{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "workding dir: /Users/inflaton/code/engd/papers/llm-qa-eval\n" ] } ], "source": [ "import os\n", "import sys\n", "from pathlib import Path\n", "\n", "workding_dir = str(Path.cwd().parent)\n", "os.chdir(workding_dir)\n", "sys.path.append(workding_dir)\n", "print(\"workding dir:\", workding_dir)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading: /Users/inflaton/code/engd/papers/llm-qa-eval/eval_modules/calc_repetitions.py\n", "loading env vars from: /Users/inflaton/code/engd/papers/llm-qa-eval/.env\n", "force_recalculate: False\n" ] } ], "source": [ "from dotenv import find_dotenv, load_dotenv\n", "from eval_modules.calc_repetitions import *\n", "\n", "found_dotenv = find_dotenv(\".env\")\n", "\n", "if len(found_dotenv) == 0:\n", " found_dotenv = find_dotenv(\".env.example\")\n", "print(f\"loading env vars from: {found_dotenv}\")\n", "load_dotenv(found_dotenv, override=False)\n", "\n", "force_recalculate = os.getenv(\"FORCE_RECALCULATE\", \"False\").lower() == \"true\"\n", "print(f\"force_recalculate: {force_recalculate}\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(['./data/results/gemma-1.1-2b-it_wd.csv',\n", " './data/results/gemma-1.1-2b-it_wd_true.csv',\n", " './data/results/Phi-3-mini-128k-instruct_wd_rag_batch_4.csv',\n", " './data/results/Phi-3-mini-128k-instruct_wd_true.csv',\n", " './data/results/gemma-1.1-7b-it_wd.csv',\n", " './data/results/gemma-1.1-7b-it_wd_true.csv',\n", " './data/results/Tune_2024-03-20_15-35-37.csv',\n", " './data/results/Llama-2-7b-chat-hf_wd_true.csv',\n", " './data/results/Tune_2024-03-29_11-28-20.csv',\n", " './data/results/Mistral-7B-Instruct-v0.2_wd_true.csv',\n", " './data/results/Meta-Llama-3-8B-Instruct_wd.csv',\n", " './data/results/Meta-Llama-3-8B-Instruct_wd_true.csv',\n", " './data/results/Tune_2024-03-25_23-32-57.csv',\n", " './data/results/Llama-2-13b-chat-hf_wd_true.csv',\n", " './data/results/Llama-2-70b-chat-hf_wd.csv',\n", " './data/results/Llama-2-70b-chat-hf_wd_true.csv',\n", " './data/results/Meta-Llama-3-70B-Instruct_wd.csv',\n", " './data/results/Meta-Llama-3-70B-Instruct_wd_true.csv'],\n", " ['./data/results/gemma-1.1-2b-it_wd_non_rag.csv',\n", " './data/results/Phi-3-mini-128k-instruct_wd_non_rag_batch_16.csv',\n", " './data/results/gemma-1.1-7b-it_wd_non_rag.csv',\n", " './data/results/Tune_2024-04-09_09-19-22.csv',\n", " './data/results/Tune_2024-04-16_12-24-27.csv.csv',\n", " './data/results/Meta-Llama-3-8B-Instruct_wd_non_rag.csv',\n", " './data/results/Meta-Llama-3-8B-Instruct_wd_1_non_rag.csv',\n", " './data/results/Tune_2024-04-10_16-53-38.csv',\n", " './data/results/Llama-2-70b-chat-hf_wd_non_rag.csv',\n", " './data/results/Meta-Llama-3-70B-Instruct_wd_non_rag.csv'])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rag_csv_result_files, non_rag_csv_result_files" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "added model: gemma-1.1-2b-it - ./data/results/gemma-1.1-2b-it_wd.csv\n", "added model: gemma-1.1-2b-it - ./data/results/gemma-1.1-2b-it_wd_true.csv\n", "added model: gemma-1.1-2b-it - ./data/results/gemma-1.1-2b-it_wd_non_rag.csv\n", "added model: Phi-3-mini-128k-instruct - ./data/results/Phi-3-mini-128k-instruct_wd_rag_batch_4.csv\n", "added model: Phi-3-mini-128k-instruct - ./data/results/Phi-3-mini-128k-instruct_wd_true.csv\n", "added model: Phi-3-mini-128k-instruct - ./data/results/Phi-3-mini-128k-instruct_wd_non_rag_batch_16.csv\n", "added model: gemma-1.1-7b-it - ./data/results/gemma-1.1-7b-it_wd.csv\n", "added model: gemma-1.1-7b-it - ./data/results/gemma-1.1-7b-it_wd_true.csv\n", "added model: gemma-1.1-7b-it - ./data/results/gemma-1.1-7b-it_wd_non_rag.csv\n", "added model: Llama-2-7b-chat-hf - ./data/results/Tune_2024-03-20_15-35-37.csv\n", "added model: Llama-2-7b-chat-hf - ./data/results/Llama-2-7b-chat-hf_wd_true.csv\n", "added model: Llama-2-7b-chat-hf - ./data/results/Tune_2024-04-09_09-19-22.csv\n", "added model: Mistral-7B-Instruct-v0.2 - ./data/results/Tune_2024-03-29_11-28-20.csv\n", "added model: Mistral-7B-Instruct-v0.2 - ./data/results/Mistral-7B-Instruct-v0.2_wd_true.csv\n", "added model: Mistral-7B-Instruct-v0.2 - ./data/results/Tune_2024-04-16_12-24-27.csv.csv\n", "added model: Meta-Llama-3-8B-Instruct - ./data/results/Meta-Llama-3-8B-Instruct_wd.csv\n", "added model: Meta-Llama-3-8B-Instruct - ./data/results/Meta-Llama-3-8B-Instruct_wd_true.csv\n", "added model: Meta-Llama-3-8B-Instruct(generic prompt) - ./data/results/Meta-Llama-3-8B-Instruct_wd_non_rag.csv\n", "added model: Meta-Llama-3-8B-Instruct - ./data/results/Meta-Llama-3-8B-Instruct_wd_1_non_rag.csv\n", "added model: Llama-2-13b-chat-hf - ./data/results/Tune_2024-03-25_23-32-57.csv\n", "added model: Llama-2-13b-chat-hf - ./data/results/Llama-2-13b-chat-hf_wd_true.csv\n", "added model: Llama-2-13b-chat-hf - ./data/results/Tune_2024-04-10_16-53-38.csv\n", "added model: Llama-2-70b-chat-hf - ./data/results/Llama-2-70b-chat-hf_wd.csv\n", "added model: Llama-2-70b-chat-hf - ./data/results/Llama-2-70b-chat-hf_wd_true.csv\n", "added model: Llama-2-70b-chat-hf - ./data/results/Llama-2-70b-chat-hf_wd_non_rag.csv\n", "added model: Meta-Llama-3-70B-Instruct - ./data/results/Meta-Llama-3-70B-Instruct_wd.csv\n", "added model: Meta-Llama-3-70B-Instruct - ./data/results/Meta-Llama-3-70B-Instruct_wd_true.csv\n", "added model: Meta-Llama-3-70B-Instruct - ./data/results/Meta-Llama-3-70B-Instruct_wd_non_rag.csv\n" ] }, { "data": { "text/plain": [ "['./data/results/gemma-1.1-2b-it_wd.csv',\n", " './data/results/gemma-1.1-2b-it_wd_true.csv',\n", " './data/results/gemma-1.1-2b-it_wd_non_rag.csv',\n", " './data/results/Phi-3-mini-128k-instruct_wd_rag_batch_4.csv',\n", " './data/results/Phi-3-mini-128k-instruct_wd_true.csv',\n", " './data/results/Phi-3-mini-128k-instruct_wd_non_rag_batch_16.csv',\n", " './data/results/gemma-1.1-7b-it_wd.csv',\n", " './data/results/gemma-1.1-7b-it_wd_true.csv',\n", " './data/results/gemma-1.1-7b-it_wd_non_rag.csv',\n", " './data/results/Tune_2024-03-20_15-35-37.csv',\n", " './data/results/Llama-2-7b-chat-hf_wd_true.csv',\n", " './data/results/Tune_2024-04-09_09-19-22.csv',\n", " './data/results/Tune_2024-03-29_11-28-20.csv',\n", " './data/results/Mistral-7B-Instruct-v0.2_wd_true.csv',\n", " './data/results/Tune_2024-04-16_12-24-27.csv.csv',\n", " './data/results/Meta-Llama-3-8B-Instruct_wd.csv',\n", " './data/results/Meta-Llama-3-8B-Instruct_wd_true.csv',\n", " './data/results/Meta-Llama-3-8B-Instruct_wd_non_rag.csv',\n", " './data/results/Meta-Llama-3-8B-Instruct_wd_1_non_rag.csv',\n", " './data/results/Tune_2024-03-25_23-32-57.csv',\n", " './data/results/Llama-2-13b-chat-hf_wd_true.csv',\n", " './data/results/Tune_2024-04-10_16-53-38.csv',\n", " './data/results/Llama-2-70b-chat-hf_wd.csv',\n", " './data/results/Llama-2-70b-chat-hf_wd_true.csv',\n", " './data/results/Llama-2-70b-chat-hf_wd_non_rag.csv',\n", " './data/results/Meta-Llama-3-70B-Instruct_wd.csv',\n", " './data/results/Meta-Llama-3-70B-Instruct_wd_true.csv',\n", " './data/results/Meta-Llama-3-70B-Instruct_wd_non_rag.csv']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "csv_result_files = []\n", "model_result_counts = {}\n", "\n", "\n", "def find_model_name(file_path):\n", " df = pd.read_csv(file_path, comment=\"#\", on_bad_lines=\"warn\")\n", " return df[\"model\"][0]\n", "\n", "\n", "def add_file(file):\n", " csv_result_files.append(file)\n", " model_name = find_model_name(file)\n", " if model_name not in model_result_counts:\n", " model_result_counts[model_name] = 1\n", " else:\n", " model_result_counts[model_name] += 1\n", " print(f\"added model: {model_name} - {file}\")\n", "\n", "\n", "last_model_name = None\n", "non_rag_index = 0\n", "\n", "for csv_result_file in rag_csv_result_files:\n", " try:\n", " model_name = find_model_name(csv_result_file)\n", " # print(f\"processing model: {model_name} - {csv_result_file}\")\n", "\n", " if last_model_name != model_name and last_model_name is not None:\n", " while non_rag_index < len(non_rag_csv_result_files):\n", " # print(f\"processing non-rag file - {file}\")\n", " file = non_rag_csv_result_files[non_rag_index]\n", " non_model_name = find_model_name(file)\n", " if non_model_name.startswith(last_model_name):\n", " add_file(file)\n", " non_rag_index += 1\n", " else:\n", " break\n", "\n", " add_file(csv_result_file)\n", " last_model_name = model_name\n", " except FileNotFoundError as e:\n", " print(\"\\terror processing file: \", csv_result_file, e)\n", " continue\n", "\n", "for file in non_rag_csv_result_files[non_rag_index:]:\n", " add_file(file)\n", "\n", "csv_result_files" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "ref_df = pd.read_csv(\n", " \"./data/results/gpt-3.5-turbo_non_rag.csv\", comment=\"#\", on_bad_lines=\"warn\"\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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token_countword_countrepetition_scorenewline_scoretotal_repetitionsprecisionrecallf1
count1008.0000001008.0000001008.01008.01008.01008.0000001008.0000001008.000000
mean25.05059522.4761900.00.00.00.7176460.7106380.669177
std18.77162217.3486770.00.00.00.3803250.3880460.358603
min2.0000001.0000000.00.00.00.0000000.0000000.000000
25%12.00000011.0000000.00.00.00.5000000.4000000.490385
50%18.00000015.0000000.00.00.01.0000001.0000000.666667
75%32.00000030.0000000.00.00.01.0000001.0000001.000000
max130.000000117.0000000.00.00.01.0000001.0000001.000000
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" ], "text/plain": [ " token_count word_count repetition_score newline_score \\\n", "count 1008.000000 1008.000000 1008.0 1008.0 \n", "mean 25.050595 22.476190 0.0 0.0 \n", "std 18.771622 17.348677 0.0 0.0 \n", "min 2.000000 1.000000 0.0 0.0 \n", "25% 12.000000 11.000000 0.0 0.0 \n", "50% 18.000000 15.000000 0.0 0.0 \n", "75% 32.000000 30.000000 0.0 0.0 \n", "max 130.000000 117.000000 0.0 0.0 \n", "\n", " total_repetitions precision recall f1 \n", "count 1008.0 1008.000000 1008.000000 1008.000000 \n", "mean 0.0 0.717646 0.710638 0.669177 \n", "std 0.0 0.380325 0.388046 0.358603 \n", "min 0.0 0.000000 0.000000 0.000000 \n", "25% 0.0 0.500000 0.400000 0.490385 \n", "50% 0.0 1.000000 1.000000 0.666667 \n", "75% 0.0 1.000000 1.000000 1.000000 \n", "max 0.0 1.000000 1.000000 1.000000 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ref_df.describe()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idquestionanswertoken_countword_countground_truthrepetition_scoreeval_gemini_1.0_pronewline_scoretotal_repetitionsprecisionrecallf1
0WebQTest-0what does jamaican people speakJamaican people primarily speak Jamaican Patoi...4539['jamaican creole english language', 'jamaican...0{\"predicted_answer\": [\"Jamaican Patois\", \"Engl...001.01.01.0
1WebQTest-6where is jamarcus russell fromJaMarcus Russell is from Mobile, Alabama.98['mobile']0{\"predicted_answer\": [\"Mobile, Alabama\"], \"map...001.01.01.0
2WebQTest-7where was george washington carver fromGeorge Washington Carver was born in Diamond, ...1512['diamond']0{\"predicted_answer\": [\"Diamond, Missouri\"], \"m...001.01.01.0
3WebQTest-8what else did ben franklin inventBen Franklin also invented the lightning rod, ...2319['bifocals', 'franklin stove', 'glass harmonic...0{\"predicted_answer\": ['lightning rod', 'frankl...001.01.01.0
4WebQTest-9who was richard nixon married toRichard Nixon was married to Pat Nixon.88['pat nixon']0{\"predicted_answer\": [\"Pat Nixon\"], \"mappings\"...001.01.01.0
\n", "
" ], "text/plain": [ " id question \\\n", "0 WebQTest-0 what does jamaican people speak \n", "1 WebQTest-6 where is jamarcus russell from \n", "2 WebQTest-7 where was george washington carver from \n", "3 WebQTest-8 what else did ben franklin invent \n", "4 WebQTest-9 who was richard nixon married to \n", "\n", " answer token_count word_count \\\n", "0 Jamaican people primarily speak Jamaican Patoi... 45 39 \n", "1 JaMarcus Russell is from Mobile, Alabama. 9 8 \n", "2 George Washington Carver was born in Diamond, ... 15 12 \n", "3 Ben Franklin also invented the lightning rod, ... 23 19 \n", "4 Richard Nixon was married to Pat Nixon. 8 8 \n", "\n", " ground_truth repetition_score \\\n", "0 ['jamaican creole english language', 'jamaican... 0 \n", "1 ['mobile'] 0 \n", "2 ['diamond'] 0 \n", "3 ['bifocals', 'franklin stove', 'glass harmonic... 0 \n", "4 ['pat nixon'] 0 \n", "\n", " eval_gemini_1.0_pro newline_score \\\n", "0 {\"predicted_answer\": [\"Jamaican Patois\", \"Engl... 0 \n", "1 {\"predicted_answer\": [\"Mobile, Alabama\"], \"map... 0 \n", "2 {\"predicted_answer\": [\"Diamond, Missouri\"], \"m... 0 \n", "3 {\"predicted_answer\": ['lightning rod', 'frankl... 0 \n", "4 {\"predicted_answer\": [\"Pat Nixon\"], \"mappings\"... 0 \n", "\n", " total_repetitions precision recall f1 \n", "0 0 1.0 1.0 1.0 \n", "1 0 1.0 1.0 1.0 \n", "2 0 1.0 1.0 1.0 \n", "3 0 1.0 1.0 1.0 \n", "4 0 1.0 1.0 1.0 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ref_df.head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "test_file = \"data/results/Meta-Llama-3-8B-Instruct_wd_non_rag.csv\"" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading json file: data/eval/Meta-Llama-3-8B-Instruct_wd_non_rag_RP_1.080-t2_evaluated.json\n" ] } ], "source": [ "df = load_performance_df(test_file, 1.08)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idquestionground_truthpred_answereval_gemini_1.0_proscore
0WebQTest-0what does jamaican people speak['jamaican english', 'jamaican creole english ...User! In Jamaica, the official language is Eng...{\"predicted_answer\": ['english', 'jamaican pat...[0.5, 1.0, 0.6666666666666661]
1WebQTest-6where is jamarcus russell from['mobile']Jamarcus Russell is an American former footbal...{\"predicted_answer\": [\"Mobile\", \"Alabama\", \"US...[0.33333333333333304, 1.0, 0.5]
2WebQTest-7where was george washington carver from['diamond']George Washington Carver was an American botan...{\"predicted_answer\": [\"Diamond\"], \"mappings\": ...[1.0, 1.0, 1.0]
3WebQTest-8what else did ben franklin invent['lightning rod', 'bifocals', 'glass harmonica...Benjamin Franklin was a true Renaissance man! ...{\"predicted_answer\": [\"Bifocal Glasses\", \"Fran...[0.4, 1.0, 0.5714285714285711]
4WebQTest-9who was richard nixon married to['pat nixon']Richard Nixon, the 37th President of the Unite...{\"predicted_answer\": [\"Pat Nixon (née Ryan)\"],...[1.0, 1.0, 1.0]
\n", "
" ], "text/plain": [ " id question \\\n", "0 WebQTest-0 what does jamaican people speak \n", "1 WebQTest-6 where is jamarcus russell from \n", "2 WebQTest-7 where was george washington carver from \n", "3 WebQTest-8 what else did ben franklin invent \n", "4 WebQTest-9 who was richard nixon married to \n", "\n", " ground_truth \\\n", "0 ['jamaican english', 'jamaican creole english ... \n", "1 ['mobile'] \n", "2 ['diamond'] \n", "3 ['lightning rod', 'bifocals', 'glass harmonica... \n", "4 ['pat nixon'] \n", "\n", " pred_answer \\\n", "0 User! In Jamaica, the official language is Eng... \n", "1 Jamarcus Russell is an American former footbal... \n", "2 George Washington Carver was an American botan... \n", "3 Benjamin Franklin was a true Renaissance man! ... \n", "4 Richard Nixon, the 37th President of the Unite... \n", "\n", " eval_gemini_1.0_pro \\\n", "0 {\"predicted_answer\": ['english', 'jamaican pat... \n", "1 {\"predicted_answer\": [\"Mobile\", \"Alabama\", \"US... \n", "2 {\"predicted_answer\": [\"Diamond\"], \"mappings\": ... \n", "3 {\"predicted_answer\": [\"Bifocal Glasses\", \"Fran... \n", "4 {\"predicted_answer\": [\"Pat Nixon (née Ryan)\"],... \n", "\n", " score \n", "0 [0.5, 1.0, 0.6666666666666661] \n", "1 [0.33333333333333304, 1.0, 0.5] \n", "2 [1.0, 1.0, 1.0] \n", "3 [0.4, 1.0, 0.5714285714285711] \n", "4 [1.0, 1.0, 1.0] " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading result file: data/results/Meta-Llama-3-8B-Instruct_wd_non_rag_RP_1.080.csv\n", "df len: 1008\n" ] }, { "data": { "text/html": [ "
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idquestionanswerground_truthnewline_scorerepetition_scoretotal_repetitionseval_gemini_1.0_proadjusted_precisionadjusted_recallword_countprecisionrecallf1
0WebQTest-0what does jamaican people speakUser! In Jamaica, the official language is Eng...['jamaican english', 'jamaican creole english ...000{\"predicted_answer\": ['english', 'jamaican pat...0.5000001.02420.5000001.00.666667
1WebQTest-6where is jamarcus russell fromJamarcus Russell is an American former footbal...['mobile']000{\"predicted_answer\": [\"Mobile\", \"Alabama\", \"US...0.3333331.0350.3333331.00.500000
2WebQTest-7where was george washington carver fromGeorge Washington Carver was an American botan...['diamond']000{\"predicted_answer\": [\"Diamond\"], \"mappings\": ...1.0000001.01321.0000001.01.000000
3WebQTest-8what else did ben franklin inventBenjamin Franklin was a true Renaissance man! ...['lightning rod', 'bifocals', 'glass harmonica...000{\"predicted_answer\": [\"Bifocal Glasses\", \"Fran...0.4000001.03480.4000001.00.571429
4WebQTest-9who was richard nixon married toRichard Nixon, the 37th President of the Unite...['pat nixon']000{\"predicted_answer\": [\"Pat Nixon (née Ryan)\"],...1.0000001.0571.0000001.01.000000
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" ], "text/plain": [ " id question \\\n", "0 WebQTest-0 what does jamaican people speak \n", "1 WebQTest-6 where is jamarcus russell from \n", "2 WebQTest-7 where was george washington carver from \n", "3 WebQTest-8 what else did ben franklin invent \n", "4 WebQTest-9 who was richard nixon married to \n", "\n", " answer \\\n", "0 User! In Jamaica, the official language is Eng... \n", "1 Jamarcus Russell is an American former footbal... \n", "2 George Washington Carver was an American botan... \n", "3 Benjamin Franklin was a true Renaissance man! ... \n", "4 Richard Nixon, the 37th President of the Unite... \n", "\n", " ground_truth newline_score \\\n", "0 ['jamaican english', 'jamaican creole english ... 0 \n", "1 ['mobile'] 0 \n", "2 ['diamond'] 0 \n", "3 ['lightning rod', 'bifocals', 'glass harmonica... 0 \n", "4 ['pat nixon'] 0 \n", "\n", " repetition_score total_repetitions \\\n", "0 0 0 \n", "1 0 0 \n", "2 0 0 \n", "3 0 0 \n", "4 0 0 \n", "\n", " eval_gemini_1.0_pro adjusted_precision \\\n", "0 {\"predicted_answer\": ['english', 'jamaican pat... 0.500000 \n", "1 {\"predicted_answer\": [\"Mobile\", \"Alabama\", \"US... 0.333333 \n", "2 {\"predicted_answer\": [\"Diamond\"], \"mappings\": ... 1.000000 \n", "3 {\"predicted_answer\": [\"Bifocal Glasses\", \"Fran... 0.400000 \n", "4 {\"predicted_answer\": [\"Pat Nixon (née Ryan)\"],... 1.000000 \n", "\n", " adjusted_recall word_count precision recall f1 \n", "0 1.0 242 0.500000 1.0 0.666667 \n", "1 1.0 35 0.333333 1.0 0.500000 \n", "2 1.0 132 1.000000 1.0 1.000000 \n", "3 1.0 348 0.400000 1.0 0.571429 \n", "4 1.0 57 1.000000 1.0 1.000000 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = calculate_performance_score(test_file, 1.08)\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading result file: data/results/Meta-Llama-3-8B-Instruct_wd_non_rag_RP_1.080.csv\n", "df len: 1008\n" ] }, { "data": { "text/html": [ "
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newline_scorerepetition_scoretotal_repetitionsadjusted_precisionadjusted_recallword_countprecisionrecallf1
count1008.01008.0000001008.0000001008.0000001008.0000001008.0000001008.0000001008.0000001008.000000
mean0.00.0228170.0228170.6188540.731000119.5992060.6189110.7313060.621164
std0.00.5163420.5163420.3936480.385103109.4461100.3935750.3851340.360668
min0.00.0000000.0000000.0000000.0000002.0000000.0000000.0000000.000000
25%0.00.0000000.0000000.2500000.50000032.0000000.2500000.5000000.340476
50%0.00.0000000.0000000.6666671.00000070.0000000.6666671.0000000.666667
75%0.00.0000000.0000001.0000001.000000190.2500001.0000001.0000001.000000
max0.013.00000013.0000001.0000001.000000574.0000001.0000001.0000001.000000
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" ], "text/plain": [ " newline_score repetition_score total_repetitions adjusted_precision \\\n", "count 1008.0 1008.000000 1008.000000 1008.000000 \n", "mean 0.0 0.022817 0.022817 0.618854 \n", "std 0.0 0.516342 0.516342 0.393648 \n", "min 0.0 0.000000 0.000000 0.000000 \n", "25% 0.0 0.000000 0.000000 0.250000 \n", "50% 0.0 0.000000 0.000000 0.666667 \n", "75% 0.0 0.000000 0.000000 1.000000 \n", "max 0.0 13.000000 13.000000 1.000000 \n", "\n", " adjusted_recall word_count precision recall f1 \n", "count 1008.000000 1008.000000 1008.000000 1008.000000 1008.000000 \n", "mean 0.731000 119.599206 0.618911 0.731306 0.621164 \n", "std 0.385103 109.446110 0.393575 0.385134 0.360668 \n", "min 0.000000 2.000000 0.000000 0.000000 0.000000 \n", "25% 0.500000 32.000000 0.250000 0.500000 0.340476 \n", "50% 1.000000 70.000000 0.666667 1.000000 0.666667 \n", "75% 1.000000 190.250000 1.000000 1.000000 1.000000 \n", "max 1.000000 574.000000 1.000000 1.000000 1.000000 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = calculate_performance_score_v1(test_file, 1.08)\n", "df.describe()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading result file: ./data/results/Meta-Llama-3-70B-Instruct_wd_RP_1.000.csv\n", "df len: 1008\n" ] } ], "source": [ "test_file_2 = \"./data/results/Meta-Llama-3-70B-Instruct_wd.csv\"\n", "df = calculate_performance_score(test_file_2, 1.0)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idquestionanswertoken_countnewline_scorerepetition_scoretotal_repetitionseval_gemini_1.0_proadjusted_precisionadjusted_recallground_truthword_countprecisionrecallf1
298WebQTest-636what timezone is the state of michigan andNaN0000{\"predicted_answer\": [], \"mappings\": {}}0.00.0['utc−05:00', 'central time zone', 'eastern ti...00.00.00.0
310WebQTest-659what form of government is the ukNaN0000{\"predicted_answer\": [], \"mappings\": {}}0.00.0['parliamentary system', 'unitary state', 'con...00.00.00.0
921WebQTest-1851what countries are located near egyptNaN0000{\"predicted_answer\": [], \"mappings\": {}}0.00.0['israel', 'libya', 'sudan']00.00.00.0
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" ], "text/plain": [ " id question answer \\\n", "298 WebQTest-636 what timezone is the state of michigan and NaN \n", "310 WebQTest-659 what form of government is the uk NaN \n", "921 WebQTest-1851 what countries are located near egypt NaN \n", "\n", " token_count newline_score repetition_score total_repetitions \\\n", "298 0 0 0 0 \n", "310 0 0 0 0 \n", "921 0 0 0 0 \n", "\n", " eval_gemini_1.0_pro adjusted_precision \\\n", "298 {\"predicted_answer\": [], \"mappings\": {}} 0.0 \n", "310 {\"predicted_answer\": [], \"mappings\": {}} 0.0 \n", "921 {\"predicted_answer\": [], \"mappings\": {}} 0.0 \n", "\n", " adjusted_recall ground_truth \\\n", "298 0.0 ['utc−05:00', 'central time zone', 'eastern ti... \n", "310 0.0 ['parliamentary system', 'unitary state', 'con... \n", "921 0.0 ['israel', 'libya', 'sudan'] \n", "\n", " word_count precision recall f1 \n", "298 0 0.0 0.0 0.0 \n", "310 0 0.0 0.0 0.0 \n", "921 0 0.0 0.0 0.0 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = df.query(\"token_count == 0\")\n", "result" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading result file: ./data/results/Meta-Llama-3-8B-Instruct_wd_RP_1.240.csv\n", "loading json file: ./data/eval/Meta-Llama-3-8B-Instruct_wd_RP_1.240-t2_evaluated.json\n", "perf_df len: 1007\n", "error: len(perf_df) != 1008\n", "missing_ids: ['WebQTest-1710']\n", "performance scores saved to result file: ./data/results/Meta-Llama-3-8B-Instruct_wd_RP_1.240.csv\n", "df len: 1007\n" ] } ], "source": [ "test_file_3 = \"./data/results/Meta-Llama-3-8B-Instruct_wd.csv\"\n", "df = calculate_performance_score(test_file_3, 1.24, force_recalculate=True)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading json file: ./data/eval/Meta-Llama-3-8B-Instruct_wd_RP_1.240-t2_evaluated.json\n" ] }, { "data": { "text/plain": [ "1007" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "perf_df = load_performance_df(test_file_3, 1.24)\n", "len(perf_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Performance Scores" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.000.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.020.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.040.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.060.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.080.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.100.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.120.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.140.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.160.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.180.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.200.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.220.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.240.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.260.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.280.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_RP_1.300.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_true_RP_1.000.csv\n", "df len: 1008\n", "loading 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./data/results/gemma-1.1-2b-it_wd_true_RP_1.220.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_true_RP_1.240.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_true_RP_1.260.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_true_RP_1.280.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_true_RP_1.300.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.000.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.020.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.040.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.060.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.080.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.100.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.120.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.140.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.160.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.180.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.200.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.220.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.240.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.260.csv\n", "df len: 1008\n", "loading result file: ./data/results/gemma-1.1-2b-it_wd_non_rag_RP_1.280.csv\n", "df len: 1008\n", "loading result file: 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./data/results/Meta-Llama-3-70B-Instruct_wd_non_rag_RP_1.180.csv\n", "df len: 1008\n", "loading result file: ./data/results/Meta-Llama-3-70B-Instruct_wd_non_rag_RP_1.200.csv\n", "df len: 1008\n", "loading result file: ./data/results/Meta-Llama-3-70B-Instruct_wd_non_rag_RP_1.220.csv\n", "df len: 1008\n", "loading result file: ./data/results/Meta-Llama-3-70B-Instruct_wd_non_rag_RP_1.240.csv\n", "df len: 1008\n", "loading result file: ./data/results/Meta-Llama-3-70B-Instruct_wd_non_rag_RP_1.260.csv\n", "df len: 1008\n", "loading result file: ./data/results/Meta-Llama-3-70B-Instruct_wd_non_rag_RP_1.280.csv\n", "df len: 1008\n", "loading result file: ./data/results/Meta-Llama-3-70B-Instruct_wd_non_rag_RP_1.300.csv\n", "df len: 1008\n", "CPU times: user 2.63 s, sys: 355 ms, total: 2.98 s\n", "Wall time: 4.78 s\n" ] } ], "source": [ "%%time\n", "\n", "model_name_exts = {\n", " \"true\": \"(RAG - chat template)\",\n", " \"wd\": \"(RAG - generic prompt)\",\n", " \"rag\": \"(Non-RAG)\",\n", "}\n", "\n", "result = {}\n", "for i, csv_result_file in enumerate(csv_result_files):\n", " try:\n", " df = pd.read_csv(csv_result_file)\n", " parts = re.split(r\"[_\\.]\", csv_result_file)\n", " if parts[-2] in model_name_exts.keys():\n", " key = parts[-2]\n", " elif csv_result_file in non_rag_csv_result_files:\n", " key = \"rag\"\n", " else:\n", " key = \"wd\"\n", " model_name = f'{df[\"model\"][0]}{model_name_exts[key]}'\n", " dfs = [\n", " calculate_performance_score(\n", " csv_result_file, repetition_penalty, force_recalculate=force_recalculate\n", " )\n", " for repetition_penalty in df[\"repetition_penalty\"]\n", " ]\n", " result[model_name] = {\"df_overall\": df, \"df_list_repetition_penalty\": dfs}\n", " except Exception as e:\n", " print(f\"Error: {e}\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "metadata": {} }, "outputs": [ { "data": { "text/plain": [ "['gemma-1.1-2b-it(RAG - generic prompt)',\n", " 'gemma-1.1-2b-it(RAG - chat template)',\n", " 'gemma-1.1-2b-it(Non-RAG)',\n", " 'Phi-3-mini-128k-instruct(RAG - generic prompt)',\n", " 'Phi-3-mini-128k-instruct(RAG - chat template)',\n", " 'Phi-3-mini-128k-instruct(Non-RAG)',\n", " 'gemma-1.1-7b-it(RAG - generic prompt)',\n", " 'gemma-1.1-7b-it(RAG - chat template)',\n", " 'gemma-1.1-7b-it(Non-RAG)',\n", " 'Llama-2-7b-chat-hf(RAG - generic prompt)',\n", " 'Llama-2-7b-chat-hf(RAG - chat template)',\n", " 'Llama-2-7b-chat-hf(Non-RAG)',\n", " 'Mistral-7B-Instruct-v0.2(RAG - generic prompt)',\n", " 'Mistral-7B-Instruct-v0.2(RAG - chat template)',\n", " 'Mistral-7B-Instruct-v0.2(Non-RAG)',\n", " 'Meta-Llama-3-8B-Instruct(RAG - generic prompt)',\n", " 'Meta-Llama-3-8B-Instruct(RAG - chat template)',\n", " 'Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG)',\n", " 'Meta-Llama-3-8B-Instruct(Non-RAG)',\n", " 'Llama-2-13b-chat-hf(RAG - generic prompt)',\n", " 'Llama-2-13b-chat-hf(RAG - chat template)',\n", " 'Llama-2-13b-chat-hf(Non-RAG)',\n", " 'Llama-2-70b-chat-hf(RAG - generic prompt)',\n", " 'Llama-2-70b-chat-hf(RAG - chat template)',\n", " 'Llama-2-70b-chat-hf(Non-RAG)',\n", " 'Meta-Llama-3-70B-Instruct(RAG - generic prompt)',\n", " 'Meta-Llama-3-70B-Instruct(RAG - chat template)',\n", " 'Meta-Llama-3-70B-Instruct(Non-RAG)']" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(result.keys())" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "metadata": {} }, "outputs": [], "source": [ "# draw the plot for mean, std, max, min of newline_score for all items in dfs\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "def plot_statistics(result, models=None):\n", " # Plot the statistics\n", " plt.figure(figsize=(10, 6))\n", "\n", " for model in result.keys():\n", " model_name = model.split(\"(\")[0]\n", " if models is not None and model_name not in models:\n", " continue\n", " print(f\"model: {model}\")\n", " df = result[model][\"df_overall\"]\n", " repetition_panelties = [\n", " repetition_penalty for repetition_penalty in df[\"repetition_penalty\"]\n", " ]\n", "\n", " # Calculate the statistics\n", " precision = [\n", " df[\"precision\"].mean() for df in result[model][\"df_list_repetition_penalty\"]\n", " ]\n", " recall = [\n", " df[\"recall\"].mean() for df in result[model][\"df_list_repetition_penalty\"]\n", " ]\n", " # f1 = [df[\"f1\"].mean() for df in result[model][\"df_list_repetition_penalty\"]]\n", " f1 = [2 * (p * r) / (p + r) for p, r in zip(precision, recall)]\n", "\n", " # sns.lineplot(x=repetition_panelties, y=precision, label=model)\n", " # sns.lineplot(x=repetition_panelties, y=recall, label=model)\n", " sns.lineplot(x=repetition_panelties, y=f1, label=model)\n", "\n", " plt.xlabel(\"Repetition Penalties\")\n", " plt.ylabel(\"F1 Score\")\n", " plt.title(\"RP vs. F1\")\n", "\n", " # Place the legend outside the plot area on the right side\n", " plt.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n", "\n", " # Set y-axis to logarithmic scale\n", " # plt.yscale(\"log\")\n", "\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(RAG - generic prompt)\n", "model: gemma-1.1-2b-it(RAG - chat template)\n", "model: gemma-1.1-2b-it(Non-RAG)\n", "model: Phi-3-mini-128k-instruct(RAG - generic prompt)\n", "model: Phi-3-mini-128k-instruct(RAG - chat template)\n", "model: Phi-3-mini-128k-instruct(Non-RAG)\n", "model: gemma-1.1-7b-it(RAG - generic prompt)\n", "model: gemma-1.1-7b-it(RAG - chat template)\n", "model: gemma-1.1-7b-it(Non-RAG)\n", "model: Llama-2-7b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-7b-chat-hf(RAG - chat template)\n", "model: Llama-2-7b-chat-hf(Non-RAG)\n", "model: Mistral-7B-Instruct-v0.2(RAG - generic prompt)\n", "model: Mistral-7B-Instruct-v0.2(RAG - chat template)\n", "model: Mistral-7B-Instruct-v0.2(Non-RAG)\n", "model: Meta-Llama-3-8B-Instruct(RAG - generic prompt)\n", "model: Meta-Llama-3-8B-Instruct(RAG - chat template)\n", "model: Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG)\n", "model: Meta-Llama-3-8B-Instruct(Non-RAG)\n", "model: Llama-2-13b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-13b-chat-hf(RAG - chat template)\n", "model: Llama-2-13b-chat-hf(Non-RAG)\n", "model: Llama-2-70b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-70b-chat-hf(RAG - chat template)\n", "model: Llama-2-70b-chat-hf(Non-RAG)\n", "model: Meta-Llama-3-70B-Instruct(RAG - generic prompt)\n", "model: Meta-Llama-3-70B-Instruct(RAG - chat template)\n", "model: Meta-Llama-3-70B-Instruct(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_statistics(result)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: Meta-Llama-3-8B-Instruct(RAG - generic prompt)\n", "model: Meta-Llama-3-8B-Instruct(RAG - chat template)\n", "model: Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG)\n", "model: Meta-Llama-3-8B-Instruct(Non-RAG)\n", "model: Meta-Llama-3-70B-Instruct(RAG - generic prompt)\n", "model: Meta-Llama-3-70B-Instruct(RAG - chat template)\n", "model: Meta-Llama-3-70B-Instruct(Non-RAG)\n" ] }, { "data": { "image/png": 