUtefPHFQp1L0zRzMPjCCy8QGJh/KH/t2rV54YUXAFi3bl2RP09B/Pz8ALh27ZpD870b07UaP348bdpYH2laGAsXLsTX19e81alTx1FFNLOsKYu+Y/oLS5b7ahbQN6wg2dnZPDf/Izb9chAnJx3L50zmb9073f3AAnSwmJ4lPMp6X83ypGYVP/Pr6AL6KlruszzGXgO7tKdO9SqoqsaqH/JOXVOzivHvGpeUUmBwZyqbKX15F2hxj1+7ectmuuibuf3qAqsWr3YtOzubCXMX898d+3By0rF0/qsM7Gm7i0lgtUKW7YaxbD6e+ns6sAtQcnssFdT/zbRPjw4Pi750ARi71iSjkq7ZDu5MxxfUj6+8k8CufCiVwO7LL79E0zS6dOlCcHBwnn0+Pj4MHDgQyK3VMzEFeo8//nihzxUWFkZsrDEg6NWrl810vXv3BuD27dsOHVBgKuvYsWOZNm0ae/bsITW1ZIevR0REEB0dDcCAAQPsyuv1118nISHBvF29mn8OLHs1Da5tXn3gbAEj7s7+ZdxXo4ofAUVYcsnEWFP3Ed/uPGAM6mZPZkjPh+9+YCXTrG4QOp2xFuBsmO15+86GG/fVCPC12h/OHqbBD5ej8wbCIcG1zK/PFKJszS3Sl2dN69fJvccvR9hMdy5nX40q/gT4Fu8eHz/nXTb+tMcY1M2bzuDeXQs8JqRhsPl1gWX7y7ivaQEj1+8F9cjthxiB7YcP0+jXOneMfDWNlr3b8VdyJjauq9ju9yhEYZR4YKeqqnmgwJ3NsCZjx44FYP369SQn506zEBMTA1CkfmE3btwwv65Vy/aPgGWTruUx9lq0aBHdu3cnOTmZ999/n27duuHj48MDDzzA3LlzHd6nD3KvExTtWlnj5uaGj49Pns3R9O5udGxlrPX6+cgfVtNomsbOnNn4exZiMfM7ZWdnM27eh2y0COqe6uWYgTK/nsmdl61ekOPXinU0vbsbnVoYVxb4+TfrTceaprHjN+Ogm145q1I4iqZphOfMm3ZnU+pDLZuaB078bGOFkSvXb3H+ivHBpaeDy1ZS9O7udMyZlHjHIeuTKmuaxs7Dxn09HrTebFqQ7Oxsnpu9iE0/7zUHdUP6FBzUATSqW4s6OZNR2ypbSpqBQ38YpwXqYaNJ915RCxeq5dSi/a5Z71Nr0FTOYhyU0kbJOwo5BA9cc5pXbR1/Q8s0T5PSBseuyV2aVDRUzc6tAg8eKS9KPLDbvn07kZHGp+3x48fnmcrDtPXr1w+A5ORkczMqUGILfpckPz8/fvnlF/bt28eMGTN4+OGHcXZ25tixY8yfP5/GjRuzdu1ah56zIl6nkY92A2Dv76c5ahEomWz65SBhObU7w/vd/cfKkqmmbtMvB3F2cmLFnCmFDuruNiIrPSOT+TlTnXh6uNOtnfVJdcubkX2Mn3/PH+f49dzlfPs37fmVsGvGB5wRvQsfAGcVYnLx1T/u5XpsAgBdWuddgcHTw42BXYyT5C777hcSkvPXbr+3bitg7I834OF2hS5bWRve39hisO/YSX47nX9S8f/u2Ed4lPGhbNhjPYuUt6mm7r879uHs5MSy+YUL6sD4fWE636af9xARnb87wbIN35GcmoaTk46n+3YrUtkqG0VR6KEYH3D3aklc1zLzpfleiycNDR3QTcn7MOyu6HhIMdaA/6DFk2JlybBvNWMrkwc6OiqOrS0vTdIUWz6UeGB3Z/NqUdKb+sdFRNhuLrhT9eq5NSimgNIay32Wxzg75/ZvsFz6zFJCQsJdy9G5c2feeecd9u/fT3x8PP/73/9o1aoVaWlpPPvsszbn0SsOy36ERblWZWlkv+60aFgXTdMY+c93zevBqqrKpl8OMmnR54BxZYruD+QNnt5a8R+8Og/Gq/NgIq7lrW019anbuPOAeaBEUZpf9/9xlscnh7L2x91E3cjt/5SZlcWu307S56V/cvSscX3jmc88hZ+39Znky5tRfTrTsn4dNE1jxLyPzevBqqrKpj2/8tL7xj6afTrcR/e2LfIc++aqTeb56SJyat5MDp66SO+pb/HNzweIvKO/5J+RMcxe9h8mfbgSgAZB1Rndt0u+ss0eOxhPdzdibsczZPYH/BlpDHZS0tJZ8NVmlueMpn1t5JP4V5DrDTCify9aNApG0zRGz3zLvB6sqqr8d8c+Ji/4GDCuTNHtjsE8C5d+jW+Hx/Dt8Fi+wMvUp27Tz3vNAyXu1vx6p0mjBlOjij+phnSenjqX4+eM93RGZibLv/2et5Z8BcAzAx+lUT3bE0eXN8laNgkWm6lHWzpanvfT7ujr9o16iwHZFxmQfdFq4PY3xR9/nEhHY54axZ+a8bchU9PYpsbztWb8ruir+JrXgbU0UqmKOwqxZPOGGk10TrOrQVNZq97mR834mzJUCbC65JgQRVGivTRv3rzJli1bAPj222/p27evzbTnzp2jQ4cOHDx4kAsXLtC0aVMeeughwsLC+O677wo9erV+/foEBAQQGxvLzp076dnT+pPwjh3GdRyrVKmSZ4Jgf//cztlXr16lceP862oeOXKkUGUxcXd354knniAkJITGjRtjMBjYv38/gwcPBjD3xYHizeFTt25datWqRVRUFN99912B17m8cHZ2Yv3br/PYy3OJuHaDAVPmoXd3Q1U1DBnGL73WTeqzYs6UIuV76NR5vt15ADA+ab/64Qpe/dD2w8Wiyc/mCfw0TWP3sVPm0a4ebq7oPdxJTE4lM8vYuVmn0/HKyIFMHTmwSGUrS85OTmx4Ywr9Xl1IRMwt+s94B727a871Nv6QtW5Ujy9fL9wgJUsHTl3gQM4Sce6uLnh5uJNiSM8zGKJVw7qsnzfZ6nx1wTWr8dXsvzPqjU84cOoC9z0zA19PPclpBvOSb6P7dmHq048V56OXGWdnJ9YunsvjL87kyrXrPPn3WcZ7XNMw5Fyb+5o2ZNn8oo2SP3ziLBt/Mg5CURSFGYs/Z8biz22mf3vaxHyBn6+XJ/95P5RBL8/mfNgVuo2djLenB4b0TPN93uPBtiycOrFIZStrk9UIblgZ4LBJi2OTljs4qIfiw1Ql/8A6WzwVJ+boajFHjeQqGUxVr+CBjkxU89naoGeCUs3q8YGKC6/pavK2eo0zpPG8Go4nOtJQzcFnL8WHQUrFGBxki8xjVz6UaI3dV199RWZmJr6+vgwYMAAvLy+bW/v27WnWrBmQW2v33HPPAXDmzJl8U5rYoigKQ4cOBWDJkiV5+p+ZREdHs2TJEgCGDx+eZ1+TJk3wyJnqYePGjfmOVVXVZpCZlZVlXkbIGg+LKSQsgznLfmymCZWLynStli9fzvHjx4uVR2mrV7M6h1e9z8xxTxHSoC6KouDi7ESbpg1Z8NJYdi1ZiH8RO/GrFtX4mVlZ3IiNL3Az3DH9R4uG9Vjw0lie7NaRxnWC8HBzJSEpBQ83V1o1Cub5wY9y8MvFhD4/0iHXoDTVC6zGr0vf4vXRA2kRXBuFnOvdJJiFzw9nzydzi1wj1qZJMCtmPs/YR7vSqmFdfDz1xCenolMUGgRVZ9AjHVj9j//j4GfzqRdo/UcPoN+Drfl16VuMe6wb9QKrYsjIxN/bk57tWvLNnEksmT6hQnY5qBdUg4PffMpr40cQ0rCe+R6/v1kj3pw8np1fvI9/EQcGqdqd93hcgZvBxmjjNs0bc2Tdv3lp+EAa1gkiMysbvYc7nVq34ONZL7Pxo/m4ueZf8P5e1Uhx51NdME8qfgThQjYabhjXiP27UoNQXS1cClhZ4gHFi0909eir+FIdZzLQ8MKJ+9EzU1eTybrACnmPW9LsXnVCmmIdQdFKMDxu0aIFZ8+eZcyYMaxatequ6efMmcMbb7xBjRo1iIyMxNnZmeHDh7Nu3Tp0Oh0zZszgpZdeMg98uHXrFps3b+bQoUN5mnAjIyNp1aoV8fHxtGjRgqVLl5onRT5w4AATJkzg3LlzBAQEcPLkyXyDLEaPHs3XX3+Nt7c3y5cvZ+DAgbi6unLhwgVmzJjB/v37zSNvd+3aZV72Kzw8nJ49ezJu3Dj69+9Pq1atzE27J0+eZPLkyezevRtPT0+uXLmSZ1WJ2rVrExUVxaRJk3j//ffzNAmb7N69m+7duwP5n2qSkpJo164dly5dwt/fn3feeYehQ4eag8bLly+zZs0a9Ho9r7766l3/FiaJiYn4+voSvf2rApffEo6jM8ikx6Ut08f20lrC8fZ2mlLWRbinpGrZDFUvk5CQUCID4ky/E09PO4+LW9FHd1vKTE9i/XvNSqys94ISq7E7fPgwZ8