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lV69exMfH4+zsjMFgACA7O5vXX3+dsLAwsrKyiIqKomfPnsTFxaHR3J7anczMTCIjI5k3bx5ms5nZs2fTuXNnjh49ipOTk7rdlClTmDNnDnPmzGHs2LEMGDCAGjVqMH78eKpXr87QoUMZMWIEP/74IwBZWVl07tyZadOmodPpWL58Od26dSM+Pr7ClaTZ2dlER0cTFBSEv7//dbdr1KgRGo2G6OhoBg8eTFZWFitWrODxxx/H1ta2zH2MRiPLly8HLAHzzZo0aRIzZ87k/fffZ968eQwcOJBTp07h7u7OhAkTOHToED/++COenp4cO3ZMrajdtWsXTZs2ZcuWLdStWxc7Ozv1mFu3bsXZ2ZnNmzdXuB1ZWVm0adOGqlWrsnbtWnx8fNi7dy8mk4m+ffty4MABNmzYoAbCLi4uAGzfvp0BAwaUe+wLFy6wZs0atFqt2sUbLM+Zr7/+mp07d1K7dm3S09PZvn07rVq1AuDbb7+lsLCQMWPGlHlcRVEqfH7X8/rrrxMbG8vatWvx9vYmKiqKvXv3WnVVHzFiBIcOHSImJgY/Pz/WrFlDp06d+OuvvwgJCQEgJyeHWbNmsWLFCjQaDYMGDWLUqFF88cUXAHzxxRdERUUxf/58wsPD2bdvH8OGDcPBwYHIyEj1vsaNG8fs2bMJDw9Hr9ezcaP137F169bRs2dP3nrrLZYvX05BQQHr168v9xyPHTvGf//7X/7v//6PjIwMnn32WV588UW1bVD6OZOdnU3Hjh2JiIhg9+7dXLhwgeeee44RI0ZYBdn/+9//qFatGr/88guxsbE8++yz/Prrr7Ru3ZqdO3eyatUqXnjhBdq3b0+1atXU/UaPHs2HH35InTp1mDNnDt26dSMhIQF/f//r/h0DaNq0KdOmTSM/Px+dTlfBR/neIaGkEEIIIYQQQoh7yqBBgxg/fjynTp0CIDY2lpiYGKtQMj8/n+nTp7NlyxYiIiIAqFGjBjt27GDhwoW0adMGd3d3AKpUqWJVXXVt19olS5bg5eXFoUOHqFev3m05h3bt2lnd/uyzz3B1deXnn3+ma9eu6vIhQ4bQp08fAMaOHUtERAQTJkygY8eOALz66qsMGTJE3b5BgwY0aNBAvT1lyhTWrFnD2rVrGTFiRLltWrBgAWPGjCE7O5tatWqxefNmq/DuWkFBQWzatIk+ffrwwgsvYDQaiYiIKBX6pKen4+joCEBubi62trZ89tlnBAcHl9uesgwePJj+/fsDMH36dObOncuuXbvo1KkTiYmJhIeH07hxY8AyJmUxLy8vADw8PPDx8bE6poODA4sWLSr3XK/15ZdfkpKSwu7du9XnUc2aNdX1jo6O2NjYlLqvU6dO4efnV+p4xdfIbDaTk5MDwCuvvIKDg4O6TUxMDCEhIdStWxewTGSyePFiNZQ8cuQIzs7OVvf57bffWoV4v/32G/Xr16/weZaUmZnJsmXL+PLLL3nssccAiI6OtjqfxMREoqOjSUxMVJePGjWKDRs2EB0dzfTp0wFLV+tPP/1UfQ6MGDGCyZMnq8d55513mD17tjoUQFBQEIcOHWLhwoVW5/Paa6+VGi6gpGnTptGvXz8mTZqkLiv5+1GWvLw8li9fTtWqVQGYN28eXbp0Yfbs2eq1vfY58/nnn6v7FT9m8+fPp1u3brz33nt4e3sD4O7uzty5c9FoNNSqVYuZM2eSk5PDm2++CcD48eN599132bFjB/369VPbNGLECPXv0ieffMKGDRtYvHgxY8aMue7fMQA/Pz8KCgpITk4mICCg3PO+F0koKcQDxpieT1FqHnZVnVBsZYQGIYQQQggBBlsthyZ3rLT7vlleXl506dKFpUuXYjab6dKlC56enlbbHDt2jJycHNq3b2+1vKCgoFQ372sdPXqUqKgodu7cycWLFzGZTIAlcKlXrx5PPPEE27dvByAgIICDBw/e9DmcP3+et99+m23btnHhwgWMRiM5OTmlJjcJCwtTfy4ONkqGSt7e3uTl5ZGRkYGzszNZWVlMnDiRdevWkZSURFFREbm5uepxp0+frgZDAIcOHVIrKAcOHEj79u1JSkpi1qxZ9OnTh9jYWPR6PXXr1lVD4FatWvHjjz+SnJzMsGHDiIyMpH///mRmZhIVFUXv3r3ZvHmzWpnn5OSkdk3Pyclhy5YtDB8+HA8PD7p161Zum65V8no4ODjg7OzMhQsXAPjPf/5Dr1692Lt3Lx06dKBHjx40b978ho9F/fr1byqQBIiLiyM8PFwNhCoqNze3VNdtuHqNCgsL+fHHH/niiy+YNm2a1TZLlixh0KBB6u1BgwbRpk0b5s2bp1bXXlsN2bFjR+Li4jh79ixt27a97hihw4cPtxp7sGS342InTpygsLCQpk2bqstcXFzU7stg6cJsNBp56KGHrPbNz8/Hw8NDvW1vb28VSvv6+qqPY3Z2NsePH+fZZ59l2LBh6jZFRUVqxWmx4gD6euLi4qyOURHVq1dXA0mAiIgITCYT8fHxaih57XPm8OHDNGjQwCpEbtGihbpf8e9u3bp1raqtvb29rT7o0Gq1eHh4qNeiZBuK2djY0LhxYw4fPnzDcymumiwOuu83EkoK8YAw5RaR8b9Esn49B0Yz2GjQ1XBBH+KG/iFXbKrY35ZyfiGEEEIIcf9RFOWmu1BXtuJuywAff/xxqfXFocq6deusAgbght0Yu3XrRkBAAJ9//jl+fn6YTCbq1aunTmixaNEitVvw9bop30hkZCSXLl3io48+IiAgAJ1OR0RERKlJM0oev/j1elnLioPTUaNGsXnzZmbNmkXNmjUxGAz07t1bPe7w4cPVykvAqsrNxcUFFxcXQkJCaNasGW5ubqxZs4b+/fuzfv16dZzI4qDj448/xsXFhZkzZ6rHWLlyJf7+/uzcuZNmzZoBoNForKoIw8LC2LRpE++99x7dunUrt03XuvZ6K4qinvsTTzzBqVOnWL9+PZs3b+axxx7jpZdeYtasWdc9HmAVJJU87rXjnZYcJ7NkF9mb4enpSWpqaqnlJa9RaGgox48f5z//+Q8rVqwALEHt77//zq5duxg7dqy6n9FoJCYmhmHDhhESEkJ6ejrJyclqeObo6EjNmjWxsSn/93vy5MmMGjXqH51TSVlZWWi1Wvbs2WPV9by4LcXKehyLr3fx7+7nn3/OI488YrXdtccs67Er6Z8+Tjdyo/u9nrLOu7zn9K26fPkycLVS+H5zf/1XEkKUYjaayP49iYytiZhyigBQ9DaY84rIP5JK/pFU0teB1tkO3ZWAUlfTDa3DP3txJYQQQgghxN3QqVMnCgoKUBRF7cpcUp06ddDpdCQmJtKmTZsyj1Fc6VSyeuzSpUvEx8fz+eefq91id+zYYbXftSHnPxEbG8uCBQvo3LkzAKdPn+bixYu35biDBw9WJ/PIysqymqzG3d29QtV9ZrMZs9lMfn4+QJldP3NyckqNsVkcGt0oVNFqtWqwW9E2VYSXlxeRkZFERkbSqlUrRo8ezaxZs8p8rG90nJITrxw9etSq2iwsLIxFixZx+fLlMttuZ2dX5n2Fh4dz6NChG97/uHHjCA4OZuTIkTRs2JDFixfTunXrUgF8dHQ0ixcvZtiwYfTu3Ztx48bx3nvv8cEHH1ToPItVqVLlhrNW16hRA1tbW3bv3q1Wsqanp3PkyBFat26tnp/RaOTChQvq78/N8vb2xs/PjxMnTqjjxv5TYWFhbN261WqIgxtJTEzk3Llzajj++++/q92tryc0NJSlS5eSnZ2tBpaxsbE33K+ifv/9d/UaFxUVsWfPHvVDmfKe2wcOHKBatWqlKsnvFxJKCnGfMpvN5B26TPqPCRRdtPyzt6lij0uXIPQPuVF0IYe8I6nkHU0j/0Q6xowCcvacJ2fPeVDAtqqjpYoyxA276k4oNtLVWwghhBBC3Du0Wq3affHa6imwdIcdNWoUI0eOxGQy0bJlS9LT04mNjcXZ2ZnIyEgCAgJQFIUffviBzp07YzAYcHNzw8PDg88++wxfX18SExMZN25chdsVHx9falnxGIAlhYSEsGLFCho3bkxGRgajR4++LVVdISEhrF69mm7duqEoChMmTLhhQHjixAlWrVpFhw4d8PLy4syZM7z77rsYDAY1NC1Lly5d+OCDD5g8ebLaffvNN98kICDAqou82WwmOTkZsHRf3rx5Mxs3biQqKuqWz7ekqKgoGjVqRN26dcnPz+eHH34gNDQUsIRuBoOBDRs2UK1aNfR6famuwCW1a9eO+fPnExERgdFoZOzYsVYVbf3792f69On06NGDGTNm4Ovry759+/Dz8yMiIoLAwEASEhKIi4ujWrVqODk5odPp6NixI8uWLbvhufj7+9OzZ0+ioqJYs2YNK1asYPLkyaXGNH3uueeYM2cOBw8epG7dusyePZtXX32Vy5cvM3jwYIKCgrh8+bLaNbus35WKcnJyIjIyUp0pukqVKrzzzjtoNBq1Yvehhx5i4MCBPPPMM+oENCkpKWzdupWwsDC6dOlSofuaNGkSr7zyCi4uLnTq1In8/Hz++OMPUlNTef311yvc5nfeeYfHHnuM4OBg+vXrR1FREevXr7eqNr2WXq8nMjKSWbNmkZGRwSuvvEKfPn1KjQ9a0sCBA3nnnXeIjIxk4sSJpKSk8PLLL/P000+rXbdvxccff0xISAihoaF88MEHpKamMnToUIAy/44VV6Vu376dDh063PL9VxZJIYS4DxWcySTls7+4tOIQRRdz0TjY4tqzJt6vNsRQy91SIu7tgFOrangNrUfVdyLwfLYejq2rYutjD2YoPJNF5k+nSflsP+cm/87FZQfJ+u0chRdzS3VjEEIIIYQQojI4Ozvj7Ox83fVTpkxhwoQJzJgxg9DQUDp16sS6desICgoCLBWPkyZNYty4cXh7ezNixAg0Gg0xMTHs2bOHevXqMXLkSN5///0Kt6lfv36Eh4dbfZ0/f77UdosXLyY1NZWGDRvy9NNP88orr9ywUq0i5syZg5ubG82bN6dbt2507NjxhrNc6/V6tm/fTufOnalZsyZ9+/bFycmJX3/9tdw2tWvXji+//JLvvvuO8PBwOnXqhE6nY8OGDVYBa0ZGBr6+vvj6+hIaGsrs2bOZPHkyb7311i2fb0l2dnaMHz+esLAwWrdujVarJSYmBrCMwzd37lwWLlyIn58f3bt3L/dYs2fPxt/fn1atWjFgwABGjRqFvb291X1t2rSJKlWq0LlzZ+rXr8+7776rhn69evWiU6dOPProo3h5efHVV18BlvDq4MGDZYbX1xo5ciTr1q1jzpw5XLp0Sa1+LSk0NJTQ0FAWL14MwMsvv8ymTZtISUmhd+/ehISE0LlzZxISEtiwYcM/nuSm2Jw5c4iIiKBr1648/vjjtGjRgtDQUKtxMqOjo3nmmWd44403qFWrFj169LCqrqyI5557jkWLFhEdHU39+vVp06YNS5cuVX93K6pt27Z8/fXXrF27locffph27dqxa9eucvepWbMmTz75JJ07d6ZDhw6EhYWxYMGCcvext7dn48aNXL58mSZNmtC7d28ee+wx5s+ff1PtvZ53332Xd999lwYNGrBjxw7Wrl2rVj+W9XcMLBP2fPfddzc9pua9RDFL+lBKRkYGLi4upKenl/sPUIi7rSg9n4wNJ8nZd2VQXBsFp5bVcGpbDY2+4oXPxowC8o6mknc0lfyjaZiyC63Wa9316ENc0Ye4oavpelPHFkIIIYR4kNyv7w3y8vJISEggKCiozEk3hBB3zujRo8nIyGDhwoWV3ZRblp2dTdWqVZk9ezbPPvtsZTfnlk2cOJHvvvuOuLi4ym4KACdPniQoKIh9+/bx8MMP39S+n3zyCWvWrGHTpk13pnG3oKL/gyRpEOI+YMovIvPnM2RtP4u50NI1w/5hL5w7BWLjevMvMrXOdjg08sahkTdmk5nCpGxLQHkklfxTGRgv55G9M5nsncmgATt/Z/QhrugecsOumhOKRibMEUIIIYQQQoiyvPXWWyxYsACTyVRqTM573b59+/j7779p2rQp6enpTJ48GeCGlafi7rO1tWXevHmV3YxbIqGkEPcws8lM9h/JZGw6hSnLUs1oF+iMa5ca2Pk73Zb7UDQKdlUdsavqCG39MeUbyU9IJ/+IpZKyKCWXglMZFJzKgC2JKHobS0AZ4or+Ibd/FIoKIYQQQgghxIPK1dWVN998s7Kb8Y/NmjWL+Ph47OzsaNSoEdu3b79vJ1J5kD333HOV3YRbJt23y3C/dtEQD5a8I6mkrTtB0XnLDHBaDz2uTwShr+uhDjJ8NxSl5pF/NO1Kd+80zHlFVuttvAyWbt4PuaELckGj++cDKwshhBBC3Gvu1/cG0n1bCCFEZZHu20LcpwrPZ5O2LoH8I6kAKAYbnB+rjmMz30qZIdvGTY9NUx8cmvpgNpkpOJN5pYoyjYLTGRSl5JKVkkvWr+dAq6ALcEb3kGVWb1tfB+nqLYQQQgghhBBCiFIklBTiHmHMLCBj8ymydyeDGdAqOEb44dzOH429bWU3D7B09dZVd0ZX3RnnxwMw5RaRf/xqFaXxch75J9LJP5FOxoaTaBxsLd28QywhpdbZrrJPQQghhBBCCCGEEPcACSWFqGTmQiOZ28+Sue0M5gIjAIa6Hrg8EYSNp6GSW1c+jcEGQz1PDPU8MZvNGC/lWQLKI6nkH0/HlF1IblwKuXEpANj62KtVlLpAFxTb+2vQZyGEEEIIIYQQQtweEkoKUUnMJjM5cRfI2HgSY3oBALbVHHHtUgNdkEslt+7mKYqCjacBR08DjhF+mI0mCk5lXqmiTKXwbBaFyTkUJueQ9ctZsNGgq+GCvnjCnCr2d3WsTCGEEEIIIYQQQlQeCSWFqAT5J9JIW5dA4dksALSuOlw6BWII83pgxmBUtJbQUVfDBZeOgRizC8k/lmapojyaijGjgPwjqeQfSSV9XQIaZzv0IW4Y6rijD/V4YK6DEEIIIYQQQgghSpNQ8h6XvvEkRZfzULSKZZKTK98VGw2KVgEbDYpWg2Jzzfory7iyXfE+aJUr60qu14AGqVK7Cwov5pK+PoG8Q5cAUHRanNr649TSD8X2wZ61Wutgi30DL+wbeGE2mym6kEPeEct4lAUJ6ZgyCsjZc56cPeex9XfCtWsNdAH3zwyXQgghhBBCCCGEqLh7IpT8+OOPef/990lOTqZBgwbMmzePpk2blrlt27Zt+fnnn0st79y5M+vWrQPAbDbzzjvv8Pnnn5OWlkaLFi345JNPCAkJuaPncSfkHU2l8EzWnb8jBSgRbipaDdgo1wSeV37WWgeaxcuwuWa9VoPG3gZdgDNad/2/OvQ0ZheSuTWRrN+TwGQGBRya+uDcPgCt479v8hdFUbD1dsDW2wGnVlUxF5rIP5lOXnwq2buSKTydSconf2II87SMremmr+wmCyGEEEIIUa6JEyfy3XffERcXV9lNEZVs69atjBgxggMHDqDVPjjFJydPniQoKIh9+/bx8MMPV3Zz7rq79TteUFDAQw89xDfffEPjxo3v6H1VtkqfZWLVqlW8/vrrvPPOO+zdu5cGDRrQsWNHLly4UOb2q1evJikpSf0q/iV/6qmn1G1mzpzJ3Llz+fTTT9m5cycODg507NiRvLy8u3Vat41T62q4dK2ByxOBOLcPwKmdP46tq+HY3A+HR3ywb+SN4WEvDPU80Nd2Rxfiil2QC3bVnbD1c8Cmij02Hnq0Ljo0jrYoei3YaCwhZElmoMiEOc+IKasQY3o+xkt5FF3IofBcNgWJmRQkpJN/NI28vy+Te+ASuXEp5Ow5T/bOZLJ+PUfWL2fI/N9pMjafIv3Hk6T/cILU/x4h+f0/SJqxi0tf/U3W7+coPJ+N2WSujMt515mLTGRuP0Py+3+Q9es5MJnR13LD+7WGuPUM+VcGkmVRbDXoQ9xw7VoDn9GNcWjiAwrk7r9I8uw/SN9wElN+UWU3UwghhBBC3GGDBw9GURSGDx9eat1LL72EoigMHjy4wsfbtm0biqKQlpZ2y207efIkiqLct6HjCy+8QHBwMAaDAS8vL7p3787ff/99w/02btxIs2bNcHJywsvLi169enHy5El1/dKlS1EURf1ydHSkUaNGrF69+obHDgwM5MMPP7yFs7rqbj8+EydOvG4wN2bMGN5++201kCx5jTQaDb6+vvTt25fExMQy969duzY6nY7k5OQy1//000907doVLy8v9Ho9wcHB9O3bl19++eW2nNud1rZtW1577bUbbnc7nx+VRVEUvvvuu5vax87OjlGjRjF27Ng706h7SKVXSs6ZM4dhw4YxZMgQAD799FPWrVvHkiVLGDduXKnt3d3drW7HxMRgb2+vhpJms5kPP/yQt99+m+7duwOwfPlyvL29+e677+jXr98dPqPbyz7M644d22w0YzaaLGGk0Yy5yIS5yATFP1/5TpEJc5FlW7PRfOX21WXl7W9My6fgTCamjAJy/0wh90/LLMwaexvsAl3QBbmgC3LG1tfR0h39AWE2m8k9cJH0H09ivGwJw2197HHpUgN9iFslt+7epnWyw61XCA4RvqT/cIL8E+lkbjtN9h/JuHQIxL6xt4w3KYQQQgjxAPP39ycmJoYPPvgAg8EAQF5eHl9++SXVq1ev5Nbdvxo1asTAgQOpXr06ly9fZuLEiXTo0IGEhITrVvMlJCTQvXt3Xn/9db744gvS09MZOXIkTz75JHv37lW3c3Z2Jj4+HoDMzEyio6Pp06cPBw8epFatWnfl/CqqoKAAO7s7VxyyY8cOjh8/Tq9evayWF18js9lMQkICL774Ik899RQ7d+4stX9ubi69e/dm2bJlpYKpBQsWMGLECJ5++mlWrVpFcHAw6enp/PTTT4wcOZI9e/bcsXMTd8/AgQN54403OHjwIHXr1q3s5twxlVopWVBQwJ49e3j88cfVZRqNhscff5zffvutQsdYvHgx/fr1w8HBAbD80UxOTrY6pouLC4888sh1j5mfn09GRobV17+BolXQ2GnR2NuidbLDxk2PrZc9tj4O2FVzQhfgjD7YFX0tdwx1PbAP88IhvAoOTXxwjPDDqVVVnNv64/x4AC4dA3HtUgO37jVxezIE9z618Ohfmyr/aUDViRF4DquP8+PV0dV0RbHVYMopIu/QJdLXneDC/DjOTf6NlCUHyPgpkfyT6ZZw8z6Vn5hByqf7ufzF3xgv56FxssWtVwhVXmkogeRNsPNzxHNYfTyeroONhx5TViGpq49yYd4+8o6lVXbzhBBC/AsUpeaRve8COXEXKDidiSmnsLKbJMQ/ZzZDQXblfJlvrpdUw4YN8ff3t6q0W716NdWrVyc8PNxqW5PJxIwZMwgKCsJgMNCgQQO++eYbwFI59+ijjwLg5uZmVWW5YcMGWrZsiaurKx4eHnTt2pXjx4/fwgUubffu3bRv3x5PT09cXFxo06aNVZAHliqqhQsX0rVrV+zt7QkNDeW3337j2LFjtG3bFgcHB5o3b27VtuPHj9O9e3e8vb1xdHSkSZMmbNmy5Ybtef7552ndujWBgYE0bNiQqVOncvr0aauqx2vt2bMHo9HI1KlTCQ4OpmHDhowaNYq4uDgKC6/+TVQUBR8fH3x8fAgJCWHq1KloNBr2799/U9dMURQWLVpEz549sbe3JyQkhLVr16rrU1NTGThwIF5eXhgMBkJCQoiOjgYgKCgIgPDwcBRFoW3btoCl+rZHjx5MmzYNPz8/NSQtq4LN1dWVpUuXqrfPnDlD//79cXd3x8HBgcaNG7Nz506WLl3KpEmT+PPPP9UKyOL9YmJiaN++PXq99RBUxdfI19eX5s2b8+yzz7Jr165S+cPixYsZMGAATz/9NEuWLLFal5iYyGuvvcZrr73GsmXLaNeuHQEBAYSFhfHqq6/yxx9/3NT1LovJZGLmzJnUrFkTnU5H9erVmTZtmtU2J06c4NFHH8Xe3p4GDRpYZS2XLl2if//+VK1aFXt7e+rXr89XX32lrh88eDA///wzH330kXrtynoOtm3bllOnTjFy5Eh1u2I7duygVatWGAwG/P39eeWVV8jOzlbXBwYGMnXqVJ555hkcHR0JCAhg7dq1pKSk0L17dxwdHQkLC7O6XkuXLsXV1ZXvvvuOkJAQ9Ho9HTt25PTp09e9Vjf6HQ8MDASgZ8+eKIqi3gb4/vvvadiwIXq9nho1ajBp0iSKiq72DnRzc6NFixbExMRc9/4fBJVaKXnx4kWMRiPe3t5Wy729vStURr5r1y4OHDjA4sWL1WXF5c1lHfN6pc8zZsxg0qRJN9t8UUGKrdYSbga7ApYuzQXnsizdwRMyLCFknlGdiRkAGwU7f2d0Qc7oglywC3BGY3dvj8VRdDmP9I0n1WpQxVaDY+tqOLWuhkZ3b7f9XqUoCoa6HuhruZH1WxIZWxMpTMrm4qK/0Ie649KlBraehspuphBCiAdEUXo++cfTyD+eTn5CutrboSTFYIONhx4bD0Op7xpH23/1GNriHleYA9P9Kue+3zwHdg43tcvQoUOJjo5m4MCBACxZsoQhQ4awbds2q+1mzJjBypUr+fTTTwkJCeGXX35h0KBBeHl50bJlS7799lt69epFfHw8zs7OauVldnY2r7/+OmFhYWRlZREVFUXPnj2Ji4tDo7k9tTuZmZlERkYyb948zGYzs2fPpnPnzhw9ehQnJyd1uylTpjBnzhzmzJnD2LFjGTBgADVq1GD8+PFUr16doUOHMmLECH788UcAsrKy6Ny5M9OmTUOn07F8+XK6detGfHx8hStJs7OziY6OJigoCH9//+tu16hRIzQaDdHR0QwePJisrCxWrFjB448/jq2tbZn7GI1Gli9fDlgC5ps1adIkZs6cyfvvv8+8efMYOHAgp06dwt3dnQkTJnDo0CF+/PFHPD09OXbsGLm5uYAlH2jatClbtmyhbt26VtWQW7duxdnZmc2bN1e4HVlZWbRp04aqVauydu1afHx82Lt3LyaTib59+3LgwAE2bNigBsIuLi4AbN++nQEDBpR77AsXLrBmzRq0Wq1VlWpmZiZff/01O3fupHbt2qSnp7N9+3ZatWoFwLfffkthYSFjxowp87i343/Q+PHj+fzzz/nggw9o2bIlSUlJpfKZt956i1mzZhESEsJbb71F//79OXbsGDY2NuTl5dGoUSPGjh2Ls7Mz69at4+mnnyY4OJimTZvy0UcfceTIEerVq8fkyZMB8PIq3UN09erVNGjQgOeff55hw4apy48fP06nTp2YOnUqS5YsISUlhREjRjBixAg1oAb44IMPmD59OhMmTOCDDz7g6aefpnnz5gwdOpT333+fsWPH8swzz3Dw4EH1uuXk5DBt2jSWL1+OnZ0dL774Iv369SM2NrbMa3Wj3/Hdu3dTpUoVoqOj6dSpk/pYb9++nWeeeYa5c+fSqlUrjh8/zvPPPw/AO++8ox6/adOmbN++/Z88jPeNSu++fSsWL15M/fr1rzspTkWNHz+e119/Xb2dkZFR7h9mcWsUGw266s7oqjvj1AbMJjOFydmWkPJkBvkJ6ZiyCilISKcgIZ1MToNGwa6qI3ZBLugCndEFOqOxL/uf4N1myisi86fTZMaehSLLJDb2Db1x6RCA1kVX2c17ICg2GpxaVcW+YRUytpwie2cSeYcvkxefimOEL86PVb9nng9CCCHuH8bMAksIeSKd/ONpFF26JoTUgF1VJ7DRYLyUizGjAHNuEYVnssqciFCx01hCSnc9Wk/r0FLrrJPhR4S4CYMGDWL8+PGcOnUKgNjYWGJiYqxCyfz8fKZPn86WLVuIiIgAoEaNGuzYsYOFCxfSpk0bdfivKlWq4Orqqu57bdfaJUuW4OXlxaFDh6hXr95tOYd27dpZ3f7ss89wdXXl559/pmvXruryIUOG0KdPHwDGjh1LREQEEyZMoGPHjgC8+uqr6nBnAA0aNKBBgwbq7SlTprBmzRrWrl3LiBEjym3TggULGDNmDNnZ2dSqVYvNmzeX25U5KCiITZs20adPH1544QWMRiMRERGsX7/earv09HQcHR0ByM3NxdbWls8++4zg4OBy21OWwYMH079/fwCmT5/O3Llz2bVrF506dSIxMZHw8HB18o+SlWfFwZaHhwc+Pj5Wx3RwcGDRokU31W37yy+/JCUlhd27d6vPo5o1a6rrHR0dsbGxKXVfp06dws+v9AcAxdfIbDaTk5MDwCuvvKL2+gRLlWVISIjaXbdfv34sXrxYDSWPHDmCs7Oz1X1+++23REZGqrd/++036tevX+HzLCkzM5OPPvqI+fPnq8cMDg6mZcuWVtuNGjWKLl26AJYQuW7duhw7dozatWtTtWpVRo0apW778ssvs3HjRv773//StGlTXFxcsLOzw97evtS1K8nd3R2tVouTk5PVdjNmzGDgwIHqmJQhISHMnTuXNm3a8Mknn6gVqp07d+aFF14AICoqik8++YQmTZqoQ/8V/66dP39ePX5hYSHz58/nkUceAWDZsmWEhoaqgfe1bvQ7XvycdHV1tTqHSZMmMW7cOPUa16hRgylTpjBmzBirUNLPz0/9G/igqtRQ0tPTE61Wy/nz562Wl3xSXE92djYxMTFqsl6seL/z58/j6+trdczrDUKr0+nQ6SQ8qiyKRsHOzxE7P0ccW1TFbDZTdDGX/IR0ChIsIaUxLZ+C05kUnM4k6xdAAVtvB+yuVFLqglzQOt3dSWPMRjPZu5LI2HIKU7alzFoX7IJL5xrYVXW8q235t9A62OLWvSaOEX6krztBXnwqWbHnyNl3AefHA3B4xMcyE7wQQghRBmNWgSWALA4hU3KtN1DAtqojuhqu6IItH4RqdFdfLpsKjBgv51F0KZeiS9bfjWn5mAtMFCZlU5iUTSk2CjbuejW0tPE0XA0sXfUP1Nja4h5la2+pWKys+75JXl5edOnShaVLl2I2m+nSpQuenp5W2xw7doycnBzat29vtbygoKBUN+9rHT16lKioKHbu3MnFixcxmSzDRyUmJlKvXj2eeOIJtUIpICCAgwcP3vQ5nD9/nrfffptt27Zx4cIFjEYjOTk5pSY3CQsLU38u7vFXMlTy9vYmLy+PjIwMnJ2dycrKYuLEiaxbt46kpCSKiorIzc1Vjzt9+nSmT5+u7n/o0CG1gnLgwIG0b9+epKQkZs2aRZ8+fYiNjUWv11O3bl01AGnVqhU//vgjycnJDBs2jMjISPr3709mZiZRUVH07t2bzZs3qxVmTk5OarfVnJwctmzZwvDhw/Hw8KBbt27ltulaJa+Hg4MDzs7O6kS4//nPf+jVqxd79+6lQ4cO9OjRg+bNm9/wsahfv/5NjyMZFxdHeHh4qXktbiQ3N7dU1224eo0KCwv58ccf+eKLL0p1i16yZAmDBg1Sbw8aNIg2bdowb948tbr22mrIjh07EhcXx9mzZ2nbti1Go7HMdg0fPpyVK1eqt7OySn+4dvjwYfLz83nsscfKPceSj1Fx7nLhwgVq166N0Whk+vTp/Pe//+Xs2bMUFBSQn5+Pvf3N/x0oy59//sn+/fv54osv1GVmsxmTyURCQgKhoaGl2ni936vidhfnSDY2NjRp0kTdpnbt2ri6unL48OEyQ8mK/o6XdQ6xsbFWj7/RaCQvL4+cnBz1WhkMBjXAflBVaihpZ2dHo0aN2Lp1Kz169AAs4xds3br1hp/wfP311+Tn51v9woLlkxwfHx+2bt2qhpAZGRns3LmT//znP3fiNMRtpiiKZWxLL3toavkDV5SaR/7JjCtdvtMpSsmlMDmbwuRssn9LAsDG02Dp6n0lqLRxK/2P4HYwm83k/X2Z9PUJ6psZGy8DLk8EoQ91l25bd4FtFXs8h9Qj70gqaetOUHQ+h7S1x8n67ZxlMqFabvI4CPEvZjabMeUUYcwowJief/UrowBjRgE2rjocmvli5ycfID3oTDmFagiZdzyNovPXvLBXwNbHAV2wK7oaLuhquKDRX//lscZOi8bHAVuf0t1QzUUmilLzroaUJUPL1DwoMlN0IZeiC7llHFhB66az7hJeHFy66VFs5QM3cRsoyk13oa5sxd2WAT7++ONS64tDlXXr1lG1alWrdTcqOunWrRsBAQF8/vnn+Pn5YTKZqFevHgUFBQAsWrRI7RZ8vW7KNxIZGcmlS5f46KOPCAgIQKfTERERod5HsZLHL34NW9ay4uB01KhRbN68mVmzZlGzZk0MBgO9e/dWjzt8+HC18hKwqtpzcXHBxcWFkJAQmjVrhpubG2vWrKF///6sX79eHSeyuJv7xx9/jIuLCzNnzlSPsXLlSvz9/dm5cyfNmjUDLHNDlKwiDAsLY9OmTbz33nt069at3DZd69rrrSiKeu5PPPEEp06dYv369WzevJnHHnuMl156iVmzZl33eIBVNWLJ45qvGe+05DiZxdfgZnl6epKamlpqeclrFBoayvHjx/nPf/7DihUrAEtQ+/vvv7Nr1y6ryW2MRiMxMTEMGzaMkJAQ0tPTSU5OVoM0R0dHatasiY1N+fHO5MmTrSoYy1LRcy7v+fn+++/z0Ucf8eGHH1K/fn0cHBx47bXXSj3v/6msrCxeeOEFXnnllVLrSgbdN/t79U9U9He8rHOYNGkSTz75ZKl1JQPty5cvl9m1/UFS6d23X3/9dSIjI2ncuDFNmzblww8/JDs7Wy1Pf+aZZ6hatSozZsyw2m/x4sX06NEDDw8Pq+WKovDaa68xdepUQkJCCAoKYsKECfj5+anBp7j/2LjpsXHT4xBeBbjS3erk1UrKwuRsii7mUnQxl+zdlrFDtS46dEHOli7fQS7YeBluOagqOJdF+roT5B9PB0DjYGOp0GsqFXqVQf+QG97BDcnenUzG5pMUpeRyaelBdCGuuHapUeabRiEqg9lshiIz5kIjpkIT5gIj5gKTJYiwt0FjbyuhQwWZTWZMWYVXQsZ8jOkF1qFjej5F6QVQzoRp+UD2rmR0NVxwbOGHPtRDutU+IEy5ReQnpKtdsguTs+Ga+TVsfeyvVkIGudy24T8UG83VD1WvYTaaLc/NMiosiy7lQZEJ46U8jJfyyC91YMtrmqvVlZbQUnslwLzXx9wW4lZ06tSJgoICFEVRuzKXVKdOHXQ6HYmJibRp06bMYxRXx5WsHrt06RLx8fF8/vnnarfYHTt2WO13bcj5T8TGxrJgwQI6d+4MwOnTp7l48eJtOe7gwYPp2bMnYAk4Sk4U4u7uXqHqPrPZjNlsJj/f8pcnICCg1DY5OTmlxtgsHhfvRmGOVqtVg92KtqkivLy8iIyMJDIyklatWjF69GhmzZpV5mN9o+MkJSWpt48ePWpVlRYWFsaiRYu4fPlymW23s7Mr877Cw8M5dOjQDe9/3LhxBAcHM3LkSBo2bMjixYtp3bp1qQA+OjqaxYsXM2zYMHr37s24ceN47733+OCDDyp0nsWqVKlClSpVyt0mJCQEg8HA1q1bee65527q+MViY2Pp3r27WkBmMpk4cuQIderUUbe53rW7VlnbNWzYkEOHDlmF4LdLUVERf/zxh1oVGR8fT1pamlp9ea2K/I7b2tqWeQ7x8fE3PIcDBw7csOr7flfpoWTfvn1JSUkhKiqK5ORkHn74YTZs2KCW0iYmJpb6IxgfH8+OHTvYtGlTmccsHiPj+eefJy0tjZYtW7Jhw4YyS6jF/UnrZId9fS/s61s+NTDlFJJ/KoP8hAwKTqZTcCYLY3o+OXEp5MRZJp7RONhahZS2Pg4VfhNqzMgnfeMpcvaet7y50So4tqyK86P+5VZUiDtP0So4NvPF/mEvMv53mqzYs+QfTeP8R3txaOqDc/sAtI53t2v//aIoNY/c/RfJ+SvFMpmDjQbFVoNS/N1Wg2KrvXrbavk1y2y0ZS9Xf9aqP2Oj3HOVrOYiE+ZCkyU0LLgSGhaW+F5oCRHNBSVCxUKT9TZXvpuuXVdg2f/aYORaip0Gjb0tGgdbNFeCyuLvWnubK8tLrHOwQbHT3nPX8laYi0wYM4tDxoKyQ8eMAjBVbBZXjYMtWmc7tC46tC5XvjvZkXcsjdy/UtQKOq27HscIPxyaeMvf9PuMKb/IMmneCcvkNIXnskr9rtlUMViFkJXxP0HRXum67a6HEOt1ZpMZU2ZBiaCyOKy03DbnGzGm5WNMyyf/RHqpY2ucbK9UWBZXV16ttJTxlsX9TqvVcvjwYfXnazk5OTFq1ChGjhyJyWSiZcuWpKenExsbi7OzM5GRkQQEBKAoCj/88AOdO3fGYDDg5uaGh4cHn332Gb6+viQmJjJu3LgKtys+Pr7UsuIxAEsKCQlhxYoVNG7cmIyMDEaPHv2Pq++uPe7q1avp1q0biqIwYcKEGwaEJ06cYNWqVXTo0AEvLy/OnDnDu+++i8FgUAOVsnTp0oUPPviAyZMnq92333zzTQICAqzCErPZrE4sm5uby+bNm9m4cSNRUVG3fL4lRUVF0ahRI+rWrUt+fj4//PCDGhhVqVIFg8HAhg0bqFatGnq9Xp18pizt2rVj/vz5REREYDQaGTt2rFUlXf/+/Zk+fTo9evRgxowZ+Pr6sm/fPvz8/IiIiCAwMJCEhATi4uKoVq0aTk5O6HQ6OnbsyLJly254Lv7+/vTs2ZOoqCjWrFnDihUrmDx5cqkxTZ977jnmzJnDwYMHqVu3LrNnz+bVV1/l8uXLDB48mKCgIC5fvqx2zS7rd6Wi9Ho9Y8eOZcyYMdjZ2dGiRQtSUlI4ePAgzz77bIWOERISwjfffMOvv/6Km5sbc+bM4fz581ahZGBgIDt37uTkyZM4Ojri7u5e5gRTgYGB/PLLL/Tr1w+dToenpydjx46lWbNmjBgxgueeew4HBwcOHTrE5s2bmT9//j8+d7AEiC+//DJz587FxsaGESNG0KxZs+vOY1KR3/HAwEC2bt1KixYt0Ol0uLm5ERUVRdeuXalevTq9e/dGo9Hw559/cuDAAaZOnaruu337dqZMmXJL53SvuydeeRfPlFSWa2dXA6hVq1apMuuSFEVh8uTJpcabFA8ujb0thlAPDKGWyllTgZGCxCshZUI6+YmZmLILyT1widwDlwBQ9Fp0gS7YBV6Z4buqoyUwKcFUYCTz5zNk/XIGc6HlH70hzBOXTkGWNxbinqHR2+DaOQjHR3xI/zGB3AOXyN6ZTE5cCs7tquPYwq/U4/tvZMwsIHd/Cjn7L1JwKqNyGqFQZtCphqIlg9CywlAbrdVyFEoEgyVDwauBoLnAOmA0lVxeaKpwyHVbaBXLOdppwGjGlFsIJjAXmDAWWIKHmzlWcVCptQozLaGldYhpCTcVvU2lVAWaCozXdKcuHTqasgtvGN4Clsoxpyshoxo6Xgkena9+v171qUMTH4o6B5H9WxLZu5IwXs4jfd0JMjafwqGxN47N/bDxvPU3jeL2MxUYKTh5NYQsOJsJ17wPt/E0WLpiB7ugq+F618ecvlmKRlGfw7oa1uvMZjOm7EKrqkpjiSpLU04RpsxCCjILKThZ+m+6xt4GQ31PXLrUkIpKcd9ydnYud/2UKVPw8vJixowZnDhxAldXVxo2bMibb74JWCoeiyeVGDJkCM888wxLly4lJiaGV155hXr16lGrVi3mzp1L27ZtK9Smfv36lVp2+vTpUssWL17M888/T8OGDfH392f69Ok37D5bEXPmzGHo0KE0b95cDWkyMsp/XafX69m+fTsffvghqampeHt707p1a3799ddyq+fatWvHl19+ycyZM5k5cyb29vZERESwYcMGq/AlIyNDHVtQp9MREBDA5MmTrboh3w52dnaMHz+ekydPYjAYaNWqFTExMYBlPMC5c+cyefJkoqKiaNWqVZl5QrHZs2czZMgQWrVqhZ+fHx999BF79uyxuq9Nmzbxxhtv0LlzZ4qKiqhTp45aydirVy9Wr17No48+SlpamjpD+cCBAxkzZgzx8fHUqlWr3PMZOXIkERERzJkzh0uXLqnVryWFhoYSGhrK4sWLmTNnDi+//DKhoaHMmTOH3r17k5GRgYeHh/q4/NNJbopNmDABGxsboqKiOHfuHL6+vgwfPrzC+7/99tucOHGCjh07Ym9vz/PPP0+PHj1IT7/6wdqoUaOIjIykTp065ObmkpCQYDVpUbHJkyfzwgsvEBwcTH5+PmazmbCwMH7++WfeeustWrVqhdlsJjg4mL59+97SeQPY29szduxYBgwYwNmzZ2nVqhWLFy++7vYV+R2fPXs2r7/+Op9//jlVq1bl5MmTdOzYkR9++IHJkyfz3nvvYWtrS+3ata2qU3/77TfS09Pp3bv3LZ/XvUwxl5fu/UtlZGTg4uJCenr6Df8JivuDuchEwZlMSzVFQjoFpzIw51uXUCu2GuyqO10Zl9LF8iZ10ylMmZbxIOyqO+HStQa66vKcuB/kn0gjbV0ChWctYw1p3fW4PBGEoZ7HA1VZVhHG7EJyD14k909LZZga+iigC3LB0MALXYAzZqOle7Fa5Vd0zffioK/kbat1ltuoy62PVaGwqbJpUANDxVaLxq5Elafd1eVKieUadfmVbWyvbqOx016zXFNqqAezyYw534gppxBjdqElZMgpxJR95XvOlWUl1hlzCqHoH15QBevwskTlpaUqs/Qyjb3NdYeoMJvNmPOMVt2nrUNHS3dqc25RxdqnVa4JG4uDxhLVjo52t21SEFOBkZx9F8iKPUfRhRz1Gulru+PYwg9dsOu/7m/GvcRcaCT/VObVEPJMJhitn/tad/2VENIVfQ0XtC7/nskLTblF1+0SXvz6BSzjZnoMCpWw/R+6X98b5OXlkZCQQFBQkPQYE+IuGz16NBkZGSxcuLCymyIqaOnSpbz22mukpaVVdlMAS6/iBg0aqB+w3G8q+j/onqiUFOJOU2w06AJd0AW6wKP+mI1mCpOyyD95JaRMSMeUU0T+8XR1vMhiWnc9Lp0CMdT3lDem9xFdDVeqvPQwOXsvkL7xJMbLeVz+4jB2Qc64dqmBXTWnym7iHWXKKyL30CVy/0wh72iaVSWgXXUnDGFe2Id5onW+O2/ezWYzGM2lA85rg80yQs5SQeg124H5SjBYIvgrEQZqrrld3nq0d79ruaJRUAw2aAw22HhULDAwm82WruLlhJfGnJIBp+Vnc76lG7kpuwhTdhFQxoQb12unTmvVtRyTWQ0gzQUVGyBcsdNcrWq8TuiocbC9q4+Bxk6L4yO+ODT1If9YGlk7zpIXn0re4cvkHb6Mjbc9Ti2rYv+wF4qtVJrdaeYiEwWJGeQdTyf/RBoFiWWEkK46NYTU1bhzE9vdDzQGG+yqOZX5P82UbyQ/IZ3Ub45QmJzN+fn7cH+qFoa6HmUcSQghxO301ltvsWDBAkwmU5ndkoUoT0FBAfXr12fkyJGV3ZQ7Tioly3C/fhoq/jmzyUxRSs7VSsqEdMwmM06tq+HYXLr93u9M+UYyfz5N1vazlhBLAfvwKrh0CrxrodzdYCowkvf3ZXL/TCE3/rJVJZ2trwOGBl7Yh3nJ0AP/YuYiE6bc4uDySnhZsjozx3qdKacQU25RhapcNfY21l2pr+1W7aJD0d0fY2AWpuSQ9es5cvacVwNXjb0NDo/44hjh+0D93ahsak+GKyFk/qnMUpMUaZzt0JcIIbXu+vvieXSvMGbkc+mLv9UhO5zaVsO5feBtqzb+N7hf3xtIpaQQQlTcvVYpeb+r6P8gCSXLcL++8BBClK8oLZ+MDQnq5EeKrQanNtVwbF3tvh1ry1xkIu9IKjn7U8g7dMmqYs3Gy4B9Ay8MYV7YVik9G6wQFWE2mS1B5jWVmGiwCiDv19+h8phyi8jenUzWr+eujvWpUTCEeeLUoip2/g92xfWdYDaaKTibaZlk6HgaBScz1DGbi2kcba0rIT0NEkLeIrPRRPr6BLJizwGgq+GCe//a9/x4m/eK+/W9gYSSQgghKouEkrfgfn3hIYSomILTmaT933FLt0BA62KHS6cgDA28KmUCkJtlNprJP5FGzp8p5B64hDnv6lh9Wjfd1SDS10HeyAtxG5iNZnIPXSIr9qzVZCJ2Ac44tvDDUNdTqs6uw2wyU5iUTf7xNMvXydJjOmvsbaxDyCr28rfrDsnZn0LqN0cwF5jQONvhMTAUXYC81r2R+/W9gYSSQgghKouEkrfgfn3hIYSoOLPZTO7+i6T/mKBWQNn6O+HatcY9+QbNbDJTcCrDEkT+ddEyS/EVGic77MM8MTTwws7fSd7MC3EHFZzNIiv2LDl/pqhjHWpddDhE+OLY1Mcy3ua/mNlspuhiriWAPJZG/gnLmM0lKforIeSVINLW2/6++EDoQVF4IYdLKw9RdCEXNAouXYIsQ9XI/47rul/fG0goKYQQorJIKHkL7tcXHkKIm2cuNJK54xyZP53GXGCp3jGEeeLyRFClT55gNpspPJNlCSL3p2DMuDqTqsbeBkN9T+wbeGEX6CJv6IW4y4yZBWT9nkT270nqhwSKrQb7hlVwbFH1XzVkQlF6viWAvBJElvxbBaDYaa1DSF8H+ZtVyUz5RlK/PULu/ouA5f+eW6+H0OgevGEYbof79b2BhJJCCCEqi4SSt+B+feEhhPjnjJkFZGw6RfYfyZZJPWwUnFpWw+nRamh0NnetHWazmaLzOeT8mULOnykYL+ep6xSdFkM9SxCpC3ZB0coETEJUNnOhiZw/U8iKPUthUra6XPeQG44t/NCHuD1wAZwxu9AyKc2xNPKPp1N08ZpZ3LUKugBnS3fsmq7YVXOUv1f3ILPZTNav50hflwAmMzZVDHgMqvOvCtQr6n59byChpBBCiMoioeQtuF9feAghbl3BuSzSfzhB/ol0wDLhgkuHQOwbe9/RYKEwJYfc/RfJ+TOFogs56nLFVoO+jgf2YV7oH3JDsZU39kLci8xmMwUJ6WTuOEfe4UvqjOU2XgYcW/hh39D7vp0MyJRvJP9kuiWEPJZGYXK29YzsCthWdURf0xVdsCt2Ac737bn+G+WfyuDSF4cxZRSg2Glx6x2CfZhXZTfrnnK/vjeQUFIIIURlkVDyFtyvLzyEELeH2Wwm79Bl0tefoOiSpVLR1tcBly410Nd0vW33U5SaZwki96dQeDbr6gqtgr6WO/YNvNCHusubeyHuM0WXcsn6LYns3cnqpC6K3gaHpj44NvfFxvXeDgfMRSYKEjPIO24JIgtOZ4LJ+uWijbc9+mBXdXIajeHuVZSL28+YVcDlL/9WP5BzbOGHS+cgqXC94n59byChpBBCiMoioeQtuF9feAghbi9zkYms35LI2JqoznCtD3XHpUsNbD0N/+iYxswCcvenkLP/IgWnrs7iiwZ0Nd0sM2fX9UCjlzf4QtzvTHlFZO85T9av5zBe+YADDRjqeuLYwg+7AOd7YnIRs8lM4bks8q6MC1lwMgNzoclqG62bDl2wq1oNqXWyq6TWijvFbDSTsfkkmdvOAJbZ5T0G1EbroqvkllW++/W9gYSSd9/EiRP57rvviIuLq+ymiEq2detWRowYwYEDB9Bq7/0Cg5MnTxIUFMS+fft4+OGHK7s5lerTTz9l3bp1/N///V+pdYsXL2bVqlVs2rSpElp2bygoKOChhx7im2++oXHjxtfdrqL/g+TjTyGEuA7FRoNTq6r4jG6MQ4QvaCDv8GXOz9lD2v8dx5RTeOODYBl/LWtnEimf7Sdp+k7S/u+EJZBUQFfDBdeeNfF9qxleQ+vh0MhbAkkhHhAavQ1OLari80ZjPJ6pg66mK5gg96+LpHy6nwsfx5G97wLmItMNj3U7mc1mCi/kkPXrOS6uOMS5yb9zYX4cGRtOkn80DXOhCY2jLYYGXrg9GYLP6Mb4jm2Ke++HsH+4igSSDyhFq+DSKQiPp+ug6LUUnMrg/Lx95B1Pq+ymiX+ZwYMHoygKw4cPL7XupZdeQlEUBg8eXOHjbdu2DUVRSEtLu+W2nTx5EkVR7tvQ8YUXXiA4OBiDwYCXlxfdu3fn77//vuF+GzdupFmzZjg5OeHl5UWvXr04efKkun7p0qUoiqJ+OTo60qhRI1avXn3DYwcGBvLhhx/ewllddbcfn4kTJ143wBszZgxvv/32fRFIAvj7+5OUlES9evUquyl3laIofPfdd1bLhg4dyt69e9m+fbvV8ry8PCZMmMA777yjLps4cWKZf6/i4uJQFMXq9+ROKfm75+zsTJMmTfj+++/L3HbGjBlotVref//9MtcnJyfz6quvUrNmTfR6Pd7e3rRo0YJPPvmEnBzLEGN2dnaMGjWKsWPH3pb2SygphBA3oHWwxa17Tbxfa4S+lhuYzGTFniN51h9kxZ7FbCwdKJjyisjee56L0QdImraTtDXHLN3izGBX3QmXrjXwHd8Ur+fDcHzEF62DbSWcmRDiblA0CoY6Hng9Vx/v1xri0MQHbBQKz2SRuiqepPd2kbE1EWNWwY0P9g8VpeWR/Ucyl2P+Jmn6LsuHK2uPk3fwEua8IhSd1lIJ3rUG3q81xPetR/DoXxuHpj7YePyzynBxfzLU9cB7RDi2Pg6Ysgq5uOgvMn8+jXSuEneTv78/MTEx5OZenUgrLy+PL7/8kurVq1diy+5vjRo1Ijo6msOHD7Nx40bMZjMdOnTAaDRed5+EhAS6d+9Ou3btiIuLY+PGjVy8eJEnn3zSajtnZ2eSkpJISkpi3759dOzYkT59+hAfH3+nT+umFRTcuf+3ADt27OD48eP06tXrjt7P7VJQUIBWq8XHxwcbm7tXHGE0GjGZ7u4HsxVhZ2fHgAEDmDt3rtXyb775BmdnZ1q0aGG1XK/Xs3jxYo4ePXo3m2klOjqapKQk/vjjD1q0aEHv3r3566+/Sm23ZMkSxowZw5IlS0qtO3HiBOHh4WzatInp06ezb98+fvvtN8aMGcMPP/zAli1b1G0HDhzIjh07OHjw4C23XUJJIYSoINsq9ngOqYfn0HrYeNtjyiki7f9OcP7DveT+fRlTgZGc/SlcWnGIc1N/J/W/R8iLTwWTGVtfB5w7BeIzpglVXnwYp5ZV0TpLlzgh/m1sfRxw6xWC77imOHcIQONkhymzkIzNp0h6dxeXvz5CwbmsGx/oBoxZBeTsTyF19VGS3t9N8ru7Sf3mKDlxKZgyC8BGQRfsgnPHALxebIBfVASekXVxalkVWx+He6Jbuag8Np4GvF5sgH3DKmCG9B9PcmnFYUxXhjIR9yez2UxOYU6lfN1sqN2wYUP8/f2tKu1Wr15N9erVCQ8Pt9rWZDIxY8YMgoKCMBgMNGjQgG+++QawVM49+uijALi5uVlVWW7YsIGWLVvi6uqKh4cHXbt25fjx47dwhUvbvXs37du3x9PTExcXF9q0acPevXuttlEUhYULF9K1a1fs7e0JDQ3lt99+49ixY7Rt2xYHBweaN29u1bbjx4/TvXt3vL29cXR0pEmTJlaBwfU8//zztG7dmsDAQBo2bMjUqVM5ffp0udVce/bswWg0MnXqVIKDg2nYsCGjRo0iLi6OwsKrvYYURcHHxwcfHx9CQkKYOnUqGo2G/fv339Q1UxSFRYsW0bNnT+zt7QkJCWHt2rXq+tTUVAYOHIiXlxcGg4GQkBCio6MBCAoKAiA8PBxFUWjbti1gqb7t0aMH06ZNw8/Pj1q1aqn3dW2VnKurK0uXLlVvnzlzhv79++Pu7o6DgwONGzdm586dLF26lEmTJvHnn3+qVWrF+8XExNC+fftSXVanTp1KlSpVcHJy4rnnnmPcuHGlKi0XLVpEaGgoer2e2rVrs2DBAnVdcSXo6tWrefTRR7G3t6dBgwb89ttvVsfYsWMHrVq1wmAw4O/vzyuvvEJ2dra6PjAwkClTpvDMM8/g7OzM888/X2aV6cGDB+natSvOzs44OTnRqlWr6/6OFFckr1u3jrCwMPR6Pc2aNePAgQPqNkuXLsXV1ZW1a9dSp04ddDodiYmJpKam8swzz+Dm5oa9vT1PPPGEVcBXvN8PP/xArVq1sLe3p3fv3uTk5LBs2TICAwNxc3PjlVdesQrYi8+zf//+ODg4ULVqVT7++GOr9QA9e/ZEURT1NkC3bt1Yu3at1QcjMTExdOvWrdS516pVi0cffZS33nqrzGtT7Oeff6Zp06bodDp8fX0ZN24cRUVX/6+2bduWV155hTFjxuDu7o6Pjw8TJ04s95jFXF1d8fHx4aGHHmLKlCkUFRXx008/lbr/3NxcJk+eTEZGBr/++qvV+hdffBEbGxv++OMP+vTpQ2hoKDVq1KB79+6sW7fO6tzd3Nxo0aIFMTExFWpfeaSPoBBC3CT9Q254Bzcke3cyGZtPUpSSy6WlB0GrgPHqi24bL4NljMgwL2yr2Fdii4UQ9xqtox3O7arj1LoauQcukrnjLIVnssjZc56cPefR1XDBsUVV9KHuKJobB4SmvCLyE9LJvzI5TWFytvUGGrCr5mSZmCbYFV2AM4qtfDYtrk9jp8XtqYewC3C2VNUeusSFeftwH1QHO1+Hym6e+Adyi3J55MtHKuW+dw7Yib3tzb0WGjp0KNHR0QwcOBCwVPgMGTKEbdu2WW03Y8YMVq5cyaeffkpISAi//PILgwYNwsvLi5YtW/Ltt9/Sq1cv4uPjcXZ2xmCwVH9nZ2fz+uuvExYWRlZWFlFRUfTs2ZO4uDg0mtvz9zEzM5PIyEjmzZuH2Wxm9uzZdO7cmaNHj+Lk5KRuN2XKFObMmcOcOXMYO3YsAwYMoEaNGowfP57q1aszdOhQRowYwY8//ghAVlYWnTt3Ztq0aeh0OpYvX063bt2Ij4+vcCVpdnY20dHRBAUF4e/vf93tGjVqhEajITo6msGDB5OVlcWKFSt4/PHHsbUtu6eP0Whk+fLlgCVgvlmTJk1i5syZvP/++8ybN4+BAwdy6tQp3N3dmTBhAocOHeLHH3/E09OTY8eOqcHRrl27aNq0KVu2bKFu3brY2V0dbmTr1q04OzuzefPmCrcjKyuLNm3aULVqVdauXYuPjw979+7FZDLRt29fDhw4wIYNG9RA2MXFBYDt27czYMAAq2N98cUXTJs2jQULFqhhzuzZs9UgtXibqKgo5s+fT3h4OPv27WPYsGE4ODgQGRmpbvfWW28xa9YsQkJCeOutt+jfvz/Hjh3DxsaG48eP06lTJ6ZOncqSJUtISUlhxIgRjBgxQg1vAWbNmkVUVJRVV+SSzp49S+vWrWnbti3/+9//cHZ2JjY21ipEK8vo0aP56KOP8PHx4c0336Rbt24cOXJEfa7k5OTw3nvvsWjRIjw8PKhSpQr9+/fn6NGjrF27FmdnZ8aOHUvnzp05dOiQ1X5z584lJiaGzMxMnnzySXr27Imrqyvr16/nxIkT9OrVixYtWtC3b1+1Pe+//z5vvvkmkyZNYuPGjbz66qs89NBDtG/fnt27d1OlShWio6Pp1KmTVVf7xo0bU1RUxM6dO9Vwe8eOHTz99NNlnve7775LkyZN+OOPP8ocZ/Hs2bN07tyZwYMHs3z5cv7++2+GDRuGXq+3Ch6XLVvG66+/zs6dO/ntt98YPHgwLVq0oH379uVe92JFRUUsXrwYwOr5D5bxMPv374+trS39+/dn8eLFNG/eHIBLly6pFZIODmX/j7/2A+umTZuW6uL+T0goKYQQ/4CiVXBs5ov9w15k/O80WbFnwWhG66a7GkT6SrWREKJ8io0G+4erYGjgRUFiJlmxZ8k9cJH8E+nkn0hH667HsbkfDo2tx5s1F5rIT8wgv3hymjOZcE0PKFsf+6shZA0XGa9W3DRFUXB8xBe7qo5cWnmYokt5pCyIw7VnTRwaeld288QDbtCgQYwfP55Tp04BEBsbS0xMjFUomZ+fz/Tp09myZQsREREA1KhRgx07drBw4ULatGmDu7s7AFWqVMHV1VXd99qutUuWLMHLy4tDhw7dtnH12rVrZ3X7s88+w9XVlZ9//pmuXbuqy4cMGUKfPn0AGDt2LBEREUyYMIGOHTsC8OqrrzJkyBB1+wYNGtCgQQP19pQpU1izZg1r165lxIgR5bZpwYIFjBkzhuzsbGrVqsXmzZtLhRclBQUFsWnTJvr06cMLL7yA0WgkIiKC9evXW22Xnp6Oo6MjALm5udja2vLZZ58RHBxcbnvKMnjwYPr37w/A9OnTmTt3Lrt27aJTp04kJiYSHh6uBj8lq9u8vLwA8PDwwMfHx+qYDg4OLFq0qNxzvdaXX35JSkoKu3fvVp9HNWvWVNc7OjpiY2NT6r5OnTqFn5+f1bJ58+bx7LPPqo9jVFQUmzZtIivrau+Id955h9mzZ6td44OCgjh06BALFy60CiVHjRpFly5dAEuAW7duXY4dO0bt2rWZMWMGAwcO5LXXXgMgJCSEuXPn0qZNGz755BO1erNdu3a88cYb6jGvrZb9+OOPcXFxISYmRg0GH3rooRtes3feeUcN0JYtW0a1atVYs2aN+vwuLCxkwYIF6vO3OIyMjY1VA7IvvvgCf39/vvvuO5566il1v08++UR9PvXu3ZsVK1Zw/vx5HB0dqVOnDo8++ig//fSTVSjZokULxo0bp7Y/NjaWDz74gPbt26vPl+Iqw5Ls7e1xcXFR//6kpaWRnp5e6nEt1rBhQ/r06cPYsWPZunVrqfULFizA39+f+fPnoygKtWvX5ty5c4wdO5aoqCj1g5CwsDA1KA4JCWH+/Pls3br1hqFk//790Wq15ObmYjKZCAwMVK85WCZs++abb9Sq2kGDBtGqVSs++ugjHB0dOXbsGGazWa0iLubp6UlenmWyxpdeeon33ntPXefn56den1shr06FEOIWaPQ2uHYOwqllVUw5hdh420sQKYS4aYqioAtwRhfgTFFaPtm/nSNrVzLGy3mk/3CCjM2nLMGkox35x9PIP5kB10yQo3XXq7Nj64Jd0DrKhDTi9rCr5kSVl8O5vCqe/COppP73CAWnMnDtFoxiIxW39wuDjYGdA3ZW2n3fLC8vL7p06cLSpUsxm8106dIFT09Pq22OHTtGTk5OqTfsBQUFpbp5X+vo0aNERUWxc+dOLl68qI5tl5iYSL169XjiiSfUKqCAgIB/NHba+fPnefvtt9m2bRsXLlzAaDSSk5NDYmKi1XZhYWHqz97elsC/fv36Vsvy8vLIyMjA2dmZrKwsJk6cyLp160hKSqKoqIjc3Fz1uNOnT2f69Onq/ocOHVIrKAcOHEj79u1JSkpi1qxZ9OnTh9jYWPR6PXXr1lVDhlatWvHjjz+SnJzMsGHDiIyMpH///mRmZhIVFUXv3r3ZvHmz+rrXyclJ7Zqek5PDli1bGD58OB4eHnTr1q3cNl2r5PVwcHDA2dmZCxcuAPCf//yHXr16sXfvXjp06ECPHj3UMKs89evXv6lAEiyTlYSHh6uBZEXl5uaW6rodHx/Piy++aLWsadOm/O9//wMslavHjx/n2WefZdiwYeo2RUVFagVmsZLXx9fXF4ALFy5Qu3Zt/vzzT/bv388XX3yhbmM2mzGZTCQkJBAaGgpQ7qzJYDn3Vq1aXbca9nqKPxwAcHd3p1atWhw+fFhdZmdnZ9X+w4cPY2NjwyOPXK3i9vDwKLWfvb29VcDt7e1NYGCgGoQXLyt+npTVnuLbFZ1YyWAwqJO7FFfjljeL9NSpUwkNDWXTpk1UqVLFat3hw4eJiIiwep/YokULsrKyOHPmjPq7UPLagOXxLT6n4cOHs3LlSnVdyUD7gw8+4PHHH+fEiROMHDmSuXPnWj1vv/rqK4KDg9Uw+OGHHyYgIIBVq1bx7LPPXvecdu3ahclkYuDAgeTn51/3+twKCSWFEOI20DrboXWWAEAIcetsXHW4PBGE02PVydl3gawdZylKySUr9pzVdhonW3TBruivVEPauF//hbIQt0rrYIvn4Lpk/i+RjK2JZO9MpuBsFh4DQ7Fxk+fe/UBRlJvuQl3ZirstA1ZjwRUrflO+bt06qlatarVOpyt/7O5u3boREBDA559/jp+fHyaTiXr16qmToCxatEgNIm42mCkWGRnJpUuX+OijjwgICECn0xEREVFqopWSxy8OLcpaVhycjho1is2bNzNr1ixq1qyJwWCgd+/e6nGHDx9uVSVVsrrLxcUFFxcXQkJCaNasGW5ubqxZs4b+/fuzfv16dZzI4m7uxRVzM2fOVI+xcuVK/P392blzJ82aNQNAo9FYVRGGhYWxadMm3nvvPbp161Zum6517fVWFEU99yeeeIJTp06xfv16Nm/ezGOPPcZLL73ErFmzrns8oMwuqYqilBrvtOQ4mcXX4GZ5enqSmpp6U/sUP5c///xzq4AOKDWDd3nPjaysLF544QVeeeWVUvdRMgS+XhfdYv/03G/EYDD8owKOsp4T5T1PbofLly9bVd8qilLu4xocHMywYcMYN26c2oX6ZpV3TpMnT2bUqFFl7ufj40PNmjWpWbMm0dHRavf34nB08eLFHDx40GoiI5PJxJIlS3j22WepWbMmiqKUmpiqRo0aQNnPh5LX51ZIKCmEEEIIcQ/S2GlxfMQXhyY+5B9LI3tXEmYT6INd0NV0xaaKVGaLu0vRKDg/HoCdvxOXV8VTeCbLMs5kv9roH3Kr7OaJB1CnTp0oKChAURS1K3NJJSfLaNOmTZnHKK6OKzkBxqVLl4iPj+fzzz+nVatWgGW8uJKuDTn/idjYWBYsWEDnzp0BOH36NBcvXrwtxx08eDA9e/YELEFUye637u7uFaruM5vNmM1mtQIqICCg1DY5OTmlxtgsDsluFAAVdye9mTZVhJeXF5GRkURGRtKqVStGjx7NrFmzynysb3ScpKQk9fbRo0etKr/CwsJYtGgRly9fLrPtdnZ2Zd5XeHg4hw4dslpWq1Ytdu/ezTPPPKMu2717t/qzt7c3fn5+nDhxQh1H9Z9o2LAhhw4dsgqI/4mwsDCWLVtGYWHhTYXyv//+uxp+pqamcuTIEbU6syyhoaHq2I0lxzeMj4+nTp06t3QOxe259nbJ9tja2pb5GB4/fpy8vDy14trOzo46depw6NAhOnTocN37i4qKIjg4uNQEMKGhoXz77beYzWb1tVtsbCxOTk5Uq1atQudSpUqVUhWYZWnatCmNGjVi2rRpfPTRR/z111/88ccfbNu2zep5fPnyZdq2bcvff/9N7dq1ad++PfPnz+fll1++YWgNcODAgRtWpFeE9LcQQgghhLiHKRoF/UNueAyqg+czdXBsURVbbxmzVlQefS13qrwcjm01R0w5RVyMPkDGllOYTTc3w7IQN6LVajl8+DCHDh0qVS0Gli7Do0aNYuTIkSxbtozjx4+zd+9e5s2bx7JlywBL0KYoCj/88AMpKSlkZWXh5uaGh4cHn332GceOHeN///sfr7/+eoXbFR8fT1xcnNVXyQq7YiEhIaxYsYLDhw+zc+dOBg4ceFsq0EJCQli9ejVxcXH8+eefDBgw4IYB4YkTJ5gxYwZ79uwhMTGRX3/9laeeegqDwaCGpmXp0qULu3fvZvLkyRw9epS9e/cyZMgQAgICrAIJs9lMcnIyycnJJCQk8Nlnn7Fx40a6d+9+y+dbUlRUFN9//z3Hjh3j4MGD/PDDD2rIVKVKFQwGAxs2bOD8+fOkp6eXe6x27doxf/589u3bxx9//MHw4cOtArj+/fvj4+NDjx49iI2N5cSJE3z77bfquHyBgYEkJCQQFxfHxYsX1XC3Y8eOpULul19+mcWLF7Ns2TKOHj3K1KlT2b9/v9X/8kmTJjFjxgzmzp3LkSNH+Ouvv4iOjmbOnDkVvj5jx47l119/ZcSIEcTFxXH06FG+//77G441eq0RI0aQkZFBv379+OOPPzh69CgrVqwoVUl3rcmTJ7N161YOHDjA4MGD8fT0pEePHtfdPiQkhO7duzNs2DB27NjBn3/+yaBBg6hateptee7ExsYyc+ZMjhw5wscff8zXX3/Nq6++qq4PDAxk69atJCcnW1VBbt++nRo1alh1GS/rcb2Wt7c3r7/+OnPnzrVa/uKLL3L69Glefvll/v77b77//nveeecdXn/99ds2sVZJr732GgsXLuTs2bMsXryYpk2b0rp1a+rVq6d+tW7dmiZNmqhVnQsWLKCoqIjGjRuzatUqDh8+THx8PCtXruTvv/8u9Td4+/bt5Qa0FSWhpBBCCCGEEOKm2LjpqTK8AQ6P+IAZMrYkcmnZQYzZpYMZIW6Fs7Mzzs7O110/ZcoUJkyYwIwZMwgNDaVTp06sW7dOndW4atWqTJo0iXHjxuHt7c2IESPQaDTExMSwZ88e6tWrx8iRI3n//fcr3KZ+/foRHh5u9XX+/PlS2y1evJjU1FQaNmzI008/zSuvvFKhSqcbmTNnDm5ubjRv3pxu3brRsWPHG85yrdfr2b59O507d6ZmzZr07dsXJycnfv3113Lb1K5dO7788ku+++47wsPD6dSpEzqdjg0bNlgFrBkZGfj6+uLr60toaCizZ89m8uTJvPXWW7d8viXZ2dkxfvx4wsLCaN26NVqtVq1Ks7GxYe7cuSxcuBA/P78bhlqzZ8/G39+fVq1aMWDAAEaNGoW9/dUhDuzs7NTxATt37kz9+vV599131XCmV69edOrUiUcffRQvLy+++uorwDJu58GDB60CvIEDBzJ+/HhGjRpFw4YNSUhIYPDgwVZjFD733HMsWrSI6Oho6tevT5s2bVi6dKnVDN03EhYWxs8//8yRI0do1aoV4eHhREVFldtdviweHh7873//U2cgb9SoEZ9//vkNqybfffddXn31VRo1akRycjL/93//d8OxPKOjo2nUqBFdu3YlIiICs9nM+vXr//GwCSW98cYb/PHHH4SHhzN16lTmzJljVXU9e/ZsNm/ejL+/v1XI/tVXX1mN7Qnw7LPPsn79+huG3aNGjbIa6xIsf4fWr1/Prl27aNCgAcOHD+fZZ5/l7bffvuVzLEunTp0ICgpi2rRprFy5stTEXsV69erF8uXLKSwsJDg4mH379vH4448zfvx4GjRoQOPGjZk3bx6jRo1iypQp6n6//fYb6enp9O7d+5bbqpivHURBkJGRgYuLC+np6eX+AxRCCCGEEOLfLnvPeVLXHIMiE1pXHR6DQrGr5lTZzbpt7tf3Bnl5eSQkJBAUFFTu5AxCiNtv9OjRZGRksHDhwutu0759e3x8fFixYsVdbNmdsW3bNh599FFSU1OtZrmvTIGBgbz22mvqTOQVdfDgQdq1a8eRI0dKTTL01FNP0bBhQ8aPH38bW3r/6du3Lw0aNODNN9+87jYV/R8klZJCCCGEEEKIf8yhkTdVXmyA1kOPMS2fC5/8SdaupFITSAghxL/FW2+9RUBAgNqtPicnhzlz5nDw4EH+/vtv3nnnHbZs2UJkZGQlt1RcKykpieXLl5cKJAHef//9UlWQ/zYFBQXUr1+fkSNH3pbjyUQ3QgghhBBCiFti5+eI94hwLn99hLxDl0hbfYyCU5m49QhGsS09FqAQQjzIXF1drarIFEVh/fr1TJs2jby8PGrVqsW3337L448/XomtFGUp7zEJDAzk5ZdfvoutuffY2dnd1m7nEkoKIYQQQgghbpnGYIPHoFAyfzlDxsaT5Ow5T+G5LDwGhWLjceuTewghxP3KYDCwZcuWym7GHdO2bdt7rjq+5Iz04t4l3beFEEIIIYQQt4WiUXBu64/nc/XRONpSmJTN+Xn7yD10qbKbJoQQQoh7jISSQgghhBBCiNtKH+yK98vh2AU4Y84zcmn5IdI3nMRsvLcqaYQQQghReSSUFEIIIYQQQtx2WhcdXs/Xx7GFHwCZ205zcclfGLMKKrllQgghhLgXSCgphBBCCCGEuCMUrQbXbsG4D6iNYqch/3g6F+buI/9URmU3TQghhBCVTEJJIYQQQgghxB1lH+ZFlRHh2HgZMGYUkLJwP1mxZ++5iRGEEEIIcfdIKCmEEEIIIYS442yr2FNlxMMYwjzBZCbt/05wOSYeU76xspsmhBBCiEogoaQQQgghhBDirtDobHDvXxuXrjVAo5D7ZwoXPo6j8EJOZTdNiFs2ceJEHn744cpuhrgHbN26ldDQUIzGf/eHLs2aNePbb7+t7GaIe5iEkkIIIYQQQoi7RlEUnFpWxev5+mic7Si6kMOF+XHk7E+p7KaJe8TgwYNRFIXhw4eXWvfSSy+hKAqDBw+u0LG2bduGoiikpaXdcrtOnjyJoijExcXd8rEqwwsvvEBwcDAGgwEvLy+6d+/O33//fcP9Nm7cSLNmzXBycsLLy4tevXpx8uRJdf3SpUtRFEX9cnR0pFGjRqxevfqGxw4MDOTDDz+8hbO66m4/PuWF0GPGjOHtt99Gq9UCV69Rp06drLZLS0tDURS2bdt2h1trudbFj5G9vT3169dn0aJFZW771VdfodVqeemll8pcn5GRwYQJE6hbty4GgwEPDw+aNGnCzJkzSU1NVbd7++23GTduHCaT6Y6ck7j/SSgphBBCCCGEuOt0gS54vxyOroYL5gIjl7/8m7QfTmA2yptXAf7+/sTExJCbm6suy8vL48svv6R69eqV2LL7V6NGjYiOjubw4cNs3LgRs9lMhw4dyq3mS0hIoHv37rRr1464uDg2btzIxYsXefLJJ622c3Z2JikpiaSkJPbt20fHjh3p06cP8fHxd/q0blpBQcEdPf6OHTs4fvw4vXr1slpuY2PDli1b+Omnn+7o/Zdn8uTJJCUlceDAAQYNGsSwYcP48ccfS223ePFixowZw1dffUVeXp7VusuXL9OsWTOio6MZNWoUO3fuZO/evUybNo19+/bx5Zdfqts+8cQTZGZmlnkfQoCEkkIIIYQQQohKonWyw/PZ+ji1qQZA1o6zpHz+F8aM/Epu2YPHbDZjysmplK9/MqFRw4YN8ff3t6q2W716NdWrVyc8PFxdZjKZmDFjBkFBQRgMBho0aMA333wDWCrnHn30UQDc3NysKiw3bNhAy5YtcXV1xcPDg65du3L8+PFbuMKl7d69m/bt2+Pp6YmLiwtt2rRh7969VtsoisLChQvp2rUr9vb2hIaG8ttvv3Hs2DHatm2Lg4MDzZs3t2rb8ePH6d69O97e3jg6OtKkSRO2bNlyw/Y8//zztG7dmsDAQBo2bMjUqVM5ffq0VdXjtfbs2YPRaGTq1KkEBwfTsGFDRo0aRVxcHIWFhVbn4ePjg4+PDyEhIUydOhWNRsP+/ftv6popisKiRYvo2bMn9vb2hISEsHbtWnV9amoqAwcOxMvLC4PBQEhICNHR0QAEBQUBEB4ejqIotG3bFrBU3vbo0YNp06bh5+dHrVq11Pv67rvvrO7f1dWVpUuXqrfPnDlD//79cXd3x8HBgcaNG7Nz506WLl3KpEmT+PPPP9Xqw+L9YmJiaN++PXq93urYDg4ODB06lHHjxpV7Df766y/atWunViA+//zzZGVlqeuLz2fWrFn4+vri4eHBSy+9ZPV4XI+TkxM+Pj7UqFGDsWPH4u7uzubNm622SUhI4Ndff2XcuHE89NBDpSpe33zzTRITE9m1axdDhgwhLCyMgIAAOnTowFdffcWLL76obqvVauncuTMxMTE3bJv4d7Kp7AYIIYQQQtxJRaYi0vLTuJR7ict5lzGZTeht9Oht9BhsDBi0BvVnnVaHoiiV3WQh/lUUrYLLE0HYVXfi8n+PUHAyg/Nz9+ExoDa6Gq6V3bwHhjk3l/iGjSrlvmvt3YNib3/T+w0dOpTo6GgGDhwIwJIlSxgyZIhVV9cZM2awcuVKPv30U0JCQvjll18YNGgQXl5etGzZkm+//ZZevXoRHx+Ps7MzBoMBgOzsbF5//XXCwsLIysoiKiqKnj17EhcXh0Zze2p3MjMziYyMZN68eZjNZmbPnk3nzp05evQoTk5O6nZTpkxhzpw5zJkzh7FjxzJgwABq1KjB+PHjqV69OkOHDmXEiBFqtVlWVhadO3dm2rRp6HQ6li9fTrdu3YiPj69wFWl2djbR0dEEBQXh7+9/3e0aNWqERqMhOjqawYMHk5WVxYoVK3j88cextbUtcx+j0cjy5csBS7h8syZNmsTMmTN5//33mTdvHgMHDuTUqVO4u7szYcIEDh06xI8//oinpyfHjh1Tq2l37dpF06ZN2bJlC3Xr1sXOzk495tatW3F2di4VwJUnKyuLNm3aULVqVdauXYuPjw979+7FZDLRt29fDhw4wIYNG9RA2MXFBYDt27czYMCAMo85ceJEatasyTfffEPv3r1Lrc/OzqZjx45ERESwe/duLly4wHPPPceIESOswtKffvoJX19ffvrpJ44dO0bfvn15+OGHGTZsWIXOzWQysWbNGlJTU62uE0B0dDRdunTBxcWFQYMGsXjxYvV8TCYTq1atYtCgQfj5+ZV57GtfRzVt2pR33323Qu0S/z4SSgohhBDivmIym8jIz+By3mUu5V0iNS+Vy3mXr/uVnp9e4WMrKGpAqdde+V4ywLxmecnvxeusbpc8lq0lALXR2EjwKUQZDHU98X7ZgUsrD1OYnM3FpYfwGdsErUPZwYd48A0aNIjx48dz6tQpAGJjY4mJiVFDyfz8fKZPn86WLVuIiIgAoEaNGuzYsYOFCxfSpk0b3N3dAahSpQqurq7qsa/tWrtkyRK8vLw4dOgQ9erVuy3tb9eundXtzz77DFdXV37++We6du2qLh8yZAh9+vQBYOzYsURERDBhwgQ6duwIwKuvvsqQIUPU7Rs0aECDBg3U21OmTGHNmjWsXbuWESNGlNumBQsWMGbMGLKzs6lVqxabN28uFUqVFBQUxKZNm+jTpw8vvPACRqORiIgI1q9fb7Vdeno6jo6OAOTm5mJra8tnn31GcHBwue0py+DBg+nfvz8A06dPZ+7cuezatYtOnTqRmJhIeHg4jRs3BizjJBbz8vICwMPDAx8fH6tjOjg4sGjRonLP9VpffvklKSkp7N69W30e1axZU13v6OiIjY1Nqfs6derUdQM7Pz8/Xn31Vd566y169OhR5n3m5eWxfPlyHBwcAJg/fz7dunXjvffew9vbG7BU/s6fPx+tVkvt2rXp0qULW7duvWEoOXbsWN5++23y8/MpKirC3d2d5557Tl1vMplYunQp8+bNA6Bfv3688cYbJCQkEBQUREpKCmlpaWq1abFGjRqpXfW7devGV199ZXXOp0+fxmQy3bbAXzw4JJQUQgghRKUym81kF2aXGSim5qVyKe/S1WW5l0nLT8NovrnZLDWKBledK+56d2w1tuQW5ZJblEueMY/cwlwKTJbxpcyY1XV3ilbRXg07S4SV1wagxeFnyeVhXmHU9ah7x9omRGWz8TTg9WID0r47hq6GiwSSt5FiMFBr755Ku+9/wsvLiy5durB06VLMZjNdunTB09NTXX/s2DFycnJo37691X4FBQVWXbzLcvToUaKioti5cycXL15UJ+JITEykXr16PPHEE2zfvh2AgIAADh48eNPtP3/+PG+//Tbbtm3jwoULGI1GcnJySExMtNouLCxM/bk4dKpfv77Vsry8PDIyMnB2diYrK4uJEyeybt06kpKSKCoqIjc3Vz3u9OnTmT59urr/oUOH1ArKgQMH0r59e5KSkpg1axZ9+vQhNjYWvV5P3bp11QC4VatW/PjjjyQnJzNs2DAiIyPp378/mZmZREVF0bt3bzZv3qx+yObk5KR2Tc/JyWHLli0MHz4cDw8PunXrVm6brlXyejg4OODs7MyFCxcA+M9//kOvXr3Yu3cvHTp0oEePHjRv3vyGj0X9+vVvKpAEiIuLIzw8XA0kKyo3N7dU1+2Sxo4dy8KFC1myZIkaRhc7fPgwDRo0UANJgBYtWmAymYiPj1efH3Xr1lUn0QHw9fXlr7/+Asp//EePHs3gwYNJSkpi9OjRvPjii1ZB6+bNm8nOzqZz584AeHp60r59e5YsWcKUKVOue05r1qyhoKCAsWPHWo0DC2AwGDCZTOTn56uVykIUk1BSCCGEELddXlGeWsFYHCqWrGi0qnDMvayGgjfD2c4Zd7279ZfB8t1N74aH3kNd7mznjFajve6xjCYj+cZ8copyyCvKswSWRXmW0LI4wCyxPLcol1yj9bKSy0stK8pVg1Sj2UhWYRZZhVnXbU95utXoxshGI/Gy9/pH+wtxr9PYaXF76iGpKL7NFEX5R12oK1tx12WAjz/+2Gpd8Th769ato2rVqlbrdDpducft1q0bAQEBfP755/j5+WEymahXr546CcqiRYvUcOV63ZRvJDIykkuXLvHRRx8REBCATqcjIiKi1EQrJY9f/Lwva1lxcDpq1Cg2b97MrFmzqFmzJgaDgd69e6vHHT58uFXYVbJqz8XFBRcXF0JCQmjWrBlubm6sWbOG/v37s379enVcwuLw6OOPP8bFxYWZM2eqx1i5ciX+/v7s3LmTZs2aAaDRaKzCrbCwMDZt2sR7771Ht27dym3Tta693oqiqOf+xBNPcOrUKdavX8/mzZt57LHHeOmll5g1a9Z1jwdYhXwlj3vteKclx2X8pwGap6en1QzU13J1dWX8+PFMmjTJqmL2ZpR3jcq71p6entSsWZOaNWvy9ddfU79+fRo3bkydOnUAywQ3ly9ftjp3k8nE/v37mTRpEl5eXri6upaawKg49HRycio10/3ly5dxcHCQQFKUSUJJIYQQQlSIyWwiJSeFxMxELuRcsK5qzL3M5fwr3/Muk1OUc9PHt7extw4TDe646dyswkYPvQduejfcdG7Yam9fBZVWo8VeY4+97Z17w15oKiw73CwjAL021Mwz5nE57zKxZ2P5vxP/x/9O/4/hYcMZGDrwtl4HIe4VEkiKYp06daKgoABFUdTuzMXq1KmDTqcjMTGRNm3alLl/cXVcyRmmL126RHx8PJ9//jmtWrUCLDMml3RtyPlPxMbGsmDBArXq7PTp01y8ePG2HHfw4MH07NkTsISzJSercXd3r1B1n9lsxmw2k59vmVgqICCg1DY5OTmlutwWV+gVh2DXo9Vq1WC3om2qCC8vLyIjI4mMjKRVq1aMHj2aWbNmlflY3+g4SUlJ6u2jR4+Sk3P19UtYWBiLFi3i8uXLZbbdzs6uzPsKDw/n0KFD5d73yy+/zNy5c/noo4+sloeGhrJ06VKys7PVIDU2NhaNRlOqy/T1VPRa+/v707dvX8aPH8/333/PpUuX+P7774mJiaFu3au9MoxGIy1btmTTpk106tSJPn36sHLlSqKiosoNl4sdOHDghpXL4t9LQkkhhBBCqExmExdyLpCYkUhiZuLV75mJnM44TZ4xr8LHstXYlq5kLBEwlvxy07thsHmwP0G31dhia2eLs53zPz7GgYsHmL5zOn9d/IvZe2bz7dFvGd90PM2r3rjrmhBC3I+0Wi2HDx9Wfy7JycmJUaNGMXLkSEwmEy1btiQ9PZ3Y2FicnZ2JjIwkICAARVH44Ycf6Ny5MwaDATc3Nzw8PPjss8/w9fUlMTHxhjMil3RtlRhgFeIUCwkJYcWKFTRu3JiMjAxGjx59W6rFQkJCWL16Nd26dUNRFCZMmHDDgPDEiROsWrWKDh064OXlxZkzZ3j33XcxGAxqaFqWLl268MEHHzB58mS1+/abb75JQECAVdBkNptJTk4GLN2XN2/ezMaNG4mKirrl8y0pKiqKRo0aUbduXfLz8/nhhx8IDQ0FLOOGGgwGNmzYQLVq1dDr9erkM2Vp164d8+fPJyIiAqPRyNixY60qEPv378/06dPp0aMHM2bMwNfXl3379uHn50dERASBgYEkJCQQFxdHtWrVcHJyQqfT0bFjR5YtW1bueej1eiZNmsRLL71ktXzgwIG88847REZGMnHiRFJSUnj55Zd5+umn1a7bt9Orr75KvXr1+OOPP9ixYwceHh706dOn1AdDnTt3ZvHixXTq1Inp06ezbds2mjZtyuTJk2ncuDEODg7s37+f3377rdSYrNu3b6dDhw63ve3iwSChpBBCiHuS2WwmLT+NCzkXuJBzgZTcFMv3HMv3C7mWn82Y8bb3xsfBx/Jl73P1ZwcfPA2e2Gjk311JJrOJ89nnScxM5FTGKU5nnlbDx9OZp8k35l93X62ipapjVXwcfCwVjcXVjCUqGYtDRkdbR6l2us3qedZjZeeVfH/sez7c+yEnM07ywpYXaOffjtFNRlPNqVplN1EIIW47Z+frf5gzZcoUvLy8mDFjBidOnMDV1ZWGDRvy5ptvApaKx0mTJjFu3DiGDBnCM888w9KlS4mJieGVV16hXr161KpVi7lz59K2bdsKtadfv36llp0+fbrUssWLF/P888/TsGFD/P39mT59OqNGjarYSZdjzpw5DB06lObNm+Pp6cnYsWPJyMgodx+9Xs/27dv58MMPSU1Nxdvbm9atW/Prr79SpUqV6+7Xrl07vvzyS2bOnMnMmTOxt7cnIiKCDRs2WAWsGRkZ+Pr6Apau8wEBAUyePJmxY8fe8vmWZGdnx/jx4zl58iQGg4FWrVoRExMDgI2NDXPnzmXy5MlERUXRqlUrq5narzV79myGDBlCq1at8PPz46OPPmLPnqvjrtrZ2bFp0ybeeOMNOnfuTFFREXXq1FGHEejVqxerV6/m0UcfJS0tTZ2hfODAgYwZM4b4+PhyqxsjIyOZPXu2VVWlvb09Gzdu5NVXX6VJkybY29vTq1cv5syZc4tXrmx16tShQ4cOREVFcebMGXr27Fnma7devXrx9NNPc/HiRTw9Pdm1axfvvfce77//PgkJCWg0GkJCQujbty+vvfaaut/Zs2f59ddfWbly5R1pv7j/KeZrB1EQZGRk4OLiQnp6ern/AIUQt1eRqQgFpdxx38SDIasgSw0Vrxc6puSmUGgqvPHBbkCjaPAyeF03tPRx8MFd745GebBmAzSajJzPOW8VOp7KPMXpjNOczjxd7hiONooNVZ2q4u/kT4BzAP5O/lR3qk6AcwC+jr7YaqS78L0goyCDT+I+4au/v8JoNqLT6hhabyhD6w1Fb3P9AfaFEDfnfn1vkJeXp86YW96kG0KI22/06NFkZGSwcOHCym5KpRo7diypqal89tlnld0UcZdV9H+QlI4IISrMbDaTb8y3GvPshl+FJcZHM+aRU5RjtazkV6GpEBuNDUEuQdR0rclDbg9R07UmIW4h+Dr4PnCh0YMo35h/NVgsI3Qsvn0z4w26692pYl8FL4OX5bu95XsVg+VnBYXk7GSSc5It3698nc85z/ns8xSZiyw/55znz5Q/y7wPG41NudWWPvY+uOhc7rmqP6PJSFJ2ktq1ujh0LK54LC/UtVFsqOZUzSp4DHAOoLpTdXwdfaW69D7gbOfM2KZj6RXSixm7ZrAreRef/PkJ3x/7ntFNRvNY9cfuueesEEII8W/w1ltvsWDBAkwmU6kxOf9NqlSpwuuvv17ZzRD3MKmULMP9+mmoEGAJDrMKs24qLLx2Ztnir5yinFLrzVTOnwx7G3s1oKzpWpOabjUJcQ3Bw+BRKe35tykyFXEp9xIpuSmczzlvVc1YMnRMz0+v8DGdbJ3wsvfCy94Lb3tvvAxeVwPHK6Gjp8HzlibxMJlNXMq9VGZoWXz7Yu5FTObyx2EC0Gv1+Dj44O3gXWZo6ePgg6Od4z9u6/UUmYpIyk5SQ8fEDEvgeCrjFGeyzlBkKrruvjYaG6o5VisVOvo7++PrIMHjg8RsNrPp1CZm/TGL5GzLmF7NfJsxvul4arjWqOTWCXF/u1/fG0ilpBBCiMpS0f9BEkqW4X594SH+nQpNhRy+dJh9F/ax9/xe9l3YR2p+6h2/X51Wh8HGgMHGgN5Gr/58M196Gz32NvZWy7IKsziedpyjaUc5mnqUY2nHOJF+4rrBi7venRDXEGq61bQKLR1sHe74NXgQlDVuY3HoWFzteCHnApdyL1U4kNZpdaUqG68NHb0MXnd0luObUWgq5GLORZJzkknKSiqz4vJy3uUKHcvR1rHc4NLbwbvMyVyKTEUkZSWVCh1PZ56+YfBoq7FVu1f7O/sT4BRg+e4cgI+9jwyH8C+TU5jD4gOLWXpgKQWmAmwUGwaGDmR4g+F3JDQX4t/gfn1vIKGkEEKIyiKh5C24X194iH+HrIIs9qfsZ+8FSwC5P2V/mbPhahVtmSHgTQWHtlf2014JD0vcvptBR6GpkMSMRP6fvfsOa+p64wD+TQKEhBH2UpYytCo4q6gtTlSG1dq6W1cdVeuqrbOOtoq2zmqtG2sVR1uxDsSfe6B1a7UqgqKg7JUwE5Kc3x+BW8JQUCCi7+d58iQ5d517s+59855zojOjEZ0VjZjMGERnReNp9tMKA2X1jOtpMipLBCpdJa4wEBjUWr11jTEGqVyK5LxkrQBb6fvnDWpSkoAngJXIShNgFFtzQUeuSXVRc2pTA9M3rsmoXCVHcm7yczMusxXZlVqXmdCMC1IqmRLx2fF4lv0MSlZx4NGAbwBHE0cu6Ohk6qS5mTjBVmxLgUdSRrwsHj9c+QGnn54GAFiJrDC11VQENgikrjAIqaK6em1AQUlCCCG6QkHJV1BXTzzImyklL0UrCzIqM6pMU1OJUIIWNi3Q0qYlWkiawA020IcAPJUKTKUCU6oAlbLosRIoKmMqJaBWly0r5zFUyqKyko9LzVs0veRjzXbVZcuKHyuL6lX0WM/ODtZfTITIy+uFxyavMA+x0lg8yHyAmKwYxGTFIDozGqn5qeXOr8fTg7OpM9f0u/i+vkn9OneRzhiDTCHTCjCW7EcxKS8JybnJ5Qasy1O638aSgcbix2/iYDDVKa8wr0ygsvTzfGV+hcsLBUIu49HJ1EmrubWtkS0de/JSzj09h6VXluKJ7AkAwNvaG7PbzsY7lu/ouGaE1B119dqAgpKEEEJ0hYKSr6CunniQuo8xhlhpLJcFeT35Op7mPC0zX32xAzrqNUJLhR0aSkUwSc5G4eMnUDx+jMKEBOAN+FhL+vaF9dQp0LexqfKyWQVZmozKrBguqzImMwbZheVnson0RGggacBlVbqbucPd3B1WIiudZPyVF3AseZ+cqxm05XkBrpIsDC24QVy4+6LmxbZGtrAV275VGaS6Ut7ryufxuSCkjdiGAo+kRihUCvx29zds+GcD8pX54IGHfh79MKnFJJgbmuu6eoS89urqtQEFJQkhhOgKBSVfwet04vHs668hj47RPCkRG+EVPykZMOE9r6ySy1a4nlLLvnB7mnue0AD69vbQt3eAvoMD9Os5QN/eHno2NuAJqLlhoaoQdzPu4kbyDS4QmSXP0kxkDCb5QL10oIXcDk3yzFA/kw+T5Gyo4xPAFIqKV6yvD56eHngCgeY4Fz2GngA8QXmPqzJv0WM9AVBUVvIx9ATg8csp45Yp9bh4ewI98Pg8SA8chHT/fgAAXyyG1fjPYf7pp+AbvFrQjDGG5Lxkrp/K4vuHWQ+hUJd/LCVCiSZQWRSkdDd3R0OzhjA1ePnvBcYYsguzyzanLpHd+DIBx+LgYsnAo53YDjZGNhAKhC9dX0LImyM5Nxkrrq1AeGw4AM3o3V+0+AIfe3xMXQAQ8hyv07VBVVBQkhBCiK5QUPIVvE4nHrEf90fB7ds6rUON0NODvq2tJmBZzwF6Dppgpb5DPeg72EPf3h58UdnBIOq6HEUObqbe5Jpi3067DeQXwD4DsM9gcMgA6mXy0CBbBOu0QujnVtzXH09fH/rOTjBwcYHQxQUGrq4wcHGBgYsLBBYWdbpPv/xbt5C0aDEK/vkHAKDv7ATbmTNh3KlTte+XUq3p069kVmV0ZjTisuMqHJHZVmzLZVQWNwF3lbhCKBAiuzCb63uwvCzHFzXhLclcaK6V0UgBR0JIdbiWfA2LLy3Gg8wHAABPc0/MajsLrWxb6bhmhLyeXqdrg6qgoCQhhBBdoaDkK3idTjwenj8ClpsLIV8Isb4IBgLhf7mKJV+6osesnDLtcUCY9rQXLVtyea23SuXWo87LgzIxEYXPElCYmIjChAQUJiUByooHdCgmsLAoClQWZVk62GuCl0U3gZnZax94S85Nxo2UG7iRcBVPoi5DHhsL2ww1HDIYF4i0fN7YGDwe9O3tuWAjF3h0dYG+vf0bnW3K1GpI/zqAlBXLoUpNAwAYdewI29mzIGzQoMa3X6AsQKw0lsuqLG4OnpSbVO78fB4fQoGw0gHH4sFOyjSrLrq3EdvAUI8uIAghNUOpVuL3B79j7Y21kClkAAB/V39MazUNtka2Oq4dIa+X1+naoCooKEkIIURXKCj5Cl6nE49Pwj/BzdSb3HM+jw8jPSMYGRjBWN8YxvrGMDIwgom+CYz0i8oMisr1jWBiUH65SE+ks4AeU6mgTEvTBCoTElCYWHSfkABlgiZwqc7NfeF6eGJxUdNw7cBl8WM9Gxvw9PRqYY80VGoVYmOu4sE/p5F0/wYKYh/BNDkH9hkMNlmAXvlJdwAAgbl5qcCjs+axkxP4b/lJpConF+kb1iNj269ghYWAnh4shgyB1YTxEOjg8ylTyPAw66EmUFncFDwrGlK5lJtHIpT8l90otiu3D0cKOBJCXgeZBZn46cZP+PPBn2BgEOmJMM57HD5p/An0Bfq6rp7OMMbwIPMBLiRcwOWkyzAXmqOXay+0c2gHff7be1zeVq/TtUFVUFCy9i1YsAD79+/HzZs3dV0VUgd88sknaNy4MWbPnq3rqrxxOnXqhObNm2PVqlW6ropOpaWl4Z133sH169dRv379Wt02BSVfwet04jHu2DjcSb+DHEUOVExVbesV8ARcsPJ5Qc3ixxWVCwXCag9uMsaglsn+y6wsmWVZdFOlpVViJwXQs7XRBCntHcoGLu3twReLq1w/lUwGxePHyHsUg4R715AVfRcs/hlMkrJhWFjxcmqhPvSdnSFu4AYD16Im1y4uMHB2hsDMrMr1eNsonjxB8tIfkHPyJABNJq31lMkw69dP5xmjjDGk5achT5kHG7ENRHpvXtcDhAAAUyiQcz4SsiNHoExNBd/ICHwjseZerLkXGBkVlRtplZe88YTV/9tBXs2/6f8i+FIwbqXeAgC4mLpgxrsz0LFeRx3XrPZkFWTh78S/cf7ZeVxMuIiU/JQy81gYWsDP2Q8BDQLgbe1N7+O3xOt0bVAVdTUoOXz4cPz6668YO3Ys1q9frzVtwoQJWLduHYYNG4Zt27ZVan2nT59G586dkZmZCbNXPOd+/PgxXF1dcePGDTRv3rzM9Nc9KDl27FgcP34cCQkJMDY2Rvv27bF06VI0atSowmUWLFiAhQsXlikXi8XILZFI8vvvv+Obb77B48eP4e7ujqVLl8Lf35+b3qlTJ5w5c4Z7bmNjg/fffx/Lli2Ds7NzhduvzteveH9q8zVycXHBlClTMGXKFK3yW7duoUuXLnjy5AmMjY0BaB8joVAIJycnjBgxAjNnzizze3Px4kV07NgRPXv2xOHDh8tsV6FQYPXq1di1axeioqKgp6cHFxcXBAUFYfz48XBwcKiZHX5NZGRkQF9fHyYmJrquSq0ZPnw4srKysL9ofIZi06dPR2ZmJrZs2VKr9ansb1DtpZGRl7K+u+aHmDGGAlUBcgtzkaPIQU6h5paryEV2Yfbzy0s9VzM1VEwFmUKmabL14qTECunx9LSzNktlZxrpG0GoJ4RQIIQB3wCGeoYwEBhAKBCWuRkINNOFAiEMhAYwbOgEkYcbTPhl36ZquVzTLDyhKGDJZV2WaCJeWAhlQiKUCYnIx7Vy6y8wM+MG4NErmXFp7wCe0ACKJ5oRrRWPHyP/0UMUxD4CP+u/9tZ6AKxKrE/FA2SWhlDVt4VxQw/YN24FEzdPGLi4aDI3+TSy7ssycHaG47qfkXPuPJKDg6F49AhJ8+Yjc/du2M2ZA3Er3fWFxuPxYC221tn2CalJjDHk37gB6cGDyD4SAVVW1quvVCAoJ1j5X1CTJxaXDW5WEODkGxmBZ2BAwaFX1MSyCbb32o5Djw5hxdUVeCx7jM+Pf45Ojp3wdZuv4WjiqOsqVjuVWoXbabdxIeECIp9F4nbabbASfd6I9ERoY9cG7ezbIT47HkcfH0VGQQZ2R+3G7qjdqGdcD71ceyHANQBu5m463BNC3jyOjo7YvXs3Vq5cCVFRP/MFBQUIDQ2Fk5OTjmtXd7Vq1QpDhgyBk5MTMjIysGDBAvj5+SE2NhaCCv7knz59OsaNG6dV1rVrV7Rp04Z7fuHCBQwaNAjBwcEIDAxEaGgo+vTpg+vXr6Np06bcfKNHj8a3334LxhiePHmCKVOmYOjQoTh37lzN7PArKCwshL5+zWXGr1mzBh9//DEXkCxWfIzkcjlOnjyJMWPGwMzMDJ9//rnWfFu2bMEXX3yBLVu2ICEhQSvIKJfL4efnh3/++QcLFy5Ehw4dYG1tjdjYWOzatQtr1qxBcHBwje2bLikUChgYGMDCwqLWt13T75mXNWLECLRq1Qo//vijTo7Li1CmZDnq6r+hlcEYQ74yv1JBzeLHOYU5yFHkcAHO4scMtfPW0ePp/RfI1CsRwBQYat1rBTh5+pDkqmGSUQCT9AKIM3IhSsuBMFUG/VQp9FIywc8reOk6ZRgDCRY8ZFgLoefsBCuPZnBt1hGNmrwPA8OqZ1+SqmGFhcgMDUXq2p+hztYEiU0DAmAz/Uvo29vruHaEvBnkDx9CevAgZAcPofDZM65cYG0Fib8/DJs2hTovH+rc3PJveXncY1VeLtS5eWB5eTVTWT29EgHLFwQ3xUYQtWgOUbNmNVOXN0COIge/3PoFofdCoWRKGPANMLzpcHzW7LM6nwmenJuMCwkXcP7Zefyd+DfXn2YxNzM3dKzXEe0d2qOlbUutwcSUaiUuJV5CeGw4jj85jjzlf+9nD3MP+Lv6w9/VH/bG9Dv0pqmr1wals1QYY1AqntOfUA3SM+BX+s+j4myfhw8fYubMmRgyZAgAIDQ0FEuXLoWrqyvMzMy4TEm1Wo2lS5di48aNSEpKgoeHB7755ht89NFHXGZjScVZlhEREfj+++9x584dCAQC+Pj4YPXq1WjYsGGFdatqpuSVK1cwe/Zs3LhxA4WFhWjevDlWrlyJli1bcsvweDysX78eBw8exMmTJ+Hs7IytW7fC2toan332Ga5cuQJvb2/89ttvXN0ePnyIadOm4e+//0Zubi4aN26M4OBgdOvWrVLHuNg///wDb29vxMTEPHe/S7p16xaaN2+Os2fP4r333gMADBgwALm5uTh06BA3X7t27dC8eXMu27W85rQ7duzA2LFjtTIuSyudKblt2zZMmTIFe/bswZQpUxAfH4+OHTsiJCQE9kXXAadPn8bXX3+Nf//9F/r6+mjSpAlCQ0Nx6tQpjBgxQmv9ISEhGD58OHg8HtatW4cjR47gxIkT+Oqrr7gsx6wSf8ju378fffv21RpH4eDBg/j2229x+/ZtGBsb47333kNYWFiZ7FBAcz2uUqlgaWmJnTt3IiAggJtW3jFq1aoVnJ2dsW/fPq4sJycH9vb2uHr1KubPnw8vLy+tJuBLlizBnDlzcPXqVbRo0aLMMWWMvfKfuRcuXMD48eNx//59NG3aFHPnzkXfvn21Pht37tzBV199hXPnzsHIyAh+fn5YuXIlrKysuP318vKCoaEhNm/eDAMDA4wbNw4LFizgtpOVlYXp06fjr7/+glwuR+vWrbFy5Up4e3sD+O8zN3HiRCxatAhPnjyBWq0ucyzlcjnmzZuH0NBQpKSkwNHREbNmzcKoUaPK3T8XFxeMGjUKd+/exYEDB2BmZobZs2djwoQJ3DzlvWcWLFiAX375BcuWLUN8fDxcXV0xd+5cfPLJJ1rLVfUzX7yfn3/+Ob7//nukp6cjMDAQmzZtgkQiKTej+dSpU+jUqRMAoEGDBpgzZ06F+1sTKFOSlIvH40GsL4ZYXwwb2Lz0etRMjXxlPrIV2VrBypxCTcCyuDy3MBdylRwKlQIFqgIoVArIVXLuplApUKAsKDO9UP1fO2glU0KpVGpO/isejLpiIgD1im4liAsEsJIB1lIGKylgJWOwlgFWUgYrGWCgBJLMgERLHhIseEi0ANT17VCvcWt4ObdFa5sWcDF1oewcHeDp68Ni2DCYBgUhdeUqZP3xB2SHDyP75ElYjv4MliNHvvV9cRLyMgqTUyA7fBjSQwchv3uPK+eLxTDp3h2mvYNg1LbtS/fXy9Tq8gOZecWP855brir1nOUXDSylVEItk0Etkz2/AiWYDxkCmy+nvVQ3Hm86YwNjfNXmK/Rz74fgy8H4O/FvbPxnIw48PICvWn+F7s7d68xvn0KlwLXka1wgMiYrRmu6iYEJfOx90LFeR/g4+MDOyK7Cdenx9dChXgd0qNcBc9vNxZmnZxD+KBznnp3Dg8wHeJD5AKuur0JLm5YIaBCA7s7dYW5oXtO7SEilKRVqbJx85sUz1oAxq32hL6xadzsjR45ESEgIF5TcunUrRowYgdOnT2vNFxwcjB07dmD9+vVwd3fH2bNnMXToUFhbW6Njx474888/0a9fP0RFRcHU1JTLvMzNzcW0adPg5eWFnJwczJs3D3379sXNmzfBr6bWTdnZ2Rg2bBjWrFkDxhiWL18Of39/REdHazUr/e6777BixQqsWLECM2bMwODBg9GgQQPMmjULTk5OGDlyJCZOnIgjR44A0ASl/P39sWjRIgiFQmzfvh1BQUGIioqqdCZpbm4uQkJC4OrqCkfHymfDb968GR4eHlxAEtA0JZ42bZrWfD169CjTjLSkjIwM7N27F23btq30tovl5eVh2bJl+O2338Dn8zF06FBMnz4dO3fuhFKpRJ8+fTB69Gjs2rULCoUCly9fBo/Hw4ABA3Dnzh1ERETg+PHjAACJRMKtd8GCBViyZAlWrVoFPT09nCzqNup5Dh8+jL59+2LOnDnYvn07FAoFwsPDAQD79u2Dt7c3xowZg9GjR3PL/PPPP5BKpWjdunWF62WM4fz587h//z7c3d21pu3duxeNGjWCp6cnhg4diilTpmDWrFncb/OuXbvQvXv3cgOSAF75N1wmkyEoKAj+/v4IDQ3lsl5LysrKQpcuXfDZZ59h5cqVyM/Px4wZM9C/f3+t4/rrr79i2rRpuHTpEi5evIjhw4ejQ4cO6N69OwDg448/hkgkwpEjRyCRSLBhwwZ07doVDx484LL+YmJi8Oeff2Lfvn0VZvx++umnuHjxIn766Sd4e3sjNjYWaS/oEu7HH3/E7NmzsXDhQhw9ehSTJ0+Gh4cHVzeg7HsmLCwMkydPxqpVq9CtWzccOnQII0aMQP369dG5c2duuap+5ov3c+/evTh48CBkMhlGjRqF8ePHY+fOnZg+fTru3bsHmUyGkJAQANDKinz33Xdx7ty5Wg1KVhYFJclL4fP4MNI3gpG+UY2sX6VWQaFWQK6UlwlqFqgKyg90KuVlA57FyyjLBkTlKjnk1nLEq+SIKREgLc4A5fP4aGTRCC1tWqK9TQu0sGlBTXRfM3oWFrD/7luYDxqIpEWLkX/tGtJ+WgPpn/tg8/XXMPGrOxfOhOiKKjsb2f87Bumhg8j7+xJQ/M+/nh6M33sPkqBAGHfuDL7o1TPkeHw+BMZGEBhXz28HU6mgzq8gWzMvr0yZKjcXytRU5J45i8ydO5Fz/hwcgoMhLpGxQv7TwKwBNnbfiBNxJ/DjlR+RkJuAL898ibZ2bTHz3ZmvZZNlxhjisuNw/tl5XEi4gCtJV5CvzOem88BDM6tm6FCvA9o7tEdTq6bQK6ebmBcR6YnQ06Unerr0hFQuxbEnxxAeG46rSVdxPeU6rqdcR/ClYHSo1wH+rv7o5NgJYn0KgBNSFUOHDsWsWbPw5MkTAEBkZCR2796tFZSUy+VYvHgxjh8/Dh8fHwCajKDz589jw4YN8PX15S7MbWxstPok7Nevn9b2ijOV7t69q9Xk+FV06dJF6/nGjRthZmaGM2fOIDAwkCsfMWIE+vfvDwCYMWMGfHx88M0336BHjx4AgMmTJ2tl+Hl7e3OZYoAmwBEWFoYDBw5g4sSJz63TunXr8PXXXyM3Nxeenp44duwYDAwMKrU/BQUF2LlzJ2bOnKlVnpSUBFtbW60yW1tbJCUlldn25s2bwRhDXl4ePDw8cPTo0Uptu6TCwkKsX7+eyyKbOHEivv32WwCagJlUKkVgYCA3vXHjxtyyxsbG0NPTg51d2T+hBg8eXCaT8kUWLVqEgQMHamWpFb82FhYWEAgEMDEx0drekydPIBAIYGNTNkmo+BgpFAoUFhbC0NAQkyZN0ppny5YtGDp0KACgZ8+ekEqlOHPmDJcV9+DBA+5xsb59++LYsWMAAC8vL1y4cKFK+1lSaGgoeDweNm3aBENDQ7zzzjt49uyZVuB17dq1aNGiBRYvXsyVbd26FY6Ojnjw4AE8PDy4usyfPx8A4O7ujrVr1+LEiRPo3r07zp8/j8uXLyMlJQVCoablwrJly7B//3788ccfGDNmDABNk+3t27fD2rr8a/UHDx5g7969OHbsGJdN3KBBgxfuZ4cOHbj3uoeHByIjI7Fy5UqtoGTp98ygQYMwfPhwjB8/HgC4jOZly5ZpBSWr+pkHNJ+/7du3o149TbbVmjVrEBAQgOXLl8POzg4ikQhyubzc97aDgwNu3Ljxwn3WBQpKkteSgC+AiC+q9WZijDEo1UrIVXLo8fVohOQ6wvCdd+C84zfIwsOR8uMyFD57hmeTJ0Pcti1sZ8+GoaeHrqtIyGuFKRTIOXcO0oOHkHPqFJj8vzR0UcuWkAQFwqRnT+iZv95ZXjyBAAJjYwhK9cf0IjmRkUicMxeFT+LwZMhQWIwYAevJk8AXCl+88FuGx+Ohm3M3dKjXAVvvbMXW21txKekSPjr4EQY1GoTxzcfDxEC3ncjnFubicuJlRCZE4vyz83iW80xrurXIGu0d2qNjvY5oZ98OZoZm1bp9iVCCjzw+wkceHyEpNwkRsREIjw3HvYx7OPP0DM48PQORngidHTsjoEEAfBx8aARvohN6BnyMWe2rs21XlbW1NQICArBt2zYwxhAQEMA1+ywWExODvLw8rSABoAlSVJQlViw6Ohrz5s3DpUuXkJaWBrVa07Q9Li4OTZs2Ra9evbi+Dp2dnfHvv/9WeR+Sk5Mxd+5cnD59GikpKVCpVMjLy0NcXJzWfF5eXtzj4uBesxLdjNja2qKgoAAymQympqbIycnBggULcPjwYSQmJkKpVCI/P59b7+LFi7WCQXfv3uUyKIcMGYLu3bsjMTERy5YtQ//+/REZGQlDQ0M0adKECwK/9957WllaABAWFsZlf76MIUOGYM6cOdyxWbx4Mfz8/HDt2jWYmJi8cPvFxGKxVnNze3t7pKRoBiezsLDA8OHD0aNHD3Tv3h3dunVD//79uabdz/O8zMWK3Lx5UysYVxn5+fkQVjDoX/ExyszMxPz589G+fXu0b9+emx4VFYXLly8jLCwMAKCnp4cBAwZgy5YtZQKRJa1btw65ubn46aefcPbs2QrnK9nH5dChQ8sMNlVch+Jm18XeffddrXlu3bqFU6dOlekzE9B0P1AyKFlSydfy1q1byMnJgaWlpdY8+fn5ePjwIffc2dm5woAkoHmNBAIBfH2r9v1X/EdHyeelR/Mu/Z65d+8eFywt1qFDB6xevVqrrKqfeQBwcnLiApLF9VGr1YiKiio3EFmSSCRCXk11o/SKKChJSAk8Hg/6An3oC+hioa7h8XiQBATApHNnpG/egvQtW5B36RJi+/aF+cABsPrii9c+wEJITWJqNfKvX4f04CHIIiKglkq5aQYNG0ISFAjTwEAY1K+vw1rWDuMOHdDg4AEkBy+BdN8+ZGzdipzTp+GwJBiiUifHREOkJ8KE5hPwQcMP8OOVH3Ey/iR23NuB8NhwTGk5BR+4fQA+r3YGc2OMISozisuGvJFyA0q1kpuux9dDK5tWXDakh7lHrWXN2xnZYXjT4RjedDgeZT1CeGw4wmPDEZ8dzz02E5qhh0sP+Lv6o7lN81o7boTweLwqN6HWteImjADw888/l5mek5MDQNOEtuTFOgAus6oiQUFBcHZ2xqZNm+Dg4AC1Wo2mTZtCoVAA0DRTzi/qJuRlB68YNmwY0tPTsXr1ajg7O0MoFMLHx4fbRrGS6y/+viqvrDhwOn36dBw7dgzLli2Dm5sbRCIRPvroI26948aN47KwAGgNgiKRSCCRSODu7o527drB3NwcYWFhGDRoEMLDw1FYqOlGS1ROC4nNmzcjMDCwTFaknZ0dkpOTtcqSk5PLBEokEgnc3DRZ9m5ubtiyZQvs7e2xZ88efPbZZy/cfnnHq/j4lOzjMSQkBJMmTUJERAT27NmDuXPn4tixY2jXrl2F6wQAIyPtlhx8Ph+lh+Aorl+x59WzIlZWVsjLy+MGZSmp5DHau3cv3Nzc0K5dOy7Db8uWLVAqlVqvKWMMQqEQa9eu5V7bqKgorfUWB2VfNNBJyVHJX6UP3ZycHAQFBWHp0qVlppUMEJf3Wha/z4v7zizdZQMArazn0q9baS/zGlXWi7Zdkap+5l9VRkbGcwO3ukRBSULIG4UvFsN60heQfPghUpYtQ3ZEBDJDd0F6OBzWX3wB84EDXro/PELqInl0NKQHDkJ6+BCUCYlcuZ61NUwDAiDpHQRh48ZvXVcHAhMTOCxeBJPu3ZA4bx4Ujx7h8aDBsPzsM1hNGA9+JZuyvW3qm9TH6i6rceHZBQRfDsZj2WPMuzAPfzz4A7PazkJTq+pp8lhaZkEmLiZcRGRCJC4kXEBavnY/UE4mTlw2ZBu7Nq9FU+kGZg0wscVETGg+AbfTbiM8NhxHYo8goyADe6L2YE/UHjgYOaCXay/4N/CHhzll9RNSWs+ePaFQKMDj8bhmjSW98847EAqFiIuLqzALqjjoo1KpuLL09HRERUVh06ZNXN+I58+f11qudJDzZURGRmLdunXw9/cHAMTHx7+wH7vKrnf48OHo27cvAE3w5vHjx9x0CwuLSo2yyxgDYwzyohYTzs7OFc4bGxuLU6dO4cCBA2Wm+fj44MSJE1r9Ch47dqxMpllpxf3/FQd/n7f9qmrRogVatGiBWbNmwcfHB6GhoWjXrh0MDAy03gvPY21tjezsbOTm5nLBp5JBO0CT8XbixIkKm32Xt73igWDu3r1b7oBJxYyNjTF58mRMnz4dN27cgEqlwvbt27F8+XL4+flpzdunTx/s2rUL48aNw6BBgzB37lzcuHHjhRnDpRUHRJ/H09MTO3bsgFwu54L/V65c0ZqnZcuW+PPPP+Hi4gK9l7z2atmyJZKSkqCnpwcXF5eXWgegyUBUq9U4c+ZMlQaD+vvvv8s8L9kVQHkaN26MyMhIrWziyMhIvPPOO1WrdDni4uK0Rlr/+++/wefz4enpCaD891qxO3fuPDeTVpfoypwQ8kYyqF8P9VetRO6lQUhevBjyqCgkf/89svbsge2c2TB6wT+lhNRlhUlJmgFrDh6C/P59rpxvZAQTPz9IegdB/O674FXQGfjbxKRzZ4gOHEDyosWQHTqE9A0bkHPqFByWLoHhC04832bt67XHvt77sPPeTvxy6xf8k/YPBh8ejA/dP8SklpNgYfjii+HnUaqVuJ12W5MN+ewC/k3/l+vzGdBkbra1a4v29dqjg0MHOJlWbmAHXeDxePCy9oKXtRemt56Oy0mXcfjRYZyIO4GE3ARsubMFW+5sgZuZGwIaBKCXay/UM371YAghbwKBQIB79+5xj0szMTHB9OnTMXXqVKjVanTs2BFSqRSRkZEwNTXFsGHD4OzsDB6Ph0OHDsHf3x8ikQjm5uawtLTExo0bYW9vj7i4uDL9JD5P6Sw0AGjSpEmZMnd3d/z2229o3bo1ZDIZvvrqq2rJ2nJ3d8e+ffsQFBQEHo+Hb7755oUZVY8ePcKePXvg5+cHa2trPH36FEuWLIFIJOKCps+zdetW2Nvbo1evXmWmTZ48Gb6+vli+fDkCAgKwe/duXL16FRs3btSaLy8vj+tnMjk5Gd999x0MDQ3LBNheRWxsLDZu3IjevXvDwcEBUVFRiI6OxqeffgpAM6pybGwsbt68ifr168PExKTCrNq2bdtCLBZj9uzZmDRpEi5dusSN+l5s/vz56Nq1Kxo2bIiBAwdCqVQiPDwcM2bM4LZ39uxZDBw4EEKhEFZWVrC2tkbLli1x/vz55wYlAWDs2LH47rvv8Oeff0JPTw+ZmZkYNWqU1gA9gKaP1C1btmDcuHGYOnUqDh8+jK5du2L+/Pl47733YG5ujgcPHuDIkSMVDgZTWYMHD8acOXMwZswYzJw5E3FxcVi2bBmA/zL8JkyYgE2bNmHQoEH4+uuvYWFhgZiYGOzevRubN2+uVB26desGHx8f9OnTBz/88AM8PDyQkJDADS5U2eb2Li4uGDZsGEaOHMkNdPPkyROkpKRoZRSXFhkZiR9++AF9+vTBsWPH8Pvvv+Pw4cPP3dZXX32F/v37o0WLFujWrRsOHjyIffv2cQMrvQpDQ0MMGzYMy5Ytg0wmw6RJk9C/f38uI9nFxQVHjx5FVFQULC0tIZFIoK+vj7y8PFy7dk2rS4fXCiNlSKVSBoBJpVJdV4UQUg3UhYUsIzSURb3blt31bMTuejZi8RO/YPL4eF1XjZBqo5RKWebvv7PHnw5jdxs15t7rd5s2Y3HjJzDpkSNMlZ+v62q+1qQRR1mUT3vNcWvSlKWsXcvUCoWuq/XaS85NZjPPzmRNtzVlTbc1ZT6hPmzH3R2sUFVYpfUk5iSyP6L+YFNPTWU+O3249RXf+v3Vjy2/upxdSrjE5Ep5De1N7ckvzGdHY4+ySScmsRbbW2jt6yfhn7Bd93axjPwMXVeTsLp7bZCfn8/u3r3L8uvYd/+wYcPYBx98UOH0Dz74gA0bNox7rlar2apVq5inpyfT19dn1tbWrEePHuzMmTPcPN9++y2zs7NjPB6PW/bYsWOscePGTCgUMi8vL3b69GkGgIWFhVW47djYWAag3Ft8fDybP38+8/b25ua/fv06a926NTM0NGTu7u7s999/Z87OzmzlypXcPKW3WbyNGzducGWnTp1iAFhmZiY3T+fOnZlIJGKOjo5s7dq1zNfXl02ePLnCuj979oz16tWL2djYMH19fVa/fn02ePBgdv/+/QqXKaZSqVj9+vXZ7NmzK5xn7969zMPDgxkYGLAmTZqww4cPa0339fXVOl7m5ubM19eXnTx58rnbLr3vISEhTCKRaM0TFhbGikMbSUlJrE+fPsze3p4ZGBgwZ2dnNm/ePKZSqRhjjBUUFLB+/foxMzMzBoCFhIQwxsq+DiXX7ebmxkQiEQsMDGQbN25kpcMof/75J2vevDkzMDBgVlZW7MMPP+SmXbx4kXl5eTGhUKi13Lp161i7du3KHKPyXsOxY8eyJk2asMDAQObv71/ucbp06RIDwG7dusXt55IlS5i3tzcTiURMKBSyRo0asalTp7K4uLhy11EVkZGRzMvLixkYGLBWrVqx0NBQBkDr/fTgwQPWt29fZmZmxkQiEWvUqBGbMmUKU6vVFe5v6c+3TCZjX3zxBXNwcGD6+vrM0dGRDRkyhNuH0p+5YqXXnZ+fz6ZOncq9L9zc3NjWrVsr3D9nZ2e2cOFC9vHHHzOxWMzs7OzY6tWrteap6D2zbt061qBBA6avr888PDzY9u3bn7tcZT7zxfu5bt065uDgwAwNDdlHH33EMjL+O09ISUlh3bt3Z8bGxgwAO3XqFGOMsdDQUObp6VnhvtaUyv4G8Rgr1UkCgUwmg0QigVQqfaV+FAghrxdVVhZS16xF5u7dgEoFnoEBLEaOgNWYMeCLdd/Uj5CqUisUyDlzBrKDh5Bz+jRYiT6qRK1bQRIYBNOePSAo0e8OeT5lejqSFixEdtEIlYZNmsBhSTCE7u46rtnr70bKDSy+tBj3MzTZue7m7pj17iy0sWtT7vxylRzXkq4hMiESkc8i8VD6UGu6RChBe/v2aF+vPdo7tIeNuOwopW8KqVyKE3EnEP4oHJeTLnNZoXo8Pfg4+MC/gT+6OHZ5LZqlv43q6rVBQUEBYmNj4erqqjUgBSFE9/Lz8+Hp6Yk9e/a8sJl7XbBz506MGDECUqm0RvtwrC0uLi6YMmWKVpcEurRgwQLs37+/TPcBldGuXTtMmjQJgwcPrv6KPUdlf4Oo+TYh5K0hMDOD3TdzYTagP5KDg5F38W+kr98Aadh+2EyfDtPAgLeuXz1S9zC1GnlXr0J28CBkR/8HtUzGTRO6u8E0qDckAf7Qr4a+sN5GepaWqPfTasgOHUbS99+j4N9/EfthP1hPngSLESOoyftztLBpgd0Bu/Fn9J/46cZPiM6MxsijI9HLpRemtZ4GW7EtHsseI/JZJM4nnMe1pGsoUBVwy/N5fDSzaoYO9Tqgg0MHNLFsAgH/7TjeEqEEH7p/iA/dP0RybjIiHmtG8L6bfhfnnp3DuWfnINIToZNjJwS4BqC9Q3salI8QQuowkUiE7du3V0sfo7qwfft2NGjQAPXq1cOtW7cwY8YM9O/f/40ISL5J0tLS8OGHH2LQoEG6rkqFKFOyHHX131BCSOUxxpB9/DhSlv6AwqdPAQCiFi1gO2cORE3L9glEiK4VRD2A7OABSA+HQ5lYYsAaW1uYBgZAEhQEoacnBdarUWFyCpLmzUPOmTMAAJG3N+yXBEPo6qrjmr3+sgqysPbmWvz+4HeomRoiPRHMheZIyE3Qms9GbIMODh3QoV4HtLNvB4lQUsEa306x0lgciT2Cw48OIy47jiuXCCXwc/aDv6s/Wtq2pBG8a1hdvTagTElCSE354YcfsG7dOiQlJcHe3h59+vTBokWLIH5DWp+9SZmSulLZ3yAKSpajrp54EEKqTi2XIyNkG9I2bADLzwd4PEj6fQibqVOhZ2mp6+qRt1xhYiKkhw5BdvAQ5A8ecOV8ExOY9PCDJDAI4jatKXuvBjHGIN0XhuTgYKhzcsATCmEzbSrMP/kEPD4Fgl7kXvo9BF8Oxo2UGwAAfb4+Wtm2Qsd6HdHeoT3czNwokF4JjDH8m/4vDj86jIjHEVqjj9sZ2aGXay8EuAbAw9yDjmcNqKvXBhSUJIQQoisUlHwFdfXEgxDy8gqTk5GybDlkBw8CAPjGxrCaMAEWQwaDZ2Cg49qRt4lKKoXs6FHIDh5C3pUrXDlPXx/GnXxhGhgE406+4FcwUiSpGYWJiUicMxe5Fy4AAMStW8M+eDEMHB11XLPXH2MMfyf+DaVaiVa2rahfxFekUqtwOekywmPDcfzJceQU5nDTGkoaciN41zepr8Navlnq6rUBBSUJIYToCgUlX0FdPfEghLy6vOs3kLxoEQr+/RcAYODqCttZM2H8/vs6rln1YwoFCpOTUfjsGfhiMQybNaMMGx1Ry+XIOXUa0kMHkXvmLFhhITdN3KYNTHsHwdTPDwIJNW3VJcYYsvbsRfIPP4Dl5YEnFsP2669gNmAAfXaITshVcpx9ehbhj8Jx5ukZFKr/++7wtvbmmndbGlrC3NAcenzqTv5l1NVrAwpKEkII0RUKSr6CunriQQipHkythjQsDCkrVkKVng4AMPb1hc3MGXWqLzm1XI7ChAQUPktAYcKzovsEFD57hsKEBCiTk4ESPwH69erBtHeQpm/CBg10WPO3A1OpkHflCqQHDyL7f8egzs7mpgk9PCDpHQTTgADo29vrsJakPIr4eCTOnsNlshq1bw/7Rd/Ta0V0SqaQ4cSTEzgcexiXE/8bwbsYDzyYCc1gKbKEhaEFLA0tYSkquhkWlRU9thRZwkBArQSK1dVrAwpKEkII0RUKSr6CunriQQipXqrsbKSt+wUZv/0GKJWAvj4sPvkEVuM/h8DYWNfVgzovTyvIWHyvKLpXpb54ND+eUAh9Bwcok5Ohzsvjyg2bNtUExfz9oWdlVZO78VZhKhXyr1+H7Oj/kP2//0GZksJN07O3hyQwAKaBQTD09NBhLUllMLUamTt2IGXFSrCCAvCNjWE7ayYkH35IWZNE51LzUhHxOAL/e/w/xGfHI1OeCTVTV2kdJvomsBD9F7zUCloaWmoFMN/0Jvl19dqAgpKEEEJ0hYKSr6CunngQQmqG/FEskpcuQe6ZswAAgZUVbKZOhaRvnxod6EKVnf1fwPGpduCxMCEBqszMF66DJxbDoJ4D9B3qQb+eA/Tr1YO+w3/3AktL8Hg8qPPzkX3yJGQHDiLn/HlApdKsgM+HUfv2kHzQGyZdu4L/hoyoV5uYSoW8a9eQHXEUsmP/0woW801NYdqjB0yDAiFu3ZoGTqmD5LGxSJw1G/lFoyEa+/rC7ttvoW9ro9uKEVKCSq1CljwL6QXpSM9PR0ZBBtLz07nn6QXaZUq1skrrF+mJuOzLCgOZRfemBqZ1LnBfV68NKChJCCFEVygo+Qrq6okHIaRm5Zw5g+TgJVA8fgxAk01oO2c2xC1aVHldjDGosrIqbFpd+OyZVnPeivBNTbWCjPr1HLSDjmZmVb74U6anQ3YkAtKDB1Bw6x+unCcWw6RbV0iCesPIpx14etQ3WUWYSoW8q9eQfTQCsmPHtAORJiYw6doVJj17wKh9e/BpIKU6j6lUyNi2DamrVoMVFoIvkcBu7hyYBgbWueALIYwxyBQyTaAyP0MrcFk6gJlRkIF8ZX6V1q/H19NuPl4qkFny3kxoBgFfUEN7Wnl19dqAgpKEEEJ0hYKSr6CunngQQmoeUyiQsWMn0n7+GercXACAae8g2Hw5XSszijEGVXp6uU2rlQkJUDxLACvRXLoiAnPzUkFH7YxHgYlJje0rACgeP4b04CFIDx5EYVzcf/WysoIkwF/T1LhpEwq8AGBKJfKuXoUsIgLZx45z/ZECmuCxSdeuMO3ZA0Y+PjSi+xtKHh2NhJmzuIGyTLp3g92CBdCztNRxzQipOXmFef8FLUsFMEsGL9Pz05Fd+OI/20qyN7LH/z76Xw3VvPLq6rUBBSVr34IFC7B//37cLMqeJ+R5PvnkEzRu3BizZ8/WdVWq1dv+OXBxccGUKVMwZcqUGt1OREQEZs6cievXr4P/Gra2quxvEKW5EEJIFfAMDGA5cgQkvYOQsnIlpPvCIDtwENnHT8CkW1eo0jO45tVMLn/h+gTWVjAo3bS6RBBS182lDVxcYP3FRFhNnICCW7cgPXAQsvBwqNLSkPHrdmT8uh0GDRpo+p8MDIRB/fo6rW9tY0ol8q5cgSziKLKPHYMqI4ObxpdIYNKtK0x79oRR27YUiHwLCN3d4bJ7F9I2bULaul+Qfew48q5eg938+TDt2UPX1SOkRoj1xRDri+Fo6vjCeeUqOTILMstkXnIZmCUyM7PkWTATmtX8DpDXzvDhw/Hrr79i7NixWL9+vda0CRMmYN26dRg2bBi2bdtWqfWdPn0anTt3RmZmJszMzF6pbo8fP4arqytu3LiB5s2bv9K6dGHs2LE4fvw4EhISYGxsjPbt22Pp0qVo1KhRhcssWLAACxcuLFMuFouRW/QHPQD8/vvv+Oabb/D48WO4u7tj6dKl8Pf356Z36tQJZ86c4Z7b2Njg/fffx7Jly+Ds7Fzh9qvz9Sven9oMmFUUoLp16xbCw8Pxyy+/cGUlj5FQKISTkxNGjBiBmTNnlkkAuHjxIjp27IiePXvi8OHDZbarUCiwevVq7Nq1C1FRUdDT04OLiwuCgoIwfvx4ODg4VP/OVqPKftaq+/2hC9u2bcOUKVOQlZVVpeV69uyJb775Bjt37sQnn3xSM5WrBToPSv7888/48ccfkZSUBG9vb6xZswbvvvtuhfNnZWVhzpw52LdvHzIyMuDs7IxVq1ZxX3jlfWl6enri/v37NbofhJC3i56VFRwWLYL5wEFIXrQI+TdvQnbgoPZMPB70bG0rbFqt7+AAvlComx2oIh6PB1Hz5hA1bw7bWTORc/48ZAcPIvvESSgePULqqtVIXbUaolatIAkKgmnPHhDU0RODF2FKJXIvXUL20f9pApEl+vYUSCQw7t4Npj16wqhdW/D09XVYU6ILPH19WI8fD5POnZEwcxbkUVF4NmUKsgMCYDt3DvTMzXVdRUJ0RigQws7IDnZGdi+cV6lWIk/54hYF5M3k6OiI3bt3Y+XKlRCJRAA0WTehoaFwcnLSce3qrlatWmHIkCFwcnJCRkYGFixYAD8/P8TGxkIgKL+rhOnTp2PcuHFaZV27dkWbNm245xcuXMCgQYMQHByMwMBAhIaGok+fPrh+/TqaNm3KzTd69Gh8++23YIzhyZMnmDJlCoYOHYpz587VzA6/gsLCQujX4HncmjVr8PHHH8O41OCZxcdILpfj5MmTGDNmDMzMzPD5559rzbdlyxZ88cUX2LJlCxISErSCjHK5HH5+fvjnn3+wcOFCdOjQAdbW1oiNjcWuXbuwZs0aBAcH19i+kdozfPhw/PTTT3U6KAmmQ7t372YGBgZs69at7N9//2WjR49mZmZmLDk5udz55XI5a926NfP392fnz59nsbGx7PTp0+zmzZvcPPPnz2dNmjRhiYmJ3C01NbVK9ZJKpQwAk0qlr7R/hJC3g1qtZtKIoyxl7VqW+cefLOfi30weF8fUcrmuq1bjlNnZLPPPfezx8OHsbqPG7K5nI82taTMWN2ECk0YcZaqCAl1X85WpFQqWfe48S5g7l0W1bffffno2YlFt27GEud+w7HPnmVqh0HVVyWtELZez5JUr2d13mmjeKx07MtmJk7quFiGkiurqtUF+fj67e/cuy8/PZ4xpzlcU+fk6uanV6krXe9iwYeyDDz5gTZs2ZTt27ODKd+7cyby8vNgHH3zAhg0bxpWrVCq2ePFi5uLiwgwNDZmXlxf7/fffGWOMxcbGMgBat+Jljxw5wjp06MAkEgmzsLBgAQEBLCYm5rl1K17fjRs3yp0+f/585u3tzT2/fPky69atG7O0tGSmpqbs/fffZ9euXdNaBgBbv349CwgIYCKRiDVq1IhduHCBRUdHM19fXyYWi5mPj49W3WJiYljv3r2ZjY0NMzIyYq1bt2bHjh2rxNHVduvWLQbghftd0s2bNxkAdvbsWa6sf//+LCAgQGu+tm3bsrFjx3LPfX192eTJk7Xm+e2335hYLH7u9k6dOsUAsMzMTMYYYyEhIUwikbCIiAjWqFEjZmRkxHr06MESEhK0lmnTpg0Ti8VMIpGw9u3bs8ePH7OQkJAy74eQkBDGmOZ1WLduHQsKCmJisZjNnz+f21ZJYWFhrHQY5cCBA6x169ZMKBQyS0tL1qdPH26fS2+PMcaUSiWTSCTs0KFDWusp7xi1bNmS9e3bV6ssOzubGRsbs/v377MBAwawRYsWaU0PDg5mfD6fXb9+vdxjWpXPY0Xi4+PZwIEDmbm5OROLxaxVq1bs77//Zoz99znYvn07c3Z2ZqampmzAgAFMJpNxy7/o81f6uPn6+papw/M+38/7XmDsv/dVREQEa968OTM0NGSdO3dmycnJLDw8nDVq1IiZmJiwQYMGsdzcXG45X19fNmHCBDZhwgRmamrKLC0t2dy5c7WOqbOzM1u5ciX3fPny5axp06ZMLBaz+vXrs88//5xlZ2dr1aPkbf78+YwxxgoKCtiXX37JHBwcmFgsZu+++y47deqU1jF48uRJlT/DtaX0b1BFdJopuWLFCowePRojRowAAKxfvx6HDx/G1q1bMXPmzDLzb926FRkZGbhw4QL3r4WLi0uZ+fT09GBn9+J/YAkhpDrweDyY9vADevjpuiq1TmBsDLMP+8Lsw74oTE6G7NBhSA8ehPz+feQcP4Gc4yfANzGBac8eMA0KqlMjTLPCQuT+fQmyoxHIOXYcKqmUmyYwN4dJ9+4w7dkD4nffpUF/SLl4BgawmTIFJl27ImHmLCgePsTT8eMh6dMHtrNnQVCH+qYjhNR9SrkcPw37SCfbnvTrH9CvYr+WI0eOREhICIYMGQJAcy04YsQInD59Wmu+4OBg7NixA+vXr4e7uzvOnj2LoUOHwtraGh07dsSff/6Jfv36ISoqCqamplzmZW5uLqZNmwYvLy/k5ORg3rx56Nu3L27evFlt/bNlZ2dj2LBhWLNmDRhjWL58Ofz9/REdHQ2TEv2Cf/fdd1ixYgVWrFiBGTNmYPDgwWjQoAFmzZoFJycnjBw5EhMnTsSRI0cAADk5OfD398eiRYsgFAqxfft2BAUFISoqqtKZpLm5uQgJCYGrqyscHV/c/UKxzZs3w8PDA++99x5XdvHiRUybNk1rvh49emD//v0VricjIwN79+5F27ZtK73tYnl5eVi2bBl+++038Pl8DB06FNOnT8fOnTuhVCrRp08fjB49Grt27YJCocDly5fB4/EwYMAA3LlzBxERETh+/DgAQCKRcOtdsGABlixZglWrVkFPTw8nT558YV0OHz6Mvn37Ys6cOdi+fTsUCgXCw8MBAPv27YO3tzfGjBmD0aNHc8v8888/kEqlaN26dYXrZYzh/PnzuH//Ptzd3bWm7d27F40aNYKnpyeGDh2KKVOmYNasWVwT7127dqF79+5oUcFgnK/aF3xOTg58fX1Rr149HDhwAHZ2drh+/TrUajU3z8OHD7F//34cOnQImZmZ6N+/P5YsWYJFixYBePHn7/Lly3j33Xdx/PhxNGnSBAbldIPk6OhY4ef7ed8Lvr6+3DoWLFiAtWvXQiwWo3///ujfvz+EQiFCQ0ORk5ODvn37Ys2aNZgxYwa3zK+//opRo0bh8uXLuHr1KsaMGQMnJyet17gkPp+Pn376Ca6urnj06BHGjx+Pr7/+GuvWrUP79u2xatUqzJs3D1FRUQDAZc9OnDgRd+/exe7du+Hg4ICwsDD07NkTt2/f5t4TTk5OsLW1xblz59CwYcNXeVl1RmdXUQqFAteuXcOsWbO4Mj6fj27duuHixYvlLnPgwAH4+PhgwoQJ+Ouvv2BtbY3BgwdjxowZWunm0dHRcHBwgKGhIXx8fBAcHPzcL2e5XA55ib7fZDJZNewhIYS8XfRtbWE5aiQsR41EQdQDyA4dhPTgISiTkpD1+x/I+v0P6NnbQxIYCEnvIAhLnWC9DphCgdy//4bs6FHkHD+hHYi0sPgvENmmDQUiSaWJmjWD674/kbr6J2SEhEC6fz9y//4b9t99B+P3Ouq6eoQQ8loaOnQoZs2ahSdPngAAIiMjsXv3bq2gpFwux+LFi3H8+HH4+PgAABo0aIDz589jw4YN8PX1hYWFBQBNH4Yl+5zr16+f1va2bt0Ka2tr3L17V6vJ8avo0qWL1vONGzfCzMwMZ86cQWBgIFc+YsQI9O/fHwAwY8YM+Pj44JtvvkGPHpr+iCdPnswl8gCAt7c3vL29ueffffcdwsLCcODAAUycOPG5dVq3bh2+/vpr5ObmwtPTE8eOHSs34FOegoIC7Ny5s0wCUVJSEmxtbbXKbG1tkZSUVGbbmzdvBmMMeXl58PDwwNGjRyu17ZIKCwuxfv16LggzceJEfPvttwA01/JSqRSBgYHc9MaNG3PLGhsbV5jENHjwYK3jXBmLFi3CwIEDtbqQK35tLCwsIBAIYGJiorW9J0+eQCAQwMbGpsz6io+RQqFAYWEhDA0NMWnSJK15tmzZgqFDhwLQ9CsolUpx5swZdOrUCQDw4MED7nGxvn374tixYwAALy8vXLhwoUr7WVJoaChSU1Nx5coV7vPl5uamNY9arca2bdu44Psnn3yCEydOcEHJF33+rK2tAQCWlpYVJpwJBIJyP9+V+V4o9v3336NDhw4AgFGjRmHWrFl4+PAhGjRoAAD46KOPcOrUKa2gpKOjI1auXAkejwdPT0/cvn0bK1eurDAoWbI/URcXF3z//fcYN24c1q1bBwMDA0gkEvB4PK39jIuLQ0hICOLi4rim+dOnT0dERARCQkKwePFibl4HBwfue7Iu0tkVVVpaGlQqVblfXhX1//jo0SOcPHkSQ4YMQXh4OGJiYjB+/HgUFhZi/vz5AIC2bdti27Zt8PT0RGJiIhYuXIj33nsPd+7c0fo3qqTg4OByO+8lhBDycgw9PWDo+SWsp05F3pWrkB48gOyIo1AmJiJ90yakb9oEYePGmv4nAwK0Ri6vbUyhQO7Fi5rBak6ehLpkINLSEiZ+3WHao4cmy5MCkeQl8YVC2H79FUy6dUXCrFkofBKH+NGjYda/P2y+/hoCYyNdV5EQ8obTEwox6dc/dLbtqrK2tkZAQAC2bdsGxhgCAgJgZWWlNU9MTAzy8vLQvXt3rXKFQlFhllix6OhozJs3D5cuXUJaWhqX5RUXF4emTZuiV69eXF+Hzs7O+Pfff6u8D8nJyZg7dy5Onz6NlJQUqFQq5OXlIS4uTms+Ly8v7nHx9XGzZs20ygoKCiCTyWBqaoqcnBwsWLAAhw8fRmJiIpRKJfLz87n1Ll68WCtocffuXS5JZ8iQIejevTsSExOxbNky9O/fH5GRkTA0NESTJk244MZ7773HZWYWCwsL47I/X8aQIUMwZ84c7tgsXrwYfn5+uHbtGkxMTF64/WJisVgrK8ze3h4pKSkANIHA4cOHo0ePHujevTu6deuG/v37w97e/oX1e17mYkVu3rxZYTCqIvn5+RAKheVmLBYfo8zMTMyfPx/t27dH+/btuelRUVG4fPkywsLCAGhaiQ4YMABbtmwpE4gsad26dcjNzcVPP/2Es2fPVjhfyT4uhw4dWmawKUCzzy1atOACguVxcXHRir+UfI2AF3/+XkVVvhdKf/bEYjEXkCwuu3z5stYy7dq103rtfHx8sHz5cqhUqnL7Zj1+/DiCg4Nx//59yGQyKJVKFBQUIC8vD+IKBjW9ffs2VCoVPDw8tMrlcjksLS21ykQiEfLy6m4fzHXq6kqtVsPGxgYbN26EQCBAq1at8OzZM/z4449cULJXr17c/F5eXmjbti2cnZ2xd+9ejBo1qtz1zpo1SyvdXCaTVSmFnRBCSPl4fD6M2r4Lo7bvQv3NN8g5dRrSQweRc+Ys5PfuIeXePaT8+COMfNrBNKg3TLp3g6BUh981gSkUyLlwAdnFgcgSGfICKyuY+nWHSY+eELduBV4FHb8T8jLELVuiQVgYUlasROaOHcjauxe5kZGwX7wYRm0rHuiPEEJeFY/Hq3ITal0rbrYMaAZILS0nJweApgltvXr1tKYJXxAIDQoKgrOzMzZt2gQHBweo1Wo0bdoUCoUCgKaZcn5+PgC89IAnw4YNQ3p6OlavXg1nZ2cIhUL4+Phw2yhWcv3FwY7yyooDN9OnT8exY8ewbNkyuLm5QSQS4aOPPuLWO27cOC7zEoDWICgSiQQSiQTu7u5o164dzM3NERYWhkGDBiE8PByFhYUAwDWDLWnz5s0IDAwsk1hkZ2eH5ORkrbLk5OQyGW4SiYTLqHNzc8OWLVtgb2+PPXv24LPPPnvh9ss7XsXHhzHGPQ8JCcGkSZMQERGBPXv2YO7cuTh27BjatWtX4ToBwMhI+w9CPp+vtV4AXP2KPa+eFbGyskJeXh4UCkWZLNWSx2jv3r1wc3NDu3bt0K1bNwCaLEmlUqn1mjLGIBQKsXbtWu61LW4KXKw4KPu8QCIArVHJTSvoZqYy+1zea1SyefeLPn+voirfC6U/Zy+qd1U9fvwYgYGB+Pzzz7Fo0SJYWFjg/PnzGDVqFBQKRYVByZycHAgEAly7dq1MoLP04EgZGRlcZmldpLOgpJWVFQQCQaW+vIrZ29tDX19f60Vp3LgxkpKSyv1AA4CZmRk8PDwQExNTYV2EQuELf7QIIYS8Gr5QqOlbsmcPqLKyIIs4CunBg8i/dg25Fy4i98JFJC1cCJMuXWDaOwjGHTpU6+jVaoUCuecjkX20KBCZnc1NE1hbwbS7H0x69oC4FQUiSc3ii8WwmzsHJt26IXHOHBQ+e4a4YcNgPnQobL6cBv5LXOAQQsibqGfPnlAoFODxeFxT5pLeeecdCIVCxMXFaTXJLKn4GlGlUnFl6enpiIqKwqZNm7i+Ec+fP6+1XOlgxsuIjIzEunXr4O/vDwCIj49HWlpatax3+PDh6Nu3LwBNAOPx48fcdAsLixcGnwBNMIsxxnVl5uzsXOG8sbGxOHXqFA4cOFBmmo+PD06cOKHVTPXYsWNc09mKFF/XFwd/n7f9qmrRogVatGiBWbNmwcfHB6GhoWjXrh0MDAy03gvPY21tjezsbOTm5nIBy5JBO0CTCHXixIkKm32Xt73mzZsD0GSwFj8uj7GxMSZPnozp06fjxo0bUKlU2L59O5YvXw4/P+2+7Pv06YNdu3Zh3LhxGDRoEObOnYsbN268MGO4tNLNsMvj5eWFzZs3IyMjo1Lvs9Iq8/kr73NbnvLmq8z3wqu4dOmS1vO///4b7u7u5WZJXrt2DWq1GsuXL+f6qt27d6/WPOW9R1q0aAGVSoWUlBSt/ltLKygowMOHD6v8Or9OdBaUNDAwQKtWrXDixAn06dMHgOafnxMnTlTYD0aHDh0QGhoKtVrNvaAPHjyAvb19hf1g5OTk4OHDh3V7iHRCCHnDCMzMYD5wAMwHDoDi6VPIDh2C9K8DUMTGQhYeDll4OATm5jD194ekdxAMvbxeqlNutVyO3MhIyCIikHPyFNRF/5wCgJ61NUz8/GDaswdELVtSIJLUOqN2beH6119I+eEHZO3di8wdO5Bz7iwcgpdA3LLunlwSQkh1EQgEuHfvHve4NBMTE0yfPh1Tp06FWq1Gx44dIZVKERkZCVNTUwwbNgzOzs7g8Xg4dOgQ/P39IRKJYG5uDktLS2zcuBH29vaIi4srd6DVipTOQgOAJk2alClzd3fHb7/9htatW0Mmk+Grr756qcy68ta7b98+BAUFgcfj4ZtvvnlhNtejR4+wZ88e+Pn5wdraGk+fPsWSJUsgEom4oOnzbN26Ffb29lotE4tNnjwZvr6+WL58OQICArB7925cvXoVGzdu1JovLy+P62cyOTkZ3333HQwNDcsE2F5FbGwsNm7ciN69e8PBwQFRUVGIjo7Gp59+CkDTrDg2NhY3b95E/fr1YWJiUmGCUtu2bSEWizF79mxMmjQJly5dwrZt27TmmT9/Prp27YqGDRti4MCBUCqVCA8P5/ogdHFxwdmzZzFw4EAIhUJYWVnB2toaLVu2xPnz558blASAsWPH4rvvvsOff/4JPT09ZGZmYtSoUVoD9ACaPhq3bNmCcePGYerUqTh8+DC6du2K+fPn47333oO5uTkePHiAI0eOlPtZqopBgwZh8eLF6NOnD4KDg2Fvb48bN27AwcHhhYFoAJX6/NnY2EAkEiEiIgL169eHoaFhmX0GUO7nuzLfC68iLi4O06ZNw9ixY3H9+nWsWbMGy5cvL3deNzc3FBYWYs2aNQgKCkJkZGSZJvEuLi7IycnBiRMn4O3tDbFYDA8PDwwZMgSffvopli9fjhYtWiA1NRUnTpyAl5cXAgICAGgCosUZ2HVWzQ4C/ny7d+9mQqGQbdu2jd29e5eNGTOGmZmZsaSkJMYYY5988gmbOXMmN39cXBwzMTFhEydOZFFRUezQoUPMxsaGff/999w8X375JTt9+jSLjY1lkZGRrFu3bszKyoqlpKRUul5SqZQBYFKptPp2lhBCyHOp1WqWd/sOS1q8mEV16MjuejbibtF+fixlzVomf/z4hetRFRQw2fHj7On0r9j9lq201vPgvfdZ4veLWO7Vq0ytUtXCXhFSOdlnz7EH7/tq3quNGrOkpT8wVUGBrqtFCGF199ogPz+f3b17l+Xn5+u6KlUybNgw9sEHH1Q4/YMPPmDDhg3jnqvVarZq1Srm6enJ9PX1mbW1NevRowc7c+YMN8+3337L7OzsGI/H45Y9duwYa9y4MRMKhczLy4udPn2aAWBhYWEVbjs2NpYBKPcWHx/P5s+fz7y9vbn5r1+/zlq3bs0MDQ2Zu7s7+/3335mzszNbuXIlN0/pbRZv48aNG1zZqVOnGACWmZnJzdO5c2cmEomYo6MjW7t2LfP19WWTJ0+usO7Pnj1jvXr1YjY2NkxfX5/Vr1+fDR48mN2/f7/CZYqpVCpWv359Nnv27Arn2bt3L/Pw8GAGBgasSZMm7PDhw1rTfX19tY6Xubk58/X1ZSdPnnzutkvve0hICJNIJFrzhIWFseLQRlJSEuvTpw+zt7dnBgYGzNnZmc2bN4+pis77CgoKWL9+/ZiZmRkDwEJCQhhjZV+Hkut2c3NjIpGIBQYGso0bN7LSYZQ///yTNW/enBkYGDArKyv24YcfctMuXrzIvLy8mFAo1Fpu3bp1rF27dmWOUXmv4dixY1mTJk1YYGAg8/f3L/c4Xbp0iQFgt27d4vZzyZIlzNvbm4lEIiYUClmjRo3Y1KlTWVxcXLnrqIrHjx+zfv36MVNTUyYWi1nr1q3ZpUuXGGOszOeAMcZWrlzJnJ2dueeV+fxt2rSJOTo6Mj6fz3x9fSusS3mf7xd9L5R+XzFW/nur9L74+vqy8ePHs3HjxjFTU1Nmbm7OZs+ezdRqNTdP6c/4ihUrmL29PROJRKxHjx5s+/btZbY9btw4ZmlpyQCw+fPnM8YYUygUbN68eczFxYXp6+sze3t71rdvX/bPP/9wy40ZM4aNHTu2wmOjS5X9DeIxVqqThFq2du1a/Pjjj0hKSkLz5s3x008/oW3btgCATp06wcXFRevfiIsXL2Lq1Km4efMm6tWrh1GjRmmNvj1w4ECcPXsW6enpsLa2RseOHbFo0aIqDY8uk8kgkUgglUor7EeBEEJIzWFKJXIv/q0ZIOfYcbCiZj0AIPL2hmnvIJj26gW9oiYj6oIC5Jw7h+yj/0POqVNQ5+Zy8+vZ2sKkhx9Me/aEqHlz8Ioy7Ql53ahkMiQvDoZ0/34AgEHDhnBYEgxRicEOCCG1r65eGxQUFCA2Nhaurq4wrGN9SRLypsvPz4enpyf27NlTt7Pc3jKdOnVC8+bNsWrVKl1XBWlpafD09MTVq1fh6uqq6+qUUdnfIJ0HJV9HdfXEgxBC3kTq3FxknzwJ6YGDyI2MBIqbJ+npwbhDB/CNjJBz+jTUJUad07Ozg2kPP5j06AlRc28KRJI6JfvkSSTOmw9VWhogEMBy9GewHj8evAq6qtElxhhQWAi1XA51fj6YXA5WUAB1QUHRvRxMrrnnGxvBwMkJ+vXrg/8a7gshFamr1wYUlCTk9Xb69GlkZ2cjKChI11UhlfQ6BSWvXr2Khw8fYsCAAbquSrkq+xtUp0bfJoQQ8vbhGxlBEhQESVAQlKmpkB05AumBgyi4cwc5Z85w8+k52MPUTzOQjqGXFwUiSZ1l0qULRC1aIPm77yELD0f6+g3IOX0GDkuCYdio0QuXZyqVJiAol4Pl52vuiwOEBflagUKt5/lFgUR5AViB/L/A4gueo6qjUvJ40LOzg0H9+tB3coSBoxMMnByh7+gIA0dHCMzMXu7AEUIIIXVIp06ddF0FUoe1bt0arVu31nU1XhllSpajrv4bSgghbxP5o0eQhR8BUyhg0rXLSw+GQ8jrTBZxFEkLF0KVmcllBzOlkgsMFgcTSwYKUViom8ry+eAZGoJvaAieoRB8oeF/z4VCqLKyUBgXp5XVXO5qTE1h4PhfkJILXDrWh56dHQ1KRWpdXb02oExJQgghukLNt19BXT3xIIQQQsibR5mWhqSFC5F97HiVl+UZGGgCg0IheCKR5p4LHBqCbygET2gIvshQc28oBM9QVKacZygEv7i8KMjIF4k090Xrg77+C/8YYIxBlZmJwrg4KOLjoYiLQ2H8Uyji41EYFwdlaurz90dfH/r16mkClfWLApZOTprgZf364FfDqLaElFZXrw0oKEkIIURXqPk2IYQQQsgbQM/KCvV++gm5kRdQ+DS+RLBQWCK4aPhfeXEQUih87bIKeTwe9CwsoGdhAVHz5mWmq/PzUfj06X8By7h4TcAyPh6KZ8/ACguhePwYisePkVt29dCztoZ+cZDSsf5/AUsnJwjMzSmbmhBCCCHkNUJBSUIIIYSQ1xyPx4Nxxw66rkaN44tEELq7Q+juXmYaU6mgTErSBCzj4/8LWBZlXaqzs6FMTYUyNRX5166VXbeRUakm4UVNxJ2coG9vD54enRYTQgghhNQmOvsihBBCCCGvPZ5AoGm6Xa8ejNq1KzNdlZVVqkn4f5mWyuRkqHNzIb9/H/L798uuXCCAvoODVh+WJTMt+UZGtbCHhBBCCCFvFwpKEkIIIYSQOk9gZgaRmRlEzZqVmaaWy1H47FnZJuFF90yhQGHRY1wou27DZs1gOfozmHTrBh6fXwt7QwghhBDy5qOgJCGEEEIIeaPxhUIIGzSAsEGDMtOYWg1lSoomSBkX/1+G5dOnKIyLgyorCwW3b+PZpMkwaNgQVmNGw9TfHzx9fR3sCSGEEELIm4OCkoQQQggh5K3F4/Ohb2cHfTs7iNu0KTNdmZqKjJ07kbkzFIqHD5EwYyZSf1oDy89GQfLhh+ALhTqo9ZtNJZUia18Y+EZimPfvr+vqEFJpCxYswP79+3Hz5k1dV4XUAZ988gkaN26M2bNn67oqOnP37l34+fkhKioKRtRVyluJ2p8QQgghhBBSAT1ra9hMmQK3kydgPW0aBBYWKHz2DEkLv0VMt25I37IVqpzyxgInVVUQ9QCJ8+YjulNnpCxdirSf14EVFuq6WkQHhg8fDh6Ph3HjxpWZNmHCBPB4PAwfPrxS6zp9+jR4PB6ysrJeuV6PHz8Gj8ers0HHsWPHomHDhhCJRLC2tsYHH3yA++X1s1vCggULwOPxytxKB5B+//13NGrUCIaGhmjWrBnCw8O1pnfq1ElreVtbW3z88cd48uTJc7dfna9f8f40b968WtZVGS4uLli1alWZ8lu3biE8PByTJk3iyoqP0e7du7XmXbVqFVxcXGq4pv8d6+KbtbU1/P39cfv27XLn79GjBwQCAa5cuVLu9Bs3bmDAgAGwt7eHUCiEs7MzAgMDcfDgQTDGAADvvPMO2rVrhxUrVtTYfpHXGwUlCSGEEEIIeQGBiQmsxoyG24njsJ0zB3r29lClpiHlxx8R07UrUteshaqaLprfJkyphCziKJ588iliP/gAWXv3guXnQ+jhAasJ44GiC1fy9nF0dMTu3buRn5/PlRUUFCA0NBROTk46rFnd1apVK4SEhODevXs4evQoGGPw8/ODSqWqcJnp06cjMTFR6/bOO+/g448/5ua5cOECBg0ahFGjRuHGjRvo06cP+vTpgzt37mita/To0UhMTERCQgL++usvxMfHY+jQoTW2v6+isIb/EFmzZg0+/vhjGBsba5UbGhpi7ty5Nb7954mKikJiYiKOHj0KuVyOgIAAKBQKrXni4uJw4cIFTJw4EVu3bi2zjr/++gvt2rVDTk4Ofv31V9y7dw8RERHo27cv5s6dC6lUys07YsQI/PLLL1AqlTW+b+T1Q0FJQgghhBBCKokvEsHik6FwOxoB+0Xfw8DZGWqpFGk//4zoLl2R/MOPKExJ0XU1X3vK9HSkrd+AmG7d8WzKFORduQIIBDDp0QPOv22H61/7Yd6/P3gGBrqu6huDMQa1QqWTG3uJ4HLLli3h6OiIffv2cWX79u2Dk5MTWrRowZWp1WoEBwfD1dUVIpEI3t7e+OOPPwBoMhs7d+4MADA3N9fKsIyIiEDHjh1hZmYGS0tLBAYG4uHDh69whMu6cuUKunfvDisrK0gkEvj6+uL69eta8/B4PGzYsAGBgYEQi8Vo3LgxLl68iJiYGHTq1AlGRkZo3769Vt0ePnyIDz74ALa2tjA2NkabNm1w/PjxF9ZnzJgxeP/99+Hi4oKWLVvi+++/R3x8PB4/flzhMsbGxrCzs+NuycnJuHv3LkaNGsXNs3r1avTs2RNfffUVGjdujO+++w4tW7bE2rVrtdYlFothZ2cHe3t7tGvXDhMnTixzPF5k27ZtMDMzw9GjR9G4cWMYGxujZ8+eSExM5OY5ffo03n33XRgZGcHMzAwdOnTAkydPsG3bNixcuBC3bt3isgG3bdsGQPM6/PLLL+jduzeMjIywaNEiblsl7d+/HzweT6vs4MGDaNOmDQwNDWFlZYW+ffsC0GQ+PnnyBFOnTuW2BwAqlQp//PEHgoKCyuzfoEGDkJWVhU2bNj33OPzyyy9o2LAhDAwM4Onpid9++01rOo/Hw+bNm9G3b1+IxWK4u7vjwIEDlTrGNjY2sLOzQ8uWLTFlyhTEx8eXyagNCQlBYGAgPv/8c+zatUvrz4Pc3FyMGjUKAQEBOHz4MPz8/NCgQQM0btwYo0aNwq1btyCRSLj5u3fvjoyMDJw5c6ZS9SNvFupTkhBCCCGEkCriGRjArF8/SPr0Qfb//oe0DRshv38fGVu3InPHDkg+7AvLzz6DQf36uq7qayX/9m1k7tgJWXg41zRbYGEBs/4fw3zgQOjb2em4hm8uVqhGwrxyhpevBQ7ftgfPQFDl5UaOHImQkBAMGTIEALB161aMGDECp0+f5uYJDg7Gjh07sH79eri7u+Ps2bMYOnQorK2t0bFjR/z555/o168foqKiYGpqCpFIBEATOJk2bRq8vLyQk5ODefPmoW/fvrh58yb4/OrJ3cnOzsawYcOwZs0aMMawfPly+Pv7Izo6GiYmJtx83333HVasWIEVK1ZgxowZGDx4MBo0aIBZs2bByckJI0eOxMSJE3HkyBEAQE5ODvz9/bFo0SIIhUJs374dQUFBiIqKqnQWaW5uLkJCQuDq6gpHR8dK79PmzZvh4eGB9957jyu7ePEipk2bpjVfjx49sH///grXk5GRgb1796Jt27aV3naxvLw8LFu2DL/99hv4fD6GDh2K6dOnY+fOnVAqlejTpw9Gjx6NXbt2QaFQ4PLly+DxeBgwYADu3LmDiIgILohbMji2YMECLFmyBKtWrYKenh5Onjz5wrocPnwYffv2xZw5c7B9+3YoFAqu6fq+ffvg7e2NMWPGYPTo0dwy//zzD6RSKVq3bl1mfaamppgzZw6+/fZbDBs2rNx+FsPCwjB58mSsWrUK3bp1w6FDhzBixAjUr1+fC8IDwMKFC/HDDz/gxx9/xJo1azBkyBA8efIEFhYWlTrOUqmUa0puUOIPIsYYQkJC8PPPP6NRo0Zwc3PDH3/8gU8++QQA8L///Q/p6en4+uuvK1x3ycCugYEBmjdvjnPnzqFr166Vqht5c1BQkhBCCCGEkJfEEwhg2qsXTHr2RO7Zs0hbvwH5N24ga/ceZP3+B0wD/GE1ZgyEbm66rqrOqBUKZEdEIGPnThTc+ocrN2zWDBZDh8CkVy/wKSOSlGPo0KGYNWsW1+9gZGQkdu/ezQUl5XI5Fi9ejOPHj8PHxwcA0KBBA5w/fx4bNmyAr68vF4CxsbHRynrr16+f1ra2bt0Ka2tr3L17F02bNq2W+nfp0kXr+caNG2FmZoYzZ84gMDCQKx8xYgT6Fw3qNGPGDPj4+OCbb75Bjx49AACTJ0/GiBEjuPm9vb3h7e3NPf/uu+8QFhaGAwcOYOLEic+t07p16/D1118jNzcXnp6eOHbsmFbA6XkKCgqwc+dOzJw5U6s8KSkJtra2WmW2trZISkoqs+3NmzeDMYa8vDx4eHjg6NGjldp2SYWFhVi/fj0aNmwIAJg4cSK+/fZbAIBMJoNUKkVgYCA3vXHjxtyyxsbG0NPTg105f4AMHjxY6zhXxqJFizBw4EAsXLiQKyt+bSwsLCAQCGBiYqK1vSdPnkAgEMDGxqbcdY4fPx6rV6/GihUr8M0335SZvmzZMgwfPhzjx48HAEybNg1///03li1bphWUHD58OAYNGgQAWLx4MX766SdcvnwZPXv2fO4+1S/6My03V9Nfcu/evdGoUSNu+vHjx5GXl8e9P4cOHYotW7ZwQckHDx4AADw9Pbllrly5olW33bt3a30GHBwcXti/KHkzUVCSEEIIIYSQV8Tj8WDs6wuj999H3pUrSN+wEbmRkZAdOAjZgYMw6d4NlmPGQtSseoIddUFhcjKy9uxB5p69UKWnawr19WHaqycshg6FyMtLtxV8y/D0+XD4tr3Otv0yrK2tERAQgG3btoExhoCAAFhZWXHTY2JikJeXh+7du2stp1AotJp4lyc6Ohrz5s3DpUuXkJaWBrVaDUDTV17Tpk3Rq1cvnDt3DgDg7OyMf//9t8r1T05Oxty5c3H69GmkpKRApVIhLy8PcXFxWvN5lfgsFAf3mjVrplVWUFAAmUwGU1NT5OTkYMGCBTh8+DASExOhVCqRn5/PrXfx4sVYvHgxt/zdu3e5DMohQ4age/fuSExMxLJly9C/f39ERkbC0NAQTZo04QJD7733HpeZWSwsLIzL/nwZQ4YMwZw5c7hjs3jxYvj5+eHatWswMTF54faLicViLuAIAPb29kgp6jbDwsICw4cPR48ePdC9e3d069YN/fv3h729/QvrV17m4ovcvHlTKwuyMvLz8yEUCss0Ay8mFArx7bff4osvvsDnn39eZvq9e/cwZswYrbIOHTpg9erVWmUl31dGRkYwNTXljtPzjvW5c+cgFovx999/Y/HixVi/fr3Werdu3YoBAwZAT08TTho0aBC++uorPHz4UOt1KV2X4gGi3N3dy/QfKRKJkJeXV+6y5M1GQUlCCCGEEEKqCY/Hg9G778Lo3XeRf/sO0jduRPaxY8g+dhzZx47DqEMHWI4dA3GbNhVekNZljDHkX7uGjJ07kX3sOFB04alnYwPzQQNh9vHH0CsRVCK1h8fjvVQTal0rbroMAD///LPWtJycHACaJrT16tXTmiYUCp+73qCgIDg7O2PTpk1wcHCAWq1G06ZNuQE9Nm/ezPWTp6+v/1J1HzZsGNLT07F69Wo4OztDKBTCx8enzKAhJddf/L1QXllx4HT69Ok4duwYli1bBjc3N4hEInz00UfceseNG8dlXgKaLLRiEokEEokE7u7uaNeuHczNzREWFoZBgwYhPDycG2CluJl7SZs3b0ZgYGCZrMjiviZLSk5OLpONKJFI4FaUNe7m5oYtW7bA3t4ee/bswWefffbC7Zd3vIqPT8l+S0NCQjBp0iRERERgz549mDt3Lo4dO4Z27dpVuE4AZZpK8/n8Mv2hlh6A5nn1rIiVlRXy8vKgUCgqzFIdOnQoli1bhu+///6lR94u7zgVv4eed6xdXV1hZmYGT09PpKSkYMCAATh79iwATbP7sLAwFBYW4pdffuGWUalU2Lp1KxYtWgR3d3cAmgFzio+5UCjkXvvyZGRkVBjQJG82CkoSQgghhBBSA0TNmqL+mp8gj4lB+qZNkB46jNzISORGRkLUogUsx46Bsa/vGxGcVOfnQ3roEDJ3hkJeYkAEUetWsBg6FCZdu4L3koEd8nbr2bMnFAoFeDwe11y02DvvvAOhUIi4uDj4+vqWu3xx0KfkCNPp6emIiorCpk2buL4Rz58/r7Vc6SDny4iMjMS6devg7+8PAIiPj0daWlq1rHf48OHcgCo5OTlag9VYWFhUqt9AxhgYY5DL5QA0GaEViY2NxalTp8odLMXHxwcnTpzAlClTuLJjx45xTeorIhBoguTFwd/nbb+qWrRogRYtWmDWrFnw8fFBaGgo2rVrBwMDg+eONl6StbU1srOzkZubywUsi7P9inl5eeHEiRMVNvsub3vNmzcHoMlgLX5cGp/PR3BwMD788MMy2ZKNGzdGZGSkVsZqZGQk3nnnnUrtF1D5Yz1hwgQEBwcjLCwMffv2xc6dO1G/fv0y/YX+73//w/Lly/Htt9/Cz88PFhYWWLp0KcLCwiq1nTt37uCjjz6qdP3Jm4OCkoQQQgghhNQgoZsbHJYuhdUXXyB982ZI/9yH/Bs38HTc5xA2agSrsWNg4ucHnqDuZbEpnj5F5q5dyPrjT6ilUgAAz9AQkqBAmA8ZAsMS/ZAR8jIEAgHu3bvHPS7JxMQE06dPx9SpU6FWq9GxY0dIpVJERkbC1NQUw4YNg7OzM3g8Hg4dOgR/f3+IRCKYm5vD0tISGzduhL29PeLi4sr0k/g8UVFRZcqaNGlSpszd3R2//fYbWrduDZlMhq+++uqlMuvKW+++ffsQFBQEHo+Hb775hsuAq8ijR4+wZ88e+Pn5wdraGk+fPsWSJUsgEom4oOnzbN26Ffb29ujVq1eZaZMnT4avry+WL1+OgIAA7N69G1evXsXGjRu15svLy+P6mUxOTsZ3330HQ0ND+Pn5VWHvny82NhYbN25E79694eDggKioKERHR+PTTz8FALi4uCA2NhY3b95E/fr1YWJiUmFWbdu2bSEWizF79mxMmjQJly5d4kbrLjZ//nx07doVDRs2xMCBA6FUKhEeHo4ZM2Zw2zt79iwGDhwIoVAIKysrWFtbo2XLljh//nyFQUkACAgIQNu2bbFhwwat7NSvvvoK/fv3R4sWLdCtWzccPHgQ+/btq9QI7FUlFosxevRozJ8/H3369MGWLVvw0Ucflel31dHREbNmzUJERAQCAgKwefNmDBgwAAEBAZg0aRLc3d2Rk5ODiIgIANqf5cePH+PZs2fo1q1btdefvP6qZ1gxQgghhBBCyHMZ1K8P+wUL0PDEcViMHAmeWAz5/ft4NnUaHvkHIOvPP8FKNet8HTHGkBMZifjxE/Cwux8ytmyFWiqFfr16sPnqK7ifPgX7776jgCSpNqampjA1NS132nfffYdvvvkGwcHBaNy4MXr27InDhw/D1dUVgCbjceHChZg5cyZsbW0xceJE8Pl87N69G9euXUPTpk0xdepU/Pjjj5Wuz8CBA7lMvOJb6ebLALBlyxZkZmaiZcuW+OSTTzBp0qQKBzepihUrVsDc3Bzt27dHUFAQevTogZYtWz53GUNDQ5w7dw7+/v5wc3PDgAEDYGJiggsXLrywTmq1Gtu2bcPw4cPLBIYBoH379ggNDcXGjRvh7e2NP/74A/v37y8TuNq0aRPs7e1hb2+Pzp07Iy0tDeHh4VoDorwqsViM+/fvo1+/fvDw8MCYMWMwYcIEjB07FoBmgKOePXuic+fOsLa2xq5duypcl4WFBXbs2IHw8HA0a9YMu3btwoIFC7Tm6dSpE37//XccOHAAzZs3R5cuXXD58mVu+rfffovHjx+jYcOGsLa25so/++wz7Ny584X7s3TpUhQUFGiV9enTB6tXr8ayZcvQpEkTbNiwASEhIejUqVMljlDVTZw4Effu3cMPP/yAW7dulRkkCtA0ze/atSu2bNkCAOjbty8uXLgAsViMTz/9FJ6enujSpQtOnjxZZpCbXbt2wc/Pr1ozZUndwWOlO0kgkMlkkEgkkEqlFf74EUIIIYQQ8iqUmZnI3LETGTt2cFmGevb2sBw5EmYf9QO/GjKqqpMqJxfS/fuRGRoKxaNHXLlR+/YwHzoUxr7v18lszxepq9cGBQUFiI2NhaurKwwNDXVdHUJICfn5+fD09MSePXte2Mz9TaZQKODu7o7Q0FB06NBB19Uh1aiyv0EUlCxHXT3xIIQQQgghdY8qJxdZe/YgfVsIVKma/uYEFhawGDYM5oMHQWBiotP6yR/FIjM0FNKwMKhzcwEAfLEYkr59YT5kMIQNGui0fjWtrl4bUFCSkNfb6dOnkZ2djaCgIF1XRWdiYmJw4sQJLpOVvDkoKPkK6uqJByGEEEIIqbvUcjmk+/YhffMWFD57BgDgm5jAfMhgWHz6KfQqMXBFdWEqFXLOnEXmzp3IjYzkyg1cXWE+ZAgkfT6AwNi41uqjS3X12oCCkoQQQnSlsr9BNNANIYQQQgghrwG+UAjzQYNg9tFHkIWHI23jJigePkT6+g3I2PYrzPp/DMuRI6FvZ1djdVBJpcj6cx8yQ0NR+PSpppDHg3GnTjAfOgRGPj7g8albekIIIYS8OgpKEkIIIYQQ8hrh6etD8sEHMA0KQvbx40jfsBEF//6LzO2/IXPXbpj1+QCWn30Gg2ocFKAgKgqZO3ZCevAgWNGgCnyJBGb9+sF88CAY1K9fbdsihBBCCAEoKEkIIYQQQshricfnw9TPDybduyM38gLSN2xA3pUryPr9D2T9uQ+mPXvCcuwYGL7kyLWssBDZJ04gc8dO5F29ypULPT1hPnQIJIGBr91gO6Tq1Gq1rqtACCHkLVPZ3x7qU7IcdbXfGEIIIYQQ8mbLu34daRs2IPfMWa7MuHNnWI0dA1Hz5pVahzI9HVl79yJz9x4ok5M1hQIBTLp3h8XQIRC1agUej1cDta+b6uq1gVqtRnR0NAQCAaytrWFgYECvKyGEkBrFGINCoUBqaipUKhXc3d3Bf063LxSULEddPfEghBBCCCFvh4J795C2cSOyI44CRafz4rZtYTVuLMTt2pUbfMr/5x9k7twJWfgRsMJCAIDA0hJm/T+G+cCB0Le1rdV9qCvq8rWBQqFAYmIi8vLydF0VQgghbxGxWAx7e3sYGBg8dz4KSpajLp94EEIIIYSQt4f8USzSN2+G9MABQKkEABh6ecFq7BgYd+4MplQi+8gRZOwMRcE//3DLGXp5wWLoEJj07An+Cy4Y3nZ1/dqAMQalUgmVSqXrqhBCCHkLCAQC6OnpVSo7n4KS5ajrJx6EEEIIIeTtUpiQgPStIcj6/XcwuRwAYNCwIVRZWVClpwPQDKBj6t8L5kOGQOTlpcvq1il0bUAIIYTUDApKloNOPAghhBBCSF2kTEtDxq/bkRkaCnVuLgBAz9YW5oMGwuzjj6FnaanjGtY9dG1ACCGE1AwKSpaDTjwIIYQQQkhdppLJIIuIgMDMDCadO4Onr6/rKtVZdG1ACCGE1Aw9XVeAEEIIIYQQUr0EpqYw799f19UghBBCCKlQxeNyE0IIIYQQQgghhBBCSA2goCQhhBBCCCGEEEIIIaRWUVCSEEIIIYQQQgghhBBSqygoSQghhBBCCCGEEEIIqVUUlCSEEEIIIYQQQgghhNQqCkoSQgghhBBCCCGEEEJqFQUlCSGEEEIIIYQQQgghtYqCkoQQQgghhBBCCCGEkFpFQUlCCCGEEEIIIYQQQkitoqAkIYQQQgghhBBCCCGkVlFQkhBCCCGEEEIIIYQQUqsoKEkIIYQQQgghhBBCCKlVFJQkhBBCCCGEEEIIIYTUKgpKEkIIIYQQQgghhBBCahUFJQkhhBBCCCGEEEIIIbWKgpKEEEIIIYQQQgghhJBaRUFJQgghhBBCCCGEEEJIraKgJCGEEEIIIYQQQgghpFZRUJIQQgghhBBCCCGEEFKrKChJCCGEEEIIIYQQQgipVRSUJIQQQgghhBBCCCGE1CoKShJCCCGEEEIIIYQQQmoVBSUJIYQQQgghhBBCCCG1ioKShBBCCCGEEEIIIYSQWkVBSUIIIYQQQgghhBBCSK2ioCQhhBBCCCGEEEIIIaRWUVCSEEIIIYQQQgghhBBSqygoSQghhBBCCCGEEEIIqVUUlCSEEEIIIYQQQgghhNQqCkoSQgghhBBCCCGEEEJqFQUlCSGEEEIIIYQQQgghtYqCkoQQQgghhBBCCCGEkFpFQUlCCCGEEEIIIYQQQkitoqAkIYQQQgghhBBCCCGkVlFQkhBCCCGEEEIIIYQQUqsoKEkIIYQQQgghhBBCCKlVFJQkhBBCCCGEEEIIIYTUKgpKEkIIIYQQQgghhBBCahUFJQkhhBBCCCGEEEIIIbXqpYKSSqUSx48fx4YNG5CdnQ0ASEhIQE5OTrVWjhBCCCGEEEIIIYQQ8ubRq+oCT548Qc+ePREXFwe5XI7u3bvDxMQES5cuhVwux/r162uinoQQQgghhBBCCCGEkDdElTMlJ0+ejNatWyMzMxMikYgr79u3L06cOFGtlSOEEEIIIYQQQgghhLx5qpwpee7cOVy4cAEGBgZa5S4uLnj27Fm1VYwQQgghhBBCCCGEEPJmqnKmpFqthkqlKlP+9OlTmJiYVLkCP//8M1xcXGBoaIi2bdvi8uXLz50/KysLEyZMgL29PYRCITw8PBAeHv5K6ySEEEIIIYQQQgghhNSeKgcl/fz8sGrVKu45j8dDTk4O5s+fD39//yqta8+ePZg2bRrmz5+P69evw9vbGz169EBKSkq58ysUCnTv3h2PHz/GH3/8gaioKGzatAn16tV76XUSQgghhBBCCCGEEEJqF48xxqqyQHx8PHr27AnGGKKjo9G6dWtER0fDysoKZ8+ehY2NTaXX1bZtW7Rp0wZr164FoMnCdHR0xBdffIGZM2eWmX/9+vX48ccfcf/+fejr61fLOssjk8kgkUgglUphampa6f0hhBBCCCGEvFno2oAQQgipGVXOlHR0dMStW7cwZ84cTJ06FS1atMCSJUtw48aNKgUkFQoFrl27hm7duv1XGT4f3bp1w8WLF8td5sCBA/Dx8cGECRNga2uLpk2bYvHixVxz8pdZJwDI5XLIZDKtGyGEEEIIIYQQQgghpGZUaaCbwsJCNGrUCIcOHcKQIUMwZMiQl95wWloaVCoVbG1ttcptbW1x//79cpd59OgRTp48iSFDhiA8PBwxMTEYP348CgsLMX/+/JdaJwAEBwdj4cKFL70vhBBCCCGEEEIIIYSQyqtSpqS+vj4KCgpqqi4vpFarYWNjg40bN6JVq1YYMGAA5syZg/Xr17/SemfNmgWpVMrd4uPjq6nGhBBCCCGEEEIIIYSQ0qrcfHvChAlYunQplErlK23YysoKAoEAycnJWuXJycmws7Mrdxl7e3t4eHhAIBBwZY0bN0ZSUhIUCsVLrRMAhEIhTE1NtW6EEEIIIYQQQgghhJCaUeWg5JUrV7Bv3z44OTmhR48e+PDDD7VulWVgYIBWrVrhxIkTXJlarcaJEyfg4+NT7jIdOnRATEwM1Go1V/bgwQPY29vDwMDgpdZJCCGEEEIIIYQQQgipXVXqUxIAzMzM0K9fv2rZ+LRp0zBs2DC0bt0a7777LlatWoXc3FyMGDECAPDpp5+iXr16CA4OBgB8/vnnWLt2LSZPnowvvvgC0dHRWLx4MSZNmlTpdRJCCCGEEEIIIYQQQnSrykHJkJCQatv4gAEDkJqainnz5iEpKQnNmzdHREQEN1BNXFwc+Pz/kjkdHR1x9OhRTJ06FV5eXqhXrx4mT56MGTNmVHqdhBBCCCGEEEIIIYQQ3eIxxtjLLJiamoqoqCgAgKenJ6ytrau1Yrokk8kgkUgglUqpf0lCCCGEEELeYnRtQAghhNSMKvcpmZubi5EjR8Le3h7vv/8+3n//fTg4OGDUqFHIy8uriToSQgghhBBCCCGEEELeIFUOSk6bNg1nzpzBwYMHkZWVhaysLPz11184c+YMvvzyy5qoIyGEEEIIIYQQQggh5A1S5ebbVlZW+OOPP9CpUyet8lOnTqF///5ITU2tzvrpBDXRIIQQQsoXn5GHrZGxMBHq4Yuu7tAXVPn/TUIIqVPo2oAQQgipGVUe6CYvL6/cQWNsbGyo+TYhhBDyhnqcloufT8Ug7MYzKNWa/zOvxWVi3ZBWkIj0dVw7QgghhBBCSF1T5fQGHx8fzJ8/HwUFBVxZfn4+Fi5cCB8fn2qtHCGEEEJ0KyYlB1P33ESX5afx+7WnUKoZfBpYQmwgQGRMOj5cF4kn6bm6riYhhBBCCCGkjqly8+07d+6gR48ekMvl8Pb2BgDcunULhoaGOHr0KJo0aVIjFa1N1ESDEELI2y4qKRtrT8Xg0D8JKD5T6NLIBl90cUMLJ3P8myDFZ79eRaK0AOZifWz8tDXauFjottKEEFID6NqAEEIIqRlVDkoCmibcO3fuxP379wEAjRs3xpAhQyASiaq9grpAJx6EEELeVv8mSLH2ZAyO3EniyvzescUXXdzRrL5Ea94UWQE+234V/zyVwkDAx9KPmqFvi/q1XWVCCKlRdG1ACCGE1IyXCkq+6ejEgxBCyNvmn6dZ+OlEDI7fSwYA8HiAf1N7TOzihsb2Ff8W5itUmLrnJiL+1QQxJ3Vxw9TuHuDxeLVSb0IIqWl0bUAIIYTUjCoHJYODg2Fra4uRI0dqlW/duhWpqamYMWNGtVZQF+jEgxBCyNvi2pNMrDkZjdNRqQAAPg8I8nbAxM5ucLc1qdQ61GqGH45GYf2ZhwA0y//4kRcM9QU1Vm9CCKktdG1ACCGE1IwqByVdXFwQGhqK9u3ba5VfunQJAwcORGxsbLVWUBfoxIMQQsib7tKjdKw5GYPzMWkAAAGfhw+aO2BCZzc0tDZ+qXXuvRqP2ftuQ6lmaOFkho2ftIa1ibA6q00IIbWOrg0IIYSQmqFX1QWSkpJgb29fptza2hqJiYnVUilCCCGEVD/GGC4+TMfqE9G4FJsBANDj89CvZX2M79wQzpZGr7T+/q0d4Wguxrgd13AjLgt9fo7E1uFt4GlXuYxLQgghhBBCyNujykFJR0dHREZGwtXVVas8MjISDg4O1VYxQgghhFQPxhjORqdhzYloXH2SCQDQF/DQv7UjPu/UEPXNxdW2LZ+Glggb3x4jt13B4/Q89PvlAn4e0hK+HtbVtg1CCCGEEEJI3VfloOTo0aMxZcoUFBYWokuXLgCAEydO4Ouvv8aXX35Z7RUkhBBCyMthjOHk/RT8dDIGt+KzAAAGenwMftcJY30bwF4iqpHtNrA2Rtj4Dhi74xoux2Zg5LYrWBD0Dj7xcamR7RFCCCGEEELqnir3KckYw8yZM/HTTz9BoVAAAAwNDTFjxgzMmzevRipZ26jfGEIIIXWZWs3wv7vJWHMyGv8myAAAhvp8DG3rjDHvN4CNqWGt1EOhVGN22G38ce0pAGBEBxfMDXgHAj6NzE0IqTvo2oAQQgipGVUOShbLycnBvXv3IBKJ4O7uDqHwzenInk48CCGE1EUqNcORO4lYezIG95OyAQBiAwE+8XHG6PcawMq49n+rGWP45cxD/BARBQDo0sgGPw1qAWNhlRtrEEKITtC1ASGEEFIzXjooWezJkyfIzc1Fo0aNwOfzq6teOkUnHoQQQuoSlZrh0D8JWHMyBjEpOQAAE6EehrV3wciOrrAwMtBxDYHw24mYuucm5Eo1GtmZYMvwNqhnVjPNxwkhpDrRtQEhhBBSMyqdprB161ZkZWVh2rRpXNmYMWOwZcsWAICnpyeOHj0KR0fH6q8lIYQQQsooVKnx180E/HwqBrFpuQAAU0M9jOzoihHtXSER6+u4hv/xb2YPBzMRPvv1Ku4nZeODtZHYMqw1vB3NdF01QgghhBBCiA5UOrVx48aNMDc3555HREQgJCQE27dvx5UrV2BmZoaFCxfWSCUJIYSQ8jzNzMPdBBkKClW6rkqtUijV2H05Dl2Wn8b0328hNi0XZmJ9fNXDE+dndsGUbh6vVUCyWHNHM/w1sQMa2ZkgLUeOARsvIvx2oq6rRQghhBBCCNGBSjfftrS0xOnTp9GsWTMAwOeff47U1FT88ccfAIDTp09jxIgRiI2Nrbna1hJqokEIIa+nQpUa155k4uT9FJy8n8I1VebxAEdzMdxsjMvcTA1fv+Dcy5IrVdh79SnWn36IZ1n5AABLIwOMeb8BhrZzhlEd6acxR67EF6HXcSoqFQDwVQ9PjO/UEDweDYBTkUuP0rH+zEOYiQ3wpZ8H6puLdV0lQt4adG1ACCGE1IxKX73k5+dr/QhfuHABo0aN4p43aNAASUlJ1Vs7Qgghb72MXAVOR2mCkGcepCK7QMlNE/B5MDIQQFagRFxGHuIy8nDyforW8ramQk2A0ro4UGkCNxtjWBkb1JkgWEGhCrsux2HDmUdIkhUAAKxNhBj7fgMMaesMkYFAxzWsGmOhHjZ92hrfH76HbRce48ejUXiUmovgD5vBQO/N6J+6ulx7komVxx7gfEwaVxZ+OxGfd2qIse83rHOvPSGEEEIIIcUqHZR0dnbGtWvX4OzsjLS0NPz777/o0KEDNz0pKQkSiaRGKkkIIeTtwRjD3UQZThVlQ96Iz0LJnH5zsT46e9qgcyMbvO9uDVORHtJyFIhOycbDlBzEpOQgJjUH0ck5SMmWI1mmuUXGpGttRyLSh5uNMdyLMiobFj12kIjA578ewco8hRI7/47DhrOPkJYjBwDYSwwxzrchBrRxhKF+3Q1I6Qn4WNC7CRpaG2HBwbv48/pTxGfmYcPQVjB/DQbm0bV/nmZhxbEHOF2UTaov4OGjVo54lJqDS7EZWHU8Gr9ffYo5AY3Rq6ldnQmwE0IIIYQQUqzSzbeXLFmC1atXY/z48Th58iRSU1Nx584dbvqqVatw6NAhHD9+vMYqW1uoiQYhhNSuPIUSkTHpOHk/BaejUpAoLdCa3tjeFF0baQKRzR3NIKhk0FCaX4iHqUWByhK3+Mw8VPTrJ9IXoKGNEdysjeFua4KGRRmWzpZi6AtqJ4svR67EbxefYNO5R8jIVQAA6pmJML5zQ3zUqj6EenU3GFme01EpmBh6AzlyJVwsxdg6vA0aWBvrulo6cTdBhpXHH+DY3WQAmmzgfi3r4Ysu7nC0EIMxhsO3E7H48D0kFH1O2jWwwILeTdDIjs5ZCKkJdG1ACCGE1IxKByXVajUWLFiAgwcPws7ODitWrEDjxo256R9//DF69uyp1aS7rqITD0Jqj1rNcPuZFGcepOLsg1TweTxM6e6O9g2tdF01UsPii5pan7yfgouP0qFQqrlphvp8dHSzQudGNujsaQMHM1G1brugUMUFKx+WyKx8nJ6LQlX5P4v6Ah5cLI3K9FnZKuhTIgAAfaZJREFU0Nq42jIWZQWF+DXyMbZExiIrrxAA4GQhxsTObujbsl6tBUV1ISopGyO3XcGzrHxIRPpYP7QVfBpa6rpatSY6ORsrjz9A+G1NVzh8HtCneT1M6uoOFyujMvPnK1T45cxDbDjzEHKlGnweMLSdM6Z194CZmDJNCalOdG1ACCGE1IxKByXfJnTiQUjNSsuR41x0Ks5EpeJsdBqXCVbShy3qYXZAY1gZC3VQQ1ITlKUGqYkuGqSmWH1zEboUZUP6NLDUSdPkQpUacRl5ZTIrH6bmIE9R/gjfPJ6m7u5FfVW6WWuagrvZGEMiqtwgO1l5CmyNfIyQyFiuz8wGVkaY2MUNvb0doPcGByNLSs2WY8xvV3EjLgt6fB4W922G/m0cdV2tGvUoNQerT0TjwK0EMKZ5PwU0s8eUbu5wszF54fLxGXlYHH4PR+5ogplmYn186eeJwe86VTqjmBDyfHRtQAghhNQMCkqWg048CKleSpUaN+OzcDoqFWcepOL2M6nWdBOhHjq4WeF9D2vcS5Rhx6UnYEzT59+Mno0wsI3ja9PHH6majFwFzjxIwYl7KTj7IBWyUoPUtHI2R5dGNujSyAbuNsavbb94ajVDgjRfK0gZnazJsCzOaCyPjYmQy6h0t/kvWGltLASPx0NGrgKbzz3C9otPkCPXHBt3G2N80dUdAc3s38qgUkGhCtN/v4VD/yQCAMb5NsTXPTzfuO+AuPQ8rD4RjbAbT6EuOhPr2cQOU7q7v1Qz7AsxaVh48C6ikrMBAI3sTLCgdxO0a/D2ZJsSUlPo2oAQQgipGRSULAedeLxdGGNIkhXgflI2oopu95OykadQolk9CVo4maOFkxmaOJi+cf241aREaT7OPtAEIc9Fp2mNmAwATRxM4ethjU6eNmjhZKbVLPVmfBZm77uNu4kyAEBLJzN836cZ3nGgz+PrjjGGe4nZOBWVghP3kssMUmNWYpAaX3drSMSVyyR8XTHGkJ6rQExKDqKLm4IX3YpHyS6PqaEeGtoYIyopm8vAbGRngkld3dGzid0bF4CrKrWaYdXxB/jpZAwATbBu5YDmb8RI08+y8rH2pGaQGmVRNLJrIxtM7e6BpvVebcBApUqNnZfisOLYA0jzNcHyAC97zPZvjHrV3AUCIW8TujYghBBCagYFJctBJx5vLllBIRd0jEqS4UFSDu4nybSytypiIODjHQdTtHAy0wQqHc1Q31z02mZ21Ta5UoVrjzNxpigQeT8pW2u6mVgf77tbw9fDGu95WMHGxPC561Oq1Nh+8QmW/y8KuQoVBHweRnZwwZRuHjAS6tXkrpAqyleoEBmThpNRKTh1v+wgNY3sTNC1sSYbsrmj+VuT/ScrKNQaDTymKLMyLkN7kJ1m9ST4oosbujW2feuDkaWF3XiKGX/chkKlhld9CTZ/2ho2ps//7nhdJUkL8POpGOy+Esf1W/q+hzWmdnNHCyfzat1WRq4Cy/8XhV2X46Bmmj5aP/d1w1jfBnV6xHZCdIWuDQghhJCaQUHJctCJR92nUKrxMDVHKwAZlZTNjVRamoDPQwMrI3jamaCRnQk87Uwh0hfg1tMs3IjLxI24LKSX0++hlbEBmjuaFwUqzeBV3wzGb1HALD4jD6cfaPqGvPAwTavPPR4PaO5oBl8PTSDSq37lR0wuKUlagIUH/+X6S7OXGGJB7ybwe8eWAsI6FJ+Rh1NRRYPUPEyHvNQgNR0aWqFL45oZpKauKyhUITYtFzEpObA0NoBPA0t6Lz/HlccZGLP9KjLzCmEvMcSWYW3qVNZ0arYcv5x+iB2XnnCDOfk0sMQ0Pw+0cbGo0W3/myDFwgN3cflxBgDNCO5zAxqjZ1M7es8RUgV0bUAIIYTUDApKloNOPOoOtZrhWVY+F3gsboIdm5bLNYsrzUFiCM+iwGMjOxN42JqgoY3Rc5tmM8YQn5GPG/GaAOWN+CzcTZCWGaWXzwM8bE24Jt8tnczQwMr4jcl+KihU4e9H6TgdpRkp+1FartZ0K2OhJgjpaY333KxgblR9I8Ceup+Cb/66g6eZ+QCAbo1tsKB3E9Q3F1fbNkjFlCo1rsdl4cT9ZJy6n4IHydqD1NQz0wxS06Wx7gapIW+uJ+m5GLntCh6m5kJsIMBPA1ug2zu2uq7Wc2XkKrDh7ENsv/AE+YWaP2xaO5tjmp8H2je0qrV6MMZw6J9ELA6/x2Ux+zSwxPze77xU35WEvI3o2oAQQgipGdUWlIyPj8f8+fOxdevW6lidTtGJx+spI1dR1OejDFHJmgzIB0nZyK1gRFwTQ72irEftAGRlR8N9kYJCFf5NkGkyKeOzcDMuC8+y8sutR3NHM7Rw1DT7bu5oVq3BuprEGMOjtFxugJpLj7Qz4ooHKtH0DWmNxnamNRqAzVeosPZUNDaefYRCFYNIX4DJ3dwxqqOrVp+UpHpk5ipw5kEqTtzXDFJT3EcdoAnAt3a2QOdGNuja+PUepIa8GaR5hRgfeg2RMeng8YC5Ae9gZAeX1+59J80rxKZzjxASGcv9Pnk7muHL7h54z91KZ/XNUyix/vRDrD/7CAqlGgI+D0PbOmFqdw+YievGbxIhukLXBoQQQkjNqLag5K1bt9CyZUuoVOUHiOqS1+nE436SDEoVg4mhHoyFejA21HvjB1spKFQhOlnT12NUUjYXgEzNlpc7v4GAj4Y2xiUCkCbwtDWBvcSw1i/+kmUFRZmUmozKf55moaBQXWY+VyujoiClJlDpaWfy2gTVcuRKXIhJ4/qGLM5MLOYgMYSvpzV8PWzQ3s0Spoa1P1BJdHI25uy/g8uxmiaJnrYm+L5v0xpvCvmmY4zhflI2Tt7XNMu+EZcJdalBajp5WGsGqfGwpkAGqXWFKjXm/XUHuy7HAwCGtHXCgt5NXovvT1lBIbaej8WWc7HILhpJvYmDKaZ190CXRjavTfA0PiMPiw7fQ8S/mi4xzMX6+NLPE4PedXpr+nslpKpep2sDQggh5E1S6aDkgQMHnjv90aNH+PLLLykoWc0+XBeJ63FZWmX6Ah4XoDQW6sNYKCh6rq+5Fwo05YZ6MCmaz0ioCWoWBzeLn+vyAkSlZniSnosHydlaI18/Ts9FBS2v4WghgqetKReAbGRnAhcro9figrQ8StX/27vv+LbKQ33gj7bkIXnvbcczdnYcJ4QMQsNoCi1tubSUcen63dJCacsFLpsWaGkvdNCWLkJLy2oZl1JCSciOs5fjeNvx3tuyNc/5/XFk2bLlxEksS5af7yf6SDrnSHqlE9vv++gdAiraB6Wg0hFW1nYaJx2nVclREB/inJtycWIoYgyzs5jDaBC12zE35NH6Hpdh6WqFHIVpYc65ITN8pEecKIr4x/FmPP2vMvQ45vu8eXkiHrg2e870RPUFgiCiuLYb/yppxc7yjknzrmbHBEvDsrOjsCRp/ixSQ75LFEX8YW8dnv6wDKIIrF0QgV99aemM9YK/WEazDVsPnMPv9tQ6exNnRQfju1dnYnOe7859u7+6C0+8X+qciiEnVo/Ht+SiMC3cyyUj8j2+1DYgIiLyJ9MOJeVyOWQyGc53uEwmYyg5w776yhGUNPdjyGSbcpjy5QhQOwJNZ8ipnHx/qu2O28EaFbQq+ZQNL1EU0TlkdoaOowFkVceg216EABAWqEZWdPC4hWekodf+sOpy37AFJxv7nHNTnmzodbv6d6xBK4WUjoV0FsYbZmyevv5hK/ZVd2FXRQf2VHWifcC1F2pKeIBzbshVaeEIUPvu595rtODH28rx+hGp51RogAoPXZeDzy9L8NkwwBf0D1vx9+NN+OvBepe5QTVKOdZkRGBjdhQ2ZEchnovUkI/6d2kb7nn9JEasdmREBeHlO1YgMWz25pgdsdjx6sF6/HZ3jXMhtPTIQHz36kxctzB2TswlbLMLePVgPf7340rn36FPF8TioetyuEAV0Ti+1DYgIiLyJ9MOJePj4/HrX/8aN9xwg9v9J0+exLJlyxhKepBdEDFssWHIbMOQyYZBsw3GcbeHTNI+o9n1/tDE22abcwXQmaKQyxCoViB4tLemo3emxWZHZfuQsyfbRFqVHJnRUuA4fvh1ZJBm3gRKgiDN23iiodcZVpa3DUzqLaqUy5Abp3fOTbkkKQRJYQHT+pwEQcSZln7n3JATh+XqVAoUpYc7e0OmRATO8Lv0vKPnevA/75xBRfsgAGBlahh+dONCLIgO9nLJfMuZ5n68erAe755sdn4pEKRRYsuiOHwqNxpF6VykhuaOM839uOuVI2gfMCM8UI3f3bYMy5I9O42DyWrHa4cb8OtdNc5pRVLCA3DPpgX4zKL4OdmbuHvIjJ99XInXDjdAFKW/zf+1PgNfvzKNvw+I4LttAyIiorlu2qHkZz7zGSxevBhPPvmk2/2nTp3CkiVLIAgzG3Z5w3yoeJhtdhjNdkegaZVum60YHBdsjg87jRabc9/EgHM6/4PkMiAlPNAZOmY7Fp9JCguYkw04TzOabShp7ncM++7F8YY+dA1NnlMzLFCNJYkh0kI6SaFYlGhAsGOOx+4hM/ZUSUOy91R1TQqGF0QFYb1jbsjlKaF+0fC02gX8aV8dXthehRGrHUq5DF+/Mg3f3rgAOvXcf3+XymS1418lrfjLwXqcGDcdRHZMMG5dlYwbl8QjyA96IdP81NZvwl2vHEFpywDUSjme+3wBblgcP+OvY7EJePNoI17cWe1cxTohVIfvbFyAzy2Nh9JHpxG5GGea+/HE+6U4cq4XgPT+Hr4+B5vzYubNF4VE7syHtgEREZE3TDuU3Lt3L4xGI6655hq3+41GI44ePYp169bNaAG9gRWP6RNFEcMW+6QemYMmKdiUyYAFUcFYEB3kF6GXt4iiiOa+EZe5KUubB2Cxu34JIH3eQdAoFTjT0u8SGAdrlFiTEYF1WZG4MjPSr4flNvUO4/H/K8X2sg4AUsP6yRvysDE72sslm12NPcP466EGvHm00RlKqxQyXLswFl8pSsby5FAGDeQXhi023PP6SXx8th0AcO+mBbjnqgUz8v/bahfw9vEm/GJHNZr7pIW/Yg1a3L0xA19Ylgi1cu6HkeOJooj3T7fi6Q/K0DYgha9rMsLx2JY8ZLLnOc1TbBsQERF5xoytvu1PWPGgucBss6OsdRAnGnqdQWVjj+tK2XlxeueQ7KXJoT67IJCn/Lu0DY//X6lz8ZZr8mLw2GdyEWvw30BWEETsruzEXw7WY2dFhzOYjjNo8aXCJHxxRSKigmdnESWi2WQXRPx4Wzl+t6cWAHDD4jj8+KaCS/5CzC6IeO9kM36+owr13cMAgMhgDb61Ph3/sTLJ779oG7bY8JtdNXhpTy0sNgEKuQxfWZWM727KhCHAO4sKEXkL2wZERESeMe1Qsra2FqmpqfOiVw0rHjRXdQ6acaKhFyNWO4rSwxk+QRoK//MdVfjjvjrYBRGBagXu+1QWbi9K9ovhlqN6jBa8dbQRrx6qdwmn1y6IwFdWJWNjdpRfvV+iqbx2uAGPvHsGNkHEsuRQ/O4ryxAepJn24wVBxD9LWvHC9krUdkqLQIUHqvH/1qfj1lXJfh9GTtTYM4wffnAWH5VKvVBDA1T4weZs3LwikdOv0LzBtgEREZFnTDuUVCgUaG1tRVRUFADg5ptvxi9+8QtER/vfcEhWPIj8T1nrAP7nnRIcd8ypmBurx48+uxBLkkK9W7DLIIoiTjb24S8H6/HP063OBaz0WiW+sDwRXy5MQlpkkJdLSTT79ld34ZuvHsOgyYbEMB3+dPuKCy56JYoiPiptw/MfVzkXzAoJUOEbV6bjtqJkBM7zeVf3VXXhifdLUdUxBEDqif/4Z/KwIsWzCwsR+QK2DYiIiDxj2qGkXC5HW1ubM5QMDg7GqVOnkJaW5tECegMrHkT+SRBEvHG0Ec9+WI7+EStkMuDLhUn4weZsGHRzZzjiiMWO90+14C8H61HS3O/cvjBej9tWpWDLorh5vbAPEQBUdwzhP7ceQUPPMII1Svz61qVYuyBy0nGiKGJHWQee316J0pYBAECwVomvrU3DnWtSnIuHkTS/5qsH6/H8x5UYMNkAAJ9ZFIcHr8v262kxiNg2ICIi8gyGkm6w4kHk37qGzHj6X2V4+3gzACAiSI2Hr8/FDYvjfHqKirouI149WI+3jjY6AwG1Uo5PF8TiK6uSsTgxxKfLTzTbeowWfOMvR3HkXC8Uchme+Ewebl2VDEAKI/dUdeF/P67EqcY+AECgWoH/vCIVX70ijfMmnkf3kBk//XclXj/SAFEEdCoFvrUhHV9dmzanh7ebrHa09I2gtd/kvG7tH0H7gBnZMcH4+pVpCAlQe7uY5AVsGxAREXnGRQ3fbmtrQ2Sk1MsgODgYp0+fRmpqqkcL6A2seBDND8U13fifd0uc88atTg/HUzcuRLoPDXm22QV8Ut6Bvxysx96qLuf2xDAdbi1MxheWJyIskI1koqmYbXY88I8SvHNC+hLiP9ek4qqcKDz/cSWO1vcCkEK121en4OtXpvHn6SKcae7H4/9X6vwcE8N0ePj6XHwqN9rnviCx2gW09ZucgWNL/wha+6TQscVx3TtsPe9z6LVK3L0xA7cVpczp8JUuHtsGREREnnFRPSWvvfZaaDTSZPHvv/8+Nm7ciMDAQJfj3n777Zkv5SxjxYNo/jDb7Pj9nlr88pNqmG0C1Ao5vrk+Hf+1Pt2rjc7OQTPeONKAvx1qcK4eLpMBG7Ki8JVVybgyM5KLTBBNkyiK+NUn1fjZx5Uu2zVKOW5dlYxvrktHZPD0F8OhMaIo4v9OteCZf5WjbUD6XXVFRgQe25J7wXk8Z4pdENE5aHYbNLb0m9DaN4LOITOmU+MNUCsQa9AiLkSHOIMOsSFahOhUeP1II8rbpLlG40N0+P7mTNywKB5y/h6eF9g2ICIi8oxph5J33nnntJ7w5ZdfvqwC+QJWPIjmn/puIx59rxS7KzsBACnhAXjqxoVu56DzFFEUcbS+F38prseHZ1phtUu/nkMDVPjiikTcWpiMxLCAWSsPkb95/1QLvv/WKYgicMvKRPzXhgxE67XeLpZfMJpt+M2uGvxuby0sNgEKuQy3FSXj3k2ZlzVnryiK6DZa0NpncoSOjuHVjrCxtd+E9gETbMKFq7NqpRyxBq0UOjoCx1iDDnGj1wYd9Dql216edkHE28eb8LN/VzrD19xYPR68LntW/06Qd7BtQERE5BnTDiXnE1Y8iOYnURTxr5I2PPF+KToGzQCkRRwe/nQOooI9F1wYzTa8c6IZrx6sd/bEAYAlSSH4yqpkXJcfy6GCRDOkfcAEhVyGiCD2jPSEhu5h/PCDs/j32XYAQFigGj/YnIUvLk+c1LtbFEUMmGxodfRwbO4bcd5u6R+d09EEi0244Osq5DLE6KXAMTZEhzjD+NtSABkeqL7sYeUmqx1/2l+H3+yswaBZmtt37YIIPHhtDnLjWGf0V2wbEBEReQZDSTdY8SCa3wZNVvzs35X4c/E5CCIQrFHiB9dk4cuFyTM6ZLqqfRCvHqzHP443Y8jRuNWq5LhhUTy+UpSMhfGGGXstIqLZtLeqE0+8fxbVHUMAgLw4PTblRKOtf1zg2DcCo8U+reeLDNY4gkYpYJzY0zEqWDurU1r0GC345SdVePVgPax2ETIZ8Nkl8fjep7IQH8KVyP0N2wZERESewVDSDVY8iAiQFnF46J0SnG7qBwAUJBjw9GfzLysstNoFfHy2HX8uPoeDtT3O7akRgbh1VTI+vzSBq/4SkV+w2gX8pbgez2+vxKDJNuVxoQEql2HUztDRMbdjtF4LtVI+iyWfvobuYTz37wq8f6oFgDRE/M41Kfiv9RmXNWydfAvbBkRERJ7BUNINVjyIaJRdEPG3Q/X4ybYKDJptkMuA24pS8L1PZSJYO/0GZ1u/Ca8dbsBrhxucQ8PlMmBTTjRuK0rB6vRwLphARH6pe8iMP+yrQ6/R4hI6joaQOvXcn57iVGMfnv5XGQ7VSV82hQSocPeGDHylKBka5dx/f/Md2wZERESewVDSDVY8iGiijgETnvqgzNkbJipYg8e25OG6/Jgp5ygTRRHFtd34S3E9/n22HXbHQgwRQRrcsjIRt6xMQhyH+RER+QVRFLGzogPPfliOynZp2HpCqA4/2JyFLQVx/OJpDmPbgIiIyDMYSrrBigcRTWVPZSceee8M6ruHAQDrMiPx5A15SA4PdB4zYLLi7WNN+MvBetR0Gp3bV6aE4daiZFyTF+OzQxGJiOjy2AUR/zjWhJ99XIH2Aaln/MJ4PR66NgerMyK8XDq6FGwbEBEReQZDSTdY8SCi8zFZ7fjNrhr8ZlcNLHYBGqUc396YgXWZUXjtSAPePdGMYcfiDQFqBT67RFq4JjuGv0+IiOaLEYtjpe5dNc7FzNZnReKBa7P592COYduAiIjIMxhKusGKBxFNR23nEB557wz2V3dP2rcgKghfKUrGZ5fEX9Tck0RE5F+6h8z45SfVePVgPWyCtFL3TUsTcN/VmZzCY45g24CIiMgzGEq6wYoHEU2XKIr4v1MteOqfZ9E3bMXmvBjcuioZq9LCppxrkoiI5p9zXUY89+8KfHC6FQCgUcrxn1ek4v+tT4eeX175NLYNiIiIPIOhpBuseBDRxTJZ7TBZ7QgJUHu7KERE5MNONPTimX+V4/A5aaXu0AAVvr1xAb68Kokrdfsotg2IiIg8g6GkG6x4EBEREZGniKKIHWUdeHZbOao7pJW6E8N0+MHmbHw6P5YrdfsYtg2IiIg8g6GkG6x4EBEREZGn2ewC3jrWhOc/rkTHoLRSd0GCAQ9em4Oi9HAvl45GsW1ARETkGQwl3WDFg4iIiIhmy7DFhj/urcNvd9fAaLEDADZmR+G/r8lGVkywl0tHbBsQERF5BkNJN1jxICIiIqLZ1jVkxi92VOFvhxpgE0TIZcDnlyXgvquzEGPQert48xbbBkRERJ7BUNINVjyIiIiIyFtqO4fw3EcV+PBMGwBAq5LjritS8Y11XKnbG9g2ICIi8gyGkm6w4kFERERE3nasvhfPfliGI+d6AQBhgWp8Z2MGvlSYDLVS7uXSzR9sGxAREXkGQ0k3WPEgIiIiIl8giiI+PtuOZ7eVo7bTCABIDg/ADzZn4fr8WMhkXKnb09g2ICIi8gyGkm6w4kFEREREvsRmF/DG0UY8/3EVuoaklboXJYbgoWuzUZjGlbo9iW0DIiIiz2Ao6QYrHkRERETki4xmG/6wtw4v7anBsGOl7k050krdC6K5UrcnsG1ARETkGQwl3WDFg4iIiIh8WeegGT/fUYnXDjfC7lip+4vLE/HdqzMRredK3TOJbQMiIiLPYCjpBiseREREUxDswLm90nXKFYBS4+0SEc1rNZ1D+Mm2cnxU2g5AWqn7a2vT8PUr0xDMlbpnBNsGREREnsFQ0g1WPIiIiCboawRO/AU48Sow0CxtUwcDmZ8CcrYAGVcDmiDvlpFoHjt6rgfPfFiOY/XSSt3hgWrcs2kBblmZBJWCK3VfDrYNiIiIPIOhpBuseBAREQGwW4GKD4HjrwDVOwA4qgy6MKmH5GDr2LEKDZC+Ecj5NJB1HRAQ5pUiE81noijio9J2/GRbOWq7pJW6M6KC8Ozn8rE8hT+Tl4ptAyIiIs9gKOkGKx5ERDSv9dQCx/8MnPgrYOwY256yFlh2h9QzUq4CWo4DZf8HlL0vPWaUTAGkrAGytwDZ1wOG+Fl/C0TzmdUu4PUjjXjh40p0Gy0AgK+sSsb912RxSPclYNuAiIjIMxhKusGKBxERzTs2sxQuHn8FqNsztj0wClj8JWDpbUB4uvvHiiLQUSY9vux9oL3EdX/8MinIzN4CRGR47j0QkYu+YQue/lcZ3jzaBACI0Wvx1I0LcXVutJdLNrewbUBEROQZDCXdYMWDiIjmjc4K4NgrwKnXgJEex0YZkHEVsPR2IOtaQHGRPat66oDyfwJl/wQaD8E57BsAInOkgDLn00BMASCTzdQ7IaIpHKjuwoPvlKC+exgAcF1+DB7/TB6igrlK93SwbUBEROQZDCXdYMWDiIj8mmUYOPuuFEY2Hhzbro8HltwqXUKSZua1BtuBig+kHpR1ewDBNrYvJEnqPZmzBUhcCcgVM/OaRDSJyWrHC9ur8Pu9tbALIvRaJR66Lgc3r0iEjF8OnBfbBkRERJ7BUNINVjyIiMgvtZ6Whmeffgsw90vbZAog8xpg2e1AxibPBoMjvUDlv6V5KKt3ALaRsX2BkdL8kzlbgJQrAaXac+UgmsdKW/rxwD9KUNIs/Q5YlRaGZz5XgNSIQC+XzHexbUBEROQZDCXdYMWDiIj8hnkQOPMPqVdky/Gx7SHJ0jyRi78M6GNnv1yWYaBmhzTEu/JDwNQ/tk9jADI3S0O8MzYBaoYlRDPJZhew9cA5/OzflRix2qFWynHPVQvw9SvToFLIvV08n8O2ARERkWcwlHSDFQ8iIprTRBFoPg4c3wqU/AOwGqXtcpXUG3HZ7UDqekDuI+GD3Qqc2ysN8S7/ABhqH9un1ALpV0k9KDM3AwFh3isnkZ9p7BnGQ++UYG9VFwAgOyYYz95UgMWJId4tmI9h24CIiMgzGEq6wYoHERHNSSN9wOk3pSHa7WfGtodnSIvWLLoFCIr0WvGmRRCApiPSEO/yfwK958b2yZVAyhWOlbw/DQTHeK2YRP5CFEW8e7IZT75/Fr3DVshlwB2rU/G9T2UiUKP0dvF8AtsGREREnuEToeSLL76I5557Dm1tbVi0aBF++ctfYuXKlW6P3bp1K+68806XbRqNBiaTyXn/jjvuwCuvvOJyzObNm7Ft27ZplYcVDyIimjNEEWgoloZnn30XsDn+Hio0QN6NUhiZvHpurnItilK4WvZPqRdlR6nr/oSV0hDv7E8D4eneKSORn+geMuOHH5ThnRPNAID4EB1++NmF2JAV5eWSeR/bBkRERJ7h9VDyjTfewG233Ybf/va3KCwsxAsvvIC33noLFRUViIqaXAnaunUr7rnnHlRUVDi3yWQyREdHO+/fcccdaG9vx8svv+zcptFoEBoaOq0yseJBREQ+z9gNnPobcPzPQFfl2PaoXGDZHUDBFwHd9P7uzRndNVLvybL3pd6U40XlST0oc7YA0XlzM4Ql8gG7Kzvx0NslaO6TFqK6YXEcHv10LsKDNF4umfewbUBEROQZXg8lCwsLsWLFCvzqV78CAAiCgMTERHz729/GAw88MOn4rVu34t5770VfX9+Uz3nHHXegr68P77777iWViRUPIiLySYIAnNsj9Yosex8QrNJ2VQCw8HPA0juAhOXzI5AbaJHmnyz/J1C3FxDtY/tCUxwB5WeA+OW+M3cm0RxhNNvwvx9X4uX9dRBEIDRAhYevz8XnlsZDNh9+v0zAtgEREZFneHWiGIvFgmPHjuHBBx90bpPL5di0aROKi4unfNzQ0BCSk5MhCAKWLl2Kp59+Gnl5eS7H7Nq1C1FRUQgNDcXGjRvxwx/+EOHh4W6fz2w2w2w2O+8PDAxc5jsjIiKaQYNtwMm/Sr0ix8+xGLtYWrRm4ecB7TxrKOvjgJVfky7DPUDlR1JQW7ND+owO/FK6BMVIi/vkfBpIWQsoVN4uOZHPC9Qo8cinc/GZRXF44O0SlLUO4HtvncK7J5vxoxvzkRQe4O0iEhERkR/wak/JlpYWxMfH48CBAygqKnJuv//++7F7924cOnRo0mOKi4tRVVWFgoIC9Pf346c//Sn27NmD0tJSJCQkAABef/11BAQEIDU1FTU1NXjooYcQFBSE4uJiKBSKSc/5+OOP44knnpi0nd+GEs0S0wDQfEwajmnsBAIigMAIIDBy3CUc0IbMjx5gRAAg2IHqHdKiNRUfjvUE1OiB/C9IYWTsIu+W0RdZjED1dimgrPwIMI/7olFrADKvBbKvA1LXAboQrxWTaK6w2gX8fm8tfr69CmabAK1KjvuuzsR/rkmFUjE/eiGzpyQREZFnzLlQciKr1YqcnBzccssteOqpp9weU1tbi/T0dGzfvh1XXXXVpP3uekomJiay4kHkCaII9NQCjYeAxsPSpeMsgGn8KpKrHGHluMDSbYDp2KYO9PjbIZpxfY3AiVely0DT2PbEQmnRmrwb+X97umwWoG4PUP6+NNTb2Dm2T6aQhrqnXwVkXAXELQHkk7+4JCJJXZcRD71dguLabgDAwng9nv1cARbGG7xcMs9jKElEROQZXh2+HRERAYVCgfb2dpft7e3tiImJmdZzqFQqLFmyBNXV1VMek5aWhoiICFRXV7sNJTUaDTSa+Tt5N5FHWYxA83GgyRFANh0BhrsnH2dIAhJXAiFJ0n5jFzDcJYUIxi6pt5NgBQZbpct0qAImBJYRjhBzfHg5Gm6GA0r1zL53oumyW4HKbdJckdXb4QzpdaHAoluApbcBUTleLeKcpFQDCzZJl+v/V/oypOyfQPXH0uJAjYeky66npc86bf1YSKmP83bpiXxKakQg/va1Qrx1tAk//OAszjQP4IYX9+Ora1Nx71WZ0KkZ6hMREdHF8WooqVarsWzZMuzYsQM33ngjAGmhmx07duDuu++e1nPY7XaUlJTguuuum/KYpqYmdHd3IzY2diaKTURTEUWgrx5oPCI19JsOA21nXBegAACFBohbDCSskHp/Ja4Egi/wRYTVNC6k7HZcd46FlsZOx/4uYKgDsJsB6zDQ1yBdpkNrmBxYOkPMCWGmLpS9qujy9dQCx/8izRc5NO4LupS1Uq/InC2ASuu98vkTuQJIXi1d8LT0e6HmE2mIfO1uYKQXKH1HugDSKubpG6WAMmk1zwMRAJlMhi+uSMT67Eg88f5ZfHC6FS/trsWHJW145nP5WJMR4e0iEhER0Rzi9dW333jjDdx+++146aWXsHLlSrzwwgt48803UV5ejujoaNx2222Ij4/HM888AwB48sknsWrVKmRkZKCvrw/PPfcc3n33XRw7dgy5ubkYGhrCE088gZtuugkxMTGoqanB/fffj8HBQZSUlEyrRySHaBBNk9UEtJ4cG4rddMQ1WBkVHAckOgLIhJVAbAGg9GDvZFEELEPjAsuuyQGmsdPRI9OxbWJweiEyudS7cnxgqQuTFhvR6AFNsBRyavRj27SO7epgrgY80wRB6klrtwKCTbrYreO22c+z3yZdO7eN2yfYz/88zucb9zxTvsbE4yxSKDkqMBJY/CUpjAxP995nOR/ZbUDzUSmgrNkh9e4eP6WEUgekrBnrRRmRyfltiQBsP9uOR947g9Z+EwDg88sS8D/X5SA00L9GHrBtQERE5Ble7SkJADfffDM6Ozvx6KOPoq2tDYsXL8a2bdsQHR0NAGhoaIB8XOO9t7cXX/va19DW1obQ0FAsW7YMBw4cQG5uLgBAoVDg9OnTeOWVV9DX14e4uDh86lOfwlNPPcUh2kSXq7/Z0QPyiBRCtp6SwpXx5EogpsDRA9IRRBoSZrecMpkU/mmCgbC0Cx8vCICpz01wOSHMHO2pOdILiMLYvosvoKN8+gkhpn5CiGmYfJzzeD2g8Pqv8Itjt0lhsXVYGtZvMbredt4fAiyO7dbRfcNTP9Zmks7HnCSTeuMtu11agIVTCHiHQgkkrZIuG/9HWs27didQ/YkUUg62SsPqq7cDHwHQJwAZG6WQMm2d1HOaaB7alBuNwrQw/PSjCvz5YD3+fqwJO8s78Nhn8rClIBYyhvdERER0Hl7vKemL+G0oEaQFItpOO3pAOuaDHGiefFxglDT8enQodtxiQKWb9eLOKrvVtZflaHg50iOtJG4eAMyDgKlfuj26zTQwOcS9HKqAKQLL8/TSdIadjm0Te6yKImAznyccPF94OHz+YNFumbn3Ph0yBaBQSUG5XOm4rZICKLnScVs1bt/E41TSkF+3x40+z+j28c/neJzL8yhdHz+6LyQJMMTP7udCF0cUgY4yKZys3gHUH5CmhxglkwPxy6UelOlXAfFLObWDt4iio4eyxXGxXsTtC+yPXQxkXcde7udxrL4HD/yjBFUdQwCADVmR+OFn8xEfMvfrBGwbEBEReQZDSTdY8aB5abB9LHxsPCwNy7aZXI+RKYDovLF5IBNWAKEpHMY4XaOBnzOo7J8QYg642Tc4Odi0jcxcmRQaKayUK8fCRE/3OpQrAVWgtIK0OkC6drkfJAWuase28bed94PGHqvUTg4J5UqGB+QZlmEpmKzeLgWVXZWu+7UhQPoGKaBM3zi/Q2e7Tfoyq69emsPTPHjxYeDFhoieFL0QWP8AkP1p/t2bgtlmx2931eLFndWw2AUEqBX4weYs3FaUAoV87n5mbBsQERF5BkNJN1jxIL9ntwHtZ1x7QfbVTz5OF+qYB3KFFELGLQU0QbNfXnJlt44LMycEllNtmxhwWgYv/DpK7eQAcNL9aQaL4x/LIcrkT/oax3pR1u6WvlAYLzLH0Ytyo7TIjj/1JBdFaR7h3nrpb0hvPdB3Tgoge+ulQFKwebGAMkChdlxUk28r1effP3ot2IDSd6XfnwAQkw+sfwjIupbh5BSqOwbxwD9KcLS+FwCwODEEz96Uj+yYuVmvZtuAiIjIMxhKusGKB/kdY/dY+Nh0BGg+JvWKcyGTVpsdvyBNeDobXP5KsDtCSkdQKdgmB4kcgkp0cew26ffraEjZfAyuC+ZogeQ1Y0O9I7N8+3esKEpz6DoDxwnX/Y2Te9RPpFADhkQgNFlaDGzKANBNGHi5t+WKmft8h3uA4heBQ7+VepQD0pDuDQ8BCz7l2+fRSwRBxN8ON+DZD8sxZLZBKZfhm+vScffGDGhVc+vvC9sGREREnsFQ0g1WPLxMFB0XYfIF47eLE65n6jjHbWdDUuZobEy8Ht13vmMcx021b9LzXejYC7zW6PVgqyOEPCItTNNTM/lz1hiAhOVjC9LEL5PmGiQiopkx3APU7nKElJ8Agy2u+/XxUg/KjKuAtPXeWTDHPOQaNo72chzddqFe1TK59D5CkqXg0XmdJN0OjvWvqRSM3UDxL4FDv5PmywWkv5/rH5LOI8PJSdr6TXjkvTP4+Gw7ACAtIhDPfC4fhWnhXi7Z9LFtQERE5BkMJd1gxcNBFKXFKZy9qQbH5r5zu23ivgHAOjIhCMQFgsG5uoLuHBCR6ZgHcqUUREZk+ldDkYjIl01rwZxlUg/KjE0zt2COzSwNMe87N6G3Y4N0e7j7ws8RFC0FjCFJE4LHZMCQIPVOnG+MXcCBXwCHfz828iBhBbD+QSloZjjpQhRFbDvThkf/rxSdg9L/+1tWJuGBa7Nh0Pn+/x+2DYiIiDyDoaQbc77iIQjS0CKXkNBdmDjF9tG55yyDcygklEkNOpeLzPX2dI6RyccdJxvrMTnxGqNXbva5XF/oGEzjmPGveZ5946mDpMZtoiOAjF8GBITN4OdNRESXZXTBnNGQsqvCdb82ROo9OTrUe6oFc5yLyTS4H2Y92HrhsmhDJoeN43s8+tM8mDNtqBPY/wJw5A9jQ9kTVwEbHgRS1zGcnKB/xIpnPyzDa4cbAQBRwRo8eUMerlkY6+WSnd+cbxsQERH5KIaSbvhUxePcPmkSedP5eihOuExnAYuLIZMDGr3jEjzFxbFPq3fdptJJKzafN/y7nCBRzgr/KHFccCmT8XMhIppL+hqBmk+kkLJ2F2CauGBOthROBoS6Bo/TWUxGFeBmePW4no+cuuPyDbY7wsk/jvWATV4jzTmZcoVXi+aLDtZ246G3S1DbJQ2B/1RuNJ68YSFiDFovl8w9n2obEBER+RGGkm74VMXjt2uBttOX9li5clyQOC4s1E4MF92FjfoJwSIDLiIiollhtwEtx4Hq7VIvypbj5x+5MH4xmdG5HEOTgZAU6TognH/HZ8tAK7DveeDYy4DdIm1LWSuFk8mrvVs2H2Oy2vGrT6rx2901sAkigjVK/Pe12fjSyiTI5b71/9Wn2gZERER+hKGkGz5V8Xj/HqC75vy9E6e6rdSwEUJERDTXjS6YU7tL6hU5cX5Hf1tMxh/0NwP7/hc49gogWKVtaeulBXGSCr1aNF9T3jaA//5HCU419gEAVqSE4pnP5SMjKti7BRvHp9oGREREfoShpBuseBARERHRZetrBPb+DDjx6lg4mX6V1HMyYbl3y+ZD7IKIPxefw3MfVWDYYodaIcfdGzPwzXXpUCu9H7izbUBEROQZDCXdYMWDiIiIiGZMbz2w96fAyb+NzQGacbW0IE78Mu+WzYc09Q7jkXfPYGdFJwAgMzoIb31ztddX6GbbgIiIyDO8/9UjEREREZE/C00GPvNL4O6jwOJbpUUAqz8Gfr8R+NvNQMtJb5fQJySEBuBPd6zAz/9jMcID1UiLCPJ6IElERESew56SbvDbUCIiIiLymO4aYM9PgdOvjy1ilHU9sP4BILbAu2XzEb1GC+yiiIggjbeLwrYBERGRhzCUdIMVDyIiIiLyuK5qYM9PgJK3xsLJnC3A+geB6Dzvlo2c2DYgIiLyDA7fJvIjoiCgpbIc506fgN1m83ZxiIiI6HwiMoDP/Q74r0PAws8DkAFl7wO/WQ28eTvQUebtEhIRERF5DHtKusFvQ2kusVksaCg9hZojh1Bz7BCMfb0AgMCQUCzccDXyN26GISray6UkIiKiC+ooA3b/GCh9x7FBBiz8HLDuv4HILK8WbT5j24CIiMgzGEq6wYoH+TrT0BDqThxB9ZGDqDt1HFbTiHOfWhcApVqN4f4+aYNMhpRFS1Fw1WakLV0JhVLpnUITERHR9LSXArueBcr+z7FBBuR/QQonIzK8WrT5iG0DIiIiz2Ao6QYrHuSLBro6UXP0IKqPHERT2RkIdrtzX1BYONKXr0LG8kIk5uUDkKHm2CGc3r4N9adPOI8LDA1DvqP3pD4yygvvgoiIiKatrUQKJ8v/Kd2XyYH8LwLr7gfC071btnmEbQMiIiLPYCjpBise5AtEUURXwzlUO4LIjroal/3hCUnIWFGEjOWFiE7LgEzuforYvvY2lOzYhjO7trv0nkxdvAwFV12DtKUrIFcoPPxuiIiI5p6uxnpUHT4A8/Aw1FotVFrduGsdVFrt2LVO59yvUKpmtiAtJ6VwsvJD6b5MASz6D+DKHwBhqTP7WjQJ2wZERESewVDSDVY8yFsEux3NFWdRfeQgao4eRH9H+9hOmQzxWbnIWF6I9BWrEBoTd1HPbbdZUX3kEE5v/xANZ045tweFhWPhhk8hf+OnoI+InKm3QkRENCf1d7ShfP8elB/Yg66Gc5f0HHKFUgovdePDSy1U2gDH9VjAKe0fF3bqXMPO0QBUoVQCzcelcLLqI8cLKYFFt0jhZGjyzH0I5IJtAyIiIs9gKOkGKx40m6xmE86dPoGaIwdRc/wITIMDzn1KlRrJi5YgfXkh0peuRIAhZEZes7e1Gad3fITSXdsx4ng9mUyO1CXLULDpWqQuWQa5nL0niYhofhjq7UFl8V6U79+D1uoK53a5QonUJcsQGhsPq8kEq2kEFpMJVrMJlpFhWE0m6b5pBBbTCOxWq8fKqFAqoRoNOJWA2tQFlaUHKrkdaoUIdVQ6VCkroTJESWGnLgAqrRb6iChEJqdArQvwWNn8HdsGREREnsFQ0g1WPMjThgf6UXvsMKqPHkT9qROwWS3OfdqgYKQvW4n05YVIKVgKlVbrsXLYrFZUHynG6e3b0Fh62rk9KDwC+Y7ek8HhER57fSIiIm8xDQ2h6vABlO/fjcbSEoiiAED6ki4xLx/Za9ZhwcrV0AYFTfs57TYbrGaTFFaOjIwLMR3XI1J4KYWZ4/aPvx4ZkUJPx/2ZCjoN0TGITEpFZHIKIpNTEZmcBkNUNGQy2Yw8vz9j24CIiMgzGEq6wYoHeUJfWyuqjxSj+ughtFSUORs/AKCPjEbGilXIWLEK8Vm5XpnjsaelGad3bEPp7h3O3poymRxpy1agYNM1SFm0lL0niYhoTrOaTKg5dgjlB/ag7sQxCHabc1/sgixkr1mHrKK1CAwJ9WIpXdltVlhN5nFhpmsPTavJBEtLGSyVO2DtboJVUMAiqmDRp8ASEI/ezi4M9XS7fW61ToeIpFREJqciKlm6jkhMnpkvREUREIVxl4n33WzHhGNkCsAQf/lluUxsGxAREXkGQ0k3WPGgmSCKItprq53zQ3Y11rvsj0pNR8ZyKYiMSErxmZ4KNosFVYcP4PSObWg6e8a5PTgiEgUbN2PhhqsRFBbuxRISERFNn91mxblTx1G2bzdqjh2CzWx27otISkH26iuRveZKGKJivFjKGXJuH7DzaaB+v3RfoQFiFmLYLKJrUIbOIRk6BxXoMMrRY1TALrqre4gI1doQGWCWLjoTIrUmBKsskGGKgHFimDjui9fLEpEJ3H1kZp7rMrBtQERE5BkMJd1gxYMuld1mRePZM1IQeewQhrq7nPtkcjkSc/ORvnwVMlYUQh8R5cWSTk93cyNKdmxD6e5PYBoaBCC9j/RlK1Gw6VqkFCyZctVvIiIibxEEOxpLS1C+fw+qDu+H2Wh07jNExyB79Tpkr7kSEYl+uDiMKAJ1e4BdzwANxVMeZhdl6DXr0GkORIcpEJ3mIHSaAjFsV7s9Xiu3IkJrRKTGiEitEVEaI8I1RijlM9iUkMldL+EZwP/bP3PPf4nYNiAiIvIMhpJusOJBF8M8PIy6k0dRc/QQao8fgWVk2LlPpdUhddFSZKxYhdQlKy5qXipfYrNYUHloP05v34bm8lLndn1kNAquknpP+tJQNyIimn9EUURrVQXKD+xGZfE+GPt6nfsCQ8OQVbQW2WuuREx6ps+MTvAoUZRW6zZ2SAEfZI6wTzY5/Bu33Tg0jM7WdnS2dKCzpQ2dLW3oae+EIEzu/SiTyxEWHYXIhAREJiY6LkkIDAmFTK5wfT1M9bqjx/juOWHbgIiIyDMYSrrBigddyFBPN2qOHUL10UNoKDnlMidVgCEE6csLkbFiFZLyFkGpdt/jYK7qbmrA6e3bULpnh7PniVyhQPqyQhRsugbJ+YvZe5KIiGZNV8M5lB/Yg/L9u9Hf0e7crg0MwoJVa5C9eh0ScvM4L/JlsFmt6GluRGd9HTrra9FZX4eO+nPOOagn0gXrHYvpjF3CExKhUKpmueQzg20DIiIiz2Ao6QYrHjSRKIroaW5C9ZFi1Bw9hNbqCpf9obHxzoVqYjOy5kUoZ7WYUVm8D6e3b0NLZZlzuyE6BvkbN2Ph+k3sPUlERB7R196G8v27UXFgj8uczSqNFunLC5G9Zh1SFi2ZsyHYXCCKIoZ6u6Wg8lydI7CsQ29ri8tifqPkCiXC4xPGBZVpiExJRYDe4IXSXxy2DYiIiDyDoaQbrHgQIM1H1VpZgeqj0kI1va0tLvtjF2QhY0UR0pcXIjw+0Uul9A1dDedwavs2lO3dCfPwaO9JJTJWrELBpmuQlFcwL4JaIiJPsNusqDt5HBUH9sBmMcMQHYvQmFgYomMREh0LfUQk5Ar/7wU41NuDigN7UX5gN9qqK53bFUolUhYvR/aaK5G+dOXMrBxNl8xqMaO7scEZUo5eRusHEwWGho0FlUkpiExORVhcgk/9n2bbgIiIyDMYSrrBisf8ZDWZ0H6uBm3VlWirqUJj6WkM9/c59yuUSiQtXISMFUVIW7YSQaFh3iusj7KaTago3ofT2z9Ea9VYb9KQmFhn78kAQ4j3CkhEl0QURZiNRowM9mNkcAAjgwMIMITMn7n5vGB0fsSze3eionjvlMNkAWkKDX1kFEJi4hASHYOQ6DiExEjXhqjoOT2NyMjQIKoO7Uf5/j1oPFsizZMIQCaTI3FhAbLXXIkFK1bP2Tmb5wtRFDHY1YmOccO/uxrOobet1XlOx1OoVAhPSEJM2gJs+tq3vP57hm0DIiIiz2Ao6QYrHv7PbrOhq+Ec2mqq0FYjhZDdjQ2ThhtpAgKRumQ5MlYUIXXxUqh1AV4q8dzTWV/n7D05uviPXKHEgpVFKNh0LRLz8r3eyCCar6wWM0YGBjAyMBYyjgyOuz8wgOHBfukYxz7RzSIXweGRWFC4GpmrrkDcgvkxdYWn9bW14uzenSjbtxN9ba3O7YEhochesw76yGj0t7eir70VfW2t6O9og91mm/oJZTIEhYUjNNrRszJG6l05eq0J8L2/axbTCGqOHkL5/t04d+qEy7zNsZnZyF69DllFV3CKED9gMY2gq6HetVdlwzlYTSMAgIjEZNz+0xe9XEq2DYiIiDyFoaQbrHj4F1EQ0NPajPaaKimErK5ER30t7FbrpGMDQ8MQk56JmPQFiMvMRnx2HhRKpRdK7T+sJhPKi/fg9PZtLsPtQmPjUXDVZuSuu2pOzCflb0RRxHB/H/o72tDf2QGlWo3khYsYvM9BgmCHaWhIChQdIeLw+LBxQvA4PNAPm9l8Sa+l1umgC9ZDGxSMnpZmZ3AAAEHhEchc6QgoM7MZUF6EkcEBVBTvQ9nenS5z9Co1GixYuRq5azcgaeEit8NZBcGOoZ5u9LW1SUFleyv621rR296K/vZWWEZGJj1mPJ3e4OhdOTmw1OkNs/blkc1qxbmTx1C+fzdqjh92+T8amZSCrDXrkL36ShiiomelPOQ9oiCgv6MdnfV1ECEis3CNt4vEtgEREZGHMJR0w5cqHubhYai1WjbupkkURQx2dzp6QEoBZHtttbOn3niawEBnABmdvgAx6QsQHBbhhVLPHx3nanF6+4co27fL2VBWKJVYULgGBZuuQULOQvaenEGmoSFH6NiO/o52DDiupdsdsFlcg6nRKQrSl69C+vJCTlHgBaIowjIy4ggQx/VUdASLwwOTezWajENuhz9eiFyhhE6vhy5YjwC9Htpgg/O2Lnj0YpCO0euhC9K7DAO2WSw4d+o4Kg/uQ82xQy7hV1BYuLMHZXxmDv+GuWGzWlF7/DDK9u5E7fGjzt6AMpkcSfmLkLt2AzJWFkGt1V3ya4iiiJGBfmevSpfr9jaMDPSf9/FqnU6avzI6FobRwDI6FiExMQgOi7js8yoIdjSeKUH5gd2oOnwAZuPYnIMh0bHIXnMlstesQ3hC0mW9DtHl8qW2ARERkT9hKOmGL1U8/v6jR9B0tgT6yCjoI6NhiIp2XhuiomGIjJ7Vngy+Znigf6wHpGMY9vh5IEcp1RpEpaYjxhE+xqQvQEhM3Lz93LzNYhpB+f7dOL39I7TXVjm3h8UlILNoLYLDwxFgCEWA3oDAkBAE6EO4cIEbVpPJGThKQWObdLuzAwMd7VMuKuAkkyE4LAKGqGgY+3omLeYUk5GJjOXSqvJh8Yn8eZkhdpsVLZXlaCg5id7WFtfwcXDg/ENxz0MbGASdXgoWR8NG5/1gPQLG3dbp9VDrAmbsnNosFpw7fUIKKI8ecvkiKCg0DAsK1yBz1RrEZ+XO64BSFAQ0V5zF2b07UXlwn0sIF5mShtwr1iN7zToEhYXPSnnMw8OTAsv+dqmX5VB313kfq1CpYIiMntS7MiQmFvrIqClXvZbmyixH+f49qCje6/I3Oyg0DFmr1yJ79TpEpy/g7xzyGb7UNiAiIvInDCXd8KWKx5+++030tjSd9xiVRgt9ZJRrYBkZDb0juNQG+sfk7xbTCNprq529INtrKtHf0T7pOJlcjoikFMSmZzp7QEYkJvvUKo40pr22Gqe3b0PZ/t0uQ0EnUmm0CDAYEGAIGbvoR28bEKAPQWBIiBTCBAX7RfBht1kx0NUpBY4d7VKvx4529HdKPR3dBfATBRhCXH4fSL8fYmCIikZwRIQzOBBFET3NTag+Uoyao4fQWl3h8jwhMbFIX74KGcsLEZeVA7mcP0/TNfrZ1p8+jvqSk2gsLYHVbDrvY5RqzViw6CZQnBg2aoOCfeZ3nM1qRf3p46gs3ofqCQFlYGgYFqxcjaxVVyAue/78P+ppacLZPTtRtm8XBjrH/m4FhUcg54r1yL1iPSKSUrxXQDdsFgv6O9rR197iGBregr72NvS1tWCgswOC3T7lY2UyOYIjIh1BZQxCYuJgiIxCe201yg/sdfkMtEHByCxcg+w1VyI+J2/e/J+gucWX2gZERET+hKGkG75U8RDsdgx2d40NvZwwDHOot+eCw/Y0gYFSWDlFT0tf7IFmt1nRWX/OuRJ2W00lepqbJi1EA0hzE8akL0BMhjQUOzIlDSq1xgulpsthGRlG+f49aK2uwHB/n3QZ6MdwXx9sVstFPZdMLkeAfmKAOXY/0HGtc2xTqtz36PG00bngRodTO0NHR/A41NM9rZ9vQ2SM84sJ6RLj+FmPgkpzaT/fQ709qD12GNVHD6LhzCmXOVh1wXqkLV2J9BWFSClYcsmv4c+G+/tQX3IS9adPor7khHQux9HpDUjOX4yY9AVjgaPe4Awi/eUzlQLKsR6U43vvBoaEjg3xzs71uzBquL8P5Qf2omzvJ2irGesRrtbpsKBwDXLXbkBC7sI5+b4Fux0DXZ3S/JXtreh19LCUely2TZoaYiKVRouMFauQvWYdkgsWT9mrkshX+FLbgIiIyJ8wlHRjLlU8bFYrBrs6xg3fbL/onlQ6vWFSL0tDZBT0UVLQ4enARhDs6G1pRqsjgGyvqURnfZ3bIYxB4RGISRsLIKPTMvymJyi5J4oirKYRGPv7MNzfj+H+Xsd1H4YH+jDcJ4WXxv4+jPT3SfPrXSRNQOBYj0uXHphSgKkzGJxB5sUMeR1bTMbxM9kx7ouFjnYMdHW6rCrrjlKtcYaN+sgox5cLMbPaE9piGsG5U8dRc+Qgao8fcfmMlSo1kgoWI2P5KqQvW4kAQ4jHy+OLbBYLmsvP4pyjN2TnuVqX/QqVCvHZeUjOX4yURUsRmZTiF715L4bNakVDyUlUHtyP6qPFLkOXAwwhWOBYJCchd+72lrNazKg5eghle3ei7uQx54rlMrkcKYuWInftBqQvL/Sb0NkdURRh7O0ZNyxcWoCnv6MNQaHhyF5zJdKWrvDrz4D8z1xqGxAREc0lDCXd8KeKx+icc+N7YUm329Hf2ebSKJxKUGgY9I6eV1JYOTr8MwrB4ZEXNWRQFEUMdHaMmwOyEu21NW6H7WqDgsfmgMzIREx6JgJDQi/q/dP8Y7dZpR6Wo8GlS6/LXpcAc3ig/7xDEN1RqFSO0HJcgBki9cSEKI77eZMCyAutcixXKKCPiBobXj061NrxJUGAIcSn5lUT7HY0lZWi5uhBVB895DIMEzIZ4jJzkLG8EOnLVyEsLt57BfUwURTRWV/n6A15As1lpZN69EYmpyK5YAmSC5YgPjuXPbjHsdusaCg5hYqD+1Bz5KBL0C0FlEVSQJmz0GeGpU9FFAQ0ni3B2b07UXVov8uCPzHpC5CzdgOyV185bwN7In/gT20DIiIiX8JQ0o35VPEwGYecgaUzSBl3+0LznsnkcgSHR4714nIMHR29LZcrHPNAVjqHYo8MDkx6HqVGg+jUDJcA0hAV7VNhDPkfURBgGjaOCy8dPTEdw8aHB/ocAaYUZJ5vzsspyWQICgt3howTp1AICgufs73CRFFEV8M5VB89iJqjh9BeW+2yPywuAekrpHkoYzOy5nzPwKGebmcIWV9yclJP9KDQMCmEzF+MpPzF/BJlmuw2KxrOnEblwX2oPlzsElDq9AZnQJmYm+9TAWVXwzmc3bcLZft2uSwKo4+MQs4VG5Czdj3C4xO9WEIiminzqW1AREQ0mxhKusGKh0QURYwMDrgOOR2/0m9Xh8s8c9MlVygRmZwiDb9OX4DY9EyEJSTO2WCG5g+r2YSRgQEYxw8hH9cTUxSEScF8cITnp0DwFYPdXag5egjVRw+isbTEZWh6gCEE6ctWImNFEZIWLoJSrfZiSafHajKhsaxEmhfy9Al0NzW47FdqNEjMzUdy/hIkFyxGeEISv0i5THabDY1nTqHi4H5UHymGaWjQuU+nN2DBCkdAmeedgHKotwfl+3fj7N6dLkP0NQGByCy6ArlrN8z7FcaJ/BHbBkRERJ7BUNINVjymRxQEGPt63cxlORpadkIURYTFJYwNw07PRGRy6pwIJIjo0pmHjag7cRTVRw+h7sRRlxWYVRotUhYtRfryQqQtXQFdsG/8nhUEOzpqa8aGZFeUuc75KZMhOjUDKYuk3pCxmTnzJnD2BrvNhsZSqQdl1ZGDMI3rZa8L1iPD0YMyKa/AowGl1WRC1ZFinN3zCRpKTjkXXJMrlEhdshy5V25A2pIV/LtG5MfYNiAiIvIMhpJusOIxMwS7HXablZPZE81zdpsVjWfPOOehHD/UVSaXIz47V1ooZ/kqhETHzGrZBjo7pMVpTp9Ew5lTLj3zAGkobnL+YiQXLEXSwgKfCVDnG7vNhsazJVJAebjYJaDUBuuxYMUqRw/KAiiUyst+PUGwo6HkFM7u3Ynqw8UuU5nEZmYjd+1GZBVdwf8PRPME2wZERESewVDSDVY8iIg8QxRFdNTVoProIdQcKUZnwzmX/RGJychYIQWU0WkZMz4c2jw8jMbS06gvOYH60yfQ29risl+tC0BiXgFSCqQh2SExcRyS7WMEux2NpaMB5QGXeYq1QcHIWFGEzFVrkLRw0UUFlKOLF53d8wnKD+yBsbfHuS8kOhY5azcgd+0GhMTEzuj7ISLfx7YBERGRZzCUdIMVDyKi2dHf0eaYh/IQmsrOQBQE576gsHCkLytExvJCJC4sgEJ58UOlBbsdrdWV0uI0p0+gtbrC5TVkcjliM7KQXCD1hozNyPSpxVTo/AS73aUH5chAv3OfNjAI6StWIWvVFUjKXzTl/5/B7i6U7duFs3s+cZk3VBsUjKzVVyJ37QbELshiOE00j7FtQERE5BkMJd1gxYOIaPaNDA2i7sRR1Bw5iLpTx11WO1frdEhZvBwZywuRumQ5tIFBbp9DFEX0tbVIi9OUnEDDmdMu81kCQGhsHJIci9Mk5RVAExDo0fdFs0Ow29FUdsYZUI5fHV0bGIT05auQWbQGyfmLYbNYUXVoP8r27URDaQngqAopVCqkL12JnCs3InXx0ksKwonI/7BtQERE5BkMJd1gxYOIyLtsFgsaSk+h5sgh1Bw7BGNfr3OfXKFAQm4+MpYXIn15IVRaHRpKTjmGZJ/EQGe7y3NpA4OQlL9Y6g2ZvwSGqOjZfjs0ywTBjqazpc4h3uMDSk1gIOwWK2xWi3NbQs5C5KzdgMxVa6YMvIlo/mLbgIiIyDMYSrrBigcRke8QBQFtNVWoPnoQNUcPuQyxBQDIZM6eboC0KnJ8Vg6SC6RVsqPS0iGXc0j2fCUIdjSXlaLi4H5UHdrvDCjD4hKQe+VGZK9Zx6CaiM6LbQMiIiLPYCjpBiseRES+q7etBTVHpJW8WyrKIIoCwhOSpBCyYDESchZCrdV5u5jkgwTBjrbqKijVakQmp3KeSCKaFrYNiIiIPIOhpBuseBARzQ0jQ4MQbDYEhoR6uyhEROSn2DYgIiLyDKW3C0DnV7KrCUN9ZsgAyOSOHh0yQCaTQSaTRi1KG+C4Lx0jk7nZJpeOdT7O8RwTjwdkkMkB6abjmAnPPXnb2HPAUVYZAJlCBpVaAaVaDqVKAaVaAZVGDqVaAblCxl4qboiiCLtNgNVkh8Vkh9Vsk65NdlhMtrFrs2O/yeZ6bbZDrVMiZ3UsMpZGQaGSe/stEXmMLijY20UgIiIiIiKiS8BQ0seVF7eio37Q28XwCJlcJoWVagVUjmulynE9uk2jcNyXTwg3Rx/nuK0Zd3v8tVI+FuZ6kCiIYyGh2TZlWOgSKprssJjHH2eHxWyDdcQOQbj8DszNFb3Y//cq5K2NR97aOASFamfgnRIRERERERERXT4O33bDl4ZonNzegMFuE0QAEKVedJD+jd0etw2C6HKsKB3o/vGO4Gv8MaIweuDY40Vx/DbHc4w71nnM6Oth7LGCXYTdaofVIsBmscNmtmO2/8eNBZ1yqMaFnONDUGcoOu44mUzmEh5aRqTeiRNDRotJel8eKbtaDpVWCbVGAZVWAbVWCbVWAZVWKd3XSLfVWgVUGgXUOiVUGgW6GgdxZnczjP3S6rIyuQxpiyOQvz4BcQtC2EOViIiIaJp8qW1ARETkTxhKusGKh+eIogjBLkoBpUWA1XEt3R+/zd3+seOs47dZHceaxx5ntwleeX8yucwRGkoBokqjcIaIowGitM+xX6uAWiNdj95W6xzHaRSQX0YvT7tdQN3JLpTsakJLVZ9ze3h8IPLXJyBzZQxUGq5ITERERHQ+bBsQERF5BkNJN1jxmPsEQZwQZI6Gl66B5vgg07nNcZxoF6HSKSf3RnQGi2MBo0oj7Veo5D7ZC7GraQglu5tQebANNqsU2I7OO5m/Ph6GyAAvl5CIiIjIN7FtQERE5BkMJd1gxYP8lcloRXlxK0p2NWGgyyRtlAHJeeHIX5+ApNywWZmDk4iIiGiuYNuAiIjIMxhKusGKB/k7URBRX9qNkl3NaCjtdm43ROqQvz4B2UUx0ASovFhCIiIiIt/AtgEREZFnMJR0gxUPmk/62odxZnczyg60wGKSFuxRquXIKoxB/voEhMcHebmERERERN7DtgEREZFnMJR0gxUPmo8sJhsqD7ejZFcTelqMzu3xmSHIX5+A1EURkCvkXiwhERER0exj24CIiMgzGEq6wYoHzWeiKKKlsg8lu5pQe6oLoiD9iggK1SBvbTxyr4hDgF7t5VISERERzQ62DYiIiDyDoaQbrHgQSQZ7TCjd04zSfS0wDVkBAHKlDAuWRSN/fQKiU/nzQURERP6NbQMiIiLPYCjpBiseRK5sVjtqjnXg9M4mdNQPOrdHJQcjf0MCMpZFQalSeLGERERERJ7BtgEREZFnMJR0gxUPoqm11w2gZFcTqo61Q7BJvz50wSrkrolD3pXxCA7TermERERERDOHbQMiIiLPYCjpBiseRBc2PGDB2f0tKN3TjKFeMwBAJpchdVEECtYnIC4zBDKZzMulJCIiIro8bBsQERF5BkNJN1jxIJo+wS6g7lQXSnY1obmyz7k9LC4Q+esTkLkyGmqt0nsFJCIiIroMbBsQERF5BkNJN1jxILo03c1DKNnVhIpDbbBZBACAWqdETlEsFq6LR0h0gJdLSERERHRx2DYgIiLyDIaSbrDiQXR5zMNWlBe3oWRXE/o7R5zbk/LCkL8+Acl54ZDJObSbiIiIfB/bBkRERJ7BUNINVjyIZoYoiGg424OSXU2oL+0GHL9t9BFa5K9PQHZRLLSBKu8WkoiIiOg82DYgIiLyDIaSbrDiQTTz+jqGcWZPM8r2t8IyYgMAKNVyZBbGIH9dAiISgrxcQiIiIqLJ2DYgIiLyDIaSbrDiQeQ5VrMdlYelod3dzUbn9rgFIchfn4DUxRGQy2UQRUC0ixAE6SIKIgS743r8bfu4/cKEbdN5/MTHuLntfMzE55zw2gF6NbIKYxCdqufK40RERH6CbQMiIiLPYCjpBiseRJ4niiJaq/twemcTak92QRSkX0UyGTDXfyuFxQUid00csgpjoA3i8HQiIqK5jG0DIiIiz2Ao6QYrHkSza6jXhNK9LSjd24yRQet5j5XJZZDLZZAppGu5XAaZHK7bFHLncXKFzHHb8VjF6GPk426PHoex51TIx90e91wyjHtOucvzt9UOoPp4B+xWaeVxuVKG9MWRyL0iDvGZoVzch4iIaA5i24CIiMgzGEq6wYoHkXfY7QJGBqzjwsKJQaLM54dFm4etqDzcjrP7W9DVOOTcro/QImdNHHKKYhEYovFiCYmIiOhisG1ARETkGQwl3WDFg4hmQkf9AM7ub0Xl4TZYTXYAUsiavDAcuVfEITkvDHKF3MulJCIiovNh24CIiMgzGEq6wYoHEc0kq9mO6mMdKNvfgtaafuf2QIMa2atjkbM6DoZInRdLSERERFNh24CIiMgzGEq6wYoHEXlKT6sRZftbUH6wDaahsfkzE7JDkXtFHNIWRUKhYu9JIiIiX8G2ARERkWf4RMv3xRdfREpKCrRaLQoLC3H48OEpj926dStkMpnLRavVuhwjiiIeffRRxMbGQqfTYdOmTaiqqvL02yAiuqCw2ECs+fwC3PHMGmz+2kIk5oYBMqCpvBf//kMptj6wH/verEJ3y9CFn4yIiIiIiIhojlJ6uwBvvPEG7rvvPvz2t79FYWEhXnjhBWzevBkVFRWIiopy+xi9Xo+Kigrn/YkLX/zkJz/BL37xC7zyyitITU3FI488gs2bN+Ps2bOTAkwiIm9QqOTIWBaFjGVRGOgaQdmBVpQdaIWxz4xTnzTi1CeNiEnTI2dNHDKWRUGt9fqvayIiIiIiIqIZ4/Xh24WFhVixYgV+9atfAQAEQUBiYiK+/e1v44EHHph0/NatW3Hvvfeir6/P7fOJooi4uDh873vfw/e//30AQH9/P6Kjo7F161b8x3/8xwXLxCEaROQNgiCiobQbZ/e14FxJN0RB+vWs0iqwYEU0ctfEISo52OdXICciIvInbBsQERF5hle73lgsFhw7dgwPPvigc5tcLsemTZtQXFw85eOGhoaQnJwMQRCwdOlSPP3008jLywMA1NXVoa2tDZs2bXIebzAYUFhYiOLiYrehpNlshtlsdt4fGBiYibdHRHRR5HIZUvIjkJIfAWO/GRUH23B2Xwv6O0dwdm8Lzu5tQXhCEHLXxCFzZTS0gSpvF5mIiIiIiIjoknh1Tsmuri7Y7XZER0e7bI+OjkZbW5vbx2RlZeFPf/oT3nvvPbz66qsQBAGrV69GU1MTADgfdzHP+cwzz8BgMDgviYmJl/vWiIguS6BBg6Wbk/HlJ1fhxu8uQebKaCiUcnQ3DWHvG5XY+t/78fGfStFc2QuuV0ZERERERERzzZybpKyoqAhFRUXO+6tXr0ZOTg5eeuklPPXUU5f0nA8++CDuu+8+5/2BgQEGk0TkE2QyGeKzQhGfFYq1N1tReVjqPdndbETl4XZUHm6HIUqH3DVxyFoVg0CDxttF9hiT0Yr+zhH0dw5joHME/R0j6O8agUIpR3xmCBKywxCVHAy5wifWcCMiIiIiIqLz8GooGRERAYVCgfb2dpft7e3tiImJmdZzqFQqLFmyBNXV1QDgfFx7eztiY2NdnnPx4sVun0Oj0UCj8d+GPBH5B22gCgUbEpG/PgEd9YM4u78FVYfb0d8xguJ3anDovVqkFEQgZ00skvLCIZfPrbknRVHE8IBFChzHXzqG0d85AvOwbcrHNpX34tD/1UGtVSAuMxQJWaFIyAlFWGwg5+AkIiIiIiLyQV4NJdVqNZYtW4YdO3bgxhtvBCAtdLNjxw7cfffd03oOu92OkpISXHfddQCA1NRUxMTEYMeOHc4QcmBgAIcOHcL/+3//zxNvg4hoVslkMkSn6BGdoseamzJQfawDZftb0FY7gNqTnag92YmgUA2yV8cipygW+gidt4vsJAoihvrMzqBx4sVmtp/38QEGNQyROsclAIZIHUxGK5oqetFc0QvzsA3nTnfh3Oku6Xi9GvFZoUjIDkViThiCw7Sz8TaJiIiIiIjoAry++vYbb7yB22+/HS+99BJWrlyJF154AW+++SbKy8sRHR2N2267DfHx8XjmmWcAAE8++SRWrVqFjIwM9PX14bnnnsO7776LY8eOITc3FwDw4x//GM8++yxeeeUVpKam4pFHHsHp06dx9uxZaLUXbpByhT0imou6m4dQtr8V5YdaYTY6ehXKgMScMOSuiUPqoggolJ4f2my3CxjsMqG/yzHEenS4decIBrpMsNuEqR8sA4JDtTBE6aB3hI8hkQHQR+qgj9BCrZ36uzRBENHVOIim8l40lfegpbofdqvraxkidUjIDkVCdhjis0KgC1LP1NsmIiI/xbYBERGRZ3h9Tsmbb74ZnZ2dePTRR9HW1obFixdj27ZtzoVqGhoaIJePNaJ7e3vxta99DW1tbQgNDcWyZctw4MABZyAJAPfffz+MRiO+/vWvo6+vD1dccQW2bds2rUCSiGiuCo8PwhVfXICiz6aj9lQnzu5rQVN5LxrP9qDxbA+0QSpkr4pBzpo4hMUGXtZr2Sx2Z+g4MC587O8cwWCPGaIw9fddcoUM+ggd9BE6GKJ043o+6qAP10GhurTgVC6XISpZj6hkPZZuTobdKqCtth+N5T1oKu9FR/2gs0dm6d4WQAZEJAQhITsMCdmhiMsIgUqjuNSPhIiIiIiIiC6C13tK+iJ+G0pE/qK/cwRlB1pQfqAVxn6Lc3tsugG5V8QhfVkUVGr3QZxlxDZuaLVjuHWHdN/YZz7v6ypVcmdPR0OkDoaoAOftoFCNVxajMY/Y0FLVh6ayHjRV9KKnxeiyX66QISbNIPWkzApFVKoeCi6aQ0Q077FtQERE5BkMJd1gxYOI/I1gF1Bf2oOz+1pQf6bb2ZNRrVVgwcoYxKTpMdBlchlqPTJoPe9zqrUKl7BRH6lDSJQ012OAQe3zC8wY+81oruhFo2O491CPa9Cq0igQlxkiLZqTHYbweC6aQ0Q0H7FtQERE5BkMJd1gxYOI/Jmxz4yy4laU7W/BQJfpvMfqglXORWWcPR8dQ661gSq/CelEUUR/54hzPsrmij6YjK6hrC5Y5QwoE7JDfWoBISIi8hy2DYiIiDyDoaQbrHgQ0XwgCiKaK3tRdqAVxj7zuOHWY70f1TqvTz3sFaIgoqtpSAopK3rQUtUHm8V10Rx9hNYZUCZkhUIXzEVziIj8EdsGREREnsFQ0g1WPIiIaDy7TUB7XT8ay3vRXN6L9roBCBMW8wlPCHIGlHELQs67UjgREc0dbBsQERF5BkNJN1jxICKi87GYHIvmlPeiqbwX3c1DLvvlchmi0/TO4d7RqXoolFw0hy6P1WKHZcQGuVwGmVwGucJxcdz3l+kUiHwN2wZERESewVDSDVY8iIjoYgwPWNBcIc1H2VTRO2muTqVGgbiMEKknZXYoIuKDIJMzQKILEwURTZW9KNvfitqTnbBbhSmPlTuCSpkjqHQGlgoZ5Ar52LZxQeb4+3KFfPI253PK3Tzn+NeRS8eNf/y411Eo5NBH6rhgFM1JbBsQERF5BkNJN1jxICKiyyEtmiMFlM0VvZNWMtcGSYvmRKfqERymRVCYFsFhWuiC/WfxILo8A10jKC9uRXlxGwZ7xkJumQyYyzW3QIMaSXnhSMoLR0J2KLSBKm8XieiC2DYgIiLyDIaSbrDiQUREM0UURHS3GKWQsrwXzVV9sJntbo9VKOUICtU4QkqNM6wMDtUiyHFfpVbM8jug2WK12FF7ohNlB1rRXNHr3K7WKbFgRTRyVsciKjkYEAFBFCHaRQh2EYLguLaLEAQBgl2E6LJt9L4w6XjnceP2i4II+3SfQ5hYDsHN84qw2wR0Nw3BNq6np0wuQ0yqHkl5YUjKC0dkYjB7EJNPYtuAiIjIMxhKusGKBxEReYrdLqCjbgBNFb3oaTViqMeEwR4zjP1mYBp/kbVBKql3ZajGpZdlUJh0PyBYzWBnDhFFEe3nBlB2oBXVR9phMY0F1gnZochZHYu0xZFQ+kEYbbPa0VrVj/rSbjSUdqO3bdhlvy5YhcTcMCTnhSMxNwy6IK5oT76BbQMiIiLPYCjpBiseREQ02+x2AcZeM4Z6pZBysMfkDCylbSZYTe57WI4nV8ik3pahrmFl0Lgel1wZ3PuGByyoONiGsgMtLuFccLgWOatjkbUqBvpwnRdL6HkD3SNoKO1BQ2k3msp7YR3fg1gGRCUFI2lhOJLzwhGVooecYTt5CdsGREREnsFQ0g1WPIiIyBeZR2yOoHIssBzsMTlDS2OfBaJw4T/rmgDluKHhmnG9LaVh4wEGDQMgD7DbBdSXdKPsQCvqz3Q7z5VSJUfa0kjkrI5D/IKQednT1W4T0FbTj4az3agv7UF3k+uK9poAJRJzw5CUG46kvDAEGjReKinNR2wbEBEReQZDSTdY8SAiorlIsAsw9lukwLLXhCE3PS7Nw7YLPo9MLkNQiMa1l+W4IePBYVqodextOV3dzUMoK25F5aE2l0WPolP1yFkdi4zl0dDw83Rh7DOj4Ww3Gkp70FjWM+n/bURiEJJyw5G8MAzRaQYoFHIvlZTmA7YNiIiIPIOhpBuseBARkb+yjNgmB5bj7ht7zRCm0dsywKBGbJoBMenSJTIxGAolg6FR5mErqo52oGx/CzrqB53bdXo1sgtjkF0Ui7C4QC+WcO4Q7ALazw2iwTEX5fjPEwBUWgUSs8OcC+YEh2m9VFLyV2wbEBEReQZDSTdY8SAiovlKEEQM91ucQ8Kl4HJsmPhQjxkmo3XS4xQqOaKSgxGbHoJYR1CpDVR54R14jyiIaKroRdmBVtSe7ITdsdK0XC5Dcn44ctbEISkvjL36LtPwgAWNZdJclA1ne2Aacv3/GBobiGRHQBmXEQKFip83XR62DYiIiDyDoaQbrHgQERFNzWKyoatxCG21/Wit6UdbTb/boDI0JgAx6QYppEwzICQ6ADKZ/82XONA1grLiVlQUt2Gwx+TcHhYXiJzVschcGYMAPVeS9gRRENHRMNqLsgftdf0YX7NVquVIyApFUl44kvLCYYj078WDyDPYNiAiIvIMhpJusOJBREQ0faIooq992BlQttb0o699eNJx2iAVYtIMzp6UUcnBUKoUXijx5bNa7Kg93oGy4lY0V/Q5t6t1SmSuiEb26lhEJQf7ZQjry0xGq9SL8qzUk3K43+Ky3xClQ1KetKJ3XGYIVOq5+f+PZhfbBkRERJ7BUNINVjyIiIguz8iQBW21A2ir6UNrTT86zg3CbhNcjpErZYhKCnYElSGISTf4dI9CURTRXjeAsuJWVB9ph8Vkl3bIgMTsUGSvjkXaokgoGXT5BFEU0d08hIbSHtSf6UZbTb/LfKkKpRxxmSFIzpNW9PbXnrx0+dg2ICIi8gyGkm6w4kFERDSz7DYBnQ2DUm9Kx7DvkQHLpOMMkbqxId/pBoTFBEIm925QZOw3o+JQG8oPtKK3bawHqD5Ci+yiWGQXxXJxlTnAMmJDU0Uv6ku70XCmG0O9Zpf9weFaaZh3bhgSskOh1nJFdJKwbUBEROQZDCXdYMWDiIjIs0RRxEDXiHO4d2tNP3pajcCEWokmQIno1LGQMjpFD5XG8z0R7TYB9SXdKCtuRf2ZboiOHnZKlRzpS6OQszoWcQtCvB6Y0qURRRG9rcNoOCut6N1c1QfBNvafT66QITbDgKTccCQvDEdYXCB7Uc5jbBsQERF5BkNJN1jxICIimn3mYSva6gYcQWUf2usGYLO4DvmWyWWITAxCTJrB0aMyBEGhmhkrQ3fzEMoOtKLycBtGBscW74lJ0yO7KBYLlkdDrWMPOn9jNdvRXNkrDfUu7cZA54jLfoVKjqAQDYLCNAgK1SIodOw6OEy6VuuUDC79FNsGREREnsFQ0g1WPIiIiLxPsAvoahpyDvluq+mfNOQWAILCNIhND3H2pgyPD4L8InowmoetqDrSjrIDreioH3RuD9CrkbUqBtlFsQiLDZyR90RzQ1/HMBpKpcVymit6YbMKF3yMSqNAUJgWwaEaKbQMcw0vg8K0XFhnjmLbgIiIyDMYSrrBigcREZFvGuwxobWmD201A2it6UN30xAm1mRUGgWiU/XOkDIm1TCpd6MoiGgq70VZcStqT3Q6F+GRy2VIKYhAzupYJOWFQa6Qz9ZbIx9ltwsw9pox1GvCYI90PdRrxlCvGYM9Jgz1mmA22qb1XJpAJYJCR4NLrUvPy+AwLQJDNFAo+X/O17BtQERE5BkMJd1gxYOIiGhusJhsaD834Jybsq22H9bRVbEdZDIgLD4IsY4h333twyg/2IqhnrFel+HxgcguikVWYQx0wb67Ajj5JqvZPi6sdFz3SNeDjttWs/3CTyQDAoLVbntajg4TDzBoLqonMF0+tg2IiIg8g6GkG6x4EBERzU2CIKKnxYi2mj5nSDnQZXJ7rCZAiQUropGzOhaRScGcD5A8RhRFWEZs43pXml1DzB6p5+Voj93zkcllCDSonT0tgyf0uAwK1UIXrOL/5xnEtgEREZFnMJR0gxUPIiIi/2HsMzsDyva6fqh1KmSvikHq4ggoVZzjj3yDKIowDVldg0vH8HCpx6UJxj6LcyX481Eo5QgM1SA4VIOkvHAUbEiAkvNZXjK2DYiIiDyDoaQbrHgQERERka8RBBHD/RY3vSxNziBzeNACTKjdB4VpUHRjOhYsj4aMQ78vGtsGREREnsFQ0g1WPIiIiIhoLrLbBBj7pKCyp8WIY9vqnavWR6XoccXnMxCbEeLdQs4xbBsQERF5BkNJN1jxICIiIiJ/YLPYcXJHI45vq3cutpO+NBJFn82AIVLn5dLNDWwbEBEReQZDSTdY8SAiIiIif2LsN+PwP+tQtq8FogjIlTIUbEjE8muToQlQebt4Po1tAyIiIs9gKOkGKx5ERERE5I+6m4ew/+9VaCzrBQBoA1VYuSUVuWvjoFDIvVw638S2ARERkWcwlHSDFQ8iIiIi8leiKKKhtAf7/1GN3lYjACAkOgBrbspAcn44ZDIuhjMe2wZERESewVDSDVY8iIiIiMjfCXYBZ/e34vD7tRgZtAIAErJDsebzGYhICPZy6XwH2wZERESewVDSDVY8iIiIiGi+MI/YcHzbOZzc0QjBJgIyIKcoFoU3pCHQoPF28byObQMiIiLPYCjpBiseRERERDTfDHSNoPjdGlQf7QAAKDUKLP1UEhZfnQSVWuHl0nkP2wZERESewVDSDVY8iIiIiGi+aqvtx763qtBeNwAACAzRYNWNachaGQOZfP7NN8m2ARERkWcwlHSDFQ8iIiIims9EUUT1sQ4Uv1ODwW4TACAyKRhrPp+B+MxQL5dudrFtQERE5BkMJd1gxYOIiIiICLBZ7Tj9SROOfXgOFpMdAJC2OBJFn01HSHSAl0s3O9g2ICIi8gyGkm6w4kFERERENGZ4wIIj/6xD6b4WiIIIuUKG/HUJWH59CrSBKm8Xz6PYNiAiIvIMhpJusOJBRERERDRZT4sRB96uRv2ZbgCAJkCJFdenYuG6eCiUci+XzjPYNiAiIvIMhpJusOJBRERERDS1hrPd2P/3avS0GAEAhkgdVt+UgdRFEZDJ/GsxHLYNiIiIPIOhpBuseBARERERnZ8giCjb34JD79dhZMACAIhbEIIrvrAAkUnBXi7dzGHbgIiIyDMYSrrBigcRERER0fRYTDYc/6geJ7c3wm4VABmQVRiDVTekIShU6+3iXTa2DYiIiDyDoaQbrHgQEREREV2cwR4TDr5bg8rD7QAApUqOxZ9KwpKrk6DWKr1cukvHtgEREZFnMJR0gxUPIiIiIqJL035uAPv/XoXW6n4AQIBBjcLPpCG7KBZy+dybb5JtAyIiIs9gKOkGKx5ERERERJdOFEXUnujEgberMdBlAgCEJwThis9nICE7zMuluzhsGxAREXkGQ0k3WPEgIiIiIrp8dquAkt1NOPLBOVhGbACAlIIIrP5cOkJjAr1cuulh24CIiMgzGEq6wYoHEREREdHMGRmy4MgH53BmdzNEQYRcLkPelfFY8ekU6ILU3i7eebFtQERE5BkMJd1gxYOIiIiIaOb1thlx4O0anDvdBQBQ65RYfl0KCtYnQKGSe7l07rFtQERE5BkMJd1gxYOIiIiIyHOaynuw/x/V6GocAgDoI7Qo+mwG0pdGQibzrcVw2DYgIiLyDIaSbrDiQURERETkWYIgouJgKw6+V4vhfgsAIDbdgDWfX4DoVN+pg7NtQERE5BkMJd1gxYOIiIiIaHZYTDac/LgBJ/7dAJtVAAAsWBGNos+mIzhM6+XSsW1ARETkKb45cQsREREREc0Laq0SK7ek4ctPFiF7VQwgA6qOtOP1Jw/B7Fixm4iIiPyP0tsFICIiIiIiCgrV4Ko7clGwMRH73qpCZGIwNDo2V4iIiPwV/8oTEREREZHPiEwKxo33LYFg5yxTRERE/oyhJBERERER+RSZTAaF0rdW4SYiIqKZxTkliYiIiIiIiIiIaFYxlCQiIiIiIiIiIqJZxVCSiIiIiIiIiIiIZhVDSSIiIiIiIiIiIppVDCWJiIiIiIiIiIhoVjGUJCIiIiIiIiIiolnFUJKIiIiIiIiIiIhmFUNJIiIiIiIiIiIimlUMJYmIiIiIiIiIiGhWMZQkIiIiIiIiIiKiWcVQkoiIiIiIiIiIiGYVQ0kiIiIiIiIiIiKaVQwliYiIiIiIiIiIaFYxlCQiIiIiIiIiIqJZxVCSiIiIiIiIiIiIZhVDSSIiIiIiIiIiIppVDCWJiIiIiIiIiIhoVim9XQBfJIoiAGBgYMDLJSEiIiIiIm8abROMthGIiIhoZjCUdGNwcBAAkJiY6OWSEBERERGRLxgcHITBYPB2MYiIiPyGTORXfpMIgoCWlhYEBwdDJpN5tSwDAwNITExEY2Mj9Hq9V8tCM4fn1f/wnPonnlf/w3Pqf3hO/ZMvnVdRFDE4OIi4uDjI5Zz9ioiIaKawp6QbcrkcCQkJ3i6GC71e7/UKGc08nlf/w3Pqn3he/Q/Pqf/hOfVPvnJe2UOSiIho5vGrPiIiIiIiIiIiIppVDCWJiIiIiIiIiIhoVjGU9HEajQaPPfYYNBqNt4tCM4jn1f/wnPonnlf/w3Pqf3hO/RPPKxERkf/jQjdEREREREREREQ0q9hTkoiIiIiIiIiIiGYVQ0kiIiIiIiIiIiKaVQwliYiIiIiIiIiIaFYxlCQiIiIiIiIiIqJZxVByFu3ZswdbtmxBXFwcZDIZ3n333Qs+ZteuXVi6dCk0Gg0yMjKwdevWSce8+OKLSElJgVarRWFhIQ4fPjzzhacpeeK8Pv7445DJZC6X7Oxsz7wBmuRiz2lrayu+9KUvITMzE3K5HPfee6/b49566y1kZ2dDq9UiPz8f//rXv2a+8DQlT5zXrVu3TvpZ1Wq1nnkDNMnFntO3334bV199NSIjI6HX61FUVISPPvpo0nH8u+pdnjiv/LvqXRd7Tvft24c1a9YgPDwcOp0O2dnZeP755ycdx59VIiKiuY2h5CwyGo1YtGgRXnzxxWkdX1dXh+uvvx4bNmzAyZMnce+99+KrX/2qS0X7jTfewH333YfHHnsMx48fx6JFi7B582Z0dHR46m3QBJ44rwCQl5eH1tZW52Xfvn2eKD65cbHn1Gw2IzIyEg8//DAWLVrk9pgDBw7glltuwV133YUTJ07gxhtvxI033ogzZ87MZNHpPDxxXgFAr9e7/KzW19fPVJHpAi72nO7ZswdXX301/vWvf+HYsWPYsGEDtmzZghMnTjiP4d9V7/PEeQX4d9WbLvacBgYG4u6778aePXtQVlaGhx9+GA8//DB+97vfOY/hzyoREZEfEMkrAIjvvPPOeY+5//77xby8PJdtN998s7h582bn/ZUrV4rf+ta3nPftdrsYFxcnPvPMMzNaXpqemTqvjz32mLho0SIPlJAu1nTO6Xjr1q0T77nnnknbv/jFL4rXX3+9y7bCwkLxG9/4xmWWkC7FTJ3Xl19+WTQYDDNWLrp0F3tOR+Xm5opPPPGE8z7/rvqWmTqv/LvqOy71nH72s58Vb731Vud9/qwSERHNfewp6cOKi4uxadMml22bN29GcXExAMBiseDYsWMux8jlcmzatMl5DPmeC53XUVVVVYiLi0NaWhq+/OUvo6GhYTaLSTNsuued5p6hoSEkJycjMTERN9xwA0pLS71dJJomQRAwODiIsLAwAPy76i8mntdR/Ls6d504cQIHDhzAunXrAPBnlYiIyF8wlPRhbW1tiI6OdtkWHR2NgYEBjIyMoKurC3a73e0xbW1ts1lUuggXOq8AUFhYiK1bt2Lbtm34zW9+g7q6OqxduxaDg4PeKDLNgKnOO39W57asrCz86U9/wnvvvYdXX30VgiBg9erVaGpq8nbRaBp++tOfYmhoCF/84hcBgH9X/cTE8wrw7+pclZCQAI1Gg+XLl+Nb3/oWvvrVrwLgzyoREZG/UHq7AEQ02bXXXuu8XVBQgMLCQiQnJ+PNN9/EXXfd5cWSEdF4RUVFKCoqct5fvXo1cnJy8NJLL+Gpp57yYsnoQv72t7/hiSeewHvvvYeoqChvF4dmyFTnlX9X56a9e/diaGgIBw8exAMPPICMjAzccsst3i4WERERzRCGkj4sJiYG7e3tLtva29uh1+uh0+mgUCigUCjcHhMTEzObRaWLcKHz6k5ISAgyMzNRXV09G0UkD5jqvPNn1b+oVCosWbKEP6s+7vXXX8dXv/pVvPXWWy7DPyMiIvh3dQ6b6ry6w7+rc0NqaioAID8/H+3t7Xj88cdxyy238GeViIjIT3D4tg8rKirCjh07XLZ9/PHHzl45arUay5YtczlGEATs2LHDpecO+ZYLnVd3hoaGUFNTg9jYWE8XjzzkUs47zT12ux0lJSX8WfVhr732Gu6880689tpruP7661328e/q3HW+8+oO/67OPYIgwGw2A+DPKhERkb9gT8lZNDQ05PKNfF1dHU6ePImwsDAkJSXhwQcfRHNzM/785z8DAL75zW/iV7/6Fe6//37853/+Jz755BO8+eab+OCDD5zPcd999+H222/H8uXLsXLlSrzwwgswGo248847Z/39zVeeOK/f//73sWXLFiQnJ6OlpQWPPfYYFAoFhyzNkos9pwBw8uRJ52M7Oztx8uRJqNVq5ObmAgDuuecerFu3Dj/72c9w/fXX4/XXX8fRo0fxu9/9blbf23zmifP65JNPYtWqVcjIyEBfXx+ee+451NfXO+c9I8+62HP6t7/9Dbfffjt+/vOfo7Cw0Dn3nE6ng8FgAMC/q77AE+eVf1e962LP6YsvvoikpCRkZ2cDAPbs2YOf/vSn+M53vuN8Dv6sEhER+QFvL/89n+zcuVMEMOly++23i6Ioirfffru4bt26SY9ZvHixqFarxbS0NPHll1+e9Ly//OUvxaSkJFGtVosrV64UDx486Pk3Q06eOK8333yzGBsbK6rVajE+Pl68+eabxerq6tl5Q3RJ59Td8cnJyS7HvPnmm2JmZqaoVqvFvLw88YMPPpidN0SiKHrmvN57773O37/R0dHiddddJx4/fnz23tQ8d7HndN26dec9fhT/rnqXJ84r/65618We01/84hdiXl6eGBAQIOr1enHJkiXir3/9a9Fut7s8L39WiYiI5jaZKIriDGacREREREREREREROfFOSWJiIiIiIiIiIhoVjGUJCIiIiIiIiIiolnFUJKIiIiIiIiIiIhmFUNJIiIiIiIiIiIimlUMJYmIiIiIiIiIiGhWMZQkIiIiIiIiIiKiWcVQkoiIiIiIiIiIiGYVQ0kiIiIiIiIiIiKaVQwliYhoTtm6dStCQkIueJxMJsO7777r8fL4gvXr1+Pee+897zHT/dyIiIiIiIhmA0NJIiJycccdd0Amk0Emk0GlUiE1NRX3338/TCbTrJclJSUFL7zwgsu2m2++GZWVlc77jz/+OBYvXjzpsa2trbj22ms9Wr6tW7c6Pyu5XI6EhATceeed6Ojo8OjrXsh0PjciIiIiIiJvUnq7AERE5HuuueYavPzyy7BarTh27Bhuv/12yGQy/PjHP/Z20aDT6aDT6S54XExMzCyUBtDr9aioqIAgCDh16hTuvPNOtLS04KOPPpqV15+u6X5uREREREREs4E9JYmIaBKNRoOYmBgkJibixhtvxKZNm/Dxxx879wuCgGeeeQapqanQ6XRYtGgR/v73vzv379q1CzKZDB988AEKCgqg1WqxatUqnDlzxuV19u3bh7Vr10Kn0yExMRHf+c53YDQaAUhDkuvr6/Hd737X2RsRcB2GvHXrVjzxxBM4deqU85itW7cCmDx8u6SkBBs3boROp0N4eDi+/vWvY2hoyLn/jjvuwI033oif/vSniI2NRXh4OL71rW/BarWe97OSyWSIiYlBXFwcrr32WnznO9/B9u3bMTIyAgD4wx/+gJycHGi1WmRnZ+PXv/6187Hnzp2DTCbD22+/jQ0bNiAgIACLFi1CcXGx85ju7m7ccsstiI+PR0BAAPLz8/Haa69NWZ7pfG6j3nvvPSxduhRarRZpaWl44oknYLPZAACiKOLxxx9HUlISNBoN4uLi8J3vfOe8nwUREREREdF0MZQkIqLzOnPmDA4cOAC1Wu3c9swzz+DPf/4zfvvb36K0tBTf/e53ceutt2L37t0uj/3BD36An/3sZzhy5AgiIyOxZcsWZ8hXU1ODa665BjfddBNOnz6NN954A/v27cPdd98NAHj77beRkJCAJ598Eq2trWhtbZ1Utptvvhnf+973kJeX5zzm5ptvnnSc0WjE5s2bERoaiiNHjuCtt97C9u3bna81aufOnaipqcHOnTvxyiuvYOvWrc6Qc7p0Oh0EQYDNZsNf//pXPProo/jRj36EsrIyPP3003jkkUfwyiuvuDzmf/7nf/D9738fJ0+eRGZmJm655RZnOGgymbBs2TJ88MEHOHPmDL7+9a/jK1/5Cg4fPuz29afzuQHA3r17cdttt+Gee+7B2bNn8dJLL2Hr1q340Y9+BAD4xz/+geeffx4vvfQSqqqq8O677yI/P/+iPgsiIiIiIqIpiUREROPcfvvtokKhEAMDA0WNRiMCEOVyufj3v/9dFEVRNJlMYkBAgHjgwAGXx911113iLbfcIoqiKO7cuVMEIL7++uvO/d3d3aJOpxPfeOMN5/Ff//rXXZ5j7969olwuF0dGRkRRFMXk5GTx+eefdznm5ZdfFg0Gg/P+Y489Ji5atGjS+wAgvvPOO6IoiuLvfvc7MTQ0VBwaGnLu/+CDD0S5XC62tbU533dycrJos9mcx3zhC18Qb7755ik/q4llqaysFDMzM8Xly5eLoiiK6enp4t/+9jeXxzz11FNiUVGRKIqiWFdXJwIQ//CHPzj3l5aWigDEsrKyKV/3+uuvF7/3ve85769bt0685557nPen87ldddVV4tNPP+1yzF/+8hcxNjZWFEVR/NnPfiZmZmaKFotlynIQERERERFdKs4pSUREk2zYsAG/+c1vYDQa8fzzz0OpVOKmm24CAFRXV2N4eBhXX321y2MsFguWLFnisq2oqMh5OywsDFlZWSgrKwMAnDp1CqdPn8Zf//pX5zGiKEIQBNTV1SEnJ2fG3k9ZWRkWLVqEwMBA57Y1a9ZAEARUVFQgOjoaAJCXlweFQuE8JjY2FiUlJed97v7+fgQFBUEQBJhMJlxxxRX4wx/+AKPRiJqaGtx111342te+5jzeZrPBYDC4PEdBQYHLawJAR0cHsrOzYbfb8fTTT+PNN99Ec3MzLBYLzGYzAgICLv0DgfT579+/39kzEgDsdjtMJhOGh4fxhS98AS+88ALS0tJwzTXX4LrrrsOWLVugVLLqQEREREREl48tCyIimiQwMBAZGRkAgD/96U9YtGgR/vjHP+Kuu+5yzsP4wQcfID4+3uVxGo1m2q8xNDSEb3zjG27nKUxKSrqM0l86lUrlcl8mk0EQhPM+Jjg4GMePH4dcLkdsbKxzMZn29nYAwO9//3sUFha6PGZ88DnxdUfngBx93eeeew4///nP8cILLyA/Px+BgYG49957YbFYLuEdjhkaGsITTzyBz33uc5P2abVaJCYmoqKiAtu3b8fHH3+M//qv/8Jzzz2H3bt3T/qciIiIiIiILhZDSSIiOi+5XI6HHnoI9913H770pS8hNzcXGo0GDQ0NWLdu3Xkfe/DgQWfA2Nvbi8rKSmcPyKVLl+Ls2bPO8NMdtVoNu91+3teYzjE5OTnYunUrjEajs7fk/v37IZfLkZWVdd7HXohcLnf7HqKjoxEXF4fa2lp8+ctfvuTn379/P2644QbceuutAKSwsrKyErm5uVM+ZjqfydKlS1FRUXHez1+n02HLli3YsmULvvWtbyE7OxslJSVYunTppb0ZIiIiIiIiBy50Q0REF/SFL3wBCoUCL774IoKDg/H9738f3/3ud/HKK6+gpqYGx48fxy9/+ctJC7g8+eST2LFjB86cOYM77rgDERERuPHGGwEA//3f/40DBw7g7rvvxsmTJ1FVVYX33nvPZfGZlJQU7NmzB83Nzejq6nJbtpSUFNTV1eHkyZPo6uqC2WyedMyXv/xlaLVa3H777Thz5gx27tyJb3/72/jKV77iHLrtCU888QSeeeYZ/OIXv0BlZSVKSkrw8ssv43//93+n/RwLFizAxx9/jAMHDqCsrAzf+MY3nL0wpzKdz+3RRx/Fn//8ZzzxxBMoLS1FWVkZXn/9dTz88MMApNW6//jHP+LMmTOora3Fq6++Cp1Oh+Tk5Ol/AERERERERFNgKElERBekVCpx99134yc/+QmMRiOeeuopPPLII3jmmWeQk5ODa665Bh988AFSU1NdHvfss8/innvuwbJly9DW1ob333/fuYp3QUEBdu/ejcrKSqxduxZLlizBo48+iri4OOfjn3zySZw7dw7p6emIjIx0W7abbroJ11xzDTZs2IDIyEi89tprk44JCAjARx99hJ6eHqxYsQKf//zncdVVV+FXv/rVDH5Kk331q1/FH/7wB7z88svIz8/HunXrsHXr1kmf0/k8/PDDWLp0KTZv3oz169cjJibGGexOZTqf2+bNm/HPf/4T//73v7FixQqsWrUKzz//vDN0DAkJwe9//3usWbMGBQUF2L59O95//32Eh4dPu+xERERERERTkYmiKHq7EERE5F927dqFDRs2oLe3FyEhId4uDhEREREREfkY9pQkIiIiIiIiIiKiWcVQkoiIiIiIiIiIiGYVh28TERERERERERHRrGJPSSIiIiIiIiIiIppVDCWJiIiIiIiIiIhoVjGUJCIiIiIiIiIiolnFUJKIiIiIiIiIiIhmFUNJIiIiIiIiIiIimlUMJYmIiIiIiIiIiGhWMZQkIiIiIiIiIiKiWcVQkoiIiIiIiIiIiGbV/weltX/0UN/66AAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "models = [\"Meta-Llama-3-8B-Instruct\", \"Meta-Llama-3-70B-Instruct\"]\n", "plot_statistics(result, models)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: Llama-2-7b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-7b-chat-hf(RAG - chat template)\n", "model: Llama-2-7b-chat-hf(Non-RAG)\n", "model: Llama-2-13b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-13b-chat-hf(RAG - chat template)\n", "model: Llama-2-13b-chat-hf(Non-RAG)\n", "model: Llama-2-70b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-70b-chat-hf(RAG - chat template)\n", "model: Llama-2-70b-chat-hf(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "models = [\"Llama-2-7b-chat-hf\", \"Llama-2-13b-chat-hf\", \"Llama-2-70b-chat-hf\"]\n", "plot_statistics(result, models)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: Mistral-7B-Instruct-v0.2(RAG - generic prompt)\n", "model: Mistral-7B-Instruct-v0.2(RAG - chat template)\n", "model: Mistral-7B-Instruct-v0.2(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "models = [\"Mistral-7B-Instruct-v0.2\"]\n", "plot_statistics(result, models)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(RAG - generic prompt)\n", "model: gemma-1.1-2b-it(RAG - chat template)\n", "model: gemma-1.1-2b-it(Non-RAG)\n", "model: gemma-1.1-7b-it(RAG - generic prompt)\n", "model: gemma-1.1-7b-it(RAG - chat template)\n", "model: gemma-1.1-7b-it(Non-RAG)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "models = [\"gemma-1.1-2b-it\", \"gemma-1.1-7b-it\"]\n", "plot_statistics(result, models)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(RAG - generic prompt)\n", "best repetition penalty: 1.04, best f1: 0.3967269877574341, precision: 0.41841340702947843, recall: 0.377177814413411\n", "newline_score: 0, repetition_score: 0\n", "model: gemma-1.1-2b-it(RAG - chat template)\n", "best repetition penalty: 1.3, best f1: 0.3614589869383618, precision: 0.3689310909549005, recall: 0.3542835453262864\n", "newline_score: 15, repetition_score: 0\n", "model: gemma-1.1-2b-it(Non-RAG)\n", "best repetition penalty: 1.02, best f1: 0.18288530203419476, precision: 0.19182717910396482, recall: 0.17473993381947142\n", "newline_score: 0, repetition_score: 52083\n", "model: Phi-3-mini-128k-instruct(RAG - generic prompt)\n", "best repetition penalty: 1.12, best f1: 0.5615412317702367, precision: 0.5485160064319471, recall: 0.5752001057206155\n", "newline_score: 3370, repetition_score: 31845\n", "model: Phi-3-mini-128k-instruct(RAG - chat template)\n", "best repetition penalty: 1.1, best f1: 0.5758986278564371, precision: 0.5674968203417082, recall: 0.5845529519127022\n", "newline_score: 31, repetition_score: 1213\n", "model: Phi-3-mini-128k-instruct(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.594545485749494, precision: 0.5476023333719043, recall: 0.6502916707640525\n", "newline_score: 5, repetition_score: 68\n", "model: gemma-1.1-7b-it(RAG - generic prompt)\n", "best repetition penalty: 1.0, best f1: 0.3017772595104597, precision: 0.3301894368858655, recall: 0.277867302934447\n", "newline_score: 0, repetition_score: 35742\n", "model: gemma-1.1-7b-it(RAG - chat template)\n", "best repetition penalty: 1.04, best f1: 0.30244132149229064, precision: 0.3204928036029226, recall: 0.2863148815113976\n", "newline_score: 75, repetition_score: 12\n", "model: gemma-1.1-7b-it(Non-RAG)\n", "best repetition penalty: 1.02, best f1: 0.3151541311730911, precision: 0.33317414204596413, recall: 0.2989833583308609\n", "newline_score: 0, repetition_score: 638681\n", "model: Llama-2-7b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.0, best f1: 0.6010883087248649, precision: 0.5890190506026971, recall: 0.6136625223683553\n", "newline_score: 15, repetition_score: 79096\n", "model: Llama-2-7b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.16, best f1: 0.5896115226174037, precision: 0.575640524598858, recall: 0.6042775513484845\n", "newline_score: 0, repetition_score: 21\n", "model: Llama-2-7b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.0, best f1: 0.5547036854903347, precision: 0.5127992203097245, recall: 0.6040662256779236\n", "newline_score: 0, repetition_score: 9158\n", "model: Mistral-7B-Instruct-v0.2(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.6116772463611518, precision: 0.5837084606152265, recall: 0.6424612098295795\n", "newline_score: 0, repetition_score: 14862\n", "model: Mistral-7B-Instruct-v0.2(RAG - chat template)\n", "best repetition penalty: 1.04, best f1: 0.6037837794825087, precision: 0.5627391143329425, recall: 0.6512868784523966\n", "newline_score: 0, repetition_score: 0\n", "model: Mistral-7B-Instruct-v0.2(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6475842699362445, precision: 0.5850661725289701, recall: 0.7250618043389196\n", "newline_score: 0, repetition_score: 0\n", "model: Meta-Llama-3-8B-Instruct(RAG - generic prompt)\n", "best repetition penalty: 1.18, best f1: 0.5940747972668269, precision: 0.5511092972167533, recall: 0.6443060917823494\n", "newline_score: 0, repetition_score: 180425\n", "model: Meta-Llama-3-8B-Instruct(RAG - chat template)\n", "best repetition penalty: 1.18, best f1: 0.5578444069784689, precision: 0.5337108587539352, recall: 0.5842638817459282\n", "newline_score: 0, repetition_score: 10\n", "model: Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG)\n", "best repetition penalty: 1.2, best f1: 0.6746525235592435, precision: 0.622272551367934, recall: 0.7366611927612299\n", "newline_score: 0, repetition_score: 23\n", "model: Meta-Llama-3-8B-Instruct(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6679858550386721, precision: 0.6087962603579347, recall: 0.7399242329393265\n", "newline_score: 0, repetition_score: 74\n", "model: Llama-2-13b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.04, best f1: 0.5964804662179423, precision: 0.5944392947004409, recall: 0.5985357038879207\n", "newline_score: 10459, repetition_score: 52060\n", "model: Llama-2-13b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.28, best f1: 0.5878438984550147, precision: 0.5823012539158372, recall: 0.5934930725127403\n", "newline_score: 0, repetition_score: 0\n", "model: Llama-2-13b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.1, best f1: 0.6268201828788532, precision: 0.5791193333232022, recall: 0.6830844193615052\n", "newline_score: 0, repetition_score: 292\n", "model: Llama-2-70b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.5877438073019133, precision: 0.5734013175977462, recall: 0.6028222017110979\n", "newline_score: 0, repetition_score: 21738\n", "model: Llama-2-70b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.14, best f1: 0.5961503011792135, precision: 0.5668802068394799, recall: 0.6286076064836865\n", "newline_score: 0, repetition_score: 31\n", "model: Llama-2-70b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6572688638898007, precision: 0.6118744819490248, recall: 0.7099385231501328\n", "newline_score: 79, repetition_score: 116\n", "model: Meta-Llama-3-70B-Instruct(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.5168119033041033, precision: 0.5298044311867934, recall: 0.5044413604121616\n", "newline_score: 0, repetition_score: 0\n", "model: Meta-Llama-3-70B-Instruct(RAG - chat template)\n", "best repetition penalty: 1.06, best f1: 0.5368975114894159, precision: 0.5222265529478874, recall: 0.5524166018490125\n", "newline_score: 0, repetition_score: 0\n", "model: Meta-Llama-3-70B-Instruct(Non-RAG)\n", "best repetition penalty: 1.06, best f1: 0.7101324143988078, precision: 0.6691440781821285, recall: 0.7564698817101256\n", "newline_score: 0, repetition_score: 24\n", "max_value: 0.8472462675153408\n" ] }, { "data": { "image/png": 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", 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gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0) \\\n", " Metric \n", " Precision 0.330189 \n", " Recall 0.277867 \n", " F1 0.301777 \n", " \n", " Model gemma-1.1-7b-it(RAG - chat template) (RP=1.04) \\\n", " Metric \n", " Precision 0.320493 \n", " Recall 0.286315 \n", " F1 0.302441 \n", " \n", " Model gemma-1.1-7b-it(Non-RAG) (RP=1.02) \\\n", " Metric \n", " Precision 0.333174 \n", " Recall 0.298983 \n", " F1 0.315154 \n", " \n", " Model Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.0) ... \\\n", " Metric ... \n", " Precision 0.589019 ... \n", " Recall 0.613663 ... \n", " F1 0.601088 ... \n", " \n", " Model Meta-Llama-3-8B-Instruct(Non-RAG) (RP=1.08) \\\n", " Metric \n", " Precision 0.608796 \n", " Recall 0.739924 \n", " F1 0.667986 \n", " \n", " Model Llama-2-13b-chat-hf(RAG - generic prompt) (RP=1.04) \\\n", " Metric \n", " Precision 0.594439 \n", " Recall 0.598536 \n", " F1 0.596480 \n", " \n", " Model Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28) \\\n", " Metric \n", " Precision 0.582301 \n", " Recall 0.593493 \n", " F1 0.587844 \n", " \n", " Model Llama-2-13b-chat-hf(Non-RAG) (RP=1.1) \\\n", " Metric \n", " Precision 0.579119 \n", " Recall 0.683084 \n", " F1 0.626820 \n", " \n", " Model Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1.06) \\\n", " Metric \n", " Precision 0.573401 \n", " Recall 0.602822 \n", " F1 0.587744 \n", " \n", " Model Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14) \\\n", " Metric \n", " Precision 0.566880 \n", " Recall 0.628608 \n", " F1 0.596150 \n", " \n", " Model Llama-2-70b-chat-hf(Non-RAG) (RP=1.08) \\\n", " Metric \n", " Precision 0.611874 \n", " Recall 0.709939 \n", " F1 0.657269 \n", " \n", " Model Meta-Llama-3-70B-Instruct(RAG - generic prompt) (RP=1.06) \\\n", " Metric \n", " Precision 0.529804 \n", " Recall 0.504441 \n", " F1 0.516812 \n", " \n", " Model Meta-Llama-3-70B-Instruct(RAG - chat template) (RP=1.06) \\\n", " Metric \n", " Precision 0.522227 \n", " Recall 0.552417 \n", " F1 0.536898 \n", " \n", " Model Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06) \n", " Metric \n", " Precision 0.669144 \n", " Recall 0.756470 \n", " F1 0.710132 \n", " \n", " [3 rows x 28 columns],\n", " [0.0,\n", " 0.01488095238095238,\n", " 51.669642857142854,\n", " 34.93551587301587,\n", " 1.234126984126984,\n", " 0.07242063492063491,\n", " 35.458333333333336,\n", " 0.08630952380952381,\n", " 633.6121031746031,\n", " 78.48313492063491,\n", " 0.020833333333333332,\n", " 9.08531746031746,\n", " 14.744047619047619,\n", " 0.0,\n", " 0.0,\n", " 178.99305555555554,\n", " 0.00992063492063492,\n", " 0.022817460317460316,\n", " 0.07341269841269842,\n", " 62.02281746031746,\n", " 0.0,\n", " 0.2896825396825397,\n", " 21.56547619047619,\n", " 0.030753968253968252,\n", " 0.19345238095238093,\n", " 0.0,\n", " 0.0,\n", " 0.023809523809523808])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_best_performance(result)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(RAG - generic prompt)\n", "best repetition penalty: 1.04, best f1: 0.3967269877574341, precision: 0.41841340702947843, recall: 0.377177814413411\n", "newline_score: 0, repetition_score: 0\n", "model: gemma-1.1-2b-it(RAG - chat template)\n", "best repetition penalty: 1.3, best f1: 0.3614589869383618, precision: 0.3689310909549005, recall: 0.3542835453262864\n", "newline_score: 15, repetition_score: 0\n", "model: gemma-1.1-2b-it(Non-RAG)\n", "best repetition penalty: 1.02, best f1: 0.18288530203419476, precision: 0.19182717910396482, recall: 0.17473993381947142\n", "newline_score: 0, repetition_score: 52083\n", "model: Phi-3-mini-128k-instruct(RAG - generic prompt)\n", "best repetition penalty: 1.12, best f1: 0.5615412317702367, precision: 0.5485160064319471, recall: 0.5752001057206155\n", "newline_score: 3370, repetition_score: 31845\n", "model: Phi-3-mini-128k-instruct(RAG - chat template)\n", "best repetition penalty: 1.1, best f1: 0.5758986278564371, precision: 0.5674968203417082, recall: 0.5845529519127022\n", "newline_score: 31, repetition_score: 1213\n", "model: Phi-3-mini-128k-instruct(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.594545485749494, precision: 0.5476023333719043, recall: 0.6502916707640525\n", "newline_score: 5, repetition_score: 68\n", "model: gemma-1.1-7b-it(RAG - generic prompt)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "best repetition penalty: 1.0, best f1: 0.3017772595104597, precision: 0.3301894368858655, recall: 0.277867302934447\n", "newline_score: 0, repetition_score: 35742\n", "model: gemma-1.1-7b-it(RAG - chat template)\n", "best repetition penalty: 1.04, best f1: 0.30244132149229064, precision: 0.3204928036029226, recall: 0.2863148815113976\n", "newline_score: 75, repetition_score: 12\n", "model: gemma-1.1-7b-it(Non-RAG)\n", "best repetition penalty: 1.02, best f1: 0.3151541311730911, precision: 0.33317414204596413, recall: 0.2989833583308609\n", "newline_score: 0, repetition_score: 638681\n", "model: Llama-2-7b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.0, best f1: 0.6010883087248649, precision: 0.5890190506026971, recall: 0.6136625223683553\n", "newline_score: 15, repetition_score: 79096\n", "model: Llama-2-7b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.16, best f1: 0.5896115226174037, precision: 0.575640524598858, recall: 0.6042775513484845\n", "newline_score: 0, repetition_score: 21\n", "model: Llama-2-7b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.0, best f1: 0.5547036854903347, precision: 0.5127992203097245, recall: 0.6040662256779236\n", "newline_score: 0, repetition_score: 9158\n", "model: Mistral-7B-Instruct-v0.2(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.6116772463611518, precision: 0.5837084606152265, recall: 0.6424612098295795\n", "newline_score: 0, repetition_score: 14862\n", "model: Mistral-7B-Instruct-v0.2(RAG - chat template)\n", "best repetition penalty: 1.04, best f1: 0.6037837794825087, precision: 0.5627391143329425, recall: 0.6512868784523966\n", "newline_score: 0, repetition_score: 0\n", "model: Mistral-7B-Instruct-v0.2(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6475842699362445, precision: 0.5850661725289701, recall: 0.7250618043389196\n", "newline_score: 0, repetition_score: 0\n", "model: Meta-Llama-3-8B-Instruct(RAG - generic prompt)\n", "best repetition penalty: 1.18, best f1: 0.5940747972668269, precision: 0.5511092972167533, recall: 0.6443060917823494\n", "newline_score: 0, repetition_score: 180425\n", "model: Meta-Llama-3-8B-Instruct(RAG - chat template)\n", "best repetition penalty: 1.18, best f1: 0.5578444069784689, precision: 0.5337108587539352, recall: 0.5842638817459282\n", "newline_score: 0, repetition_score: 10\n", "model: Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG)\n", "best repetition penalty: 1.2, best f1: 0.6746525235592435, precision: 0.622272551367934, recall: 0.7366611927612299\n", "newline_score: 0, repetition_score: 23\n", "model: Meta-Llama-3-8B-Instruct(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6679858550386721, precision: 0.6087962603579347, recall: 0.7399242329393265\n", "newline_score: 0, repetition_score: 74\n", "model: Llama-2-13b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.04, best f1: 0.5964804662179423, precision: 0.5944392947004409, recall: 0.5985357038879207\n", "newline_score: 10459, repetition_score: 52060\n", "model: Llama-2-13b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.28, best f1: 0.5878438984550147, precision: 0.5823012539158372, recall: 0.5934930725127403\n", "newline_score: 0, repetition_score: 0\n", "model: Llama-2-13b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.1, best f1: 0.6268201828788532, precision: 0.5791193333232022, recall: 0.6830844193615052\n", "newline_score: 0, repetition_score: 292\n", "model: Llama-2-70b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.5877438073019133, precision: 0.5734013175977462, recall: 0.6028222017110979\n", "newline_score: 0, repetition_score: 21738\n", "model: Llama-2-70b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.14, best f1: 0.5961503011792135, precision: 0.5668802068394799, recall: 0.6286076064836865\n", "newline_score: 0, repetition_score: 31\n", "model: Llama-2-70b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6572688638898007, precision: 0.6118744819490248, recall: 0.7099385231501328\n", "newline_score: 79, repetition_score: 116\n", "model: Meta-Llama-3-70B-Instruct(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.5168119033041033, precision: 0.5298044311867934, recall: 0.5044413604121616\n", "newline_score: 0, repetition_score: 0\n", "model: Meta-Llama-3-70B-Instruct(RAG - chat template)\n", "best repetition penalty: 1.06, best f1: 0.5368975114894159, precision: 0.5222265529478874, recall: 0.5524166018490125\n", "newline_score: 0, repetition_score: 0\n", "model: Meta-Llama-3-70B-Instruct(Non-RAG)\n", "best repetition penalty: 1.06, best f1: 0.7101324143988078, precision: 0.6691440781821285, recall: 0.7564698817101256\n", "newline_score: 0, repetition_score: 24\n", "ref_result: {'gpt-3.5-turbo(RAG)': './data/results/gpt-3.5-turbo_rag.csv', 'gpt-3.5-turbo(Non-RAG)': './data/results/gpt-3.5-turbo_non_rag.csv'}\n", "max_value: 0.8472462675153408\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ref_result = {\n", " \"gpt-3.5-turbo(RAG)\": \"./data/results/gpt-3.5-turbo_rag.csv\",\n", " \"gpt-3.5-turbo(Non-RAG)\": \"./data/results/gpt-3.5-turbo_non_rag.csv\",\n", "}\n", "# plot_best_performance(result, models, ref_result=ref_result)\n", "df, best_mtr = plot_best_performance(result, ref_result=ref_result)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Modelgemma-1.1-2b-it(RAG - generic prompt) (RP=1.04)gemma-1.1-2b-it(RAG - chat template) (RP=1.3)gemma-1.1-2b-it(Non-RAG) (RP=1.02)Phi-3-mini-128k-instruct(RAG - generic prompt) (RP=1.12)Phi-3-mini-128k-instruct(RAG - chat template) (RP=1.1)Phi-3-mini-128k-instruct(Non-RAG) (RP=1.08)gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0)gemma-1.1-7b-it(RAG - chat template) (RP=1.04)gemma-1.1-7b-it(Non-RAG) (RP=1.02)Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.0)...Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28)Llama-2-13b-chat-hf(Non-RAG) (RP=1.1)Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1.06)Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14)Llama-2-70b-chat-hf(Non-RAG) (RP=1.08)Meta-Llama-3-70B-Instruct(RAG - generic prompt) (RP=1.06)Meta-Llama-3-70B-Instruct(RAG - chat template) (RP=1.06)Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06)gpt-3.5-turbo(RAG)gpt-3.5-turbo(Non-RAG)
Metric
Precision0.4184130.3689310.1918270.5485160.5674970.5476020.3301890.3204930.3331740.589019...0.5823010.5791190.5734010.5668800.6118740.5298040.5222270.6691440.6460710.717646
Recall0.3771780.3542840.1747400.5752000.5845530.6502920.2778670.2863150.2989830.613663...0.5934930.6830840.6028220.6286080.7099390.5044410.5524170.7564700.6710120.710638
F10.3967270.3614590.1828850.5615410.5758990.5945450.3017770.3024410.3151540.601088...0.5878440.6268200.5877440.5961500.6572690.5168120.5368980.7101320.6583050.714125
\n", "

3 rows × 30 columns

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" ], "text/plain": [ "Model gemma-1.1-2b-it(RAG - generic prompt) (RP=1.04) \\\n", "Metric \n", "Precision 0.418413 \n", "Recall 0.377178 \n", "F1 0.396727 \n", "\n", "Model gemma-1.1-2b-it(RAG - chat template) (RP=1.3) \\\n", "Metric \n", "Precision 0.368931 \n", "Recall 0.354284 \n", "F1 0.361459 \n", "\n", "Model gemma-1.1-2b-it(Non-RAG) (RP=1.02) \\\n", "Metric \n", "Precision 0.191827 \n", "Recall 0.174740 \n", "F1 0.182885 \n", "\n", "Model Phi-3-mini-128k-instruct(RAG - generic prompt) (RP=1.12) \\\n", "Metric \n", "Precision 0.548516 \n", "Recall 0.575200 \n", "F1 0.561541 \n", "\n", "Model Phi-3-mini-128k-instruct(RAG - chat template) (RP=1.1) \\\n", "Metric \n", "Precision 0.567497 \n", "Recall 0.584553 \n", "F1 0.575899 \n", "\n", "Model Phi-3-mini-128k-instruct(Non-RAG) (RP=1.08) \\\n", "Metric \n", "Precision 0.547602 \n", "Recall 0.650292 \n", "F1 0.594545 \n", "\n", "Model gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0) \\\n", "Metric \n", "Precision 0.330189 \n", "Recall 0.277867 \n", "F1 0.301777 \n", "\n", "Model gemma-1.1-7b-it(RAG - chat template) (RP=1.04) \\\n", "Metric \n", "Precision 0.320493 \n", "Recall 0.286315 \n", "F1 0.302441 \n", "\n", "Model gemma-1.1-7b-it(Non-RAG) (RP=1.02) \\\n", "Metric \n", "Precision 0.333174 \n", "Recall 0.298983 \n", "F1 0.315154 \n", "\n", "Model Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.0) ... \\\n", "Metric ... \n", "Precision 0.589019 ... \n", "Recall 0.613663 ... \n", "F1 0.601088 ... \n", "\n", "Model Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28) \\\n", "Metric \n", "Precision 0.582301 \n", "Recall 0.593493 \n", "F1 0.587844 \n", "\n", "Model Llama-2-13b-chat-hf(Non-RAG) (RP=1.1) \\\n", "Metric \n", "Precision 0.579119 \n", "Recall 0.683084 \n", "F1 0.626820 \n", "\n", "Model Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1.06) \\\n", "Metric \n", "Precision 0.573401 \n", "Recall 0.602822 \n", "F1 0.587744 \n", "\n", "Model Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14) \\\n", "Metric \n", "Precision 0.566880 \n", "Recall 0.628608 \n", "F1 0.596150 \n", "\n", "Model Llama-2-70b-chat-hf(Non-RAG) (RP=1.08) \\\n", "Metric \n", "Precision 0.611874 \n", "Recall 0.709939 \n", "F1 0.657269 \n", "\n", "Model Meta-Llama-3-70B-Instruct(RAG - generic prompt) (RP=1.06) \\\n", "Metric \n", "Precision 0.529804 \n", "Recall 0.504441 \n", "F1 0.516812 \n", "\n", "Model Meta-Llama-3-70B-Instruct(RAG - chat template) (RP=1.06) \\\n", "Metric \n", "Precision 0.522227 \n", "Recall 0.552417 \n", "F1 0.536898 \n", "\n", "Model Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06) gpt-3.5-turbo(RAG) \\\n", "Metric \n", "Precision 0.669144 0.646071 \n", "Recall 0.756470 0.671012 \n", "F1 0.710132 0.658305 \n", "\n", "Model gpt-3.5-turbo(Non-RAG) \n", "Metric \n", "Precision 0.717646 \n", "Recall 0.710638 \n", "F1 0.714125 \n", "\n", "[3 rows x 30 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MetricPrecisionRecallF1MTRRAP-F1
Model
gemma-1.1-2b-it(RAG - generic prompt) (RP=1.04)0.4184130.3771780.3967270.0000000.396727
gemma-1.1-2b-it(RAG - chat template) (RP=1.3)0.3689310.3542840.3614590.0148810.361226
gemma-1.1-2b-it(Non-RAG) (RP=1.02)0.1918270.1747400.18288551.6696430.102166
Phi-3-mini-128k-instruct(RAG - generic prompt) (RP=1.12)0.5485160.5752000.56154134.9355160.339795
Phi-3-mini-128k-instruct(RAG - chat template) (RP=1.1)0.5674970.5845530.5758991.2341270.548193
Phi-3-mini-128k-instruct(Non-RAG) (RP=1.08)0.5476020.6502920.5945450.0724210.592688
gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0)0.3301890.2778670.30177735.4583330.182055
gemma-1.1-7b-it(RAG - chat template) (RP=1.04)0.3204930.2863150.3024410.0863100.301317
gemma-1.1-7b-it(Non-RAG) (RP=1.02)0.3331740.2989830.315154633.6121030.112209
Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.0)0.5890190.6136630.60108878.4831350.308747
Llama-2-7b-chat-hf(RAG - chat template) (RP=1.16)0.5756410.6042780.5896120.0208330.589079
Llama-2-7b-chat-hf(Non-RAG) (RP=1.0)0.5127990.6040660.5547049.0853170.433126
Mistral-7B-Instruct-v0.2(RAG - generic prompt) (RP=1.06)0.5837080.6424610.61167714.7440480.438960
Mistral-7B-Instruct-v0.2(RAG - chat template) (RP=1.04)0.5627390.6512870.6037840.0000000.603784
Mistral-7B-Instruct-v0.2(Non-RAG) (RP=1.08)0.5850660.7250620.6475840.0000000.647584
Meta-Llama-3-8B-Instruct(RAG - generic prompt) (RP=1.18)0.5511090.6443060.594075178.9930560.260966
Meta-Llama-3-8B-Instruct(RAG - chat template) (RP=1.18)0.5337110.5842640.5578440.0099210.557604
Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG) (RP=1.2)0.6222730.7366610.6746530.0228170.673985
Meta-Llama-3-8B-Instruct(Non-RAG) (RP=1.08)0.6087960.7399240.6679860.0734130.665871
Llama-2-13b-chat-hf(RAG - generic prompt) (RP=1.04)0.5944390.5985360.59648062.0228170.321125
Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28)0.5823010.5934930.5878440.0000000.587844
Llama-2-13b-chat-hf(Non-RAG) (RP=1.1)0.5791190.6830840.6268200.2896830.619142
Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1.06)0.5734010.6028220.58774421.5654760.392035
Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14)0.5668800.6286080.5961500.0307540.595356
Llama-2-70b-chat-hf(Non-RAG) (RP=1.08)0.6118740.7099390.6572690.1934520.651845
Meta-Llama-3-70B-Instruct(RAG - generic prompt) (RP=1.06)0.5298040.5044410.5168120.0000000.516812
Meta-Llama-3-70B-Instruct(RAG - chat template) (RP=1.06)0.5222270.5524170.5368980.0000000.536898
Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06)0.6691440.7564700.7101320.0238100.709400
gpt-3.5-turbo(RAG)0.6460710.6710120.6583050.0000000.658305
gpt-3.5-turbo(Non-RAG)0.7176460.7106380.7141250.0000000.714125
\n", "
" ], "text/plain": [ "Metric Precision Recall \\\n", "Model \n", "gemma-1.1-2b-it(RAG - generic prompt) (RP=1.04) 0.418413 0.377178 \n", "gemma-1.1-2b-it(RAG - chat template) (RP=1.3) 0.368931 0.354284 \n", "gemma-1.1-2b-it(Non-RAG) (RP=1.02) 0.191827 0.174740 \n", "Phi-3-mini-128k-instruct(RAG - generic prompt) ... 0.548516 0.575200 \n", "Phi-3-mini-128k-instruct(RAG - chat template) (... 0.567497 0.584553 \n", "Phi-3-mini-128k-instruct(Non-RAG) (RP=1.08) 0.547602 0.650292 \n", "gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0) 0.330189 0.277867 \n", "gemma-1.1-7b-it(RAG - chat template) (RP=1.04) 0.320493 0.286315 \n", "gemma-1.1-7b-it(Non-RAG) (RP=1.02) 0.333174 0.298983 \n", "Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.0) 0.589019 0.613663 \n", "Llama-2-7b-chat-hf(RAG - chat template) (RP=1.16) 0.575641 0.604278 \n", "Llama-2-7b-chat-hf(Non-RAG) (RP=1.0) 0.512799 0.604066 \n", "Mistral-7B-Instruct-v0.2(RAG - generic prompt) ... 0.583708 0.642461 \n", "Mistral-7B-Instruct-v0.2(RAG - chat template) (... 0.562739 0.651287 \n", "Mistral-7B-Instruct-v0.2(Non-RAG) (RP=1.08) 0.585066 0.725062 \n", "Meta-Llama-3-8B-Instruct(RAG - generic prompt) ... 0.551109 0.644306 \n", "Meta-Llama-3-8B-Instruct(RAG - chat template) (... 0.533711 0.584264 \n", "Meta-Llama-3-8B-Instruct(generic prompt)(Non-RA... 0.622273 0.736661 \n", "Meta-Llama-3-8B-Instruct(Non-RAG) (RP=1.08) 0.608796 0.739924 \n", "Llama-2-13b-chat-hf(RAG - generic prompt) (RP=1... 0.594439 0.598536 \n", "Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28) 0.582301 0.593493 \n", "Llama-2-13b-chat-hf(Non-RAG) (RP=1.1) 0.579119 0.683084 \n", "Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1... 0.573401 0.602822 \n", "Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14) 0.566880 0.628608 \n", "Llama-2-70b-chat-hf(Non-RAG) (RP=1.08) 0.611874 0.709939 \n", "Meta-Llama-3-70B-Instruct(RAG - generic prompt)... 0.529804 0.504441 \n", "Meta-Llama-3-70B-Instruct(RAG - chat template) ... 0.522227 0.552417 \n", "Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06) 0.669144 0.756470 \n", "gpt-3.5-turbo(RAG) 0.646071 0.671012 \n", "gpt-3.5-turbo(Non-RAG) 0.717646 0.710638 \n", "\n", "Metric F1 MTR \\\n", "Model \n", "gemma-1.1-2b-it(RAG - generic prompt) (RP=1.04) 0.396727 0.000000 \n", "gemma-1.1-2b-it(RAG - chat template) (RP=1.3) 0.361459 0.014881 \n", "gemma-1.1-2b-it(Non-RAG) (RP=1.02) 0.182885 51.669643 \n", "Phi-3-mini-128k-instruct(RAG - generic prompt) ... 0.561541 34.935516 \n", "Phi-3-mini-128k-instruct(RAG - chat template) (... 0.575899 1.234127 \n", "Phi-3-mini-128k-instruct(Non-RAG) (RP=1.08) 0.594545 0.072421 \n", "gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0) 0.301777 35.458333 \n", "gemma-1.1-7b-it(RAG - chat template) (RP=1.04) 0.302441 0.086310 \n", "gemma-1.1-7b-it(Non-RAG) (RP=1.02) 0.315154 633.612103 \n", "Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.0) 0.601088 78.483135 \n", "Llama-2-7b-chat-hf(RAG - chat template) (RP=1.16) 0.589612 0.020833 \n", "Llama-2-7b-chat-hf(Non-RAG) (RP=1.0) 0.554704 9.085317 \n", "Mistral-7B-Instruct-v0.2(RAG - generic prompt) ... 0.611677 14.744048 \n", "Mistral-7B-Instruct-v0.2(RAG - chat template) (... 0.603784 0.000000 \n", "Mistral-7B-Instruct-v0.2(Non-RAG) (RP=1.08) 0.647584 0.000000 \n", "Meta-Llama-3-8B-Instruct(RAG - generic prompt) ... 0.594075 178.993056 \n", "Meta-Llama-3-8B-Instruct(RAG - chat template) (... 0.557844 0.009921 \n", "Meta-Llama-3-8B-Instruct(generic prompt)(Non-RA... 0.674653 0.022817 \n", "Meta-Llama-3-8B-Instruct(Non-RAG) (RP=1.08) 0.667986 0.073413 \n", "Llama-2-13b-chat-hf(RAG - generic prompt) (RP=1... 0.596480 62.022817 \n", "Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28) 0.587844 0.000000 \n", "Llama-2-13b-chat-hf(Non-RAG) (RP=1.1) 0.626820 0.289683 \n", "Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1... 0.587744 21.565476 \n", "Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14) 0.596150 0.030754 \n", "Llama-2-70b-chat-hf(Non-RAG) (RP=1.08) 0.657269 0.193452 \n", "Meta-Llama-3-70B-Instruct(RAG - generic prompt)... 0.516812 0.000000 \n", "Meta-Llama-3-70B-Instruct(RAG - chat template) ... 0.536898 0.000000 \n", "Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06) 0.710132 0.023810 \n", "gpt-3.5-turbo(RAG) 0.658305 0.000000 \n", "gpt-3.5-turbo(Non-RAG) 0.714125 0.000000 \n", "\n", "Metric RAP-F1 \n", "Model \n", "gemma-1.1-2b-it(RAG - generic prompt) (RP=1.04) 0.396727 \n", "gemma-1.1-2b-it(RAG - chat template) (RP=1.3) 0.361226 \n", "gemma-1.1-2b-it(Non-RAG) (RP=1.02) 0.102166 \n", "Phi-3-mini-128k-instruct(RAG - generic prompt) ... 0.339795 \n", "Phi-3-mini-128k-instruct(RAG - chat template) (... 0.548193 \n", "Phi-3-mini-128k-instruct(Non-RAG) (RP=1.08) 0.592688 \n", "gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0) 0.182055 \n", "gemma-1.1-7b-it(RAG - chat template) (RP=1.04) 0.301317 \n", "gemma-1.1-7b-it(Non-RAG) (RP=1.02) 0.112209 \n", "Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.0) 0.308747 \n", "Llama-2-7b-chat-hf(RAG - chat template) (RP=1.16) 0.589079 \n", "Llama-2-7b-chat-hf(Non-RAG) (RP=1.0) 0.433126 \n", "Mistral-7B-Instruct-v0.2(RAG - generic prompt) ... 0.438960 \n", "Mistral-7B-Instruct-v0.2(RAG - chat template) (... 0.603784 \n", "Mistral-7B-Instruct-v0.2(Non-RAG) (RP=1.08) 0.647584 \n", "Meta-Llama-3-8B-Instruct(RAG - generic prompt) ... 0.260966 \n", "Meta-Llama-3-8B-Instruct(RAG - chat template) (... 0.557604 \n", "Meta-Llama-3-8B-Instruct(generic prompt)(Non-RA... 0.673985 \n", "Meta-Llama-3-8B-Instruct(Non-RAG) (RP=1.08) 0.665871 \n", "Llama-2-13b-chat-hf(RAG - generic prompt) (RP=1... 0.321125 \n", "Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28) 0.587844 \n", "Llama-2-13b-chat-hf(Non-RAG) (RP=1.1) 0.619142 \n", "Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1... 0.392035 \n", "Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14) 0.595356 \n", "Llama-2-70b-chat-hf(Non-RAG) (RP=1.08) 0.651845 \n", "Meta-Llama-3-70B-Instruct(RAG - generic prompt)... 0.516812 \n", "Meta-Llama-3-70B-Instruct(RAG - chat template) ... 