+eBeCpp54q1DGmdNevX+f7778HjLV3gwYNQlVV3n77berUqYOvry9+fn5Uq1aNCRMmcOxY3pFdtWvXZvPmzfj6+nLmzBkefvhhc81g586dOXfuHH5+fmzevNnqyNmFCxcSFBREUlISQ4cOxcvLC19fX5o1a8auXbsKXA3ir7/+Yvbs2bRt2xZ3d3eqVKmCm5sbrVu3Zvfu3bi6urJy5cp8S4WZ5tX75JNP8PLyom7dugQHBzNs2LBCXTtvb29+/PFHQkJCiIuLY+LEifj7+1OlShU8PT1p1KgRc+fOLbDfoRBCCFFcMniifCixwM5Ug+br60ufPn0KdUyrVq1o3rx5nuP1ej0bN25k69at/O1vfyMoKAiDwYCzszP33XcfL7/8MkuXLs2XV9euXTl37hzTpk2jefPmqKqKpmk0b96cV199lXPnztGlS/6O3GAMDI8cOcL48ePNgZ+Xlxdjxozh999/p2tX6x2Va9WqxZYtW5g6dSodO3akZs2aJCcn4+zsTEhICC+99BKnT59myJAh+Y6dNWsWH330EQ888AAuLi5ERkYSERFhtSnZlgYNGnD8+HE+++wzunXrhr+/P0lJSfj5+dGpUyfeeOONu648IYQQQhSHqY+dvZuwT4k2xYqKT5piS580xZY+aYotXdIUW7pKqyl28MunHdIUu/HjltIUa4dSWytWCCGEEEKUrIq7KJ0QQgghyg3TyFZ78xD2kcBOCCGEEHaTeezKB2mKFUIIIYSoJKTGTgghhBB2c8R0JTLdif0ksBNCCCGE3SSwKx+kKVYIIYQQopKQGjshhBBC2E1FRdVsr5de2DyEfSSwE0IIIYTdNNX+plQ740KBNMUKIYQQQlQaUmMnhBBCCLvJ4InyQQI7IYQQQthNJiguHySwE0IIIYTdVFVFVe0cPGHn8UL62AkhhBBCVBpSYyeEEEIIu0kfu/JBAjshhBBC2E3TVDQ75yux93ghTbFCCCGEEJWG1NgJIYQQwm7SFFs+SGAnhBBCCPs5ILBDAju7SVOsEEIIIUQlITV2QgghhLCbqqmodg5+sPd4IYGdEEIIIRxA+tiVD9IUK4QQQghRSUiNnRBCCCHspmkqmp1Lgsk8dvaTwE4IIYQQdpOm2PJBAjshhBBC2E1WnigfpI+dEEIIIUQlIYGdEEIIIeymqqCqmp1bWX8KSE1N5YcffuDNN99k0KBB1KtXD0VRUBSF0NBQh53n+vXrTJs2jaZNm+Lh4UFAQABdunRh+fLlaFrxm6SlKVYIIYQQdtNUBwyeKAeR3a+//spjjz1Wouc4duwYffv25fbt2wB4eXmRlJTE/v372b9/P99++y1btmzB1dW1yHlLjZ0QQgghhAV/f3969uzJ9OnTWbt2LYGBgQ7LOyEhgccff5zbt2/TrFkzjh49SlJSEikpKfzrX//CxcWF7du3M2XKlGLlLzV2QgghhLBbZRkV26VLF2JjY/O8N3PmTIflv3jxYmJiYvDw8GDbtm3Ur18fAFdXV1566SUSExOZNWsWS5cuZcqUKTRp0qRI+UuNnRBCCCHsZhoVa+9W1pycnEo0/9WrVwMwbNgwc1BnadKkSXh5eZGdnc2aNWuKnL8EdkIIIYQQpeDChQtcuXIFgEcffdRqGi8vL7p06QLATz/9VORzSGAnhBBCCLuZmmLt3Sqz06dPm1+3bNnSZjrTvrNnzxb5HNLHTgghhBB2c+So2MTExDzvu7m54ebmZlfe5UF0dLT5da1atWymM+1LTEwkOTkZLy+vQp9DAjtRINNcOtkh3cj28Snj0twbssu6AEKUsEdij5Z1Ee4piYmJUKeOXXOjFca3y+/Dx87ficTEROrUgTp16uR5f+7cuQ6dQ66sJCUlmV/r9Xqb6Sz3JSUlSWAnHMd0E975n0wIIUTFkpSUhK+vr8PzdXV1JTAw0GG/E4GBgZw4cQJ3d3fzewXV1q1cuZJx48YV+3w//PAD/fr1K/bx5Y0EdqJAQUFBXL16FW9vbxRFKeviFJrxqa8OV69etfsJUhSOXPPSJde7dFXk661pGklJSQQFBZVI/u7u7oSFhZGRkeGQ/FxdXfMEdZWJt7e3+XVqaqrNeyk1NdXqMYUhgZ0okE6no3bt2mVdjGLz8fGpcF/CFZ1c89Il