0.536898 \n", "Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06) 0.709400 \n", "gpt-3.5-turbo(RAG) 0.658305 \n", "gpt-3.5-turbo(Non-RAG) 0.714125 " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = df.T\n", "df[\"MTR\"] = best_mtr\n", "df[\"RAP-F1\"] = df.apply(lambda x: x[\"F1\"] / math.log10(10 + x[\"MTR\"]), axis=1)\n", "df" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(RAG - generic prompt)\n", "best repetition penalty: 1.04, best f1: 0.3967269877574341, precision: 0.41841340702947843, recall: 0.377177814413411\n", "newline_score: 0, repetition_score: 0\n", "model: gemma-1.1-2b-it(RAG - chat template)\n", "best repetition penalty: 1.3, best f1: 0.3612257105640478, precision: 0.3686929922759919, recall: 0.3540548997982478\n", "newline_score: 15, repetition_score: 0\n", "model: gemma-1.1-2b-it(Non-RAG)\n", "best repetition penalty: 1.2, best f1: 0.1628403443000877, precision: 0.1718086044812935, recall: 0.1547619069491203\n", "newline_score: 0, repetition_score: 79\n", "model: Phi-3-mini-128k-instruct(RAG - generic prompt)\n", "best repetition penalty: 1.16, best f1: 0.3751767103992966, precision: 0.36412298061464615, recall: 0.38692257036444194\n", "newline_score: 2950, repetition_score: 12591\n", "model: Phi-3-mini-128k-instruct(RAG - chat template)\n", "best repetition penalty: 1.08, best f1: 0.5747717700771251, precision: 0.5665993913424152, recall: 0.5831833484661343\n", "newline_score: 0, repetition_score: 22\n", "model: Phi-3-mini-128k-instruct(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.5926880877706487, precision: 0.5458915887920618, recall: 0.6482601181513633\n", "newline_score: 5, repetition_score: 68\n", "model: gemma-1.1-7b-it(RAG - generic prompt)\n", "best repetition penalty: 1.0, best f1: 0.18205526070727782, precision: 0.19919567204155741, recall: 0.16763093534556245\n", "newline_score: 0, repetition_score: 35742\n", "model: gemma-1.1-7b-it(RAG - chat template)\n", "best repetition penalty: 1.04, best f1: 0.30131671967644325, precision: 0.31930107891689263, recall: 0.28525024446357916\n", "newline_score: 75, repetition_score: 12\n", "model: gemma-1.1-7b-it(Non-RAG)\n", "best repetition penalty: 1.16, best f1: 0.27684103116829767, precision: 0.30229177196508, recall: 0.25534302876756\n", "newline_score: 392, repetition_score: 825\n", "model: Llama-2-7b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.5891593200548683, precision: 0.5774400488807829, recall: 0.6013641357670508\n", "newline_score: 0, repetition_score: 10\n", "model: Llama-2-7b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.16, best f1: 0.5890790899628447, precision: 0.5751207080742025, recall: 0.6037318749354346\n", "newline_score: 0, repetition_score: 21\n", "model: Llama-2-7b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.04, best f1: 0.5475234044608752, precision: 0.5030802834300208, recall: 0.6005798310364909\n", "newline_score: 0, repetition_score: 21\n", "model: Mistral-7B-Instruct-v0.2(RAG - generic prompt)\n", "best repetition penalty: 1.26, best f1: 0.6084000186279963, precision: 0.5761805157502249, recall: 0.6444363258028588\n", "newline_score: 0, repetition_score: 11\n", "model: Mistral-7B-Instruct-v0.2(RAG - chat template)\n", "best repetition penalty: 1.04, best f1: 0.6037837794825087, precision: 0.5627391143329425, recall: 0.6512868784523966\n", "newline_score: 0, repetition_score: 0\n", "model: Mistral-7B-Instruct-v0.2(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6475842699362445, precision: 0.5850661725289701, recall: 0.7250618043389196\n", "newline_score: 0, repetition_score: 0\n", "model: Meta-Llama-3-8B-Instruct(RAG - generic prompt)\n", "best repetition penalty: 1.26, best f1: 0.4399502574059871, precision: 0.40679226549340125, recall: 0.47899342905403053\n", "newline_score: 93, repetition_score: 9946\n", "model: Meta-Llama-3-8B-Instruct(RAG - chat template)\n", "best repetition penalty: 1.18, best f1: 0.5576042835443881, precision: 0.5334811235757976, recall: 0.5840123860816548\n", "newline_score: 0, repetition_score: 10\n", "model: Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG)\n", "best repetition penalty: 1.2, best f1: 0.6739853987389468, precision: 0.6216572220695022, recall: 0.7359327511580654\n", "newline_score: 0, repetition_score: 23\n", "model: Meta-Llama-3-8B-Instruct(Non-RAG)\n", "best repetition penalty: 1.06, best f1: 0.6669314526877396, precision: 0.6062274852300866, recall: 0.7411452746064683\n", "newline_score: 0, repetition_score: 22\n", "model: Llama-2-13b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.2, best f1: 0.5948682076320126, precision: 0.602949341397023, recall: 0.5870008266193856\n", "newline_score: 0, repetition_score: 0\n", "model: Llama-2-13b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.28, best f1: 0.5878438984550147, precision: 0.5823012539158372, recall: 0.5934930725127403\n", "newline_score: 0, repetition_score: 0\n", "model: Llama-2-13b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.1, best f1: 0.6191416035782236, precision: 0.5720250918694144, recall: 0.674716600286181\n", "newline_score: 0, repetition_score: 292\n", "model: Llama-2-70b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.16, best f1: 0.5548248854578308, precision: 0.5442959294893819, recall: 0.5657692246151431\n", "newline_score: 0, repetition_score: 0\n", "model: Llama-2-70b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.14, best f1: 0.5953563468866185, precision: 0.5661252345234093, recall: 0.6277704254799388\n", "newline_score: 0, repetition_score: 31\n", "model: Llama-2-70b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6518446698563154, precision: 0.6068249107665593, recall: 0.7040796661237669\n", "newline_score: 79, repetition_score: 116\n", "model: Meta-Llama-3-70B-Instruct(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.5168119033041033, precision: 0.5298044311867934, recall: 0.5044413604121616\n", "newline_score: 0, repetition_score: 0\n", "model: Meta-Llama-3-70B-Instruct(RAG - chat template)\n", "best repetition penalty: 1.06, best f1: 0.5368975114894159, precision: 0.5222265529478874, recall: 0.5524166018490125\n", "newline_score: 0, repetition_score: 0\n", "model: Meta-Llama-3-70B-Instruct(Non-RAG)\n", "best repetition penalty: 1.06, best f1: 0.7093997424872162, precision: 0.6684536955704474, recall: 0.7556894015869032\n", "newline_score: 0, repetition_score: 24\n", "max_value: 0.8463721297773317\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(Model gemma-1.1-2b-it(RAG - generic prompt) (RP=1.04) \\\n", " Metric \n", " Adjusted Precision with RP 0.418413 \n", " Adjusted Recall with RP 0.377178 \n", " Adjusted F1 with RP 0.396727 \n", " \n", " Model gemma-1.1-2b-it(RAG - chat template) (RP=1.3) \\\n", " Metric \n", " Adjusted Precision with RP 0.368693 \n", " Adjusted Recall with RP 0.354055 \n", " Adjusted F1 with RP 0.361226 \n", " \n", " Model gemma-1.1-2b-it(Non-RAG) (RP=1.2) \\\n", " Metric \n", " Adjusted Precision with RP 0.171809 \n", " Adjusted Recall with RP 0.154762 \n", " Adjusted F1 with RP 0.162840 \n", " \n", " Model Phi-3-mini-128k-instruct(RAG - generic prompt) (RP=1.16) \\\n", " Metric \n", " Adjusted Precision with RP 0.364123 \n", " Adjusted Recall with RP 0.386923 \n", " Adjusted F1 with RP 0.375177 \n", " \n", " Model Phi-3-mini-128k-instruct(RAG - chat template) (RP=1.08) \\\n", " Metric \n", " Adjusted Precision with RP 0.566599 \n", " Adjusted Recall with RP 0.583183 \n", " Adjusted F1 with RP 0.574772 \n", " \n", " Model Phi-3-mini-128k-instruct(Non-RAG) (RP=1.08) \\\n", " Metric \n", " Adjusted Precision with RP 0.545892 \n", " Adjusted Recall with RP 0.648260 \n", " Adjusted F1 with RP 0.592688 \n", " \n", " Model gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0) \\\n", " Metric \n", " Adjusted Precision with RP 0.199196 \n", " Adjusted Recall with RP 0.167631 \n", " Adjusted F1 with RP 0.182055 \n", " \n", " Model gemma-1.1-7b-it(RAG - chat template) (RP=1.04) \\\n", " Metric \n", " Adjusted Precision with RP 0.319301 \n", " Adjusted Recall with RP 0.285250 \n", " Adjusted F1 with RP 0.301317 \n", " \n", " Model gemma-1.1-7b-it(Non-RAG) (RP=1.16) \\\n", " Metric \n", " Adjusted Precision with RP 0.302292 \n", " Adjusted Recall with RP 0.255343 \n", " Adjusted F1 with RP 0.276841 \n", " \n", " Model Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.06) \\\n", " Metric \n", " Adjusted Precision with RP 0.577440 \n", " Adjusted Recall with RP 0.601364 \n", " Adjusted F1 with RP 0.589159 \n", " \n", " Model ... Meta-Llama-3-8B-Instruct(Non-RAG) (RP=1.06) \\\n", " Metric ... \n", " Adjusted Precision with RP ... 0.606227 \n", " Adjusted Recall with RP ... 0.741145 \n", " Adjusted F1 with RP ... 0.666931 \n", " \n", " Model Llama-2-13b-chat-hf(RAG - generic prompt) (RP=1.2) \\\n", " Metric \n", " Adjusted Precision with RP 0.602949 \n", " Adjusted Recall with RP 0.587001 \n", " Adjusted F1 with RP 0.594868 \n", " \n", " Model Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28) \\\n", " Metric \n", " Adjusted Precision with RP 0.582301 \n", " Adjusted Recall with RP 0.593493 \n", " Adjusted F1 with RP 0.587844 \n", " \n", " Model Llama-2-13b-chat-hf(Non-RAG) (RP=1.1) \\\n", " Metric \n", " Adjusted Precision with RP 0.572025 \n", " Adjusted Recall with RP 0.674717 \n", " Adjusted F1 with RP 0.619142 \n", " \n", " Model Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1.16) \\\n", " Metric \n", " Adjusted Precision with RP 0.544296 \n", " Adjusted Recall with RP 0.565769 \n", " Adjusted F1 with RP 0.554825 \n", " \n", " Model Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14) \\\n", " Metric \n", " Adjusted Precision with RP 0.566125 \n", " Adjusted Recall with RP 0.627770 \n", " Adjusted F1 with RP 0.595356 \n", " \n", " Model Llama-2-70b-chat-hf(Non-RAG) (RP=1.08) \\\n", " Metric \n", " Adjusted Precision with RP 0.606825 \n", " Adjusted Recall with RP 0.704080 \n", " Adjusted F1 with RP 0.651845 \n", " \n", " Model Meta-Llama-3-70B-Instruct(RAG - generic prompt) (RP=1.06) \\\n", " Metric \n", " Adjusted Precision with RP 0.529804 \n", " Adjusted Recall with RP 0.504441 \n", " Adjusted F1 with RP 0.516812 \n", " \n", " Model Meta-Llama-3-70B-Instruct(RAG - chat template) (RP=1.06) \\\n", " Metric \n", " Adjusted Precision with RP 0.522227 \n", " Adjusted Recall with RP 0.552417 \n", " Adjusted F1 with RP 0.536898 \n", " \n", " Model Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06) \n", " Metric \n", " Adjusted Precision with RP 0.668454 \n", " Adjusted Recall with RP 0.755689 \n", " Adjusted F1 with RP 0.709400 \n", " \n", " [3 rows x 28 columns],\n", " [0.0,\n", " 0.01488095238095238,\n", " 0.07837301587301587,\n", " 15.417658730158731,\n", " 0.021825396825396824,\n", " 0.07242063492063491,\n", " 35.458333333333336,\n", " 0.08630952380952381,\n", " 1.2073412698412698,\n", " 0.00992063492063492,\n", " 0.020833333333333332,\n", " 0.020833333333333332,\n", " 0.010912698412698412,\n", " 0.0,\n", " 0.0,\n", " 9.959325396825397,\n", " 0.00992063492063492,\n", " 0.022817460317460316,\n", " 0.021825396825396824,\n", " 0.0,\n", " 0.0,\n", " 0.2896825396825397,\n", " 0.0,\n", " 0.030753968253968252,\n", " 0.19345238095238093,\n", " 0.0,\n", " 0.0,\n", " 0.023809523809523808])" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_best_performance(\n", " result,\n", " title=\"Models with Best Adjusted F1 with Repetition Penalty\",\n", " adjusted_f1=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(RAG - generic prompt)\n", "best repetition penalty: 1.04, best f1: 0.3967269877574341, precision: 0.41841340702947843, recall: 0.377177814413411\n", "newline_score: 0, repetition_score: 0\n", "model: gemma-1.1-2b-it(RAG - chat template)\n", "best repetition penalty: 1.3, best f1: 0.3612257105640478, precision: 0.3686929922759919, recall: 0.3540548997982478\n", "newline_score: 15, repetition_score: 0\n", "model: gemma-1.1-2b-it(Non-RAG)\n", "best repetition penalty: 1.2, best f1: 0.1628403443000877, precision: 0.1718086044812935, recall: 0.1547619069491203\n", "newline_score: 0, repetition_score: 79\n", "model: Phi-3-mini-128k-instruct(RAG - generic prompt)\n", "best repetition penalty: 1.16, best f1: 0.3751767103992966, precision: 0.36412298061464615, recall: 0.38692257036444194\n", "newline_score: 2950, repetition_score: 12591\n", "model: Phi-3-mini-128k-instruct(RAG - chat template)\n", "best repetition penalty: 1.08, best f1: 0.5747717700771251, precision: 0.5665993913424152, recall: 0.5831833484661343\n", "newline_score: 0, repetition_score: 22\n", "model: Phi-3-mini-128k-instruct(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.5926880877706487, precision: 0.5458915887920618, recall: 0.6482601181513633\n", "newline_score: 5, repetition_score: 68\n", "model: gemma-1.1-7b-it(RAG - generic prompt)\n", "best repetition penalty: 1.0, best f1: 0.18205526070727782, precision: 0.19919567204155741, recall: 0.16763093534556245\n", "newline_score: 0, repetition_score: 35742\n", "model: gemma-1.1-7b-it(RAG - chat template)\n", "best repetition penalty: 1.04, best f1: 0.30131671967644325, precision: 0.31930107891689263, recall: 0.28525024446357916\n", "newline_score: 75, repetition_score: 12\n", "model: gemma-1.1-7b-it(Non-RAG)\n", "best repetition penalty: 1.16, best f1: 0.27684103116829767, precision: 0.30229177196508, recall: 0.25534302876756\n", "newline_score: 392, repetition_score: 825\n", "model: Llama-2-7b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.5891593200548683, precision: 0.5774400488807829, recall: 0.6013641357670508\n", "newline_score: 0, repetition_score: 10\n", "model: Llama-2-7b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.16, best f1: 0.5890790899628447, precision: 0.5751207080742025, recall: 0.6037318749354346\n", "newline_score: 0, repetition_score: 21\n", "model: Llama-2-7b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.04, best f1: 0.5475234044608752, precision: 0.5030802834300208, recall: 0.6005798310364909\n", "newline_score: 0, repetition_score: 21\n", "model: Mistral-7B-Instruct-v0.2(RAG - generic prompt)\n", "best repetition penalty: 1.26, best f1: 0.6084000186279963, precision: 0.5761805157502249, recall: 0.6444363258028588\n", "newline_score: 0, repetition_score: 11\n", "model: Mistral-7B-Instruct-v0.2(RAG - chat template)\n", "best repetition penalty: 1.04, best f1: 0.6037837794825087, precision: 0.5627391143329425, recall: 0.6512868784523966\n", "newline_score: 0, repetition_score: 0\n", "model: Mistral-7B-Instruct-v0.2(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6475842699362445, precision: 0.5850661725289701, recall: 0.7250618043389196\n", "newline_score: 0, repetition_score: 0\n", "model: Meta-Llama-3-8B-Instruct(RAG - generic prompt)\n", "best repetition penalty: 1.26, best f1: 0.4399502574059871, precision: 0.40679226549340125, recall: 0.47899342905403053\n", "newline_score: 93, repetition_score: 9946\n", "model: Meta-Llama-3-8B-Instruct(RAG - chat template)\n", "best repetition penalty: 1.18, best f1: 0.5576042835443881, precision: 0.5334811235757976, recall: 0.5840123860816548\n", "newline_score: 0, repetition_score: 10\n", "model: Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG)\n", "best repetition penalty: 1.2, best f1: 0.6739853987389468, precision: 0.6216572220695022, recall: 0.7359327511580654\n", "newline_score: 0, repetition_score: 23\n", "model: Meta-Llama-3-8B-Instruct(Non-RAG)\n", "best repetition penalty: 1.06, best f1: 0.6669314526877396, precision: 0.6062274852300866, recall: 0.7411452746064683\n", "newline_score: 0, repetition_score: 22\n", "model: Llama-2-13b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.2, best f1: 0.5948682076320126, precision: 0.602949341397023, recall: 0.5870008266193856\n", "newline_score: 0, repetition_score: 0\n", "model: Llama-2-13b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.28, best f1: 0.5878438984550147, precision: 0.5823012539158372, recall: 0.5934930725127403\n", "newline_score: 0, repetition_score: 0\n", "model: Llama-2-13b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.1, best f1: 0.6191416035782236, precision: 0.5720250918694144, recall: 0.674716600286181\n", "newline_score: 0, repetition_score: 292\n", "model: Llama-2-70b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.16, best f1: 0.5548248854578308, precision: 0.5442959294893819, recall: 0.5657692246151431\n", "newline_score: 0, repetition_score: 0\n", "model: Llama-2-70b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.14, best f1: 0.5953563468866185, precision: 0.5661252345234093, recall: 0.6277704254799388\n", "newline_score: 0, repetition_score: 31\n", "model: Llama-2-70b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6518446698563154, precision: 0.6068249107665593, recall: 0.7040796661237669\n", "newline_score: 79, repetition_score: 116\n", "model: Meta-Llama-3-70B-Instruct(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.5168119033041033, precision: 0.5298044311867934, recall: 0.5044413604121616\n", "newline_score: 0, repetition_score: 0\n", "model: Meta-Llama-3-70B-Instruct(RAG - chat template)\n", "best repetition penalty: 1.06, best f1: 0.5368975114894159, precision: 0.5222265529478874, recall: 0.5524166018490125\n", "newline_score: 0, repetition_score: 0\n", "model: Meta-Llama-3-70B-Instruct(Non-RAG)\n", "best repetition penalty: 1.06, best f1: 0.7093997424872162, precision: 0.6684536955704474, recall: 0.7556894015869032\n", "newline_score: 0, repetition_score: 24\n", "ref_result: {'gpt-3.5-turbo(RAG)': './data/results/gpt-3.5-turbo_rag.csv', 'gpt-3.5-turbo(Non-RAG)': './data/results/gpt-3.5-turbo_non_rag.csv'}\n", "max_value: 0.8463721297773317\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(Model gemma-1.1-2b-it(RAG - generic prompt) (RP=1.04) \\\n", " Metric \n", " Adjusted Precision with RP 0.418413 \n", " Adjusted Recall with RP 0.377178 \n", " Adjusted F1 with RP 0.396727 \n", " \n", " Model gemma-1.1-2b-it(RAG - chat template) (RP=1.3) \\\n", " Metric \n", " Adjusted Precision with RP 0.368693 \n", " Adjusted Recall with RP 0.354055 \n", " Adjusted F1 with RP 0.361226 \n", " \n", " Model gemma-1.1-2b-it(Non-RAG) (RP=1.2) \\\n", " Metric \n", " Adjusted Precision with RP 0.171809 \n", " Adjusted Recall with RP 0.154762 \n", " Adjusted F1 with RP 0.162840 \n", " \n", " Model Phi-3-mini-128k-instruct(RAG - generic prompt) (RP=1.16) \\\n", " Metric \n", " Adjusted Precision with RP 0.364123 \n", " Adjusted Recall with RP 0.386923 \n", " Adjusted F1 with RP 0.375177 \n", " \n", " Model Phi-3-mini-128k-instruct(RAG - chat template) (RP=1.08) \\\n", " Metric \n", " Adjusted Precision with RP 0.566599 \n", " Adjusted Recall with RP 0.583183 \n", " Adjusted F1 with RP 0.574772 \n", " \n", " Model Phi-3-mini-128k-instruct(Non-RAG) (RP=1.08) \\\n", " Metric \n", " Adjusted Precision with RP 0.545892 \n", " Adjusted Recall with RP 0.648260 \n", " Adjusted F1 with RP 0.592688 \n", " \n", " Model gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0) \\\n", " Metric \n", " Adjusted Precision with RP 0.199196 \n", " Adjusted Recall with RP 0.167631 \n", " Adjusted F1 with RP 0.182055 \n", " \n", " Model gemma-1.1-7b-it(RAG - chat template) (RP=1.04) \\\n", " Metric \n", " Adjusted Precision with RP 0.319301 \n", " Adjusted Recall with RP 0.285250 \n", " Adjusted F1 with RP 0.301317 \n", " \n", " Model gemma-1.1-7b-it(Non-RAG) (RP=1.16) \\\n", " Metric \n", " Adjusted Precision with RP 0.302292 \n", " Adjusted Recall with RP 0.255343 \n", " Adjusted F1 with RP 0.276841 \n", " \n", " Model Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.06) \\\n", " Metric \n", " Adjusted Precision with RP 0.577440 \n", " Adjusted Recall with RP 0.601364 \n", " Adjusted F1 with RP 0.589159 \n", " \n", " Model ... \\\n", " Metric ... \n", " Adjusted Precision with RP ... \n", " Adjusted Recall with RP ... \n", " Adjusted F1 with RP ... \n", " \n", " Model Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28) \\\n", " Metric \n", " Adjusted Precision with RP 0.582301 \n", " Adjusted Recall with RP 0.593493 \n", " Adjusted F1 with RP 0.587844 \n", " \n", " Model Llama-2-13b-chat-hf(Non-RAG) (RP=1.1) \\\n", " Metric \n", " Adjusted Precision with RP 0.572025 \n", " Adjusted Recall with RP 0.674717 \n", " Adjusted F1 with RP 0.619142 \n", " \n", " Model Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1.16) \\\n", " Metric \n", " Adjusted Precision with RP 0.544296 \n", " Adjusted Recall with RP 0.565769 \n", " Adjusted F1 with RP 0.554825 \n", " \n", " Model Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14) \\\n", " Metric \n", " Adjusted Precision with RP 0.566125 \n", " Adjusted Recall with RP 0.627770 \n", " Adjusted F1 with RP 0.595356 \n", " \n", " Model Llama-2-70b-chat-hf(Non-RAG) (RP=1.08) \\\n", " Metric \n", " Adjusted Precision with RP 0.606825 \n", " Adjusted Recall with RP 0.704080 \n", " Adjusted F1 with RP 0.651845 \n", " \n", " Model Meta-Llama-3-70B-Instruct(RAG - generic prompt) (RP=1.06) \\\n", " Metric \n", " Adjusted Precision with RP 0.529804 \n", " Adjusted Recall with RP 0.504441 \n", " Adjusted F1 with RP 0.516812 \n", " \n", " Model Meta-Llama-3-70B-Instruct(RAG - chat template) (RP=1.06) \\\n", " Metric \n", " Adjusted Precision with RP 0.522227 \n", " Adjusted Recall with RP 0.552417 \n", " Adjusted F1 with RP 0.536898 \n", " \n", " Model Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06) \\\n", " Metric \n", " Adjusted Precision with RP 0.668454 \n", " Adjusted Recall with RP 0.755689 \n", " Adjusted F1 with RP 0.709400 \n", " \n", " Model gpt-3.5-turbo(RAG) gpt-3.5-turbo(Non-RAG) \n", " Metric \n", " Adjusted Precision with RP 0.646071 0.717646 \n", " Adjusted Recall with RP 0.671012 0.710638 \n", " Adjusted F1 with RP 0.658305 0.714125 \n", " \n", " [3 rows x 30 columns],\n", " [0.0,\n", " 0.01488095238095238,\n", " 0.07837301587301587,\n", " 15.417658730158731,\n", " 0.021825396825396824,\n", " 0.07242063492063491,\n", " 35.458333333333336,\n", " 0.08630952380952381,\n", " 1.2073412698412698,\n", " 0.00992063492063492,\n", " 0.020833333333333332,\n", " 0.020833333333333332,\n", " 0.010912698412698412,\n", " 0.0,\n", " 0.0,\n", " 9.959325396825397,\n", " 0.00992063492063492,\n", " 0.022817460317460316,\n", " 0.021825396825396824,\n", " 0.0,\n", " 0.0,\n", " 0.2896825396825397,\n", " 0.0,\n", " 0.030753968253968252,\n", " 0.19345238095238093,\n", " 0.0,\n", " 0.0,\n", " 0.023809523809523808,\n", " 0,\n", " 0])" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_best_performance(\n", " result,\n", " title=\"Models with Best Adjusted F1 with Repetition Penalty\",\n", " adjusted_f1=True,\n", " ref_result=ref_result,\n", ")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "metadata": {} }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as mtick\n", "\n", "\n", "def plot_repetition_scores_for_best_performance(\n", " result,\n", " models=None,\n", " title=\"Models with Best F1 Score\",\n", " adjusted_f1=False,\n", "):\n", " # Initialize lists to store the statistics\n", " model_names = []\n", " best_precision = []\n", " best_recall = []\n", " best_f1 = []\n", " best_repetition_penalty = []\n", " newline_scores = []\n", " repetition_scores = []\n", "\n", " if models is None:\n", " models = result.keys()\n", " for model in models:\n", " print(f\"model: {model}\")\n", " df = result[model][\"df_overall\"]\n", "\n", " # Calculate the statistics\n", " precision = [\n", " df[\"precision\"].mean() for df in result[model][\"df_list_repetition_penalty\"]\n", " ]\n", " recall = [\n", " df[\"recall\"].mean() for df in result[model][\"df_list_repetition_penalty\"]\n", " ]\n", "\n", " if adjusted_f1:\n", " precision, recall = adjust_perf_scores_with_repetition_penalty(\n", " result[model], precision, recall\n", " )\n", "\n", " # f1 = [df[\"f1\"].mean() for df in result[model][\"df_list_repetition_penalty\"]]\n", " f1 = [2 * (p * r) / (p + r) for p, r in zip(precision, recall)]\n", "\n", " best_f1.append(max(f1))\n", " best_f1_index = f1.index(best_f1[-1])\n", " best_repetition_penalty.append(df[\"repetition_penalty\"][best_f1_index])\n", "\n", " best_precision.append(precision[best_f1_index])\n", " best_recall.append(recall[best_f1_index])\n", "\n", " print(\n", " f\"best repetition penalty: {best_repetition_penalty[-1]}, best f1: {best_f1[-1]}, precision: {best_precision[-1]}, recall: {best_recall[-1]}\"\n", " )\n", "\n", " df = result[model][\"df_list_repetition_penalty\"][best_f1_index]\n", "\n", " model_names.append(\n", " f\"{model} (RP={best_repetition_penalty[-1]})\"\n", " ) # Add the model name to the list\n", "\n", " # print mean for columns: newline_score, repetition_score\n", " print(\n", " f\"newline_score: {df['newline_score'].mean()}, repetition_score: {df['repetition_score'].mean()}\"\n", " )\n", " newline_scores.append(df[\"newline_score\"].mean())\n", " repetition_scores.append(df[\"repetition_score\"].mean())\n", "\n", " # Create a DataFrame with the statistics\n", " data = pd.DataFrame(\n", " {\n", " \"Model\": model_names,\n", " \"Newline Score\": newline_scores,\n", " \"Repetition Score\": repetition_scores,\n", " }\n", " )\n", "\n", " # Melt the DataFrame to a long format\n", " data_melted = data.melt(id_vars=\"Model\", var_name=\"Metric\", value_name=\"Score\")\n", "\n", " # Pivot the DataFrame to a wide format\n", " data_pivoted = data_melted.pivot(index=\"Metric\", columns=\"Model\", values=\"Score\")\n", "\n", " # make sure the columns are following the order of the models\n", " data_pivoted = data_pivoted[model_names]\n", "\n", " # make sure three groups in the order of precision, recall, f1\n", " # data_pivoted = data_pivoted.reindex([\"Precision\", \"Recall\", \"F1\"])\n", "\n", " # Plot the statistics\n", " plt.figure(figsize=(10, 6))\n", " ax = data_pivoted.plot(kind=\"bar\", ax=plt.gca(), width=0.9)\n", " plt.title(title)\n", " plt.legend(bbox_to_anchor=(1.0, 0.5), loc=\"center left\")\n", "\n", " # Set the rotation of the x-axis labels to 0 degrees\n", " plt.xticks(rotation=0)\n", "\n", " # Format the y-axis to display as percentage\n", " # ax.yaxis.set_major_formatter(mtick.PercentFormatter(1.0))\n", "\n", " # Set the y-axis limit up to 70%\n", " # ax.set_ylim(0, 0.7)\n", "\n", " # Add the values above each bar\n", " for p in ax.patches:\n", " ax.annotate(\n", " f\"{p.get_height():.3f}\",\n", " (p.get_x() + p.get_width() / 2.0, p.get_height()),\n", " ha=\"center\",\n", " va=\"center\",\n", " xytext=(0, 10),\n", " textcoords=\"offset points\",\n", " )\n", "\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(RAG - generic prompt)\n", "best repetition penalty: 1.04, best f1: 0.3967269877574341, precision: 0.41841340702947843, recall: 0.377177814413411\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: gemma-1.1-2b-it(RAG - chat template)\n", "best repetition penalty: 1.3, best f1: 0.3614589869383618, precision: 0.3689310909549005, recall: 0.3542835453262864\n", "newline_score: 0.01488095238095238, repetition_score: 0.0\n", "model: gemma-1.1-2b-it(Non-RAG)\n", "best repetition penalty: 1.02, best f1: 0.18288530203419476, precision: 0.19182717910396482, recall: 0.17473993381947142\n", "newline_score: 0.0, repetition_score: 51.669642857142854\n", "model: Phi-3-mini-128k-instruct(RAG - generic prompt)\n", "best repetition penalty: 1.12, best f1: 0.5615412317702367, precision: 0.5485160064319471, recall: 0.5752001057206155\n", "newline_score: 3.3432539682539684, repetition_score: 31.592261904761905\n", "model: Phi-3-mini-128k-instruct(RAG - chat template)\n", "best repetition penalty: 1.1, best f1: 0.5758986278564371, precision: 0.5674968203417082, recall: 0.5845529519127022\n", "newline_score: 0.030753968253968252, repetition_score: 1.2033730158730158\n", "model: Phi-3-mini-128k-instruct(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.594545485749494, precision: 0.5476023333719043, recall: 0.6502916707640525\n", "newline_score: 0.00496031746031746, repetition_score: 0.06746031746031746\n", "model: gemma-1.1-7b-it(RAG - generic prompt)\n", "best repetition penalty: 1.0, best f1: 0.3017772595104597, precision: 0.3301894368858655, recall: 0.277867302934447\n", "newline_score: 0.0, repetition_score: 35.458333333333336\n", "model: gemma-1.1-7b-it(RAG - chat template)\n", "best repetition penalty: 1.04, best f1: 0.30244132149229064, precision: 0.3204928036029226, recall: 0.2863148815113976\n", "newline_score: 0.0744047619047619, repetition_score: 0.011904761904761904\n", "model: gemma-1.1-7b-it(Non-RAG)\n", "best repetition penalty: 1.02, best f1: 0.3151541311730911, precision: 0.33317414204596413, recall: 0.2989833583308609\n", "newline_score: 0.0, repetition_score: 633.6121031746031\n", "model: Llama-2-7b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.0, best f1: 0.6010883087248649, precision: 0.5890190506026971, recall: 0.6136625223683553\n", "newline_score: 0.01488095238095238, repetition_score: 78.46825396825396\n", "model: Llama-2-7b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.16, best f1: 0.5896115226174037, precision: 0.575640524598858, recall: 0.6042775513484845\n", "newline_score: 0.0, repetition_score: 0.020833333333333332\n", "model: Llama-2-7b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.0, best f1: 0.5547036854903347, precision: 0.5127992203097245, recall: 0.6040662256779236\n", "newline_score: 0.0, repetition_score: 9.08531746031746\n", "model: Mistral-7B-Instruct-v0.2(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.6116772463611518, precision: 0.5837084606152265, recall: 0.6424612098295795\n", "newline_score: 0.0, repetition_score: 14.744047619047619\n", "model: Mistral-7B-Instruct-v0.2(RAG - chat template)\n", "best repetition penalty: 1.04, best f1: 0.6037837794825087, precision: 0.5627391143329425, recall: 0.6512868784523966\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: Mistral-7B-Instruct-v0.2(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6475842699362445, precision: 0.5850661725289701, recall: 0.7250618043389196\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: Meta-Llama-3-8B-Instruct(RAG - generic prompt)\n", "best repetition penalty: 1.18, best f1: 0.5940747972668269, precision: 0.5511092972167533, recall: 0.6443060917823494\n", "newline_score: 0.0, repetition_score: 178.99305555555554\n", "model: Meta-Llama-3-8B-Instruct(RAG - chat template)\n", "best repetition penalty: 1.18, best f1: 0.5578444069784689, precision: 0.5337108587539352, recall: 0.5842638817459282\n", "newline_score: 0.0, repetition_score: 0.00992063492063492\n", "model: Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG)\n", "best repetition penalty: 1.2, best f1: 0.6746525235592435, precision: 0.622272551367934, recall: 0.7366611927612299\n", "newline_score: 0.0, repetition_score: 0.022817460317460316\n", "model: Meta-Llama-3-8B-Instruct(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6679858550386721, precision: 0.6087962603579347, recall: 0.7399242329393265\n", "newline_score: 0.0, repetition_score: 0.07341269841269842\n", "model: Llama-2-13b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.04, best f1: 0.5964804662179423, precision: 0.5944392947004409, recall: 0.5985357038879207\n", "newline_score: 10.375992063492063, repetition_score: 51.6468253968254\n", "model: Llama-2-13b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.28, best f1: 0.5878438984550147, precision: 0.5823012539158372, recall: 0.5934930725127403\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: Llama-2-13b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.1, best f1: 0.6268201828788532, precision: 0.5791193333232022, recall: 0.6830844193615052\n", "newline_score: 0.0, repetition_score: 0.2896825396825397\n", "model: Llama-2-70b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.5877438073019133, precision: 0.5734013175977462, recall: 0.6028222017110979\n", "newline_score: 0.0, repetition_score: 21.56547619047619\n", "model: Llama-2-70b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.14, best f1: 0.5961503011792135, precision: 0.5668802068394799, recall: 0.6286076064836865\n", "newline_score: 0.0, repetition_score: 0.030753968253968252\n", "model: Llama-2-70b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6572688638898007, precision: 0.6118744819490248, recall: 0.7099385231501328\n", "newline_score: 0.07837301587301587, repetition_score: 0.11507936507936507\n", "model: Meta-Llama-3-70B-Instruct(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.5168119033041033, precision: 0.5298044311867934, recall: 0.5044413604121616\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: Meta-Llama-3-70B-Instruct(RAG - chat template)\n", "best repetition penalty: 1.06, best f1: 0.5368975114894159, precision: 0.5222265529478874, recall: 0.5524166018490125\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: Meta-Llama-3-70B-Instruct(Non-RAG)\n", "best repetition penalty: 1.06, best f1: 0.7101324143988078, precision: 0.6691440781821285, recall: 0.7564698817101256\n", "newline_score: 0.0, repetition_score: 0.023809523809523808\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_repetition_scores_for_best_performance(result)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(RAG - generic prompt)\n", "best repetition penalty: 1.04, best f1: 0.3967269877574341, precision: 0.41841340702947843, recall: 0.377177814413411\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: gemma-1.1-2b-it(RAG - chat template)\n", "best repetition penalty: 1.3, best f1: 0.3612257105640478, precision: 0.3686929922759919, recall: 0.3540548997982478\n", "newline_score: 0.01488095238095238, repetition_score: 0.0\n", "model: gemma-1.1-2b-it(Non-RAG)\n", "best repetition penalty: 1.2, best f1: 0.1628403443000877, precision: 0.1718086044812935, recall: 0.1547619069491203\n", "newline_score: 0.0, repetition_score: 0.07837301587301587\n", "model: Phi-3-mini-128k-instruct(RAG - generic prompt)\n", "best repetition penalty: 1.16, best f1: 0.3751767103992966, precision: 0.36412298061464615, recall: 0.38692257036444194\n", "newline_score: 2.9265873015873014, repetition_score: 12.491071428571429\n", "model: Phi-3-mini-128k-instruct(RAG - chat template)\n", "best repetition penalty: 1.08, best f1: 0.5747717700771251, precision: 0.5665993913424152, recall: 0.5831833484661343\n", "newline_score: 0.0, repetition_score: 0.021825396825396824\n", "model: Phi-3-mini-128k-instruct(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.5926880877706487, precision: 0.5458915887920618, recall: 0.6482601181513633\n", "newline_score: 0.00496031746031746, repetition_score: 0.06746031746031746\n", "model: gemma-1.1-7b-it(RAG - generic prompt)\n", "best repetition penalty: 1.0, best f1: 0.18205526070727782, precision: 0.19919567204155741, recall: 0.16763093534556245\n", "newline_score: 0.0, repetition_score: 35.458333333333336\n", "model: gemma-1.1-7b-it(RAG - chat template)\n", "best repetition penalty: 1.04, best f1: 0.30131671967644325, precision: 0.31930107891689263, recall: 0.28525024446357916\n", "newline_score: 0.0744047619047619, repetition_score: 0.011904761904761904\n", "model: gemma-1.1-7b-it(Non-RAG)\n", "best repetition penalty: 1.16, best f1: 0.27684103116829767, precision: 0.30229177196508, recall: 0.25534302876756\n", "newline_score: 0.3888888888888889, repetition_score: 0.8184523809523809\n", "model: Llama-2-7b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.5891593200548683, precision: 0.5774400488807829, recall: 0.6013641357670508\n", "newline_score: 0.0, repetition_score: 0.00992063492063492\n", "model: Llama-2-7b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.16, best f1: 0.5890790899628447, precision: 0.5751207080742025, recall: 0.6037318749354346\n", "newline_score: 0.0, repetition_score: 0.020833333333333332\n", "model: Llama-2-7b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.04, best f1: 0.5475234044608752, precision: 0.5030802834300208, recall: 0.6005798310364909\n", "newline_score: 0.0, repetition_score: 0.020833333333333332\n", "model: Mistral-7B-Instruct-v0.2(RAG - generic prompt)\n", "best repetition penalty: 1.26, best f1: 0.6084000186279963, precision: 0.5761805157502249, recall: 0.6444363258028588\n", "newline_score: 0.0, repetition_score: 0.010912698412698412\n", "model: Mistral-7B-Instruct-v0.2(RAG - chat template)\n", "best repetition penalty: 1.04, best f1: 0.6037837794825087, precision: 0.5627391143329425, recall: 0.6512868784523966\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: Mistral-7B-Instruct-v0.2(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6475842699362445, precision: 0.5850661725289701, recall: 0.7250618043389196\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: Meta-Llama-3-8B-Instruct(RAG - generic prompt)\n", "best repetition penalty: 1.26, best f1: 0.4399502574059871, precision: 0.40679226549340125, recall: 0.47899342905403053\n", "newline_score: 0.09226190476190477, repetition_score: 9.867063492063492\n", "model: Meta-Llama-3-8B-Instruct(RAG - chat template)\n", "best repetition penalty: 1.18, best f1: 0.5576042835443881, precision: 0.5334811235757976, recall: 0.5840123860816548\n", "newline_score: 0.0, repetition_score: 0.00992063492063492\n", "model: Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG)\n", "best repetition penalty: 1.2, best f1: 0.6739853987389468, precision: 0.6216572220695022, recall: 0.7359327511580654\n", "newline_score: 0.0, repetition_score: 0.022817460317460316\n", "model: Meta-Llama-3-8B-Instruct(Non-RAG)\n", "best repetition penalty: 1.06, best f1: 0.6669314526877396, precision: 0.6062274852300866, recall: 0.7411452746064683\n", "newline_score: 0.0, repetition_score: 0.021825396825396824\n", "model: Llama-2-13b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.2, best f1: 0.5948682076320126, precision: 0.602949341397023, recall: 0.5870008266193856\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: Llama-2-13b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.28, best f1: 0.5878438984550147, precision: 0.5823012539158372, recall: 0.5934930725127403\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: Llama-2-13b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.1, best f1: 0.6191416035782236, precision: 0.5720250918694144, recall: 0.674716600286181\n", "newline_score: 0.0, repetition_score: 0.2896825396825397\n", "model: Llama-2-70b-chat-hf(RAG - generic prompt)\n", "best repetition penalty: 1.16, best f1: 0.5548248854578308, precision: 0.5442959294893819, recall: 0.5657692246151431\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: Llama-2-70b-chat-hf(RAG - chat template)\n", "best repetition penalty: 1.14, best f1: 0.5953563468866185, precision: 0.5661252345234093, recall: 0.6277704254799388\n", "newline_score: 0.0, repetition_score: 0.030753968253968252\n", "model: Llama-2-70b-chat-hf(Non-RAG)\n", "best repetition penalty: 1.08, best f1: 0.6518446698563154, precision: 0.6068249107665593, recall: 0.7040796661237669\n", "newline_score: 0.07837301587301587, repetition_score: 0.11507936507936507\n", "model: Meta-Llama-3-70B-Instruct(RAG - generic prompt)\n", "best repetition penalty: 1.06, best f1: 0.5168119033041033, precision: 0.5298044311867934, recall: 0.5044413604121616\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: Meta-Llama-3-70B-Instruct(RAG - chat template)\n", "best repetition penalty: 1.06, best f1: 0.5368975114894159, precision: 0.5222265529478874, recall: 0.5524166018490125\n", "newline_score: 0.0, repetition_score: 0.0\n", "model: Meta-Llama-3-70B-Instruct(Non-RAG)\n", "best repetition penalty: 1.06, best f1: 0.7093997424872162, precision: 0.6684536955704474, recall: 0.7556894015869032\n", "newline_score: 0.0, repetition_score: 0.023809523809523808\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_repetition_scores_for_best_performance(\n", " result,\n", " title=\"Models with Best Adjusted F1 with Repetition Penalty\",\n", " adjusted_f1=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(RAG - generic prompt)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(RAG - chat template)\n" ] }, { "data": { "image/png": 