17t0VdTrXRI1dZbc3d3LLBgbPnw4jz/+eLGPL+lrY8kyuI6KirJ5L0VFRQHG+60ozbAggZ0QQgghKrCKNLDCciTs6dOnad68udV0ptGzISEhRT6HTHcihBBCCFEKmjRpQt26dQH48ccfraZJSUlh3759APTp06fI55DATlRKbm5uzJ07t8I8xVUGcs1Ll1zv0iXXWziCoiiMGTMGgHXr1hEeHp4vzaeffkpycjJOTk6MHDmy6OfQSnr8sxBCCCFEBRIXF0d2du7kU23btuXq1atMnz6dGTNmmN93d3fP1wcuNDSUefPmARAWFkZwcHCe/QkJCTRr1oyYmBhCQkJYvXo17dq1IyMjgxUrVjBlyhQyMjJ48cUX+eyzz4pcdgnshBBCCCEsBAcHExERcdd0Y8eOZeXKlXneu1tgB3Ds2DH69u3L7du3AePIV4PBQGZmJmBsgt2yZUuxaoilKVYIIYQQohS1a9eOM2fOMHXqVBo3bkxmZiaenp507tyZZcuW8cMPPxS72V9q7IQQQgghKgmpsRNCCCGEqCQksBNCCCGEqCQksBNCCCGEqCQksBNCCCGEqCQksBNCCCGEqCQksBNCCCGEqCQksBNCCCGEqCQksBNCCCGEqCQksBNCCCGEqCQksBNCCCGEqCQksBNCCCGEqCQksBNCCCGEqCQksBNCCCGEqCQksBNCCCGEqCT+H71TLH8wzXaZAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Final Step \n",
    "## Program to find correlation between adjacent turns at lexical, syntactic, semantic and acoustic linguistic levels\n",
    "## Find correlation using pearson correlation\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "file_name=r'D:\\Jay\\Spanish_games_corpus\\dataset\\output\\combined_output.csv'\n",
    "\n",
    "df=pd.read_csv(file_name,delimiter=',')\n",
    "df.rename(columns = {'Same_pair_lexical':'Lexical','Same_pair_syntactic':'Syntactic', \n",
    "                     'Same_pair_semantic':'Semantic', 'Same_pair_audio':'Acoustic'}, inplace = True)\n",
    "group1=df[['Lexical','Syntactic','Semantic','Acoustic']]\n",
    "\n",
    "corr = group1.corr()\n",
    "corr\n",
    "plt.rcParams.update({'font.size': 18})\n",
    "ax.tick_params(axis='both', which='major', labelsize=14)\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "cax = ax.matshow(corr,cmap='coolwarm', vmin=-1, vmax=1)\n",
    "fig.colorbar(cax)\n",
    "ticks = np.arange(0,len(group1.columns),1)\n",
    "ax.set_xticks(ticks)\n",
    "plt.xticks(rotation=90)\n",
    "ax.set_yticks(ticks)\n",
    "ax.set_xticklabels(group1.columns)\n",
    "ax.set_yticklabels(group1.columns)\n",
    "for (i, j), z in np.ndenumerate(corr):\n",
    "    ax.text(j, i, '{:0.2f}'.format(z), ha='center', va='center')\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}