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YhkG5cuVSbcvFxcVuu2jRoikSFV9fX4oVK5aiDLBLuJLd+gear68v7u7uKYZd+/r6cuHCBbuyRYsW8dZbb7F//367YY+lSpWy/fvcuXN2E3V5e3una3K19Lp69SpXr161bTs5OaX6B/Ty5csZPnw4vXv35rnnnku1rVtfF5PJRNmyZW3DvtN6rrQwDOO2+0aOHEloaChXr15lzZo1tiT7Vsn3U1+4cMH22tWoUYP4+HhWrFhhG7KcJ0+eFK8tWCe/Sl5jOy1D0u/ltT58+DBmszlNidKt71GwJng3v58tFguzZs3i//7v/zhy5IhdHPnz57/rOe6VIz6rt56rTJkymM1mu3vQb3W/1+XgwYMA9OzZ87Z1oqOj7RLC5PduWuZzcHd3tw2HdnNzo1SpUhQtWtTu/Pv27bvt5+js2bN22zf/7rmbv//+m3LlyqX47FSsWNG2P61tZ/Tv0dudJ/m6J79fkpPwKlWq3DbWc+fOcfnyZebPn8/8+fNTrXPrdRURyUqUfIvIA2GxWDCZTHz99dc4OTml2H9rIpNanTuVp5bQpVY3Lcd/+OGH9OrVi7Zt2zJ06FAKFSqEk5MTkyZNspv4q1atWnZ/xI4aNeqe1uO+X9OmTWPMmDG27RIlSqRIVr777jt69OjBY489dtsZxh/UudIif/78qSZfyapWrWqbjK1t27Zcu3aNPn36UL9+fVsyd/DgQdtETKkliEuXLrUl3xUqVCAqKooTJ04QGBhoq/PQQw/x0EMPAdYk6W4y6rVOy/tx4sSJjBgxgqeffppx48aRL18+zGYzAwcOvOPa5unliM/qrdKS3N7vdUmuM3Xq1NsuQXbrc7106RKenp54eHjctX0nJ6c7TixosVioWrUq06dPT3X/rV9epOWc6XWntjP69+i9tHk3ya/pE088cdsvVapVq5bm9kREMpuSbxG5rUKFCuHu7s6hQ4dS7Lu1rEyZMhiGQalSpWxJT1a1cuVKSpcuzerVq+2SgFvX0V26dKndhGSlS5fOtBjBOlS8fv36tu1b/4DesWMH7dq1o2bNmnzyySc4O9/+V3pyL2AywzA4dOiQ7Q/Vu53rZndKnCpUqMCqVatuu/9WkydPZs2aNUyYMMH25cHSpUtxcXFhyZIlKf5g//7775k9ezb//PMPxYsXp2XLlnz88ccsXbo0xVJl9+JeXusyZcpgsVj4448/0r2u9M1WrlzJo48+yoIFC+zKL1++bNf7eK+z69+uviM+qwcPHrTrDT106BAWi+WOs/7f73UpU6YMAD4+Pmmeff/IkSO23uP7VaZMGX799VcaNWp0XysjpKZEiRLs2bMHi8Vi1/u9f/9+2/6Mltbfo2mV/Jn7/fffb1unYMGC5MmTh6SkpAe6nKKISGbRPd8iclvJPTuffvqpbXZhsP7h/PXXX9vVbd++PU5OTowZMyZFT4ZhGKkODXaU5ITu5jh37NjB9u3b7erVq1ePxo0b2x7pSb6jo6PZv38/0dHR93xs6dKl7c5/81Ja+/bt47HHHqNkyZKsXbv2rr1mixcvtpuFeuXKlZw6dcp27/6dznUrLy8vgBSzYgOEhIRw6dKlVO/7TU2ZMmXo0KEDH3zwgW229qVLlxIaGkrnzp3p2LGj3SN5+ayPPvoIsM6iXalSJcaNG8ePP/6Y6jnS0rN2L69127ZtMZvNjB07NkUP7L304iVzcnJKcdyKFSs4ceKEXdmdrntqblffEZ/Vd955x2777bffBrjjEnD3e12CgoIoU6YM06ZNs7ulItm5c+dSlP3888+pLuOXHp06deLEiRO8++67KfZdv36d2NjYdLfdokULTp8+zfLly21liYmJvP3223h7e9OgQYN0t51Waf09mlYFCxYkLCyM999/n3/++cduX/I5nJyc6NChA6tWrUo1SU/tNRURyUrU8y0idzR69Gi+/fZb6tWrx3PPPUdSUhL/+9//qFKlit1yMmXKlGH8+PEMGzaMo0eP0rZtW/LkycORI0dYs2YNffv2ZciQIY57Ijdp2bIlq1evpl27djz22GMcOXKEuXPnUqlSpVT/SE/NF198YVtvOCEhgT179jB+/HgAWrdubetRXrNmDU899RQLFy6kV69etuOXLFnC33//bZvYacuWLbbjn3zyyTv2XF25coVmzZpx6dIlhg4dypdffmm3v0yZMoSEhNiV5cuXj/r16/PUU09x5swZZs6cSdmyZenTp0+anu+t7fv5+TF37lzy5MmDl5cXwcHBlCpVisceewxnZ2fWr19/16Wkkg0dOpRPPvmEmTNn0q5dOw4dOsSAAQNSrRsYGMgjjzzC0qVLefXVV3FxcWHNmjU0a9aM+vXr0759e0JDQ/Hy8uLEiRN8/vnn/PPPPzz22GP3/Dxvp2zZsrzxxhuMGzeO0NBQ2rdvj5ubGzt37qRIkSJMmjTpntpr2bIlY8eO5amnnqJu3br89ttvLF26NMUXAHe67qkJCgoCrJPPdenSBRcXF1q1auWQz+qRI0do3bo1ERERbN++nQ8//JBu3bpRvXr12x7zIK7Le++9R/PmzalcuTJPPfUUgYGBnDhxgk2bNuHj42O3hNXu3bu5ePEibdq0eSDP+cknn+STTz6hX79+bNq0iXr16pGUlMT+/fv55JNPWLduHTVr1kxX23379mXevHn06tWL3bt3U7JkSVauXMm2bduYOXOm3eSKGeVB/B691ezZs6lfvz6PPPIIffv2pVSpUhw9epQvv/zS9v/N5MmT2bRpE8HBwfTp04dKlSpx8eJFfv75Z9avX8/Fixcf4LMUEXnAMmdSdRHJzjZs2GDUqFHDcHV1NcqUKWO89957xuDBgw13d/cUdVetWmXUr1/f8PLyMry8vIwKFSoY/fv3Nw4cOGCr06BBA6Ny5copjk1tSR3DsC7D079/f9t28hI5586ds6uXvPzPrW49n8ViMSZOnGiUKFHCcHNzM2rUqGGsXbvW6Nmzp1GiRIk0XZOePXsaQKqPm5c8WrhwYarLICUv4ZTaY9OmTXc8d/LSPbd73LwcUPISXx999JExbNgwo1ChQoaHh4fx2GOPpVjO53ZuXWrMMKzLBFWqVMm25NzNz69169ZGo0aN7Oonx7FixYpUzxEeHm74+PgYvXr1MgDj8OHDt41n9OjRKZapunz5sjF27FijRo0ahre3t+Hq6moUK1bM6Nixo91SRg/S+++/b9SoUcNwc3Mz8ubNazRo0MD47rvvbPtv936+9XreuHHDGDx4sBEQEGB4eHgY9erVM7Zv337P1z0148aNMwIDAw2z2Zxi2bHM/Kz+8ccfRseOHY08efIYefPmNQYMGGBcv349RZu3LjX2IK7LL7/8YrRv397Inz+/4ebmZpQoUcLo1KmTsWHDBrs2Xn31VaN48eJ2y1rdzu1+19wqPj7eePPNN43KlSvb3idBQUHGmDFj7Ja/u/W63XpdUrvWZ86cMZ566imjQIEChqurq1G1atUU74fk3xVTp05NcXxm/R69Uwyksszi77//brRr187w8/Mz3N3djfLlyxsjRoxI8dz79+9vFCtWzHBxcTH8/f2NRo0aGfPnz09xDhGRrMRkGOkYIyciuV7btm3Zu3dvinuJRbZu3Up4eDj79++/7YzakjuMHj2aMWPGcO7cuRSzZ2clcXFxlCxZktdee42XXnrJ0eGIiEgOpXu+ReSubp6ICqyTJ3311VeEh4c7JiDJ0kJDQ2natClTpkxxdCgiabJw4UJcXFzo16+fo0MREZEcTD3fInJXAQEB9OrVi9KlS/P3338zZ84c4uLi+OWXX9SzKSK3lV16vkVERDKDJlwTkbuKiIjgo48+4vTp07i5uRESEsLEiROVeIuIiIiIpJF6vkVEREREREQymO75FhEREREREclgSr5FREREREREMpju+c5EFouFkydPkidPHkwmk6PDERERERERBzEMgytXrlCkSBHMZvWJ5gZKvjPRyZMnKVasmKPDEBERERGRLOLYsWMULVrU0WFIJlDynYny5MkDWD9gPj4+Do5GRERERCTr2Tp3kqNDSLfQfsPSXDcmJoZixYrZcgTJ+ZR8Z6LkoeY+Pj5KvkVEREREUuHl4eboENItPX/j63bU3EM3F4iIiIiIiIhkMCXfIiIiIiIiIhlMybeIiIiIiIhIBlPyLSIiIiIiIpLBlHyLiIiIiIiIZDAl3yIiIiIiIiIZTMm3iIiIiIiISAZT8i0iIiIiIiKSwZR8i4iIiIiIiGQwJd8iIiIiIiIiGUzJt4iIiIiIiEgGU/ItIiIiIiIiksGUfIuIiIiISK6w+JswGr44isXfhDk6FMmFnB0dgIiIiIiISEZb/E0YC79qCGD72SNiiyNDklxGPd8iIiIiIpKj3Zx4J1v4VUP1gEumUvItIiIiIiI5VmqJdzIl4JKZNOxcRERERERypJsTb7MpidAKWwnwO8WpywFs3R+KxXDSEHTJNEq+RUREREQkx7k58W5XczWzerxEsfzHbfuPXSjKS4tnsWZXeyXgkik07FxERERERHKcD756FLAm3isHdiQw33G7/YF5T7ByYEfa1VxtV18koyj5FhERERGRHKdXi02YTUnM6vESYGA22e83mw0wYOaTAzGbkujVYpND4pTcQ8PORUREREQkR0mymIhPdCa0wla7oea3MpsNihc4xsSeswh+JCYTI5TcSD3fIiIiIiKSY0THevDa3O4s/TaMAL9TaTqmVZ1tGRyViHq+RUREREQkhzh4zJ+RCzpz+mJe3F3jGNL23TQdF2/Jk8GRiSj5FhERERGRHOC7ndWY9nEr4hNcKB94lHVvtKGE7x4ADANMppTHGAbEWXy4nFg8k6OV3EjJt4iIiIiIZFuJSWb+b00z1mwJBqBL2Fe8+3QPvF0uYDGcOHmjBoHuu1Ik4IZh/XnoWgS6G1cyg5JvERERERHJli7GeDP6/cf57a8SAMzuO4bnwibgbErgRpIPe6905kpSES4nlqas5ze4O/03qVqcxYdD1yI4H1/RUeFLLqPkW0REREREsp29R4oyakFnLsTkwcfzKl+P6Ebd4l8AcCm+FH9c7UCC4QXA+fiKnI8vj5/zP7iarxBvyfPvUHP1eEvmUfItIiIiIiLZhmHA59/X5H+rm5OY5MTDZfbx1SttCfD+E4B/rtflyLVGGCkSazOXE0tmerwiyZR8i4iIiIhIthAX78zMFY/xzY4aAPRp9gmzuj2Lh/NlkgwX9l9tw7n4yg6OUiR1Sr5FRERERCTLO33Rl1ELOvPnsSKYTRbef3EoT9SahZMpiWtJ+fj9SmeuJRVydJgit6XkW0REREREsrTdB0oz9oOOxMR6kt/nMutHtedh/00AnI8vz76rbUky3B0cpcidKfkWEREREZEsyTDg4w31eO+LRlgMM/Ur7WbNoA4U8Pgbw4Cj1x/l7+uhQCqLeItkMQ6d3m/OnDlUq1YNHx8ffHx8CAkJ4euvv7ars337dho2bIiXlxc+Pj6EhYVx/fr1O7b7zjvvULJkSdzd3QkODuann36y23/jxg369+9P/vz58fb2pkOHDpw5c8a2/+LFi7Rq1Qpvb29q1KjBL7/8Ynd8//79eeutt+7z2YuIiIiIyO1cu+HKmIWPM//zJlgMM4PbLWD9a+EU8PibBIs7v13pxt/Xw1DiLdmFQ5PvokWLMnnyZHbv3s2uXbto2LAhbdq0Ye/evYA18Y6IiKBp06b89NNP7Ny5kwEDBmA23z7s5cuXM2jQIEaNGsXPP/9M9erVadasGWfPnrXVefnll/niiy9YsWIFmzdv5uTJk7Rv3962f8KECVy5coWff/6Z8PBw+vTpY9v3448/smPHDgYOHPjgL4iIiIiIiHDsbH6en/4Mm6Mq4+yUyKpX+zKlQ1/cnK5yNbEwu6P7cDGhnKPDFLknJsMwDEcHcbN8+fIxdepUevfuTZ06dWjSpAnjxo1L8/HBwcHUqlWL//3vfwBYLBaKFSvGCy+8wGuvvUZ0dDQFCxZk2bJldOzYEYD9+/dTsWJFtm/fTp06dWjRogWtW7emX79+7Nu3j5o1axIbG0tCQgK1atXivffeo2bNmneNJS4ujri4ONt2TEwMxYoVIzo6Gh8fn3u8MiIiIiIiOd+Evh8xaUk7Ym+4UzT/GdaPakP5/DsAOBNXlQNXW2LB1cFRpi78hdFprhsTE4Ovr69yg1wky6wqn5SUxMcff0xsbCwhISGcPXuWHTt2UKhQIerWrUvhwoVp0KAB33///W3biI+PZ/fu3TRu3NhWZjabady4Mdu3bwdg9+7dJCQk2NWpUKECxYsXt9WpXr06GzduJDExkXXr1lGtWjUApkyZQnh4eJoSb4BJkybh6+trexQrVuyer4uIiIiISG6QlAQjR8Lwd7sSe8OdiKCt/Da1BuXz78AwTByMbca+q+2ybOItcjcOT75/++03vL29cXNzo1+/fqxZs4ZKlSrx119/ATB69Gj69OnDN998wyOPPEKjRo04ePBgqm2dP3+epKQkChcubFdeuHBhTp8+DcDp06dxdXXFz8/vtnVee+01nJ2dKVOmDGvWrGHBggUcPHiQRYsWMWLECPr160fp0qXp1KkT0dHRt31uw4YNIzo62vY4duxYei+TiIiIiEiOdekStGoFyQNex3afyecDm+Hndop4ixdRMT04caMOur9bsjOHz3Zevnx5oqKiiI6OZuXKlfTs2ZPNmzdjsVgAePbZZ3nqqacAqFGjBhs2bOD9999n0qRJGRaTr68vy5Ytsytr2LAhU6dOZenSpfz1118cOHCAPn36MHbs2NtOvubm5oabm1uGxSkiIiIikt3t2QPt2sFff4GHh4VPX3mCJuU+wmSCmIRA9l7tRJxFw7Il+3N4z7erqytly5YlKCiISZMmUb16dWbNmkVAQAAAlSpVsqtfsWJF/vnnn1TbKlCgAE5OTnYzlwOcOXMGf39/APz9/YmPj+fy5cu3rXOrhQsX4ufnR5s2bYiMjKRt27a4uLjw+OOPExkZmY5nLSIiIiIiH30EdepYE++q5aM5+XF7mj5kTbxP3gjil5heSrwlx3B48n0ri8VCXFwcJUuWpEiRIhw4cMBu/59//kmJEiVSPdbV1ZWgoCA2bNhg196GDRsICQkBICgoCBcXF7s6Bw4c4J9//rHVudm5c+cYO3Ysb7/9NmC9Nz0hIQGAhIQEkpKS7u8Ji4iIiIjkMgkJMGgQdOsG16/DM4//wS+Ta+N39TMshhP7r7biz9iWGI4fqCvywDj03Txs2DCaN29O8eLFuXLlCsuWLSMyMpJ169ZhMpkYOnQoo0aNonr16jz88MMsWrSI/fv3s3LlSlsbjRo1ol27dgwYMACAQYMG0bNnT2rWrEnt2rWZOXMmsbGxtqHrvr6+9O7dm0GDBpEvXz58fHx44YUXCAkJoU6dOiliHDhwIIMHDyYwMBCAevXqsWTJEpo2bcr8+fOpV69eJlwpEREREZGc4cwZ6NwZNm+2bi+dtIqupXthunYVPIvxy8lmXEkKdGyQIhnAocn32bNn6dGjB6dOncLX15dq1aqxbt06mjRpAlgT3xs3bvDyyy9z8eJFqlevznfffUeZMmVsbRw+fJjz58/btjt37sy5c+cYOXIkp0+f5uGHH+abb76xm4RtxowZmM1mOnToQFxcHM2aNeP//u//UsS3bt06Dh06xJIlS2xlAwYMYNeuXQQHB1O7dm1GjRqVEZdGRERERCTH2bEDOnSAEyfAzzeRHfPf4KHEKZAIFG4I9T7myrvvODpMkQyR5db5zsm0lp+IiIiI5FbvvgsDBkB8PNSpcZ71Y7ridWW9dWfFIVB9EpidiXx7tEPjvB9a51vuRDdRiIiIiIhIhomLsybd771n3R781G6mtGqP+co/4OwFwe9DiU6ODVIkEyj5FhERERGRDHHsGHTsCD/9BCYTfD5zEY8VehbT9TjwLgtha8CviqPDFMkUSr5FREREROSBi4yETp3g3DkoVCCenXMHUjxuDliAwFYQshhc/RwcpUjmyXJLjYmIiIiISPZlGDB9OjRubE28m9Q7yd8Lwq2JNyaoOhbCPlXiLbmOer5FREREROSBiI2FZ56Bjz+2bo99YSvDGzyO6eoZcPGDukshsIVDYxRxFCXfIiIiIiJy3w4dgnbt4PffwdnZYP3//Y8w70GY4hLBryqEroY8ZR0dpojDaNi5iIiIiIik2bhxYDZbfyb78kuoWdOaeJcseo3jK3rSwOtFTEYilOgCTbcr8ZZcTz3fIiIiIiKSJuPGwciR1n+PHGm9vxtg9Gjrv9s3PcLH/dvjcjUKTE5QYyqUH2id6lwkl1PyLSIiIiIid3Vz4p1s1Kj//j172DoG1OiK6eolcC8E9ZZD4fBMjVEkK1PyLSIiIiIid5Ra4p3MZLKw+NXJPFFlOCQYkD8YQleCZ9HMDVIki1PyLSIiIiIit3Vz4m02JRFaYSsBfqc4dTmAqL+rs7Dv07Sr+qm1Qtm+EDQbnNwcFq9IVqXkW0REREREUnVz4t2u5mpm9XiJYvmP2/YnJDnj4pRIXIIr/T94hxINn2FEbQcFK5LFKfkWEREREZFUJd/T3a7malYO7AgYdvtdnBIxDBixciwLIp/BtBlGjMj8OEWyAy01JiIiIiIiqRozxjrUfFaPlwADcyqTlhuYGNDkHcymJMaMyfQQRbIN9XyLiIiIiEiqRoyAEu5b7Yaa38psMihe4BgL39xKj6HhmRecSDajnm8REREREbmtOg+fSlO9Ho+nrZ5IbqXkW0REREREUhUdDSMnBaStskca64nkUkq+RUREREQkVf37w4rIUK7Fe96hlgk8i0HB0EyLSyQ7UvItIiIiIiIpfPghLF0KXestx9P12m1q/TsDW9BMMDtlVmgi2ZKSbxERERERsfPXX/D881Cy4BHe6/uctbB4J/Asal/RsyiEroRi7TM/SJFsRrOdi4iIiIiITUICdO8O12IT2Ta6O+5OMVCwHtRdCpjg3Fa4fsp6j3fBUPV4i6SRkm8REREREbEZNw5+/BEmdxtHVf/t4OIDIR+C+d/UoXC4Q+MTya407FxERERERADYuhUmTID65bcy9LHx1sJa88C7pEPjEskJlHyLiIiIiAiXLlmHm+dxv8yaoU9gxgKlekLJLo4OTSRH0LBzEREREZFczjCgXz84dsxg7WvPUsDjH/AuAzXfdnRoIjmGer5FRERERHK5Dz6ATz6Bp8MX8VjVT8DkDHWXgUseR4cmkmMo+RYRERERycUOHoQXXoAyhQ8xp/cAa2G1sVCgtmMDE8lhlHyLiIiIiORS8fHQrRvE34hn7bCuuJpjoVADqPiKo0MTyXF0z7eIiIiISC41ahTs2gXTe46iQsFd4JoXQpZo7W6RDKCebxERERGRXGjjRnjzTQivtImBTd+0FtZ+F7yKOTYwkRxKybeIiIiISC5z4QI8+STk9brA6iFPYsKAMn2geAdHhyaSY2nYuYiIiIhILmIY0KcPnDxpsG54H/K6nQCf8hA0w9GhieRo6vkWEREREclF3n0X1qyBfo3fpWnFNWB2sS4r5uzl6NBEcjQl3yIiIiIiucT+/TBwIJQP2M/sXgOthdUnQb5HHBmWSK6g5FtEREREJBeIi4OuXSEpIY61w7riYroO/k2gwsuODk0kV9A93yIiIiIiucDrr0NUFLzzzOuUzR8FbgUgZBGY1B8nkhn0SRMRERERyeG+/RamT4cmVb/l+UenWwuD3wePAMcGJpKLKPkWEREREcnBzp2Dnj2hoM9ZVg7qYS0s1x+KtnJsYCK5jIadi4iIiIjkUIYBTz8Np08bbBr9ND6uZ8C3MtSY6ujQRHId9XyLiIiIiORQ//d/sHYtvNT8HcLLfQlmt3+XFfNwdGgiuY6SbxERERGRHOj332HwYKhc9HemdR9iLawxFfJWc2xgIrmUkm8RERERkRzm+nXrsmImy3XWvtYVZ1McFGkBDw1wdGgiuZbu+RYRERERyWFefdXa8/1ev1comfd3cC8MdRaCyeTo0ERyLfV8i4iIiIjkIF9+CW+/DY/VWEvv0P9ZC+t8AO6FHBqXSG6n5FtEREREJIc4fRqeegr8/U7x8UtPWQvLvwxFIhwbmIho2LmIiIiISE5gsUCvXnD+vIXvx/XC2+U8+FWHhyc5OjQRQT3fIiIiIiI5wuzZsG4dDG01k7qlvgUnD6i3DJzcHB2aiKDkW0REREQk24uKsk6y9nCJX5jY6TVr4SMzwLeSQ+MSkf8o+RYRERERycauXYNu3cDZFMvnr3XDyZQARdtA2b6ODk1EbuLQ5HvOnDlUq1YNHx8ffHx8CAkJ4euvv7btDw8Px2Qy2T369et3xzZ79eqV4piICPsJJi5evEj37t3x8fHBz8+P3r17c/XqVdv+o0ePEhYWhpeXF2FhYRw9etTu+JYtW7Jq1ar7vwAiIiIiIvdp8GDYtw/m9hlEMZ/94FEEar+nZcVEshiHJt9FixZl8uTJ7N69m127dtGwYUPatGnD3r17bXX69OnDqVOnbI8pU6bctd2IiAi7Yz766CO7/d27d2fv3r189913rF27li1bttC373/fDA4ePJjAwECioqIICAhgyJAhtn3Lly/HbDbToUOHB3AFRERERETS79NPYe5caFtzDU+GzAdMELIY3As4OjQRuYVDZztv1aqV3faECROYM2cOP/74I5UrVwbA09MTf3//e2rXzc3ttsfs27ePb775hp07d1KzZk0A3n77bVq0aMG0adMoUqQI+/btY/r06ZQrV45evXrZku/Lly8zfPhwNm7ceK9PVURERETkgTpxAnr3hsB8x/nwhWeshZVeAf9Gjg1MRFKVZe75TkpK4uOPPyY2NpaQkBBb+dKlSylQoABVqlRh2LBhXLt27a5tRUZGUqhQIcqXL89zzz3HhQsXbPu2b9+On5+fLfEGaNy4MWazmR07dgBQvXp11q9fj8Vi4dtvv6VatWoADB06lP79+1OsWLE0Pae4uDhiYmLsHiIiIiIi98tigZ494fKlJNYM7YGX80XIFwRVxzo6NBG5DYcn37/99hve3t64ubnRr18/1qxZQ6VK1lkZu3XrxocffsimTZsYNmwYS5Ys4YknnrhjexERESxevJgNGzbw5ptvsnnzZpo3b05SUhIAp0+fplChQnbHODs7ky9fPk6fPg3AtGnT2L9/PyVLluTgwYNMmzaNLVu2EBUVRY8ePejUqROlS5emX79+xMfH3zaWSZMm4evra3ukNWkXEREREbmTt96CDRvgjXZTqVV8Ezh7Qd1l4OTq6NBE5DYcOuwcoHz58kRFRREdHc3KlSvp2bMnmzdvplKlSnb3YVetWpWAgAAaNWrE4cOHKVOmTKrtdenSxe6YatWqUaZMGSIjI2nUKG1DcAIDA1m7dq1tOy4ujmbNmrFo0SLGjx9Pnjx5OHDgABEREcybN48XXngh1XaGDRvGoEGDbNsxMTFKwEVERETkvuzaBa+/DjVL72R0+xHWwqC3wechxwYmInfk8J5vV1dXypYtS1BQEJMmTaJ69erMmjUr1brBwcEAHDp0KM3tly5dmgIFCtiO8ff35+zZs3Z1EhMTuXjx4m3vE584cSJNmzYlKCiIyMhIOnTogIuLC+3btycyMvK253Zzc7PN5J78EBERERFJr6tXrcuKuTtf4fNXu2E2JULxTlC6l6NDE5G7cHjP960sFgtxcXGp7ouKigIgICAgze0dP36cCxcu2I4JCQnh8uXL7N69m6CgIAA2btyIxWKxJfc327dvH8uWLbOdOykpiYSEBAASEhJsw9lFRERERDLawIFw8CAsf/lFArwPgWcxqD1Xy4qJZAMO7fkeNmwYW7Zs4ejRo/z2228MGzaMyMhIunfvzuHDhxk3bhy7d+/m6NGjfP755/To0YOwsDDbBGgAFSpUYM2aNQBcvXqVoUOH8uOPP3L06FE2bNhAmzZtKFu2LM2aNQOgYsWKRERE0KdPH3766Se2bdvGgAED6NKlC0WKFLGLzzAM+vbty4wZM/Dy8gKgXr16vPvuu+zbt4/FixdTr169TLpaIiIiIpKbrVwJCxZA5zrL6VTzAzCZoe5ScM3r6NBEJA0cmnyfPXuWHj16UL58eRo1asTOnTtZt24dTZo0wdXVlfXr19O0aVMqVKjA4MGD6dChA1988YVdGwcOHCA6OhoAJycn9uzZQ+vWrXnooYfo3bs3QUFBbN26FTc3N9sxS5cupUKFCjRq1IgWLVpQv3595s+fnyK++fPnU7hwYVq2bGkrGz16NDdu3CA4OJiyZcvSv3//DLo6IiIiIiJWx45Bnz5QvMDfLHz+WWth5TegUKhjAxORNDMZhmE4OojcIiYmBl9fX6Kjo3X/t4iIiIikSVISNGwI275PZPeb4VQvsg3y14EmW8Gc5e4ivW+Rb492dAjpFv7C6DTXVW6Q++S8T6uIiIiISA4yeTJs2QLjOk+0Jt7OeaDe0hyZeIvkZA6f7VxERERERFK3YweMGgUh5X7g9VZjrIW15oB3accGJiL3TMm3iIiIiEgWFBNjXVbMyzWaT1/pjtlkgZJPQKnujg5NRNJBY1VERERERLKgF16Av/4y+PSV5yjkeRS8SkGtdxwdloikk3q+RURERESymGXLYPFi6BH6IW2qfwQmJ+uyYi6amEsku1LyLSIiIiKShRw5As89B6ULHWZ+3+ethVVHQ8EQh8YlIvdHybeIiIiISBaRmAhPPAHXYhP4/NXuuJmvQsFQqDTM0aGJyH3SPd8iIiIiIlnE+PHwww8w5YkxVPbfAS6+UPdDMDs5OjQRuU/q+RYRERERyQK2bYNx4yCswmaGNJ9oLaw9H7yKOzYwEXkglHyLiIiIiDjY5cvQvTv4uF9i9ZAnMGFA6aehRCdHhyYiD4iSbxEREckSxo0Ds9n6UyQ3MQzrBGt//22w9KW+5Pc4DnnKQdAsR4cmIg+Qkm8RERFxuPHjktjwUSSd63zEho8iGT8uydEhiWSom79sWrIEPv4Ynnn0fVpUWQkmZ6i7DFy8HR2miDxAmnBNREREHGrF9NX09HuJ4cOP28qOXSjKiumzeHxQewdGJpIxxo2DkSOt/x45Elxd4aGAA7zz9IvWwuoTIH9NxwUoIhlCPd8iIiLiMCumr6ZD4Y4E5jtuVx6Y9wQdCndkxfTVDopMJGPcnHgnM5LiWflyN1zN16BwQ6g4xDHBiUiGUvItIiIiDjF+XBJ1XF4CDMwm+31mswEGBDsP1BB0yTFSS7wBxncaTtXAn7mWlA9CFoNJf6KL5EQadi4iIiKZbtw42PDRVruh5rcymw2KFzjG+rlbMQhnxIhMDFDkAbs58TabkgitsJUAv1MU8TvJKy2nAtBt1gKCjgbqvS6SQyn5FhERkUw3ahR0rnMqTXUD/E4xahRKSCTbujnxbldzNbN6vESx/PZfPH3za1M+292Wz3Zbt/V+F8l5NKZFREREMt2YMeDslJCmuqcuBzBmTAYHJJKBRo2y/mxXczUrB6ac48AwoGm172hXc7VdfRHJWZR8i4iISKZKTIQSLl/xv54DAGvicTvR13xo1KW+egElWxszxjrUfFaP1Oc4MJkAA2Y+ORCzKUlfNonkUEq+RUREJNOcOmmwcMgknijaEl/PKxy9WAEDExaLfTaSnJD7esbQwLM/ifGJDohW5MEYPhwGPbGVYvmPp0i8kyXPcbDwza36skkkh1LyLSIiIpkicn0sP83oQp/ar2M2GxziWUo+9yurzqzkxKVAu7rHLhTjm0N9sFhMhBWZz+5ZHbl+9bqDIhdJv/h46NMHjh9K2xwHPR5PWz0RyX6UfIuIiEiGslhg9qSj+O2sR5san5CQ5MLp4nMp220uOLny+KD2LLp8lPDxm+j6v2WEj9/E4ugjRIycz09uK7mR4EZw4GccnNeYS6cvOvrpiKTZxYsQEQELFsDZmEJpO8gjIGODEhGHUfItIiIiGebcOXjtqY10y1eTh0v8SnRcYZLCN+Jf/1m7esNHONGoazjLf+xKo67hDB/hBECdx9tzIPA7Ll/zo1rAD1xcXp8Tf/7jiKcick8OHoSQENi0CQrnv8rSEbPucoQJPItBwdBMiU9EMp+SbxEREckQ3281+N+AWUxs3JQCeS5w3lIT3867cC9WP9X6I0ZYe8lvvd+1euNQzj28lVOXAylTcB/m9XX5c+dvmfAMRNInMhKCg+HPP6F2leMcmR+Kf9IXYEpe5ffWG7//3Q6aCWanzAtURDKVkm8RERF5oCwWeGvKDQ4ve4oxbQbi7JTEJb8nKdBlC3gWTVeb5WpWwWi6nUPnKhHgd4LCv4YS9e3mBxy5yP17/31o0gQuXYKerXbxw6jaeNyIAvdC0HgLhK4CT/s5DvAsCqEroVh7h8QsIpnD+e5VRERERNLm4kV4ud8Jnq/SnuDQn7AYZhKqTCNvtYH/rqeUfkXKFuNS5638urQN1QO+p8KpZmz/ZCkhnTo8mOBF7oPFAsOGwZQp1u3pA1cysE4PTPHXwbcKNPgCvEtadwa2gXNb4fop6z3eBUPV4y2SC6jnW0RERB6IHTvgmTY/8GZ4EMFlf+KGkQ9Tw3W4VX/5vhPvZHn98/HQs9/y44m2uLvEERz/OJvfe+eBtC2SXrGx0KFDcuJt8O2MSbxc63FMSdchoDk03fZf4g3WRLtwOJTsav2pxFskV1DyLSIiIvfFMGD2bFg4/F0+7hOOv98ZrrtVxb3NTkwBjR/4+Ty8Pag1cCVbTj6L2WzQwHMAkbPewLAYD/xcIndz4gSEhcGnn4K3ZxyHPnyKJoVet+586EVo8Dm4+Dg0RhHJGpR8i4iISLpFR0PXTvE4//I8c5/qi6tzAgn+HfFo/QN4l86w8zq5OBE6aA6RF8cCEF5wIt9P701CXEKGnVPkVj//DLVrW3+WL3me44ubUMa0CExOUPMdqDkLzLrLU0SslHyLiIhIuvzyCzQJO8vzFRvzfJM5GIYJo9p4XB79BFy8M/z8JrOJ8AEj2Br3LkkWM6FFFhI1uy2x0bEZfm6RTz+F0FA4eRIeC93Pb9Pq4Bu31drL3eBLeOh5R4coIlmMkm8RERG5J4YB8+bB8112s7J3TcIqbCXR7IMp/HNMVd54YPd3p1XoU8+w2+tTrsV5UCvwK44saMj5E+czNQbJPQwDpk6F9u3h2jV4ted6vhhQB5e4w+BVEpr8AEWaOTpMEcmClHyLiIhIml29Ck88AVsWL2XjsPoUL3CMJK/yODffAYEtHRZX7XatOFxyAxdj81HF/ydiVtXj2L4jDotHcqb4eHjmGXjlFWsSvmzMPCY1i8CUGA0F6kKzn8CvsqPDFJEsSsm3iIiIpMnvv0Od2onUYAhL+z+Bh+sNjCKP4dR8B/hWcHR4VH00hMu1tnH8UnFKF/gT18112b89ytFhSQ5x8SI0a2Zdx9vZKYmf3xtE17L9MBlJUPIJaLQB3As6OkwRycKUfIuIiMhdLVoEzR69yPQ2LRjy2FvWwspvYAr7DFx9HRvcTUo/XAHnFtv582xVCvucpsgfYfz89UZHhyXZ3J9/Qp06EBkJAQWucHxZW2p4zLDurDYOQhaDk7tDYxSRrE/Jt4iIiNzWtWvQuzdMHf47W16vRdOq32GYPaH+J1B9fJZcn9i/VBEKd99C1MkG+Hhcocq5CH746GNHhyXZ1KZN1sT74EGoU/UfDs+rT+HEtdZku95yqDI80+c5EJHsScm3iIiIpOrAAWvScWnPan4cU4cyhf/C8CqJqdkPUPxxR4d3R74F/ajw3DdsP9ERV+cE6hpd2TxvpqPDkmzm/fehaVO4dAmeav0T34+sjceNPeBeGBpFQolOjg5RRLIRJd8iIiKSwscfQ61aFjo+NJLVL3fA2z0WCjfEFLEL8lZ3dHhp4u7lTvDLH7P59AAAGuR5mcgZr2BJsjg4MsnqLBbrpGq9e0NiIsx4eQULujbAKf4M+FWFZjugQLCjwxSRbEbJt4iIiNjcuAHPPw99n45hSZ92jGw/zrqj/EB4dB245XdofPfK7OxE2MDZRF6eBEB44an8ML0n8TfiHRyZZFWxsdChg3U5MTBYP3MCA2t2wmS5AUUegybbwKuEo8MUkWxIybeIiIgA8NdfUK8erF/zJz+OqUOboM8xzG5QZxEEzQCzs6NDTBeT2UT486/xfeIHJCY5UT/wQ/a83Yorl644OjTJYk6cgNBQ+PRT8PaM468Pe9Co4HDrzvIvQ9hn4JLHoTGKSPal5FtERERYswYeeQQKJX3NznG1qRS4DzwCMTXZCqV7ODq8B6J+j5784vsFsXGe1Az8lmMLH+XcP2ccHZZkEbt3Q+3a8MsvUKHkOU4sbkQp04dgcoJacyBoepacYFBEsg8l3yIiIrlYfDwMGgTt2xv0C5vMl0Mfw9czGgrWg4hdkL+Wo0N8oGq1bs7RMps4f7UAlfx3c+2zehz9/bCjwxIHW7MGwsLg5EloFfYHe6YF4xO3DVx8IfxrKNfP0SGKSA6g5FtERCSX+ucfaNAA5v1fLB8N6MrkLsMwmwwo2xcabgQPf0eHmCEqh9XmasgP/HOxFCXyH8ZrW13++H63o8MSBzAMmDLFeo/3tWvwWq/v+Kx/CC5xR8C7NDTdDgFNHB2miOQQSr5FRERyoa++gho14NSho/w4th5dQpaDyRlqzYXa88DJ1dEhZqiSVcvh3uoH9p2pQcE8Zyn+ZwN2ffGto8OSTBQfb53N/NVXrUn4R2PnMLFpc0yJMVCwPjTdAb4VHR2miOQgSr5FRERykcREGDYMHnsMqvlvImpyTaoW/RXcC0GjTVDuWUeHmGkKlfCnaM9Ifj7ZCG/3WKpfeozvP/zQ0WFJJrhwwbp+98KF4OyUxC/vDaRLmecxGUlQqgc0XA/uBRwdpojkMEq+RUREcomTJ6FRI5g82eCFZrNZ/3oT/DwuQL4gaLYLCtV3dIiZLk8+H6oM+IptJ7rh4pxIffOTRM6ZimExHB2aZJA//4SQENi8GYoUjOHEstY87DHLurP6RKjzATi5OTRGEcmZlHyLiIjkIOPGgdls/Xmz9evh4Ydhx/YbLOn/NLN7vISTKQlKPgGNt4JXMYfEmxW4ursSMmgJkWcGAxDu+wpbZg7CkmRxcGTyoG3aBHXqwMGDULf63xyeW49CiV+BkzvUXwGVh4HJ5OgwRSSHUvItIiKSQ4wbByNHWu9fHTnSup2UBGPGWIfYOiecZOfEBjxR9wMwmaHGWxCyGJw9HB26w5mdzIS/PI3ImGkANPCfyY/TuxF3Lc7BkcmDsmCB9XNw6RL0bvMjW96ojfuN38HdHxpvgeIdHR2iiORwSr5FRERygOTE+2YjR8JDD8Ho0RBcZjv7pgdRtchP4JoXHl0HFQepl+8W4f0Gs42lxCe6UDdwOXvfaUH0+RhHhyX3ISkJXnkFnnnGOufBzEHLebdLOE4JZ8GvOjT7KcctqSciWZOSbxERkWwutcQ72V9/QZ9GC/h+dDi+bqfBt4p1/W7/xpkbZDZSr1s3fi/wFVduePNI4EZOLwnjzNFTjg5L0iE21rqM2NSpAAYbZ43lpaAumCxxENgKmnyfq2+5EJHMpeRbRETkFre7bzorujnxNpuSaFAxki4hH9GgYiSuzjf4X6/+zH/6GZxM8VCsg3XdYu/Sjg06G3ikRWOOV9jM2ZjClC/8K/Fr6/LXrwccHZbcg+PHITQUPvsMfLxucGTpEzxaYJR1Z4XBELoGXLwdG6SI5CoOTb7nzJlDtWrV8PHxwcfHh5CQEL7++mvb/vDwcEwmk92jX79+d2zTMAxGjhxJQEAAHh4eNG7cmIMHD9rVuXjxIt27d8fHxwc/Pz969+7N1atXbfuPHj1KWFgYXl5ehIWFcfToUbvjW7ZsyapVq+7/AoiISJaT2n3TWYXFAhcvwoEDsG0bdOv2X+LdruZqjs4qSeTwR/loQDcihz9K9Hu+9G/yf1gsJt74ZDzjIlco2bgHFes+wo2wHzh6oSzF8h3Fd0c9ft+8w9FhSRrs3g3BwfDLL1Cx1FmOLWpISZZZ17KvPR8emQZmJ0eHKSK5jEOT76JFizJ58mR2797Nrl27aNiwIW3atGHv3r22On369OHUqVO2x5QpU+7Y5pQpU5g9ezZz585lx44deHl50axZM27cuGGr0717d/bu3ct3333H2rVr2bJlC3379rXtHzx4MIGBgURFRREQEMCQIUNs+5YvX47ZbKZDhw4P8EqIiEhWcLv7pjMqAb9xw9o798sv8N13sGwZzJ4NI0bAc89Bx44QHg6VK0PhwuDqCvnzQ4UKUL8+fPSRtZ12NVezcmBHAvMdt2vf3SUew4DJX7zKxM/eYNQo3d99r4pXKo13+x/Ye7oW+b0vUOqvhuz89EtHh/VAZaeRHrdKLfY1ayAszLq0XusGe/l1ajA+cdvBxQ8e/QbK9nFYvCKSu5kMw8hSC1nmy5ePqVOn0rt3b8LDw3n44YeZOXNmmo41DIMiRYowePBgW8IcHR1N4cKF+eCDD+jSpQv79u2jUqVK7Ny5k5o1awLwzTff0KJFC44fP06RIkWoVKkS06dPJyIigq+//pohQ4awd+9eLl++TK1atdi4cSPFit37/UExMTH4+voSHR2Nj4/PPR8vIiIZJznxNpuSCK2wlQC/U5y6HMDW/aFYDCfGjrUmxbdjscDly3DuHJw/n7afsbHpi9XHBwoWhLg4OHv6Bkdmlsbf7xTmVHJri2Hi+IWilBp4hNFjnO74HOT2rl6+yr53O1Er8GsSk5zYbnmX0J5P2faPGwejRllnls9O1/jWL5zu9j7PSm6NfcwYcHOD116zbr/+1DrGR3TClBgD3mWgwVrwreCYYOWeRL492tEhpFv4C6PTXFe5Qe7j7OgAkiUlJbFixQpiY2MJCQmxlS9dupQPP/wQf39/WrVqxYgRI/D09Ey1jSNHjnD69GkaN/5vEhlfX1+Cg4PZvn07Xbp0Yfv27fj5+dkSb4DGjRtjNpvZsWMH7dq1o3r16qxfv56mTZvy7bffUq1aNQCGDh1K//7905x4x8XFERf33xIlMTGaLVVEJCtK/iO+Xc3VzOrxEsXy/9eDfOxCUV5aPIuRI9uzfTsEBaVMpM+fhwsXrLMq3ytnZ2siXaAAFChgUDwghhL+5ylW8Bz+ec9TyOcceb3O4+t+Dm/n87ibzmGOPw9x5yHuHCRE37F9s8mgeIFjLHxzKz2Ght97gAKAt583D7/4Gd/P7kP9wEWEOj1N5P9O0uD515kwwcKGj7bSuc4pNnwUgIlQho/I+kOabzfSA7J+Ap5a7KNG/ffv5ePe4fEyL2JKtEChMAhdDW75MzdIEZFbODz5/u233wgJCeHGjRt4e3uzZs0aKlWqBEC3bt0oUaIERYoUYc+ePbz66qscOHCA1atXp9rW6dOnAShcuLBdeeHChW37Tp8+TaFChez2Ozs7ky9fPludadOm8eyzz1KyZEmqVavGvHnz2LJlC1FRUbz55pt06tSJXbt20bRpU2bPno2rq2uq8UyaNIkxY8ak/+KIiEiGuznxXjmwI2A/ICww7wlWDuxIx5krWfN1e26amiRVyb3SBQpAQOF4SvhfoHjhcxTJfx5/v3Pk9z5PXo9zeLuex9PpHC6W85jizv2bTJ8HS4J9gwZw9d/HfejxuGbrvl8ubi7UG7yQyLeLEF5wEuH5hvPD5K309NvL8OH2X9ismD6Lxwe1d2C0d3anGfKzegJ+p9idzImsGf4yrUr/z/rZKd0Las0Dp9T/VhMRyUwOT77Lly9PVFQU0dHRrFy5kp49e7J582YqVapkdx921apVCQgIoFGjRhw+fJgyZcpkWEyBgYGsXbvWth0XF0ezZs1YtGgR48ePJ0+ePBw4cICIiAjmzZvHCy+8kGo7w4YNY9CgQbbtmJiYdA1XFxGRjDNqlHWo+aweLwFGiqHbZrOBxWJi5pMDidzXgHzel3ht4Hn8856jkM958nqdw9f9PN7O53A3ncccf+6mXulURjzF/fu4E2cvcCsAbgXtf7rfsu1WAK4cgC1t7/5EPQLSdkHkjkxmE+EvTWTzuwGEerxI3ZLruPUGvsC8J+hg6siK6SuzZAI+dux/vcS3u81i5Ei4fh2GDrXWS14O3mSy//e9/kzvsclund3/5th//bsaywZ0p3n5b6wVqk+CSq9qLXsRyTIcnny7urpStmxZAIKCgti5cyezZs1i3rx5KeoGBwcDcOjQoVSTb39/fwDOnDlDQMB/f2ScOXOGhx9+2Fbn7NmzdsclJiZy8eJF2/G3mjhxIk2bNiUoKIg+ffowfvx4XFxcaN++PRs3brxt8u3m5oabm9tdroCIiDjSmDGw4aOtdkPNb2U2W4duX5xfwH5HWnqlTWZwzZ9K4nyHhNrZI+1PIE858CwK105wa6/9vwFY9xcMTXubcldbTz9P5UJjyO99IUVul/yFTbDzQHo/3YYuXZ1ISID4eEhISPm4XXlGHHPjhnV+ArjzbRZrdrVn0iSYNCkTL+o9SC32+ERnXJ0TuRbnwRP/9yE1WrdnRGUHBikicguHJ9+3slgsdvdJ3ywqKgrALrG+WalSpfD392fDhg22ZDsmJoYdO3bw3HPPARASEsLly5fZvXs3QUFBAGzcuBGLxWJL7m+2b98+li1bZjt3UlISCQnWIYEJCQkkpecGPxERyTJGjIDK3vcwJNvZ+78k+XYJ9M3brn7WBDyjmJ0gaBZs7QiYsE/A/80Kg2ZqWaUHaNw46xc2w4dfuG2d5C9s3grJR8w+X67Fe3ItzpNr8Z5cj/ew206K9yAu3pO4m/f/++8U23GeXE/wsGvLMO79/ZWm2yx2Zb1ee7h97K7OidYlAleOYc2u9ny6O+sOnReR3MmhyfewYcNo3rw5xYsX58qVKyxbtozIyEjWrVvH4cOHWbZsGS1atCB//vzs2bOHl19+mbCwMNsEaAAVKlRg0qRJtGvXDpPJxMCBAxk/fjzlypWjVKlSjBgxgiJFitC2bVsAKlasSEREBH369GHu3LkkJCQwYMAAunTpQpEiReziMwyDvn37MmPGDLy8vACoV68e7777Lg899BCLFy+ma9eumXa9REQkY7TvFgAb0lAx/Bso0izD47lnxdpD6ErY/RJcu6kH37OoNfEuljWTqOxq1CjoXCdtX9j4ecXg55WxE64m4UYSniSZPLGYPDHMHljMnhhOnmD2xHD2wOTsCc6e/LLHk+9/cGNAs/9hwki9196A+c/0xcU5ng4dnGjXHsBkzXVNJgzDZB1qb/q3DNO/afB/5ca/5dxcbj1jymNvOca45Zjkdj5ZYWLFJ0nM7d0v1dgBDEy82OxtZnw9iNFj9IWTiGQtDk2+z549S48ePTh16hS+vr5Uq1aNdevW0aRJE44dO8b69euZOXMmsbGxFCtWjA4dOjB8+HC7Ng4cOEB09H8zvb7yyivExsbSt29fLl++TP369fnmm29wd3e31Vm6dCkDBgygUaNGtjW7Z8+enSK++fPnU7hwYVq2bGkrGz16NN26dSM4OJiIiAj69++fAVdGREQy0yWXUK5dKkoRv+Op/0FvmDB5FQX/xil3ZhXF2kNgGzi3Fa6fst7jXTBUPd4ZwHqrQtruoe85dyGhLavwTK9rkHgNkq5B4vV/f/67nXT9pn232b65fuI1sPw3StCJOJyIA+OSNaG13D6e8MIQ3u7OMZtNUCDPBZa/8G8Hw49peqoZ7tmy8Ozrd66j2f1FJCvLcut852Ray09EJGvq3x98jk9kUuc3UuwzDJM1IQ9dqR5ksRk/LomefiUJzHsCsznln1IWi4njF4uyOPpIxiw7ZkkCy417SOhvqnMpCk5/d/dz+FQA90L8N6PcTT9vLUutzu3K76XureXx0XD99vMz2NRdBiU1OjG70jrfklNluXu+RUREMtPu3fDu/AR2j//IWuDkaU1Q/mXy0tBtSWn4CCdWTJ9FB1NHLBaTXQJusZjABDsSZ2bcet9mJzB7WWfGv1dnItOWfNeaA4XD7739jHQmEjY8evd6mt1fRLIgJd8iIpJrWSzw/PPwcsR0qhb73TpJ2mN7IfoPDd2Wu3p8UHtWTF9JHRf7WbePXyzKjsSZWXKZMcD6ns6uM+Rn59hFJNdT8i0iIrnWggVw9sgRRj03xlpQ4y3rMFv3Qo4NTLKNxwe1Z/y4Nqyf89960427hmZcj/eDkJ1nyM/OsYtIrpeBa5+IiIhkXRcuwGuvGbzTqz+erteh8KNQ6klHhyXZ0PARTjTqGs7yH7vSqGt41k68kyXPkO8ZaF/uWTTrz2+QnWMXkVxNPd8iIpIrDRsGDcuupMXDX2OYXTHVmkOqU52LpMGIEdlwTensPEN+do5dRHItJd8iIpLr7NgBnyyNZt+UFwEwVRoGPuUdHJWIA5idst6kammVnWMXkVxJw85FRCRXSUqyTrI2/vE3CMh7GvI8BJVfc3RYIiIiksMp+RYRkVxl/nxwuvwTzzf+P2tB7bng5O7YoERERCTH07BzERHJNc6ehRHDE/lu8LPWdZlLPmmdaE1EREQkg6nnW0REco3XXoMewbOpUTIKwzUfPPKWo0MSERGRXEI93yIikits2wbrP/+HP6aMBMBUYwq4F3RwVCIiIpJbqOdbRERyvMRE6yRrb/d8AW/3WChYH0o/5eiwREREJBdR8i0iIjne//0flHL5lDZBn2OYXKD2PDDpv0ARERHJPBp2LiIiOdqpU/Dm+CvsGDkAAFOloeBbycFRiYiISG6jr/1FRCRHe+UVGNJsJEXzncDwKg2Vhzs6JBEREcmFlHyLiEiOtXkz7P3+Z15sNhsAU+054Ozh4KhEREQkN9KwcxERyZESEuCFAUksePpZnMwWKNEFApo6OiwRERHJpdTzLSIiOdLs2dCgyP9Rq8wuLM6+8MgMR4ckIiIiuZh6vkVEJMc5cQLmzTzBrtFvAGCuMRk8/B0clYiIiORm6vkWEZEcZ/BgmNjhJXw8rmDkrwNl+zo6JBEREcnllHyLiEiOsmEDXDnwJR1rr8LACZPW9BYREZEsQMPORUQkx4iPh6Evx7K6d38ATBUHQd5qDo5KRERERD3fIiKSg8yYAV2qjKFkwb+xeJSAqqMcHZKIiIgIoJ5vERHJIf75B1Yv2MO2EdMBMNd+B5y9HByViIiIiJV6vkVEJEcYPMjCzO7P4uyUhFGsAwQ+5uiQRERERGyUfIuISLa3bh3kvzyfkHI/kmTOgylolqNDEhEREbGjYeciIpKtxcXB6NdO8/XzrwHgVGMCeAY6OCoRERERe+r5FhGRbG3qVHix3sv4eUWT5FsTyj3v6JBEREREUlDyLSIi2dbRo/Djp9/Ste7HWDDjFDIPzE6ODktEREQkBSXfIiKSbQ0ddJ1Z3Z8DwFT+Rcj3iIMjEhEREUmdkm8REcmW1q6Fh53HU6bwXyS4FMVUbayjQxIRERG5LU24JiIi2c716/D2+L188fxUAFzqvA0ueRwclYiIiMjtqedbRESynSlvWhjetB+uzgkk+reGYm0dHZKIiIjIHSn5FhGRbOXwYTi1bSGhFb4nES+cg992dEgiIiIid6Vh5yIikm0YBgwfcpZ3Hh8KgFONseBV3MFRiYiIiNyder5FRCTb+OwzaO4/hHzel7jh8bB1hnMRERGRbEDJt4iIZAuxsbB81kZ6hC7BYphwD50HZg3gEhERkexBybeIiGQLUybdYPRj1jW9k0o/DwVqOzgiERERkbRT8i0iIlnegQPg/Odkyhf5k+umAFyCJjg6JBEREZF7ovF6IiKSpRkGvPnGAea0mgSAe91Z4Orr4KhERERE7o2SbxERydJWrjB4skI/3FziifVtjlfxjo4OSUREJFMYhkFiYiJJSUmODkVuw8XFBScnpzTVVfItIiJZ1tWr8P2HS5jVJZJ4iwdeDd4Bk8nRYYmIiGS4+Ph4Tp06xbVr1xwdityByWSiaNGieHt737Wukm8REcmypk24wPAWgwEwVR0F3qUcHJGIiEjGs1gsHDlyBCcnJ4oUKYKrqysmffmc5RiGwblz5zh+/DjlypW7aw+4km8REcmS/vgDSlx8hYJVzxNjroJP1UGODklERCRTxMfHY7FYKFasGJ6eno4OR+6gYMGCHD16lISEhLsm35rtXEREshzDgLnjtvJUg/cB8Gk0D8wuDo5KREQkc5nNSteyunsZkaBXU0REspxPPoqn3yPPAhBTqC8UrOvgiERERETuj5JvERHJUmJi4MjXU6kUuI+riYXwCZvs6JBERESyrXHjwGy2/hTHuq/kOz4+ngMHDpCYmPig4hERkVzuf5MO8VKj8QC4hswA17wOjkhERCR7GjcORo603s41cqQScEdLV/J97do1evfujaenJ5UrV+aff/4B4IUXXmDyZPVQiIhI+vy2x6AWz+PheoPzzo1xLdvV0SGJiIhkS8mJ980yIwHv1asXJpMpxePQoUNs2bKFVq1aUaRIEUwmE59++mnGBpPFpCv5HjZsGL/++iuRkZG4u7vbyhs3bszy5cvT3M6cOXOoVq0aPj4++Pj4EBISwtdff52inmEYNG/ePE0vUGovdkREhF2dixcv0r17d3x8fPDz86N3795cvXrVtv/o0aOEhYXh5eVFWFgYR48etTu+ZcuWrFq1Ks3PU0RE7s4wYNWMj2lS9Tvik9wo0HyO1vQWERFJh9QS72SZkYBHRERw6tQpu0epUqWIjY2levXqvPPOOxkbQBaVrqXGPv30U5YvX06dOnXsZnerXLkyhw8fTnM7RYsWZfLkyZQrVw7DMFi0aBFt2rThl19+oXLlyrZ6M2fOvKdZ5CIiIli4cKFt283NzW5/9+7dOXXqFN999x0JCQk89dRT9O3bl2XLlgEwePBgAgMDWbBgAcOHD2fIkCGsXLkSgOXLl2M2m+nQoUOa4xERkbtbvuQS/Wq9DMC1UsNxzVPWwRGJiIhkDYYB166lre7kyTB+/J3rjBwJ8fHw2mt3b8/T896/C3dzc8Pf3z9FefPmzWnevPm9NZaDpCv5PnfuHIUKFUpRHhsbe09JcqtWrey2J0yYwJw5c/jxxx9tyXdUVBRvvfUWu3btIiAgIE3t3u7FBti3bx/ffPMNO3fupGbNmgC8/fbbtGjRgmnTplGkSBH27dvH9OnTKVeuHL169WLIkCEAXL58meHDh7Nx48Y0P0cREbm7y5ch7qdh+Nc9w/mEChQIGerokERERLKMa9fA2/vBtjl+/N2TdICrV8HL68GeO7dK17DzmjVr8uWXX9q2kxPu9957j5CQkHQFkpSUxMcff0xsbKytjWvXrtGtWzfeeeed2ybTqYmMjKRQoUKUL1+e5557jgsXLtj2bd++HT8/P1viDdbh8mazmR07dgBQvXp11q9fj8Vi4dtvv6VatWoADB06lP79+1OsWLE0xREXF0dMTIzdQ0REUlrw5nZ61p0HgG/jueDkdpcjREREJKtau3Yt3t7etsfjjz/u6JCyhHT1fE+cOJHmzZvzxx9/kJiYyKxZs/jjjz/44Ycf2Lx58z219dtvvxESEsKNGzfw9vZmzZo1VKpUCYCXX36ZunXr0qZNmzS3FxERQfv27SlVqhSHDx/m9ddfp3nz5mzfvh0nJydOnz6dotfe2dmZfPnycfr0aQCmTZvGs88+S8mSJalWrRrz5s1jy5YtREVF8eabb9KpUyd27dpF06ZNmT17Nq6urqnGMmnSJMaMGXNP10NEJLf55ecEmvha1/Q+6f4URQIbODgiERGRrMXT09oDfTdpGXJ+s+HD7z703NMz7e0le/TRR5kzZ45t20td50A6k+/69evz66+/MmnSJKpWrcq3337LI488wvbt26lateo9tVW+fHmioqKIjo5m5cqV9OzZk82bN3Po0CE2btzIL7/8ck/tdenSxfbvqlWrUq1aNcqUKUNkZCSNGjVKUxuBgYGsXbvWth0XF0ezZs1YtGgR48ePJ0+ePBw4cICIiAjmzZvHCy+8kGo7w4YNY9CgQbbtmJiYNPeai4jkBhYLbFswgwH1fiMmLj9F2k9xdEgiIiJZjsmUtqHf48aBq+vtJ1u72dixMGLE/ceWGi8vL8qW1dwtt7rn5DshIYFnn32WESNG8O677953AK6urrYXJigoiJ07dzJr1iw8PDw4fPgwfn5+dvU7dOhAaGgokZGRaWq/dOnSFChQgEOHDtGoUSP8/f05e/asXZ3ExEQuXrx426HtEydOpGnTpgQFBdGnTx/Gjx+Pi4sL7du3Z+PGjbdNvt3c3FJM9iYiIv9Z8cFRnq45GoCkam+BewHHBiQiIpLNJSfUd0rAMzLxltu753u+XVxcMnSZLYvFQlxcHK+99hp79uwhKirK9gCYMWOG3Uzmd3P8+HEuXLhgm6wtJCSEy5cvs3v3bludjRs3YrFYCA4OTnH8vn37WLZsGeP+nY8/KSmJhIQEwPpFRFJSUnqfqohIrnbxgkG+w/3xdLvOP3Hh5H2kh6NDEhERyRFGjLAm2KlxZOJ99epVu9zuyJEjREVF8c8//zgmoEyWrgnX2rZt+0AWRB82bBhbtmzh6NGj/PbbbwwbNozIyEi6d++Ov78/VapUsXsAFC9enFKlStnaqFChAmvWrAGsL+bQoUP58ccfOXr0KBs2bKBNmzaULVuWZs2aAVCxYkUiIiLo06cPP/30E9u2bWPAgAF06dKFIkWK2MVnGAZ9+/ZlxowZtvsU6tWrx7vvvsu+fftYvHgx9erVu+/rICKSG62csYomlb8iIcmFgNZa01tERORBSi0Bd3SP965du6hRowY1atQAYNCgQdSoUYORaRknnwOk657vcuXKMXbsWLZt20ZQUFCKG+hffPHFNLVz9uxZevTowalTp/D19aVatWqsW7eOJk2apDmWAwcOEB0dDYCTkxN79uxh0aJFXL58mSJFitC0aVPGjRtnN/x76dKlDBgwgEaNGtnW7J49e3aKtufPn0/hwoVp2bKlrWz06NF069aN4OBgIiIi6N+/f5pjFRERq59/jKZlgPX/ihN+wyiZv4KDIxIREcl5khPtUaNgzJjMSbw/+OCD2+4LDw/HMIyMDyKLMhnpePY39zynaNBk4q+//rqvoHKqmJgYfH19iY6OxsfHx9HhiIg4RFISrHztBTrX+B+nYssR8PQecHJ3dFgiIpJFRL492tEhpFv4C6PTXPdOucGNGzc4cuQIpUqVwt1d/0dmZffyWqWr5/vIkSPpCkxEROSz93fyePV3AHCr939KvEVERCRXSNc93zczDCNXDx0QEZG0O3cmkTIXn8VsNth/4wnyVWrs6JBEREREMkW6k+/FixdTtWpVPDw88PDwoFq1aixZsuRBxiYiIjnMxrlvU73YL0Rfz0vZTm85OhwRERGRTJOuYefTp09nxIgRDBgwwDbb9/fff0+/fv04f/48L7/88gMNUkREsr/dW4/xWDHrTC/nAt/E17uQgyMSERERyTzpSr7ffvtt5syZQ48e/63J2rp1aypXrszo0aOVfIuIiJ2kJIjZ+ALe5WL581I9Hura29EhiYiIiGSqdA07P3XqFHXr1k1RXrduXU6dOnXfQYmISM7yzXuf8Wi5z0hIciZ/83lguu8pR0RERESylXT99VO2bFk++eSTFOXLly+nXLly9x2UiIhkf+PGgdkMI4ZdoXriAAD2JAwlf+nKDo5MREREJPOla9j5mDFj6Ny5M1u2bLHd871t2zY2bNiQalIuIiK5y/hxSWz4aCud65yiauxqiuY9zvHLpXi493BHhyYiIiLiEOlKvjt06MCOHTuYMWMGn376KQAVK1bkp59+okaNGg8yPhERyWZWTF9NT7+XGD78uF35r5e7U9TN00FRiYiI5EKWJDi3Fa6fAo8AKBgKZidHR5Vrpfumu6CgID788EN2797N7t27+fDDD5V4i4jkciumr6ZD4Y4E5rNPvA0DmpeYwIrpqx0UmYiISC5zbDV8XhI2PAo/dLP+/LyktTyD9OrVC5PJhMlkwsXFhVKlSvHKK69w48aNFHWPHz+Oq6srVapUSbWt5HZMJhO+vr7Uq1ePjRs33neMN7eb/Khfv75t/4QJE6hbty6enp74+fnd9/lulq7k+6uvvmLdunUpytetW8fXX39930GJiEj2M35cEnVcXgIMzCb7fSYTYECw80DGj0tyRHgiIiK5x7HVsLUjXLP/MpxrJ6zlGZiAR0REcOrUKf766y9mzJjBvHnzGDVqVIp6H3zwAZ06dSImJoYdO3ak2tbChQs5deoU27Zto0CBArRs2ZK//vrrvmNMbjf58fnnn9v2xcfH8/jjj/Pcc8/d93lula7k+7XXXiMpKeUfT4Zh8Nprr913UCIikr2MGwfrP9pKsfzHUyTeycxmg+IFjrH+o62MG5e58YmIiGRrhgGJsWl7xMfArhcBI7WGrD92vWStl5b2jNTauT03Nzf8/f0pVqwYbdu2pXHjxnz33Xe3PB2DhQsX8uSTT9KtWzcWLFiQalt+fn74+/tTpUoV5syZw/Xr11O0lR7J7SY/8uXLZ9s3ZswYXn75ZapWrXrf57lVuu75PnjwIJUqVUpRXqFCBQ4dOnTfQYmISPYyahR0rpO2pSYD/E4xahSMGJHBQYmIiOQUSdfgE+8H1JgB14/DSt+0Ve90FZy90nWm33//nR9++IESJUrYlW/atIlr167RuHFjAgMDqVu3LjNmzMDL6/bn8fDwAKw909lVunq+fX19U+3uP3To0B0vmIiI5ExjxkBCUtq+zz11OYAxYzI4IBEREXGItWvX4u3tjbu7O1WrVuXs2bMMHTrUrs6CBQvo0qULTk5OVKlShdKlS7NixYrbtnnt2jWGDx+Ok5MTDRo0uO8Yu3btire3t+2RPIl4RktXz3ebNm0YOHAga9asoUyZMoA18R48eDCtW7d+oAGKiEjW91jNjTxbsD9gHZ1mSmXoucVi4vjFojTuGspw9XqLiIiknZOntQc6Lc5ugcgWd68X/hUUCkvbue/Bo48+ypw5c4iNjWXGjBk4OzvToUMH2/7Lly+zevVqvv/+e1vZE088wYIFC+jVq5ddW127dsXJyYnr169TsGBBFixYQLVq1VI9r7f3fyMDnnjiCebOnXvbGGfMmEHjxo1t2wEBAff0HNMrXcn3lClTiIiIoEKFChQtWhSAY8eOERYWxrRp0x5ogCIiknVZkixsnjOZML8ROPlY+OdCCYrm+wfDYr3H21bPYgIT7EicyfARWuJERETknphMaR/67d8UPItaJ1dL9b5vk3W/f9MMWXbMy8uLsmXLAvD+++9TvXp1FixYQO/evQFYtmwZN27cIDg42HaMYRhYLBb+/PNPHnroIVt5cpLs6+tLwYIF73jeqKgo2799fHzuWNff398WY2ZKV/Lt6+vLDz/8wHfffcevv/6Kh4cH1atXJzQ09EHHJyIiWdSl0xc5uKQHjwZ+CcDWk09Ts9//WDX/a+q4vESx/P/NsHr8YlF2JM7k8UHtHRWuiIhI7mB2gqBZ1lnN+Xe5EZt/h6YFzcyU9b7NZjOvv/46gwYNolu3bnh4eLBgwQIGDx6copf7+eef5/3332fy5Mm2sntJkh2RTN+re7rne/v27axduxawro/WtGlTChUqxLRp0+jQoQN9+/YlLi4uQwIVEZGs44/vd3F1ZRC1A7/kerw7WxMWEDpkAR7eHjw+qD2LLh8lfPwmuv5vGeHjN7E4+ogSbxERkcxSrD2ErgTPQPtyz6LW8mKZ93/y448/jpOTE++88w5RUVH8/PPPPPPMM1SpUsXu0bVrVxYtWkRiYmKmxZaaf/75h6ioKP755x+SkpKIiooiKiqKq1fTOOz/Du6p53vs2LGEh4fTsmVLAH777Tf69OlDz549qVixIlOnTqVIkSKMHj36vgMTEZGsx7AYbFk4nzrOL+KWL56/L5ThRq2VhNZ52K7e8BFOGIQzapR1Mjbd4y0iIpLJirWHwDZwbitcPwUeAVAwNFN6vG/m7OzMgAEDmDJlCgcOHKBSpUpUqFAhRb127doxYMAAvvrqK4fOIzZy5EgWLVpk265RowZgnaE9PDz8vto2GUbaF24LCAjgiy++oGbNmgC88cYbbN682Xaz/IoVKxg1ahR//PHHfQWVU8XExODr60t0dPRd70MQEclqYqNj+WX+c9QPXALAjyfaUrHXQnwL+jk2MBERyVEi3x7t6BDSLfyF0Wmue6fc4MaNGxw5coRSpUrh7u7+gKOUB+leXqt76vm+dOkShQsXtm1v3ryZ5s2b27Zr1arFsWPH7jFcERHJ6v769QCJmzpSP/B3EpOc+P7qJBoMHoLJnMq05iIiIiKSwj3d8124cGGOHDkCWBc3//nnn6lTp45t/5UrV3BxcXmwEYqIiEP9sHwlBXbV4qFCv3Mmxp+9/hsJf26oEm8RERGRe3BPyXeLFi147bXX2Lp1K8OGDcPT09NuhvM9e/bY1v0WEZHsLf5GApHTX6Zu0uP4eFwh6mQDTM1/oXqTNKwJKiIiIiJ27mnY+bhx42jfvj0NGjTA29ubRYsW4erqatv//vvv07Rp0wcepIiIZK5Th49z7tPOhAf8AEDk2Vep/+J4nF3TtUKliIiISK53T39FFShQgC1bthAdHY23tzdOTvYz5a1YsQJvb+8HGqCIiGSun79aT7Fj3agWcI7oa77sz7uY8IGOm3VUREQkt7qHubHFQe7lNUpXF4avr2+q5fny5UtPcyIikgVYkixsmTORML+RmPMY7D/zMB5NVxJcWbcTiYiIZKbkebSuXbuGh4eHg6ORO4mPjwdI0TGdGo0fFBERLp2+yKElTxIe+BUAW04+Q61+s/Hw1n/4IiIimc3JyQk/Pz/Onj0LgKenJyaTJjrNaiwWC+fOncPT0xNn57un1kq+RURyuT++34XPrx2pFfg31+Pd2WWaQ9iQXo4OS0REJFfz9/cHsCXgkjWZzWaKFy+epi9HlHyLiORShsVg68K5BDsPxC1vPH9fKMP1WqsIrVPd0aGJiIjkeiaTiYCAAAoVKkRCQoKjw5HbcHV1xWxO2yJiSr5FRHKh2OhYouY/S1jgUgB+PNGWik99QIkCqc/pISIiIo7h5OSUpvuJJetT8i0iksv89esBkiI7UC9wL4lJTnx/dTINBg/GZNa9ZCIiIiIZRcm3iEgu8sPHn1D1Wm/yFLzKmRh/TpdZTniTMEeHJSIiIpLjpW1wuoiIZGvxN+LZPP0l6lo6k8f9Kr+cDMfU/BeqK/EWERERyRTq+RYRyeFOHT7O+U870SBgOwCRZ1+j/ovjcHbVfwEiIiIimUV/eYmI5GC7v/yOEie6UTXgPNHXfNmfbzHhA1s7OiwRERGRXEfJt4hIDmRJsrBlzgTC/EZh9jbYd6YGXs1WElyptKNDExEREcmVlHyLiOQwF09d4PCHTxAe+A0AW072ofZzs3H3cndwZCIiIiK5l5JvEZEcZO+Wn/D97XFqBf7D9Xh3dpvnEjakp6PDEhEREcn1lHyLiOQAhsVgy/tzCHEdiGveBI5eKEt88Crq167m6NBEREREBCXfIiLZ3tXLV/n13WdpELgMgB9PtKfiU+/jW8DXwZGJiIiISDIl3yIi2djhX/ZhbOlIvcA/SExy4vvYKTQY/DIms8nRoYmIiIjITZR8i4hkUz98tJxq13vjXTCW09EBnC33CeGN6zs6LBERERFJhdnRAYiIyO2NGwdms/Vnsvgb8Wx+60XqGl3wdo/ll5OP4vTYL1RT4i0iIiKSZannW0Qkixo/LokNH22lc51TbPgoABOhPN31JBc/f5wGATsAiDw3jPovjsXZVb/ORURERLIy/bUmIpIFrZi+mp5+LzF8+HFb2bmYArhtvkER/6tcvubHgfxLCH+ppQOjFBEREZG0UvItIpLFrJi+mg6FOwKGXXmBPOcxmeDo+VKYG28guFIpxwQoIiIiIvdM93yLiGQh48clUcflJcDg1gnLTSYwDHAyJbB4VXGHxCciIiIi6aPkW0Qkixg3DtZ/tJVi+Y+nSLyTmUxQLP9x1n+01W4SNhERERHJ2pR8i4hkEaNGQYDfqTTVDfA7xahRGRyQiIiIiDwwSr5FRLKIMWPg1OWANNU9dTmAMWMyOCAREREReWAcmnzPmTOHatWq4ePjg4+PDyEhIXz99dcp6hmGQfPmzTGZTHz66ad3bNMwDEaOHElAQAAeHh40btyYgwcP2tW5ePEi3bt3x8fHBz8/P3r37s3Vq1dt+48ePUpYWBheXl6EhYVx9OhRu+NbtmzJqlWr0v28RURSM2IENO4ayrELRTGM1OtYLCb+OV+Mxl1DGTEic+MTERERkfRzaPJdtGhRJk+ezO7du9m1axcNGzakTZs27N27167ezJkzMZlucwPkLaZMmcLs2bOZO3cuO3bswMvLi2bNmnHjxg1bne7du7N3716+++471q5dy5YtW+jbt69t/+DBgwkMDCQqKoqAgACGDBli27d8+XLMZjMdOnS4z2cvIpLS8BFOfB87NdV9FosJTLAjcSbDRzhlcmQiIiIicj8cmny3atWKFi1aUK5cOR566CEmTJiAt7c3P/74o61OVFQUb731Fu+///5d2zMMg5kzZzJ8+HDatGlDtWrVWLx4MSdPnrT1mO/bt49vvvmG9957j+DgYOrXr8/bb7/Nxx9/zMmTJ211evbsSbly5ejVqxf79u0D4PLlywwfPpx33nnnwV8MEZF/eTpfwmSCxCT7X9HHLxZl1ZmVPD6ovYMiExEREZH0yjL3fCclJfHxxx8TGxtLSEgIANeuXaNbt2688847+Pv737WNI0eOcPr0aRo3bmwr8/X1JTg4mO3btwOwfft2/Pz8qFmzpq1O48aNMZvN7NixA4Dq1auzfv16LBYL3377LdWqVQNg6NCh9O/fn2LFiqXpOcXFxRETE2P3EBG5kzOn4nnEbRIAS/fNIHz8Jrr+bxnh4zexOPqIEm8RERGRbMrhyfdvv/2Gt7c3bm5u9OvXjzVr1lCpUiUAXn75ZerWrUubNm3S1Nbp06cBKFy4sF154cKFbftOnz5NoUKF7PY7OzuTL18+W51p06axf/9+SpYsycGDB5k2bRpbtmwhKiqKHj160KlTJ0qXLk2/fv2Ij4+/bTyTJk3C19fX9khr0i4iudfmhR9QLP8xzl0NoMfYvjTqGs7yH7vSqGu4hpqLiIiIZGPOjg6gfPnyREVFER0dzcqVK+nZsyebN2/m0KFDbNy4kV9++SXTYwoMDGTt2rW27bi4OJo1a8aiRYsYP348efLk4cCBA0RERDBv3jxeeOGFVNsZNmwYgwYNsm3HxMQoAReR2zr+TwLB3hMBuFD4VQo6uzNiBJpYTURERCQHcHjPt6urK2XLliUoKIhJkyZRvXp1Zs2axcaNGzl8+DB+fn44Ozvj7Gz9nqBDhw6Eh4en2lby0PQzZ87YlZ85c8a2z9/fn7Nnz9rtT0xM5OLFi7cd2j5x4kSaNm1KUFAQkZGRdOjQARcXF9q3b09kZORtn5ubm5ttJvfkh4jI7WxcsIQSBf7mwrXClG/Rx9HhiIiIiMgD5PDk+1YWi4W4uDhee+019uzZQ1RUlO0BMGPGDBYuXJjqsaVKlcLf358NGzbYymJiYtixY4ftPvKQkBAuX77M7t27bXU2btyIxWIhODg4RZv79u1j2bJljBs3DrDem56QkABAQkICSUlJD+R5i0ju9tehBOrlnQBAdMBQTC6eDo5IRERERB4khw47HzZsGM2bN6d48eJcuXKFZcuWERkZybp16/D390+1J7p48eKUKlXKtl2hQgUmTZpEu3btMJlMDBw4kPHjx1OuXDlKlSrFiBEjKFKkCG3btgWgYsWKRERE0KdPH+bOnUtCQgIDBgygS5cuFClSxO5chmHQt29fZsyYgZeXFwD16tXj3Xff5aGHHmLx4sV07do14y6QiOQaG95fRp8qf3H5ekFKd+rn6HBERERE5AFzaPJ99uxZevTowalTp/D19aVatWqsW7eOJk2apLmNAwcOEB0dbdt+5ZVXiI2NpW/fvly+fJn69evzzTff4O7ubquzdOlSBgwYQKNGjWxrds+ePTtF2/Pnz6dw4cK0bNnSVjZ69Gi6detGcHAwERER9O/fP53PXkTEat8fiTTIb+31vlJ0CH7OXg6OSEREREQeNJNhGIajg8gtYmJi8PX1JTo6Wvd/i4jN24OX8kLQE8TE5cfniaPg4u3okERERBwm8u3Rjg4h3cJfGJ3musoNcp8sd8+3iEhu8mtUEk0CrHNKXCs+WIm3iIiISA6l5FtExIG+fW8FFYoc4Gp8XvzDdBuLiIiISE6l5FtExEF2/GihRXFrr/eNki+Di4aciYiIiORUSr5FRBzk2wWrqFz0D64l+FKg7ouODkdEREREMpCSbxERB9gcaaFNGWuvd3ypgeDq69iARERERCRDKfkWEclkhgHr3v+MasV/43piHvzqvOTokEREREQkgyn5FhHJZN+uM3i8wlgAEku/CK55HRyRiIiIiGQ0Jd8iIpnIMODbhV9Qo2QUN5K8yVPrZUeHJCIiIiKZQMm3iEgm+uxTg65Vrb3eljIDwC2/gyMSERERkcyg5FtEJJNYLPDtoq+pWXo38RZPPB8Z5OiQRERERCSTKPkWEckkyz826PnIGAAsZfqDe0EHRyQiIiIimUXJt4hIJkhMhO+WfEtw2Z9IsHjg/vBgR4ckIiIiIplIybeISCZYssTgmWBrr7dRth94FHZwRCIiIiKSmZR8i4hksLg4WP/hBuo+tJ0Ewx3X6kMdHZKIiIiIZDIl3yIiGWzBAoN+9ay93qayfcEjwMERiYiIiEhmU/ItIpKBrl+HDR9tJrTC9yQZrjhXfcXRIYmIiIiIAyj5FhHJQP/3f9A/zLquN2WfAc9AxwYkIiIiIg6h5FtEJINcuQKRn2ylYeVNJBkuOFV5zdEhiYiIiIiDKPkWEckgs2fDiw2tvd6mMk+DVzEHRyQiIiIijqLkW0QkA1y6BJtX/UCTquux4IxZvd4iIiIiuZqSbxGRDPDWWzCoyb+93qV7gXdJh8YjIiIiIo6l5FtE5AE7dw6+/2wHEdXXYcEJU5Vhjg5JRERERBxMybeIyAM2eTIMiRgHgKnUk+Bd2sERiYiIiIijKfkWEXmATpyAH7/cRcsaX2JgxlTlDUeHJCIiIiJZgJJvEZEHaOJEeOUxa683JbtDnrKODUhEREREsgQl3yIiD8jRo7Bz3S+0Cfpcvd4iIiIiYkfJt0gmGjcOzGbrT8l5xo6FV1uOB8BUogv4lHdwRCIiIiKSVSj5Fskk48bByJFgGNafSsBzlgMH4OeNe+hQezUGJlCvt4iIiIjcRMm3SCZITrxvpgQ8Zxk9Gl5v/W+vd/HHwbeSYwMSERERkSzF2dEBiOR0yYm32ZREaIWtBPid4tTlALbuD2XkSCcARoxwcJByX/bsgT1b97J08kprQZXhjg1IRERERLIcJd8iGSg58W5XczWzerxEsfzHbfuOXSjKS4tnMXJke0AJeHY2ciQMbzses9mAYh3Ar6qjQxIRERGRLEbDzkUyyM2J98qBHQnMd9xuf2DeE6wc2JF2NVdrCHo2tnMn7P9pP53rLLcWqNdbRERERFKh5Fskg4waZR1qPqvHS4CB2WS/32w2wICZTw7EbEpi1CiHhCn3acQIeKPtBOvrWbQN5H3Y0SGJiIiISBak5Fskg4wZA6EVtlIs//EUiXcys9mgeIFjhFbYypgxmRuf3L+tW+Fw1EG61V1mLagy8s4HiIiIiEiupXu+RTLIiBFQ2ftUmuqWKHgKd3e4fh08PDI4MHkgDAPeeMPa6+1ktkCRlpDvEUeHJSIiIiJZlHq+RTJQ+24Baap3/EJBXnkFypWDd9+FxMQMDkzu2/r1cOLAYZ6o96G1oKp6vUVERETk9pR8i2SkgqHgWRSLcZtx5/9aM+xZXmi1jJMnLfTtC5UqwSefgMWSSXHKPUnu9R7WehLOTkkQ0Bzy13J0WCIiIiKShSn5FslIZifOFp+FCSPFLiM5IXfxxcf0F7O7dOfMB4/QJewrDh406NwZatWCdeusyZ5kHV98AWePHKVn6CJrQRWtEyciIiIid6bkWySD/e/T9mw/VCdFucmrKISugrbHodp4cPGhoPOvfPTsY/z9XhhNqn/Pzz9DRAQ0bAg//uiA4CUFi8V6P/+w1pNwcU4E/yZQMMTRYYmIiIhIFqfkWyQDJSbC55+coVapXdaC4AVQdxk02gStj0Cx9uDiDVXesG5XfAWc3Cnu8T3fvhLK7++04pHSe4iMhJAQaNsW9u515DOSFSvg0ol/eKrBQmuBZjgXERERkTRQ8i2Sgb7+GpqV+wAX50Qs+epAmaehZFcoHA5mJ/vKbvmgxpvQ6hCU7QsmJyr7rWXXuIf5YdoTlCn8F599BlWrQq9ecPSoA55QLpeYaF2//dVWb+LqnACFG0Kh+o4OS0RERESyASXfIhno3fkW+jz6LgDmcn3TdpBnINSeB4/9AcU7Y8IgJGApB6eX56ux/Snkc5pFi6B8eRg4EM6ezbj4xd7SpXD13HGeefQ9a4F6vUVEREQkjZR8i2SQ48fh+tFNlPU/TJLZB0p0urcGfB6C+h9DxG4IaIaJRJqX+T9OzCnDh0PfwMP5MrNmQZky1t7YmJiMeR5iFR8Po0fDKy2n4OYcD4XCoHADR4clIiIiItmEkm+RDPL++9A73Nrr7VSmOzh7pa+hfI/Ao99Y7xPPXwcn4xrdH57IufdKM+vZKSTFX2PsWChdGqZPhxs3HuCTEJv334cbl0/Rt+F8a0GVUY4NSERERESyFSXfIhkgKQnWfHyO9rVWWwvKpnHI+Z0UDoemP0DYp+BbGRfjEi+GvcqFhWUZ2XUe0ZcTGDwYHnrImigmJt7/KcXq+nUYN87a6+3uEgcF60HhRx0dloiIiIhkI0q+RTLAt99Co1KLcHVOwOJXE/I+/GAaNpmgaBto/ivUWQReJfHgFGNa9uP8B5V4/rGPOX7cQu/e1onZVq3SGuEPwty5kBR7mucaz7UWVBlpfS1ERERERNJIybdIBpg/3/hvorWHHkCv963MTlC6B7TcD0Gzwa0gvuZDvNOtK6cXBtGx3jfs32/QsSMEB8OGDQ8+hNzi6lWYNAkGt3gLd5cbkL+OdW1vEREREZF7oORb5AE7dQqi/9xC+SJ/kmT2hhJdMu5kTm5Q/gVo/RdUGwcuPhRyiWLF88058m44Dav+wM6d0Lix9bFzZ8aFklO9/TYQd5b+Tf/PWlBVvd4iIiIicu+UfIs8YAsXQu9w66RcTqW6gkuejD+pizdUGQ6tDkOFwWB2o6TnFja8Vo89/2vDwyV/Z8MGqF0bOnaE/fszPqSc4PJlmDIFBjWfjqfrNchXEwIiHB2WiIiIiGRDDk2+58yZQ7Vq1fDx8cHHx4eQkBC+/vpr2/5nn32WMmXK4OHhQcGCBWnTpg3775I19OrVC5PJZPeIiLD/Y/nixYt0794dHx8f/Pz86N27N1evXrXtP3r0KGFhYXh5eREWFsbRo0ftjm/ZsiWrVq26/wsgOY7FAiuXXqBDrX/fHw9iorV74V4AHpkGrQ5CmWfAZKZq3s/5eUI1vp/Sg1KFjrBqFVSuDL17w7FjmRtedjN9OjglnufFiP9ZC6qOUq+3iIiIiKSLQ5PvokWLMnnyZHbv3s2uXbto2LAhbdq0Ye/evQAEBQWxcOFC9u3bx7p16zAMg6ZNm5KUlHTHdiMiIjh16pTt8dFHH9nt7969O3v37uW7775j7dq1bNmyhb59/0uSBg8eTGBgIFFRUQT8f3t3Hh/Tvf9x/DWTfZHYsxCEiOCSEkSstdVeagu1F6kWpUVbv2vX0kWL7hUltJRWqZa2agtqr0obGjultRW1JAgy5/fHMLdpLKGZTCTv5+MxD51zvueczznfjvGec873BAQwbNgw27wFCxZgNptp3759Fh4JyS1WrYJ6JT7G3TUVi28VKBjhmEK8giAyFlr+CiU6YsKgdrGP2T+1HEvHDqKw90lmzoSyZWHoUDh92jFl5mSnT8OUKTCk+VQ8XVOgQBUIbOnoskRERETkAeXQ8N26dWtatGhB2bJlCQ0N5eWXX8bb25vNmzcDEBMTQ7169ShVqhRVq1blpZde4ujRoxnORP+Tm5sb/v7+tleBAgVs85KSkvjuu++YMWMGkZGR1KlTh7fffpv58+dz7NgxW5uePXtStmxZevXqRVJSEgDnzp1j5MiRvPvuu/Y5IPLAi439+0Br/Rx/ltSnHNT5DJpuA/8mmI1rtCz7Dsc+KMOcoSNxM5/nzTetzwgfPx4uXrz9qiZMALPZ+mde8Oqr4GKcZUjzt6wTNMK5iIiIiPwLOeae77S0NObPn09KSgpRUVEZ5qekpDBr1iyCg4MJCgq647ri4+MpWrQo5cqV46mnnuLMmTO2eZs2bSJ//vxUq1bNNq1x48aYzWa2bNkCQHh4OCtXrsRisfD9999TuXJlAIYPH86AAQPuuv2bUlNTuXDhQrqX5F4nT8LJnRupWPxX0kyeUPJxR5f0P4WqQcPvoeEqKFQDJyOF7lVf5s+PSvNmv8lcu3KZMWOgTBl46y1ITU2/+IQJMHq09bFlo0fn/gB+/Di88w4MbjYNb7eLkL8yFH/U0WWJiIiIyAPM4eE7MTERb29v3Nzc6N+/P4sXL6ZChQq2+e+99x7e3t54e3vz7bffsmLFClxdXW+7vmbNmjFnzhxWrVrFq6++ytq1a2nevLntUvUTJ05QtGjRdMs4OztTsGBBTpw4AcDkyZPZvXs3pUqVYt++fUyePJl169aRkJBAjx496NSpE6VLl6Z///5cvXr1trVMmjQJX19f2yuzoV0eTLNnwxP1bg601hlcfR1c0S34N4RHNkPdReBTHlfjLM8+PJwzcWX5b3QsZ89cZ/BgKFfOuj9paf8L3n+X2wP4xIngZj7Hcy2nWSf8ZzSYHP7XpYiIiIg8wEyGYRiOLODq1ascOXKE8+fPs3DhQmbMmMHatWttAfz8+fOcOnWK48ePM3nyZP744w82bNiAu7t7ptZ/8OBBypQpw8qVK2nUqBETJ05k9uzZ7NmzJ127okWLMm7cOJ566qkM60hNTSUiIoLZs2czd+5czp8/zwcffECzZs1o27YtgwYNuuW2U1NTSf3bKcQLFy4QFBTE+fPn8fHxyewhkgeAYUC1yn/xw9BAPFyvwCOboHBNR5d1Z5Y0OPwx/DIGLh0B4JwllBfmvkTs8vYYhpkiReDPP8FsSqNu2HoC8h/n+LkA1u+ui8VwYvx4GDXKwfuRxX77zXov/IutxjO+wxjwrQgtflH4FhERySbxb491dAn37eFBYzPd9sKFC/j6+iob5CEO/9ekq6srISEhREREMGnSJMLDw5k2bZptvq+vL2XLlqVevXosXLiQ3bt3s3jx4kyvv3Tp0hQuXJj9+/cD4O/vz6lTp9K1uX79OmfPnsXf3/+W65g4cSKPPPIIERERxMfH0759e1xcXGjXrh3x8fG33babm5ttJPebL8md4uMhKmAuHq5XSMtXCQpFOrqkuzM7Qele0HovVJ0KboXJb97Lh907cWxmdVpGfM+ffxo8Vm0Rh6eVIn5kAz4d+DjxIxtweFopHqu2KFeeAZ8wAdydLzC89RTrhP+MUvAWERERkX/N2dEF/JPFYkl3tvjvDMPAMIzbzr+V33//nTNnzhAQEABAVFQU586dY/v27UREWEeiXr16NRaLhcjIjIEpKSmJefPmkZCQAFjvTb927RoA165du+vI65I3xMYavNjwxiXnoTEP1sBcTm4QNhjKPAG7p0DSZPz5iaXPNSXxyH/4T9BO/nl5TLECf7BwSAc6TF3I6NHtgNxxBnzfPoiLg+dbvkM+t3PgUx6COji6LBERERHJBRx6OmfEiBGsW7eOw4cPk5iYyIgRI4iPj6dr164cPHiQSZMmsX37do4cOcLGjRvp2LEjHh4etGjRwraOsLAw25nw5ORkhg8fzubNmzl8+DCrVq2iTZs2hISE0LRpUwDKly9Ps2bN6NevH1u3bmXDhg0MHDiQzp07ExgYmK4+wzCIiYlhypQpeHl5AVC7dm1iY2NJSkpizpw51K5dO5uOluRUp0/DkR1bqVwiEYvJHYK7Orqk++OSDyqNhkcPMOXbZ0m95kKlEjsxmcD8j98SzGYDDJjafQhmUxpjxjim5Kw2dix4uFzkxbZvWCf8Z6T1CgERERERkX/JoeH71KlT9OjRg3LlytGoUSO2bdvG8uXLadKkCe7u7qxfv54WLVoQEhJCdHQ0+fLlY+PGjekGTNuzZw/nz58HwMnJiV9++YVHH32U0NBQ+vTpQ0REBOvXr8fNzc22zNy5cwkLC6NRo0a0aNGCOnXqMH369Az1TZ8+HT8/P1q1amWbNnbsWK5cuUJkZCQhISEMGDDAjkdIHgRz5kDvutb/f8ylOoFrgbsskcO5FyE59E26v//xHZuZzQYlCh+lbth6hg7NptrsaOdO+PRTeLrxe/i4nYV8oVAi2tFliYiIiEgu4fAB1/ISDaqQ+xgGVH/oAmsHB+Dlfgma/ABFcsfVEIumfEo7v7s/Lq3LO/NYuK0LnTrBkCFQvbr9a7OH9u3hu2UpHH+/FD5upyFqDgR3d3RZIiIieY4GXJPcSqMIifwLP/wA1YrMw8v9Emne5aFwLUeXlGXaPR6QqXZVKyVz/TrMmwc1akCdOvDFF3D9up0LzELbt8OiRfBUow+swdu7DJTs4uiyRERERCQXUfgW+RdiYyGmwQM60NrdFKkLnsUxjFvv081rZobXj+GvL1sxZuAWXFxgwwbo0AFCQuDNN+HGXSE52qhR4OF6iVEdXrNOqPhfMOe48ShFRERE5AGm8C1yn86ehX1btlM1eAcWXHPfJcpmJ4iYhslEhgBuGCZMJpM1oJvM5E9ZxtiomlxY8gixL6+jUCHr87KHDoXixeGZZ+DAAQftx11s2ADffgv9G0/H1+0UeAVDcDdHlyUiIiIiuYzCt8h9+uQT6FXHetbbVLIDuBVycEV2ENQO6i7E5FUs3WSTV3GouxCarIOWu6F0bzA54/7XCvqWqs/JufVZ9tFKKlY0SE6Gt9+GsmWhbVvrM9FzykgThgEjR4K7y2XGdHjVOrHi/4HZxbGFiYiIiEiuo/Atch8MAz6JS+bxWvMAMIXEOLgiOwpqB48ehkZroNY865+PHrJOB/ApCzVnQut9ENIfzK44nVlHC/cmJL5Ri5++Xkbz5gaGAUuWQIMGULUqzJ4NqakO3TNWr7b+GPBk44/wdTsBniUguIdjixIRERGRXEnhW+Q+bN4MlX3nk88jmTSvUChaz9El2ZfZCfwehlJdrH/e6tnX3qWgxvvw6AEIfQac3DGd2UyVC634ZlA1jm5azFP9LXh4QEIC9OoFJUvC+PFw6lS27g3wv7Pers6pjO30inVixRHg5Jr9xYiIiIhIrqfwLXIfYmMhpuHNgdb65a6B1v4tz+JQbZr17Hj54eDsBX/9RPGD7XivVTints3nlUlpFCsGJ0/CmDFQogT06QOJidlX5rJl1h9R+jeZSX7XP6x1l+6dfQWIiIiISJ6i8C1yj86fh183JFCjzDYsuEBwT0eXlDN5+EOV16yXrFf8L7j4wPmdeP/chRcqVuDwmtl8Ovc61atbLz+fORMqV4bGja3B2GKxX2kWi3WEcxenq4zrNMk6scKL4ORmv42KiIiISJ6m8C1yj+bOhe61YgEwlXgM3Is4uKIczr0whL8EbX6DSuPBtQBc3Ivztl509gply9xYNv5wlY4dwWyGVaugVSsoXx7eew9SUrK+pEWLrJe+938kjvyuR8EjEMr0yfoNiYiIiIjcoPAtcg8MA+bMSqFb7U+AXD7QWlZzzQ+VRllD+EOvgFsRSDmEaVsMUX+W4bMJ73Bw/xWGDQNfX9i7FwYMsD6q7IUX4OjRrCkjLQ1GjwZnp2uMj55onVjhBXByz5oNiIiIiIjcgsK3yD348Uco7/kZvp4XSPMsA34NHF3Sg8clnzXstjkMVaeARwBc+h22D6LkjmBef+JNjh5K4e23ISQEzp2D116D4GDo3Nl6n/a/MW8eJCVB/0c+Jr/Lb+DuB2X6ZcWeiYiIiIjclsK3yD2IjYV+DayXnDuV7QsmfYTum7MnhA2BRw9C9fesj/m6cgJ2DCXf6lIMbDCJ3YkX+Oor6+PJ0tJgwQKIirK+FiyA69fvbZPXrsHYsTfOend+2Tqx/PPg7JHVeyciIiIiko6Sg0gmXbwIP69NpFboJiw4Q+leji4pd3Byh7JPWZ8THjkDvEtD6mn4+f9wWlqK1qXGsfq7v2yPJ3N1tZ797twZSpe2nhX/6687b2LCBOv95B06wMGD0L/ZPAo4HwT3olC2f3bspYiIiIjkcQrfIpk0fz50rXljoLWgNtbRvCXrOLlaBz1rtQeiPgafMLj6FySOhS9LEm78H7Pe/5MjR6yPJytSxHof+AsvWO8LHzDAep/4P02YYL3H2zDgq6/AyXyd8Z1unPUOG2Y9Ay8iIiIiYmcK3yKZNPujy3Sv8zEAJt0jbD9mZwjuBi12Qu0FkL8SXL8Iv06CJaXw+2MYY184zpEj/3s82aVL1pHRy5WD1q2tI6Ybxv+C999F11xAAed94FbIesZdRERERCQbKHyLZMKOHRDsspACXudIcy8JAU0cXVLuZ3aCkp2geQLU+xIKRkDaJdj9BiwJxn3nIHp3OkpCgjVst24NJhMsXWp9Vri/f8bgbTalMeqxCQCsPjYUXLyze69EREREJI9S+BbJhHQDrYX200Br2clkhuJtoOk2ePgbKBwFllTY+w58XQbT1hga1jjEV1/Bnj0wcCC4uMCpUxlX1THyc8IC93DmYkHaPD+QCROyf3dEREREJG9SghC5i5QU2LoyiXph67HgBKV7O7qkvMlkgsDm0GQDNFwFRR8GyzU4EAtfl4VNvSjrt5eiRa2jmt9kNqVRv3w8XWrNZVLnFwGY8t2zJF/Jx+jRKICLiIiISLZQ+Ba5i88+g8dr3BhorVgr8Ax0cEV5nMkE/g2h8RpovB4CmoKRBodmw7LyhJzqQsXiOwF4rNoiDk8rRfzIBswb0I3gIr9hsZg4/GdJ2+rGjHHUjoiIiIhIXuLs6AJEcrq4j67wRfc5AJhCYhxcjaRTtA4U/Q5Ob4VdL8EfX9Mlaj5douazaV8kkSFbASPdIiaTwZynenIp1YvFP7Zj3DjHlC4iIiIieYvOfOdRN597rEtu7ywxEQItiymc7wxpbkHWs6yS8xSuAfW/guY7IKgDhgFRZbdgNhmYTembmkyAAVO7D2HC+DRGjXJIxSIiIiKSxyh850F/f+6x7nm9s9hYiGk4HQCn0D7WEbgl5yrwENT9HFPUrDs2M5sNShQ+ysiY9dlTl4iIiIjkeQrfecytnnusAH5rly/DxuV7aVAhHgMzlH7C0SVJZpndMtfu8nH71iEiIiIicoPCdx5yq+B9kwJ4RgsXQqeIGdY3gc3BK8ixBUnmeQRkbTsRERERkX9JA67lEX8P3mZTGnXD1hOQ/zjHzwWwfnddLIaTbb7ugbWaOeMqCzrHARpo7YFTpC54FodLf/DPAdesTNb5Repmd2UiIiIikkcpfOcBfw/ej1VbxLQegwkq9Ltt/tEzxRk8ZxqLf2ynAH7Dr79C4StLKOr7J2mugTgFtnB0SXIvzE4QMQ3WdwBujLBmc2MEtoipuodfRERERLKNLjvPA24+x/ixaotYOKQDxQr+nm5+sQJ/sHBIBx6rtihd+7xsxoy/DbRW9gkw63eqB05QO6i7EDyLpZ/uWdw6PaidY+oSERERkTxJ4TsPGDfOeqn5tB6DgYyPXjKbDdujl8ymtDz/3OMrV2DtsgM0qbQSAxOU6ePokuR+BbWDRw9DozVQa571z0cPKXiLiIiISLbT6bw8YNQoKOm+Pt2l5v9089FLs15dT4/hD2dfcTnQ4sXQ/qGPrG/8HwHvUg6tR/4lsxP4PezoKkREREQkj9OZ7zyiR8fMPVIps+1ys49ir/FE/ZkAmMpqoDUREREREfn3FL7zCj16KVP27oV8F5fin/8kaS5+UKy1o0sSEREREZFcQOE7r7j56CVMt5xtGHD0bBD7L+TtRy+lH2itN5hdHFyRiIiIiIjkBgrfecXNRy8BtwrgJhN8sr4rnbs4cfVq9paWU1y9Cqu+OkzTSsutE8r0dWxBIiIiIiKSayh85yW3e/SScz4Anmw8nROHfmfECAfUlgMsWQJt/jMTs9nA4tcY8pVxdEkiIiIiIpJLaLTzvCaoHRRrA3+uh8vHrfd4F4yEVXUpyHbmPt2Vhi+vpnFjJ5o3d3Sx2WtG7HVmPmod5dwc0s/B1YiIiIiISG6iM9950c1HL5XqYv3TxQNqzwdnb+qXX8fIx16iRw84dszRhWafgwfB7cw3FCt4jDTnIlC8raNLEhERERGRXEThW6zyhUD1DwAY/dh4yhdeR/fukJbm4LqyyYwZ0K9BLABOZXuBk6tjCxIRERERkVxF4Vv+J7grBPfEyWzh04GPk7D1DK++6uii7O/aNfhu0VFaPPSNdYIGWhMRERERkSym8C3pVXsH8oVSrMAfzIx5gtGjDTZudHRR9rV0KbSuOBMnswVLkYfBJ9TRJYmIiIiISC6j8C3puXhDnQUYZlfaRHxF/4bv0qUL/PWXowuznxmxafSpf2OgtbIaaE1ERERERLKewrdkVOAhTFUmA/Bmt6EUMCXQrx8YhoPrsoPffgOOL6dE4aOkORe0jgYvIiIiIiKSxRS+5dZCB0KxR3F1vsqCQZ35bmky06c7uqis99FH0K+BdcecyvQEJ3cHVyQiIiIiIrmRwrfcmskENWeCRzHKBezh7Z6DGDIEdu50dGFZ5/p1WPr5MVpVWWqdoGd7i4iIiIiInSh8y+25FYJaczFMZnrXj6Nd1blER8OlS44uLGt8+y00LzcLZ6c0LIXqgG95R5ckIiIiIiK5lMK33JlffUwVRwHwYZ/+pJ7Zz7PPOrimLBI73ULfh2cAYA6NcXA1IiIiIiKSmyl8y939ZyQUrYe3ezLzB3Zm1kdX+fxzRxf17/z+O1w9spLgoodJc8oPQR0cXZKIiIiIiORiCt9yd2ZnqDUXXAtSrfR2JnUeQb9+cPiwowu7fzNnQl/bQGvdwdnDwRWJiIiIiEhupvAtmeNZHGrOAmBoizeJKvUtXbrAtWsOrus+pKXBl/NP0qbqEusEDbQmIiIiIiJ2pvAtmVf8UQgdBMDHT/Xgt93HGD3awTXdh++/hyZl4nBxvo6lYE3IX8nRJYmIiIiISC6n8C33psprkD+cwvlO8/FT3Xn9tTRWrnR0UfcmdrqFfg1iATCX1UBrIiIiIiJifw4N3++//z6VK1fGx8cHHx8foqKi+Pbbb23zn3zyScqUKYOHhwdFihShTZs27N69+47rNAyD0aNHExAQgIeHB40bN2bfvn3p2pw9e5auXbvi4+ND/vz56dOnD8nJybb5hw8fpl69enh5eVGvXj0O/+Pm5latWvHFF1/8+wPwIHJyhzoLwNmLRv9ZzfOtXqV7dzh50tGFZc7x43Bxfzwh/gdIM/tAyU6OLklERERERPIAh4bv4sWL88orr7B9+3Z+/PFHGjZsSJs2bdi1axcAERERzJo1i6SkJJYvX45hGDzyyCOkpaXddp2vvfYab731Fh988AFbtmzBy8uLpk2bcuXKFVubrl27smvXLlasWMHSpUtZt24dMTH/OwM6dOhQihUrRkJCAgEBAQwbNsw2b8GCBZjNZtq3b2+HI/KA8CkH1d4BYHzH0QTn20jPnmCxOLiuTJg1C/o8fHOgta7g7OXgikREREREJC8wGYZhOLqIvytYsCCvv/46ffr0yTDvl19+ITw8nP3791OmTJkM8w3DIDAwkKFDh9oC8/nz5/Hz8yMuLo7OnTuTlJREhQoV2LZtG9WqVQPgu+++o0WLFvz+++8EBgZSoUIF3nzzTZo1a8a3337LsGHD2LVrF+fOnaN69eqsXr2aoKCge963Cxcu4Ovry/nz5/Hx8bnn5XMUw4BN3eHwXI6cKUH4iwn8d1wB/vY7RY5jsUCNyn+y8fliuDpfg+Y7oMBDji5LRERERP4m/u2xji7hvj08aGym2+aqbCCZkmPu+U5LS2P+/PmkpKQQFRWVYX5KSgqzZs0iODj4tsH30KFDnDhxgsaNG9um+fr6EhkZyaZNmwDYtGkT+fPntwVvgMaNG2M2m9myZQsA4eHhrFy5EovFwvfff0/lypUBGD58OAMGDMh08E5NTeXChQvpXrmGyQTV3wfvMpQodIQZ/foyYoTB1q2OLuz2Vq2C+iXn4Op8jbT81RW8RUREREQk2zg8fCcmJuLt7Y2bmxv9+/dn8eLFVKhQwTb/vffew9vbG29vb7799ltWrFiBq6vrLdd14sQJAPz8/NJN9/Pzs807ceIERYsWTTff2dmZggUL2tpMnjyZ3bt3U6pUKfbt28fkyZNZt24dCQkJ9OjRg06dOlG6dGn69+/P1atXb7tvkyZNwtfX1/a6n7PlOZpLPqg9H8PsQvsai+hT/0O6dIGc+hvD9OmGbaA1p1A9XkxERERERLKPw8N3uXLlSEhIYMuWLTz11FP07NmTX3/91Ta/a9eu7Nixg7Vr1xIaGkqnTp3S3b9tD8WKFWPp0qUcOXKEpUuXUrhwYZ5++mk++OADXnrpJfLly8eePXvYt28fH3744W3XM2LECM6fP297HT161K51O0ShapjCXwFgavdn8byWyJNPWq9Kz0lOnoTTSesJC9xDmtkbSnZ2dEkiIiIiIpKHODx8u7q6EhISQkREBJMmTSI8PJxp06bZ5vv6+lK2bFnq1avHwoUL2b17N4sXL77luvz9/QE4+Y+ht0+ePGmb5+/vz6lTp9LNv379OmfPnrW1+aeJEyfyyCOPEBERQXx8PO3bt8fFxYV27doRHx9/231zc3OzjeR+85UrhQ2BgOa4u1xhwaBoliy6xKxZji4qvdmzoU+9GwOtBXexnrUXERERERHJJg4P3/9ksVhITU295TzDMDAM47bzg4OD8ff3Z9WqVbZpFy5cYMuWLbb7yKOiojh37hzbt2+3tVm9ejUWi4XIyMgM60xKSmLevHlMmDABsN6bfu3aNQCuXbt2x5HX8wyTGaLiwCOACsWSmNp9CIMGQVKSowuzMgz47JOzdKix0DohRM/2FhERERGR7OXQ8D1ixAjWrVvH4cOHSUxMZMSIEcTHx9O1a1cOHjzIpEmT2L59O0eOHGHjxo107NgRDw8PWrRoYVtHWFiY7Uy4yWRiyJAhvPTSS3z11VckJibSo0cPAgMDadu2LQDly5enWbNm9OvXj61bt7JhwwYGDhxI586dCQwMTFefYRjExMQwZcoUvLysj6SqXbs2sbGxJCUlMWfOHGrXrp09Byuncy8KUZ9gYCKmYSytKi+gc2ew8x0CmRIfD7UDP8bdNZU03ypQMMLRJYmIiIiISB7j0PB96tQpevToQbly5WjUqBHbtm1j+fLlNGnSBHd3d9avX0+LFi0ICQkhOjqafPnysXHjxnQDpu3Zs4fz58/b3j///PMMGjSImJgYqlevTnJyMt999x3u7u62NnPnziUsLIxGjRrRokUL6tSpw/Tp0zPUN336dPz8/GjVqpVt2tixY7ly5QqRkZGEhIQwYMAAOx2dB5B/Q0wV/w+A2L4xXDh+KEc8emz6dIOYhjcuOQ/tZx2pXUREREREJBvluOd852Z54ll+luuwsj6c3sjm/ZHUHb+ezxe6cOPCg2x3+jR0qL+B+P/WIc3kiVP7Y+Dq65hiREREROSu9Jxvya1y3D3f8oAzO0PteeCSn5ohW5jQYRRPPAGOGuh9zhzoVffG48WCOyt4i4iIiIiIQyh8S9bzKgmRMwB48dFXqVb8ex5/HK5fz94yDAMWfPwX0TUXWCeE6NneIiIiIiLiGArfYh8l2kNIfwA+fqoHe385yY0B47PNDz9A9SJz8XC9Qlq+SlAo42j2IiIiIiIi2UHhW+yn6pvg+x/8fE8y56kevPyyhTs8Fj3LpR9oLUYDrYmIiIiIiMMofIv9OHtAnQXg5EHTyt/zXPPJdO1qHQTN3s6ehcPbt1K5RCIWkzsEd7X/RkVERERERG5D4Vvsy7cCRLwFwMud/ktxjy088YT1fmx7+uQT6FXHetbbVLITuBaw7wZFRERERETuQOFb7K9MHyjRCRen6ywY1Jm1K8/z9tv225xhwLzZF+hccz4AprIx9tuYiIiIiIhIJih8i/2ZTFBjOniVolSRw0zvG8Pw4QY7dthnc5s3w0MF5uHlfok07/JQuJZ9NiQiIiIiIpJJCt+SPVx9ofanGCZnomt+RvdaHxEdDcnJWb+p6dOhX4Mbz/bWQGsiIiIiIpIDKHxL9ilcE1P4SwC83fMZnC/9ysCBWbuJ8+dh7+btRAT/hAU3CO6etRsQERERERG5Dwrfkr3KDwf/Jni4Xmb+wM4smHeZTz7JutXPnQs9at0caK09uBXKupWLiIiIiIjcJ4VvyV4mM0TNAfeiVC6RyBtdh/LUU7Bv379ftWHAx7OSebzWPOumQjTQmoiIiIiI5AwK35L9PPwh6mMAnm7yPk3CFtG5M6Sm/rvV/vgjVPSeTz6PZNI8Q6FovSwoVkRERERE5N9T+BbHCHgEyj8PwMwn+3D6yG+MGPHvVhkbCzENrZecO5Xrp4HWREREREQkx1D4FscJfwkK1SC/5znmDXict6Zd55tv7m9VFy9C4roEapTZhgUXCO6ZtbWKiIiIiIj8Cwrf4jhmF6j9Kbj4UDt0I2Pbj6VnTzh27N5X9emn0C3K+ngxU4nHwL1IFhcrIiIiIiJy/xS+xbG8S0MN66Xi/9dmIpWKrqZbN0hLu7fVfDwrhW61rcOma6A1ERERERHJaRS+xfFKRkOZvphNBnMHdCPxxz955ZXML75jB5Rx/RxfzwukeZQBvwb2q1VEREREROQ+KHxLzhAxDXzKE5D/OHFP9mLsWAsbNmRu0dhYiGlwY6C10L7Wx5mJiIiIiIjkIEopkjM4e0KdBRhmN1pW+YaBjafx+OPw1193XiwlBbav3kmt0E1YcIbSvbKlXBERERERkXuh8C05R/5KmCKmAPBqlxcobN5O375gGLdfZMECeLzGjYHWirexPkNcREREREQkh1H4lpwlpD8UfwxX52sseCaaFd9e4MMPb998zszL9Kg7BwBTSL9sKlJEREREROTeKHxLzmIyQc2PwLMEIX4HeK/X0wwZYpCYmLFpYiIU5wsKeJ0jzb0kBDTJ/npFREREREQyQeFbch7XAlB7HobJiW515hJdYw7R0XDpUvpmsbEQ0/DmQGv9NNCaiIiIiIjkWEorkjMVqY2p0jgA3us9gLRzexgyxDprwgQwm2Hd0iTqha3HghOU7u24WkVERERERO7C2dEFiNxWhRfh5Cq8Tq5h/sDO1ByzmXPn3Pj8c+vs7rVmAGAq1go8Ax1YqIiIiIiIyJ3pzLfkXGYniPoE3ApTpVQCr3V53ha83Vyu0LPubADm/xjjwCJFRERERETuTme+JWfzDISacbC2FYObvcWaXx/m3KUCtK/+BYXzneHI6eJ0G96U/Zdg1ChHFysiIiIiInJrCt+S402Y2RKvPc/yXIspfDGkPU7m/z3429fzAm0iljB6dDtAAVxERERERHImXXYuOdqECTB6NGzeH4lhkC54A+TzuMjCIR14rNoiRo+2thcREREREclpFL4lRxszBsymNN7oOgzjFvPNJgMMmNp9CGZTGmPGZHuJIiIiIiIid6XwLTnauHFQN2w9QYV+x2y6dRuz2aBE4aPUDVvPuHHZW5+IiIiIiEhm6J5vydFGjYKK3scz1faZfsdp96ydCxIREREREbkPOvMtOV67xwOytJ2IiIiIiEh2U/iWnK9IXfAsjmHc+rpzwzCBZ5C1nYiIiIiISA6k8C05n9kJIqZhMpEhgBuGCZMJiJhqbSciIiIiIpIDKXzLgyGoHdRdiMmrWLrJJq/iUHehdb6IiIiIiEgOpQHX5MER1A6KtYE/18Pl4+ARYL3UXGe8RUREREQkh1P4lgeL2Qn8HnZ0FSIiIiIiIvdEl52LiIiIiIiI2JnCt4iIiIiIiIidKXyLiIiIiIiI2JnCt4iIiIiIiIidKXyLiIiIiIiI2JnCt4iIiIiIiIidKXyLiIiIiIiI2JnCt4iIiIiIiIidKXyLiIiIiIiI2JnCt4iIiIiIiIidKXyLiIiIiIiI2JnCt4iIiIiIiIidKXyLiIiIiIiI2JmzowvISwzDAODChQsOrkREREREJGdKuZzq6BLu2738O/9m25sZQXI/k6Hezja///47QUFBji5DRERERERyiKNHj1K8eHFHlyHZQOE7G1ksFo4dO0a+fPkwmUwOreXChQsEBQVx9OhRfHx8HFqLZB31a+6jPs191Ke5k/o191Gf5k45qV8Nw+DixYsEBgZiNutu4LxAl51nI7PZnON+1fLx8XH4XzyS9dSvuY/6NPdRn+ZO6tfcR32aO+WUfvX19XV0CZKN9BOLiIiIiIiIiJ0pfIuIiIiIiIjYmcJ3HuXm5saYMWNwc3NzdCmShdSvuY/6NPdRn+ZO6tfcR32aO6lfxZE04JqIiIiIiIiInenMt4iIiIiIiIidKXyLiIiIiIiI2JnCt4iIiIiIiIidKXyLiIiIiIiI2JnCdy6wbt06WrduTWBgICaTiS+//PKuy8THx1O1alXc3NwICQkhLi4uQ5t3332XUqVK4e7uTmRkJFu3bs364uW27NGvY8eOxWQypXuFhYXZZwckg3vt0+PHj/P4448TGhqK2WxmyJAht2z3+eefExYWhru7O5UqVeKbb77J+uLltuzRr3FxcRk+q+7u7vbZAcngXvt00aJFNGnShCJFiuDj40NUVBTLly/P0E7fq45jjz7Vd6rj3Wu//vDDD9SuXZtChQrh4eFBWFgYU6ZMydBOn1WxF4XvXCAlJYXw8HDefffdTLU/dOgQLVu2pEGDBiQkJDBkyBD69u2b7ktlwYIFPPfcc4wZM4affvqJ8PBwmjZtyqlTp+y1G/IP9uhXgIoVK3L8+HHb64cffrBH+XIL99qnqampFClShJEjRxIeHn7LNhs3bqRLly706dOHHTt20LZtW9q2bcvOnTuzsnS5A3v0K4CPj0+6z+pvv/2WVSXLXdxrn65bt44mTZrwzTffsH37dho0aEDr1q3ZsWOHrY2+Vx3LHn0K+k51tHvtVy8vLwYOHMi6detISkpi5MiRjBw5kunTp9va6LMqdmVIrgIYixcvvmOb559/3qhYsWK6adHR0UbTpk1t72vUqGEMGDDA9j4tLc0IDAw0Jk2alKX1SuZkVb+OGTPGCA8Pt0OFcq8y06d/V79+fWPw4MEZpnfq1Mlo2bJlummRkZHGk08++S8rlPuRVf06a9Ysw9fXN8vqkvt3r316U4UKFYxx48bZ3ut7NefIqj7Vd2rOcr/9+thjjxndunWzvddnVexJZ77zoE2bNtG4ceN005o2bcqmTZsAuHr1Ktu3b0/Xxmw207hxY1sbyXnu1q837du3j8DAQEqXLk3Xrl05cuRIdpYpWSyz/S4PnuTkZEqWLElQUBBt2rRh165dji5JMslisXDx4kUKFiwI6Hs1N/hnn96k79QH244dO9i4cSP169cH9FkV+1P4zoNOnDiBn59fuml+fn5cuHCBy5cvc/r0adLS0m7Z5sSJE9lZqtyDu/UrQGRkJHFxcXz33Xe8//77HDp0iLp163Lx4kVHlCxZ4Hb9rs/qg61cuXLMnDmTJUuW8Mknn2CxWKhVqxa///67o0uTTJg8eTLJycl06tQJQN+rucA/+xT0nfogK168OG5ublSrVo0BAwbQt29fQJ9VsT9nRxcgItmnefPmtv+uXLkykZGRlCxZks8++4w+ffo4sDIR+buoqCiioqJs72vVqkX58uX58MMPmTBhggMrk7uZN28e48aNY8mSJRQtWtTR5UgWuF2f6jv1wbV+/XqSk5PZvHkzL774IiEhIXTp0sXRZUkeoPCdB/n7+3Py5Ml0006ePImPjw8eHh44OTnh5OR0yzb+/v7ZWarcg7v1663kz5+f0NBQ9u/fnx0lih3crt/1Wc1dXFxcqFKlij6rOdz8+fPp27cvn3/+ebrLVgsXLqzv1QfU7fr0VvSd+uAIDg4GoFKlSpw8eZKxY8fSpUsXfVbF7nTZeR4UFRXFqlWr0k1bsWKF7SyLq6srERER6dpYLBZWrVqV7kyM5Cx369dbSU5O5sCBAwQEBNi7PLGT++l3efCkpaWRmJioz2oO9umnn9K7d28+/fRTWrZsmW6evlcfTHfq01vRd+qDyWKxkJqaCuizKvanM9+5QHJycrpfWQ8dOkRCQgIFCxakRIkSjBgxgj/++IM5c+YA0L9/f9555x2ef/55nnjiCVavXs1nn33GsmXLbOt47rnn6NmzJ9WqVaNGjRpMnTqVlJQUevfune37l1fZo1+HDRtG69atKVmyJMeOHWPMmDE4OTnpUqtscq99CpCQkGBb9s8//yQhIQFXV1cqVKgAwODBg6lfvz5vvPEGLVu2ZP78+fz444/pHpsi9mWPfh0/fjw1a9YkJCSEc+fO8frrr/Pbb7/Z7ksU+7rXPp03bx49e/Zk2rRpREZG2u4N9fDwwNfXF9D3qqPZo0/1nep499qv7777LiVKlLA9j33dunVMnjyZZ555xrYOfVbFrhw93Lr8e2vWrDGADK+ePXsahmEYPXv2NOrXr59hmYceeshwdXU1SpcubcyaNSvDet9++22jRIkShqurq1GjRg1j8+bN9t8ZsbFHv0ZHRxsBAQGGq6urUaxYMSM6OtrYv39/9uyQ3Fef3qp9yZIl07X57LPPjNDQUMPV1dWoWLGisWzZsuzZITEMwz79OmTIENvfv35+fkaLFi2Mn376Kft2Ko+71z6tX7/+HdvfpO9Vx7FHn+o71fHutV/feusto2LFioanp6fh4+NjVKlSxXjvvfeMtLS0dOvVZ1XsxWQYhpGFWV5ERERERERE/kH3fIuIiIiIiIjYmcK3iIiIiIiIiJ0pfIuIiIiIiIjYmcK3iIiIiIiIiJ0pfIuIiIiIiIjYmcK3iIiIiIiIiJ0pfIuIiIiIiIjYmcK3iIiIiIiIiJ0pfIuISJ4XFxdH/vz579rOZDLx5Zdf2r2enODhhx9myJAhd2yT2eMmIiIiCt8iIpINevXqhclkwmQy4eLiQnBwMM8//zxXrlzJ9lpKlSrF1KlT002Ljo5m7969tvdjx47loYceyrDs8ePHad68uV3ri4uLsx0rs9lM8eLF6d27N6dOnbLrdu8mM8dNREREbs/Z0QWIiEje0KxZM2bNmsW1a9fYvn07PXv2xGQy8eqrrzq6NDw8PPDw8LhrO39//2yoBnx8fNizZw8Wi4Wff/6Z3r17c+zYMZYvX54t28+szB43ERER0ZlvERHJJm5ubvj7+xMUFETbtm1p3LgxK1assM23WCxMmjSJ4OBgPDw8CA8PZ+HChbb58fHxmEwmli1bRuXKlXF3d6dmzZrs3Lkz3XZ++OEH6tati4eHB0FBQTzzzDOkpKQA1kupf/vtN5599lnb2WVIf/l0XFwc48aN4+eff7a1iYuLAzJedp6YmEjDhg3x8PCgUKFCxMTEkJycbJvfq1cv2rZty+TJkwkICKBQoUIMGDCAa9eu3fFYmUwm/P39CQwMpHnz5jzzzDOsXLmSy5cvAzBjxgzKly+Pu7s7YWFhvPfee7ZlDx8+jMlkYtGiRTRo0ABPT0/Cw8PZtGmTrc2ZM2fo0qULxYoVw9PTk0qVKvHpp5/etp7MHLeblixZQtWqVXF3d6d06dKMGzeO69evA2AYBmPHjqVEiRK4ubkRGBjIM888c8djISIiklsofIuISLbbuXMnGzduxNXV1TZt0qRJzJkzhw8++IBdu3bx7LPP0q1bN9auXZtu2eHDh/PGG2+wbds2ihQpQuvWrW1h9sCBAzRr1oz27dvzyy+/sGDBAn744QcGDhwIwKJFiyhevDjjx4/n+PHjHD9+PENt0dHRDB06lIoVK9raREdHZ2iXkpJC06ZNKVCgANu2bePzzz9n5cqVtm3dtGbNGg4cOMCaNWuYPXs2cXFxtjCfWR4eHlgsFq5fv87cuXMZPXo0L7/8MklJSUycOJFRo0Yxe/bsdMv897//ZdiwYSQkJBAaGkqXLl1sIfjKlStERESwbNkydu7cSUxMDN27d2fr1q233H5mjhvA+vXr6dGjB4MHD+bXX3/lww8/JC4ujpdffhmAL774gilTpvDhhx+yb98+vvzySypVqnRPx0JEROSBZYiIiNhZz549DScnJ8PLy8twc3MzAMNsNhsLFy40DMMwrly5Ynh6ehobN25Mt1yfPn2MLl26GIZhGGvWrDEAY/78+bb5Z86cMTw8PIwFCxbY2sfExKRbx/r16w2z2WxcvnzZMAzDKFmypDFlypR0bWbNmmX4+vra3o8ZM8YIDw/PsB+AsXjxYsMwDGP69OlGgQIFjOTkZNv8ZcuWGWaz2Thx4oRtv0uWLGlcv37d1qZjx45GdHT0bY/VP2vZu3evERoaalSrVs0wDMMoU6aMMW/evHTLTJgwwYiKijIMwzAOHTpkAMaMGTNs83ft2mUARlJS0m2327JlS2Po0KG29/Xr1zcGDx5se5+Z49aoUSNj4sSJ6dp8/PHHRkBAgGEYhvHGG28YoaGhxtWrV29bh4iISG6le75FRCRbNGjQgPfff5+UlBSmTJmCs7Mz7du3B2D//v1cunSJJk2apFvm6tWrVKlSJd20qKgo238XLFiQcuXKkZSUBMDPP//ML7/8wty5c21tDMPAYrFw6NAhypcvn2X7k5SURHh4OF5eXrZptWvXxmKxsGfPHvz8/ACoWLEiTk5OtjYBAQEkJibecd3nz5/H29sbi8XClStXqFOnDjNmzCAlJYUDBw7Qp08f+vXrZ2t//fp1fH19062jcuXK6bYJcOrUKcLCwkhLS2PixIl89tln/PHHH1y9epXU1FQ8PT3v/4BgPf4bNmywnekGSEtL48qVK1y6dImOHTsydepUSpcuTbNmzWjRogWtW7fG2Vn/HBERkdxP33YiIpItvLy8CAkJAWDmzJmEh4fz0Ucf0adPH9t90suWLaNYsWLplnNzc8v0NpKTk3nyySdveR9xiRIl/kX198/FxSXde5PJhMViueMy+fLl46effsJsNhMQEGAb1OzkyZMAxMbGEhkZmW6Zvwf8f2735j3aN7f7+uuvM23aNKZOnUqlSpXw8vJiyJAhXL169T728H+Sk5MZN24c7dq1yzDP3d2doKAg9uzZw8qVK1mxYgVPP/00r7/+OmvXrs1wnERERHIbhW8REcl2ZrOZ//u//+O5557j8ccfp0KFCri5uXHkyBHq169/x2U3b95sC9J//fUXe/futZ3Rrlq1Kr/++qst5N+Kq6sraWlpd9xGZtqUL1+euLg4UlJSbGe/N2zYgNlsply5cndc9m7MZvMt98HPz4/AwEAOHjxI165d73v9GzZsoE2bNnTr1g2whvK9e/dSoUKF2y6TmWNStWpV9uzZc8fj7+HhQevWrWndujUDBgwgLCyMxMREqlaten87IyIi8oDQgGsiIuIQHTt2xMnJiXfffZd8+fIxbNgwnn32WWbPns2BAwf46aefePvttzMMJDZ+/HhWrVrFzp076dWrF4ULF6Zt27YAvPDCC2zcuJGBAweSkJDAvn37WLJkSbpB0EqVKsW6dev4448/OH369C1rK1WqFIcOHSIhIYHTp0+TmpqaoU3Xrl1xd3enZ8+e7Ny5kzVr1jBo0CC6d+9uu+TcHsaNG8ekSZN466232Lt3L4mJicyaNYs333wz0+soW7YsK1asYOPGjSQlJfHkk0/azqrfTmaO2+jRo5kzZw7jxo1j165dJCUlMX/+fEaOHAlYR0f/6KOP2LlzJwcPHuSTTz7Bw8ODkiVLZv4AiIiIPKAUvkVExCGcnZ0ZOHAgr732GikpKUyYMIFRo0YxadIkypcvT7NmzVi2bBnBwcHplnvllVcYPHgwERERnDhxgq+//to2anrlypVZu3Yte/fupW7dulSpUoXRo0cTGBhoW378+PEcPnyYMmXKUKRIkVvW1r59e5o1a0aDBg0oUqTILR/D5enpyfLlyzl79izVq1enQ4cONGrUiHfeeScLj1JGffv2ZcaMGcyaNYtKlSpRv3594uLiMhynOxk5ciRVq1aladOmPPzww/j7+9t+wLidzBy3pk2bsnTpUr7//nuqV69OzZo1mTJlii1c58+fn9jYWGrXrk3lypVZuXIlX3/9NYUKFcp07SIiIg8qk2EYhqOLEBERuZv4+HgaNGjAX3/9leHZ0iIiIiI5nc58i4iIiIiIiNiZwreIiIiIiIiInemycxERERERERE705lvERERERERETtT+BYRERERERGxM4VvERERERERETtT+BYRERERERGxM4VvERERERERETtT+BYRERERERGxM4VvERERERERETtT+BYRERERERGxs/8HLfp/543W9lMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Phi-3-mini-128k-instruct(RAG - generic prompt)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Phi-3-mini-128k-instruct(RAG - chat template)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Phi-3-mini-128k-instruct(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-7b-it(RAG - generic prompt)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-7b-it(RAG - chat template)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-7b-it(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Llama-2-7b-chat-hf(RAG - generic prompt)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Llama-2-7b-chat-hf(RAG - chat template)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Llama-2-7b-chat-hf(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Mistral-7B-Instruct-v0.2(RAG - generic prompt)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Mistral-7B-Instruct-v0.2(RAG - chat template)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Mistral-7B-Instruct-v0.2(Non-RAG)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Meta-Llama-3-8B-Instruct(RAG - generic prompt)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Meta-Llama-3-8B-Instruct(RAG - chat template)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Meta-Llama-3-8B-Instruct(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Llama-2-13b-chat-hf(RAG - generic prompt)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Llama-2-13b-chat-hf(RAG - chat template)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Llama-2-13b-chat-hf(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Llama-2-70b-chat-hf(RAG - generic prompt)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Llama-2-70b-chat-hf(RAG - chat template)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Llama-2-70b-chat-hf(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Meta-Llama-3-70B-Instruct(RAG - generic prompt)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Meta-Llama-3-70B-Instruct(RAG - chat template)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Meta-Llama-3-70B-Instruct(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_performance_scores(result)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "metadata": {} }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(RAG - generic prompt)\n", "model: gemma-1.1-2b-it(RAG - chat template)\n", "model: gemma-1.1-2b-it(Non-RAG)\n", "model: Phi-3-mini-128k-instruct(RAG - generic prompt)\n", "model: Phi-3-mini-128k-instruct(RAG - chat template)\n", "model: Phi-3-mini-128k-instruct(Non-RAG)\n", "model: gemma-1.1-7b-it(RAG - generic prompt)\n", "model: gemma-1.1-7b-it(RAG - chat template)\n", "model: gemma-1.1-7b-it(Non-RAG)\n", "model: Llama-2-7b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-7b-chat-hf(RAG - chat template)\n", "model: Llama-2-7b-chat-hf(Non-RAG)\n", "model: Mistral-7B-Instruct-v0.2(RAG - generic prompt)\n", "model: Mistral-7B-Instruct-v0.2(RAG - chat template)\n", "model: Mistral-7B-Instruct-v0.2(Non-RAG)\n", "model: Meta-Llama-3-8B-Instruct(RAG - generic prompt)\n", "model: Meta-Llama-3-8B-Instruct(RAG - chat template)\n", "model: Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG)\n", "model: Meta-Llama-3-8B-Instruct(Non-RAG)\n", "model: Llama-2-13b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-13b-chat-hf(RAG - chat template)\n", "model: Llama-2-13b-chat-hf(Non-RAG)\n", "model: Llama-2-70b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-70b-chat-hf(RAG - chat template)\n", "model: Llama-2-70b-chat-hf(Non-RAG)\n", "model: Meta-Llama-3-70B-Instruct(RAG - generic prompt)\n", "model: Meta-Llama-3-70B-Instruct(RAG - chat template)\n", "model: Meta-Llama-3-70B-Instruct(Non-RAG)\n", "ref_result: {'gpt-3.5-turbo(RAG)': './data/results/gpt-3.5-turbo_rag.csv', 'gpt-3.5-turbo(Non-RAG)': './data/results/gpt-3.5-turbo_non_rag.csv'}\n", "model_names: ['gemma-1.1-2b-it(RAG - generic prompt) (RP=1.04)', 'gemma-1.1-2b-it(RAG - chat template) (RP=1.3)', 'gemma-1.1-2b-it(Non-RAG) (RP=1.2)', 'Phi-3-mini-128k-instruct(RAG - generic prompt) (RP=1.16)', 'Phi-3-mini-128k-instruct(RAG - chat template) (RP=1.08)', 'Phi-3-mini-128k-instruct(Non-RAG) (RP=1.08)', 'gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0)', 'gemma-1.1-7b-it(RAG - chat template) (RP=1.04)', 'gemma-1.1-7b-it(Non-RAG) (RP=1.16)', 'Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.06)', 'Llama-2-7b-chat-hf(RAG - chat template) (RP=1.16)', 'Llama-2-7b-chat-hf(Non-RAG) (RP=1.04)', 'Mistral-7B-Instruct-v0.2(RAG - generic prompt) (RP=1.26)', 'Mistral-7B-Instruct-v0.2(RAG - chat template) (RP=1.04)', 'Mistral-7B-Instruct-v0.2(Non-RAG) (RP=1.08)', 'Meta-Llama-3-8B-Instruct(RAG - generic prompt) (RP=1.26)', 'Meta-Llama-3-8B-Instruct(RAG - chat template) (RP=1.18)', 'Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG) (RP=1.2)', 'Meta-Llama-3-8B-Instruct(Non-RAG) (RP=1.06)', 'Llama-2-13b-chat-hf(RAG - generic prompt) (RP=1.2)', 'Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28)', 'Llama-2-13b-chat-hf(Non-RAG) (RP=1.1)', 'Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1.16)', 'Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14)', 'Llama-2-70b-chat-hf(Non-RAG) (RP=1.08)', 'Meta-Llama-3-70B-Instruct(RAG - generic prompt) (RP=1.06)', 'Meta-Llama-3-70B-Instruct(RAG - chat template) (RP=1.06)', 'Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06)', 'gpt-3.5-turbo(RAG)', 'gpt-3.5-turbo(Non-RAG)']\n", "max_value: 0.7998195841792829\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(2, 30)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df, best_mtr = plot_best_afrp(result, ref_result=ref_result)\n", "len(df), len(best_mtr)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MetricRAP - F1F1MTR
Model
gemma-1.1-2b-it(RAG - generic prompt) (RP=1.04)0.3967270.3967270.000000
gemma-1.1-2b-it(RAG - chat template) (RP=1.3)0.3612260.3614590.014881
gemma-1.1-2b-it(Non-RAG) (RP=1.2)0.1628400.1633920.078373
Phi-3-mini-128k-instruct(RAG - generic prompt) (RP=1.16)0.3751770.52717415.417659
Phi-3-mini-128k-instruct(RAG - chat template) (RP=1.08)0.5747720.5753160.021825
Phi-3-mini-128k-instruct(Non-RAG) (RP=1.08)0.5926880.5945450.072421
gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0)0.1820550.30177735.458333
gemma-1.1-7b-it(RAG - chat template) (RP=1.04)0.3013170.3024410.086310
gemma-1.1-7b-it(Non-RAG) (RP=1.16)0.2768410.2905451.207341
Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.06)0.5891590.5894130.009921
Llama-2-7b-chat-hf(RAG - chat template) (RP=1.16)0.5890790.5896120.020833
Llama-2-7b-chat-hf(Non-RAG) (RP=1.04)0.5475230.5480180.020833
Mistral-7B-Instruct-v0.2(RAG - generic prompt) (RP=1.26)0.6084000.6086880.010913
Mistral-7B-Instruct-v0.2(RAG - chat template) (RP=1.04)0.6037840.6037840.000000
Mistral-7B-Instruct-v0.2(Non-RAG) (RP=1.08)0.6475840.6475840.000000
Meta-Llama-3-8B-Instruct(RAG - generic prompt) (RP=1.26)0.4399500.5720009.959325
Meta-Llama-3-8B-Instruct(RAG - chat template) (RP=1.18)0.5576040.5578440.009921
Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG) (RP=1.2)0.6739850.6746530.022817
Meta-Llama-3-8B-Instruct(Non-RAG) (RP=1.06)0.6669310.6675630.021825
Llama-2-13b-chat-hf(RAG - generic prompt) (RP=1.2)0.5948680.5948680.000000
Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28)0.5878440.5878440.000000
Llama-2-13b-chat-hf(Non-RAG) (RP=1.1)0.6191420.6268200.289683
Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1.16)0.5548250.5548250.000000
Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14)0.5953560.5961500.030754
Llama-2-70b-chat-hf(Non-RAG) (RP=1.08)0.6518450.6572690.193452
Meta-Llama-3-70B-Instruct(RAG - generic prompt) (RP=1.06)0.5168120.5168120.000000
Meta-Llama-3-70B-Instruct(RAG - chat template) (RP=1.06)0.5368980.5368980.000000
Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06)0.7094000.7101320.023810
gpt-3.5-turbo(RAG)0.6583050.6583050.000000
gpt-3.5-turbo(Non-RAG)0.7141250.7141250.000000
\n", "
" ], "text/plain": [ "Metric RAP - F1 F1 \\\n", "Model \n", "gemma-1.1-2b-it(RAG - generic prompt) (RP=1.04) 0.396727 0.396727 \n", "gemma-1.1-2b-it(RAG - chat template) (RP=1.3) 0.361226 0.361459 \n", "gemma-1.1-2b-it(Non-RAG) (RP=1.2) 0.162840 0.163392 \n", "Phi-3-mini-128k-instruct(RAG - generic prompt) ... 0.375177 0.527174 \n", "Phi-3-mini-128k-instruct(RAG - chat template) (... 0.574772 0.575316 \n", "Phi-3-mini-128k-instruct(Non-RAG) (RP=1.08) 0.592688 0.594545 \n", "gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0) 0.182055 0.301777 \n", "gemma-1.1-7b-it(RAG - chat template) (RP=1.04) 0.301317 0.302441 \n", "gemma-1.1-7b-it(Non-RAG) (RP=1.16) 0.276841 0.290545 \n", "Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.06) 0.589159 0.589413 \n", "Llama-2-7b-chat-hf(RAG - chat template) (RP=1.16) 0.589079 0.589612 \n", "Llama-2-7b-chat-hf(Non-RAG) (RP=1.04) 0.547523 0.548018 \n", "Mistral-7B-Instruct-v0.2(RAG - generic prompt) ... 0.608400 0.608688 \n", "Mistral-7B-Instruct-v0.2(RAG - chat template) (... 0.603784 0.603784 \n", "Mistral-7B-Instruct-v0.2(Non-RAG) (RP=1.08) 0.647584 0.647584 \n", "Meta-Llama-3-8B-Instruct(RAG - generic prompt) ... 0.439950 0.572000 \n", "Meta-Llama-3-8B-Instruct(RAG - chat template) (... 0.557604 0.557844 \n", "Meta-Llama-3-8B-Instruct(generic prompt)(Non-RA... 0.673985 0.674653 \n", "Meta-Llama-3-8B-Instruct(Non-RAG) (RP=1.06) 0.666931 0.667563 \n", "Llama-2-13b-chat-hf(RAG - generic prompt) (RP=1.2) 0.594868 0.594868 \n", "Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28) 0.587844 0.587844 \n", "Llama-2-13b-chat-hf(Non-RAG) (RP=1.1) 0.619142 0.626820 \n", "Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1... 0.554825 0.554825 \n", "Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14) 0.595356 0.596150 \n", "Llama-2-70b-chat-hf(Non-RAG) (RP=1.08) 0.651845 0.657269 \n", "Meta-Llama-3-70B-Instruct(RAG - generic prompt)... 0.516812 0.516812 \n", "Meta-Llama-3-70B-Instruct(RAG - chat template) ... 0.536898 0.536898 \n", "Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06) 0.709400 0.710132 \n", "gpt-3.5-turbo(RAG) 0.658305 0.658305 \n", "gpt-3.5-turbo(Non-RAG) 0.714125 0.714125 \n", "\n", "Metric MTR \n", "Model \n", "gemma-1.1-2b-it(RAG - generic prompt) (RP=1.04) 0.000000 \n", "gemma-1.1-2b-it(RAG - chat template) (RP=1.3) 0.014881 \n", "gemma-1.1-2b-it(Non-RAG) (RP=1.2) 0.078373 \n", "Phi-3-mini-128k-instruct(RAG - generic prompt) ... 15.417659 \n", "Phi-3-mini-128k-instruct(RAG - chat template) (... 0.021825 \n", "Phi-3-mini-128k-instruct(Non-RAG) (RP=1.08) 0.072421 \n", "gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0) 35.458333 \n", "gemma-1.1-7b-it(RAG - chat template) (RP=1.04) 0.086310 \n", "gemma-1.1-7b-it(Non-RAG) (RP=1.16) 1.207341 \n", "Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.06) 0.009921 \n", "Llama-2-7b-chat-hf(RAG - chat template) (RP=1.16) 0.020833 \n", "Llama-2-7b-chat-hf(Non-RAG) (RP=1.04) 0.020833 \n", "Mistral-7B-Instruct-v0.2(RAG - generic prompt) ... 0.010913 \n", "Mistral-7B-Instruct-v0.2(RAG - chat template) (... 0.000000 \n", "Mistral-7B-Instruct-v0.2(Non-RAG) (RP=1.08) 0.000000 \n", "Meta-Llama-3-8B-Instruct(RAG - generic prompt) ... 9.959325 \n", "Meta-Llama-3-8B-Instruct(RAG - chat template) (... 0.009921 \n", "Meta-Llama-3-8B-Instruct(generic prompt)(Non-RA... 0.022817 \n", "Meta-Llama-3-8B-Instruct(Non-RAG) (RP=1.06) 0.021825 \n", "Llama-2-13b-chat-hf(RAG - generic prompt) (RP=1.2) 0.000000 \n", "Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28) 0.000000 \n", "Llama-2-13b-chat-hf(Non-RAG) (RP=1.1) 0.289683 \n", "Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1... 0.000000 \n", "Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14) 0.030754 \n", "Llama-2-70b-chat-hf(Non-RAG) (RP=1.08) 0.193452 \n", "Meta-Llama-3-70B-Instruct(RAG - generic prompt)... 0.000000 \n", "Meta-Llama-3-70B-Instruct(RAG - chat template) ... 0.000000 \n", "Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06) 0.023810 \n", "gpt-3.5-turbo(RAG) 0.000000 \n", "gpt-3.5-turbo(Non-RAG) 0.000000 " ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = df.T\n", "df[\"MTR\"] = best_mtr\n", "df" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(RAG - generic prompt)\n", "model: gemma-1.1-2b-it(RAG - chat template)\n", "model: gemma-1.1-2b-it(Non-RAG)\n", "model: Phi-3-mini-128k-instruct(RAG - generic prompt)\n", "model: Phi-3-mini-128k-instruct(RAG - chat template)\n", "model: Phi-3-mini-128k-instruct(Non-RAG)\n", "model: gemma-1.1-7b-it(RAG - generic prompt)\n", "model: gemma-1.1-7b-it(RAG - chat template)\n", "model: gemma-1.1-7b-it(Non-RAG)\n", "model: Llama-2-7b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-7b-chat-hf(RAG - chat template)\n", "model: Llama-2-7b-chat-hf(Non-RAG)\n", "model: Mistral-7B-Instruct-v0.2(RAG - generic prompt)\n", "model: Mistral-7B-Instruct-v0.2(RAG - chat template)\n", "model: Mistral-7B-Instruct-v0.2(Non-RAG)\n", "model: Meta-Llama-3-8B-Instruct(RAG - generic prompt)\n", "model: Meta-Llama-3-8B-Instruct(RAG - chat template)\n", "model: Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG)\n", "model: Meta-Llama-3-8B-Instruct(Non-RAG)\n", "model: Llama-2-13b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-13b-chat-hf(RAG - chat template)\n", "model: Llama-2-13b-chat-hf(Non-RAG)\n", "model: Llama-2-70b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-70b-chat-hf(RAG - chat template)\n", "model: Llama-2-70b-chat-hf(Non-RAG)\n", "model: Meta-Llama-3-70B-Instruct(RAG - generic prompt)\n", "model: Meta-Llama-3-70B-Instruct(RAG - chat template)\n", "model: Meta-Llama-3-70B-Instruct(Non-RAG)\n", "model_names: ['gemma-1.1-2b-it(RAG - generic prompt) (RP=1.04)', 'gemma-1.1-2b-it(RAG - chat template) (RP=1.3)', 'gemma-1.1-2b-it(Non-RAG) (RP=1.2)', 'Phi-3-mini-128k-instruct(RAG - generic prompt) (RP=1.16)', 'Phi-3-mini-128k-instruct(RAG - chat template) (RP=1.08)', 'Phi-3-mini-128k-instruct(Non-RAG) (RP=1.08)', 'gemma-1.1-7b-it(RAG - generic prompt) (RP=1.0)', 'gemma-1.1-7b-it(RAG - chat template) (RP=1.04)', 'gemma-1.1-7b-it(Non-RAG) (RP=1.16)', 'Llama-2-7b-chat-hf(RAG - generic prompt) (RP=1.06)', 'Llama-2-7b-chat-hf(RAG - chat template) (RP=1.16)', 'Llama-2-7b-chat-hf(Non-RAG) (RP=1.04)', 'Mistral-7B-Instruct-v0.2(RAG - generic prompt) (RP=1.26)', 'Mistral-7B-Instruct-v0.2(RAG - chat template) (RP=1.04)', 'Mistral-7B-Instruct-v0.2(Non-RAG) (RP=1.08)', 'Meta-Llama-3-8B-Instruct(RAG - generic prompt) (RP=1.26)', 'Meta-Llama-3-8B-Instruct(RAG - chat template) (RP=1.18)', 'Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG) (RP=1.2)', 'Meta-Llama-3-8B-Instruct(Non-RAG) (RP=1.06)', 'Llama-2-13b-chat-hf(RAG - generic prompt) (RP=1.2)', 'Llama-2-13b-chat-hf(RAG - chat template) (RP=1.28)', 'Llama-2-13b-chat-hf(Non-RAG) (RP=1.1)', 'Llama-2-70b-chat-hf(RAG - generic prompt) (RP=1.16)', 'Llama-2-70b-chat-hf(RAG - chat template) (RP=1.14)', 'Llama-2-70b-chat-hf(Non-RAG) (RP=1.08)', 'Meta-Llama-3-70B-Instruct(RAG - generic prompt) (RP=1.06)', 'Meta-Llama-3-70B-Instruct(RAG - chat template) (RP=1.06)', 'Meta-Llama-3-70B-Instruct(Non-RAG) (RP=1.06)']\n", "max_value: 0.7953483041266648\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = plot_best_afrp(result)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-2b-it(RAG - generic prompt)\n", "model: gemma-1.1-2b-it(RAG - chat template)\n", "model: gemma-1.1-2b-it(Non-RAG)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Phi-3-mini-128k-instruct(RAG - generic prompt)\n", "model: Phi-3-mini-128k-instruct(RAG - chat template)\n", "model: Phi-3-mini-128k-instruct(Non-RAG)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: gemma-1.1-7b-it(RAG - generic prompt)\n", "model: gemma-1.1-7b-it(RAG - chat template)\n", "model: gemma-1.1-7b-it(Non-RAG)\n" ] }, { "data": { "image/png": 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ZGYnp06fj77//Rmpqqty4t5M7n332mVydI6BgOdS1a9c+5JQAAA8fPgRQUKj6bc7Ozjhy5AjS09Ohr6//3v2cPXsWM2fOxPnz55GRkSHXl5KSAmNjY6Vja9q0KebMmYO8vDzcuHEDc+bMwcuXL+WKJitzrQGgZs2aha5hrVq1ABQsMbOyssKdO3dw7dq1IpdzFbXPkvauz0RLSws1atQQ+2UUuS+mTJmC48ePo0mTJqhZsyY6duyIgQMHonnz5u+NpWrVqvD09MT27dvx448/AihY6qehoSH3dMjZs2ejZ8+eqFWrFurVq4dOnTph8ODB71z++LaAgAC0bNkSaWlp2LNnD0JCQuQSdM+ePUNycjLWrl2LtWvXFrmPtz8XJycnufcSiQQ1a9YUlxLKEmr+/v7vjCslJaXQ8tKS9PDhQzg5OcmdK/C/ZW1vf9bVqlWTey+L7e36a+8iu87q6uqoWrUqnJ2dxQL/sushS+y8zcjISO69jo5OoZ8RU1PTQrEcOHAAc+bMQUREhFx9qLfv2Y9x584dREVFFfsz6+3tjT/++ANfffUVpk6dCk9PT/Tp0wf9+vUr9BkQERERlQYmqYioxAwcOBDDhw9HfHw8OnfuXOhR9DL5+fmwsLDA5s2bi+yXfZFKTk5G69atYWRkhNmzZ8PR0RE6OjoICwvDlClTCv1L/7ueACcIwoefVAm4d+8ePD09UadOHSxZsgR2dnbQ0tLCoUOHsHTp0g+esVC1alW0b98eAODl5YU6deqgW7duWL58OcaPHw9A8WutjPz8fHTo0OGdT5WTJbXKCkXuC2dnZ0RHR+PAgQM4fPgwdu3ahVWrViEgIKDIwuhv8vHxwdChQxEREYH69etj+/bt8PT0FGszAQU1hO7du4d9+/bh6NGj+OOPP7B06VKsWbMGX331VbHn4OrqKn7WvXr1QkZGBoYPH44WLVrAzs5OvIcGDRr0zqSSogkxGdk+Fy5ciPr16xc5xsDAQKl9lraP/R3w5nV+m+x6bNq0CVZWVoX6335apSJPpAwNDUWPHj3QqlUrrFq1CtbW1tDU1ERQUNB7i/YrKz8/H66urliyZEmR/XZ2dgAKZnWdPn0aJ0+exMGDB3H48GFs27YN7dq1w9GjRyv9UzaJiIio9DFJRUQlpnfv3hg5ciQuXLggt/zpbY6Ojjh+/DiaN28ut9TlbadOncKLFy+we/dutGrVSmx/80lbpc3e3h5AwdPa3nbr1i1UrVpVnEX1rpkPf/75J7KysrB//365mR5FLQ/6GF27dkXr1q0xb948jBw5Evr6+gpfa5m7d+9CEAS5c7l9+zYAiEWhHR0dkZaW9s4v8zLKzgRRdPybn0mNGjXE9uzsbMTExBQb17vo6+vD29sb3t7eyM7ORp8+fTB37lxMmzYNOjo679yuV69eGDlypHjP3759G9OmTSs0zszMDEOHDsXQoUORlpaGVq1aITAwUKEk1dvmz5+PPXv2YO7cuVizZg3Mzc1haGiIvLw8hc//7aWHgiDg7t27YjJLVrjeyMioRD9rZcba29vj2rVryM/Pl5vJI1vqK7sXPgXZ9bCwsPjge+xtu3btgo6ODo4cOQJtbW2xPSgoqNhtlbmOjo6O+Pfff+Hp6VnsdmpqavD09ISnpyeWLFmCefPm4YcffsDJkydL7LyJiIiI3oVzt4moxBgYGGD16tUIDAxE9+7d3zmuf//+yMvLE5dHvSk3NxfJyckA/jcT4c1ZENnZ2Vi1alXJBv4e1tbWqF+/PjZs2CDGBRTUHTp69Ci6dOkitsmSVW+OA4o+j5SUFIW+iCprypQpePHiBX7//XcAil9rmadPn2LPnj3i+9TUVGzcuBH169cXZ4/0798f58+fx5EjRwrtMzk5Gbm5uQAAPT09sU0R+vr6Co1t3749tLS0sGLFCrlrum7dOqSkpLzziWjv8+LFC7n3WlpaqFu3LgRBQE5Oznu3NTExgZeXF7Zv346QkBBoaWmhV69e792/gYEBatasKbe8SxmOjo7o27cvgoODER8fD3V1dfTt2xe7du3CjRs3Co1/9uxZobaNGzfi1atX4vudO3ciLi5OfOJhw4YN4ejoiEWLFiEtLe29+3zXvV8UZcZ26dIF8fHxcknv3Nxc/PLLLzAwMEDr1q2L3UdJ8fLygpGREebNm1fkPVHUNS6Ouro6JBIJ8vLyxLYHDx6IT9t7H2WuY//+/fHkyRPx98KbXr9+jfT0dABAUlJSoX7ZLLoPvVeJiIiIlMGZVERUot5Xv0amdevWGDlyJH766SdERESgY8eO0NTUxJ07d7Bjxw4sX74c/fr1Q7NmzWBqagp/f3+MHj0aEokEmzZt+uTL9xYuXIjOnTvDw8MDw4YNw+vXr/HLL7/A2NgYgYGB4riGDRsCAH744Qf4+PhAU1MT3bt3R8eOHaGlpYXu3btj5MiRSEtLw++//w4LCwvExcWVaKydO3dGvXr1sGTJEnz77bcKX2uZWrVqYdiwYbh8+TIsLS2xfv16JCQkyCXUJk2ahP3796Nbt24YMmQIGjZsiPT0dFy/fh07d+7EgwcPULVqVejq6qJu3brYtm0batWqBTMzM9SrVw/16tUrMvaGDRvi+PHjWLJkCWxsbFC9enU0bdq00Dhzc3NMmzYNs2bNQqdOndCjRw9ER0dj1apVaNy4sVyRdEV17NgRVlZWaN68OSwtLREVFYWVK1eia9eucsXF38Xb2xuDBg3CqlWr4OXlVWipa926ddGmTRs0bNgQZmZmuHLlCnbu3IlRo0YpHavMpEmTsH37dixbtgzz58/H/PnzcfLkSTRt2hTDhw9H3bp1kZSUhLCwMBw/frxQAsLMzAwtWrTA0KFDkZCQgGXLlqFmzZoYPnw4gIIZNX/88Qc6d+4MFxcXDB06FLa2tnjy5AlOnjwJIyMj/PnnnwDefe8XVautfv36UFdXx4IFC5CSkgJtbW20a9euyLppI0aMwG+//YYhQ4bg6tWrcHBwwM6dO3H27FksW7ZMoc+mpBgZGWH16tUYPHgwGjRoAB8fH5ibmyM2NhYHDx5E8+bNsXLlSqX22bVrVyxZsgSdOnXCwIEDkZiYiF9//RU1a9YstpaeMtdx8ODB2L59O77++mucPHkSzZs3R15eHm7duoXt27fjyJEjaNSoEWbPno3Tp0+ja9eusLe3R2JiIlatWoXPPvsMLVq0UOrciIiIiD6Iah4qSEQVQVBQkABAuHz58nvH2dvbC127di3UvnbtWqFhw4aCrq6uYGhoKLi6ugqTJ08Wnj59Ko45e/as8Pnnnwu6urqCjY2NMHnyZOHIkSOFHr3eunVrwcXFpdAx/P39BXt7e4XP6dmzZwIAYebMmXLtx48fF5o3by7o6uoKRkZGQvfu3YWbN28W2v7HH38UbG1tBTU1NQGAEBMTIwiCIOzfv19wc3MTdHR0BAcHB2HBggXC+vXr5cbIzuPNR8e/y7uuqSAIQnBwsABACAoKEtsUudayfR45ckRwc3MTtLW1hTp16gg7duwodIxXr14J06ZNE2rWrCloaWkJVatWFZo1ayYsWrRIyM7OFsedO3dOaNiwoaClpSV3XWfOnCm8/Z+gW7duCa1atRJ0dXUFAIK/v78gCP+7z968ToIgCCtXrhTq1KkjaGpqCpaWlsI333wjvHz5Um6MovfFb7/9JrRq1UqoUqWKoK2tLTg6OgqTJk0SUlJSirzGb0tNTRXj/u9//1uof86cOUKTJk0EExMTQVdXV6hTp44wd+5cuWtVlJMnTwoAivwMBEEQ2rRpIxgZGQnJycmCIAhCQkKC8O233wp2dnaCpqamYGVlJXh6egpr164ttM+tW7cK06ZNEywsLARdXV2ha9euwsOHDwsdIzw8XOjTp494bezt7YX+/fsLJ06ckBv3rnvf3t5e/Cxlfv/9d6FGjRqCurq63M9yUfd/QkKCMHToUKFq1aqClpaW4OrqKndvC4IgxMTECACEhQsXFoq/qJ/ntxV3nd8e6+XlJRgbGws6OjqCo6OjMGTIEOHKlSviGH9/f0FfX7/QtkXd9+vWrROcnJzEn7egoKAix33sdczOzhYWLFgguLi4CNra2oKpqanQsGFDYdasWeJ9fuLECaFnz56CjY2NoKWlJdjY2AgDBgwQbt++Xex1ISIiIioJEkFQcUVhIiIqExwcHFCvXj0cOHBA1aFQKTp16hTatm2LHTt2vPMJnEREREREqsCaVEREREREREREpHJMUhERERERERERkcoxSUVERERERERERCrHmlRERERERERERKRynElFREREREREREQqxyQVERERERERERGpnIaqAygP8vPz8fTpUxgaGkIikag6HCIiIiIiUhFBEPDq1SvY2NhATY3/5k9EVJKYpFLA06dPYWdnp+owiIiIiIiojHj06BE+++wzVYdBRFShMEmlAENDQwAF/yEyMjJScTRERERERKQqqampsLOzE78jEBFRyWGSSgGyJX5GRkZMUhEREREREcuAEBGVAi6iJiIiIiIiIiIilWOSioiIiIiIiIiIVI5JKiIiIiIiIiIiUjkmqYiIiIiIiIiISOWYpCIiIiIiIiIiIpVjkoqIiIiIiIiIiFSOSSoiIiIiIiIiIlI5JqmIiIiIiIiIiEjlmKQiIiIiIiIiIiKVY5KKiIiIiIiIiIhUjkkqIiIiIiIiIiJSOSapiIiIiIiIiIhI5ZikIiIiIiIiIiIilWOSioiIiIiIiIiIVI5JKiIiIiIiIiIiUjkmqcqJzNzMj+onIiIiIiIiIirLNFQdAClGR0MHenP1kJOfU6hPU00TGT9kqCAqIiIiIiIiIqKSwSRVOZKTn4Pc/FxVh0FEREREREREVOK43I+IiIiIiIiIiFROpUmq06dPo3v37rCxsYFEIsHevXvfOfbrr7+GRCLBsmXL5NqTkpLg6+sLIyMjmJiYYNiwYUhLS5Mbc+3aNbRs2RI6Ojqws7PDzz//XApnQ0REREREREREH0qlSar09HS4u7vj119/fe+4PXv24MKFC7CxsSnU5+vri8jISBw7dgwHDhzA6dOnMWLECLE/NTUVHTt2hL29Pa5evYqFCxciMDAQa9euLfHzISIiIiIiIiKiD6PSmlSdO3dG586d3zvmyZMn+O6773DkyBF07dpVri8qKgqHDx/G5cuX0ahRIwDAL7/8gi5dumDRokWwsbHB5s2bkZ2djfXr10NLSwsuLi6IiIjAkiVL5JJZRERERERERESkOmW6JlV+fj4GDx6MSZMmwcXFpVD/+fPnYWJiIiaoAKB9+/ZQU1PDxYsXxTGtWrWClpaWOMbLywvR0dF4+fJlkcfNyspCamqq3Kss0FTThIaaRqGXppqmqkMjIiIiIiIiIvooZfrpfgsWLICGhgZGjx5dZH98fDwsLCzk2jQ0NGBmZob4+HhxTPXq1eXGWFpain2mpqaF9vvTTz9h1qxZJXEKJSYzNxMZP2S8t19HQ+cTRkREREREREREVHLK7Eyqq1evYvny5QgODoZEIvmkx542bRpSUlLE16NHjz7p8YvyZgJqb9ReaP6oiSa/Nymyn4iIiIiIiIiovCmzSarQ0FAkJiaiWrVq0NDQgIaGBh4+fIgJEybAwcEBAGBlZYXExES57XJzc5GUlAQrKytxTEJCgtwY2XvZmLdpa2vDyMhI7lWWSK2lyM3PRUR8BLLzslUdDhERERERERHRRyuzSarBgwfj2rVriIiIEF82NjaYNGkSjhw5AgDw8PBAcnIyrl69Km73999/Iz8/H02bNhXHnD59Gjk5OeKYY8eOoXbt2kUu9SsPqhlXg6mOKXLycxCZGKnqcIiIiIiIiIiIPppKk1RpaWliAgoAYmJiEBERgdjYWFSpUgX16tWTe2lqasLKygq1a9cGADg7O6NTp04YPnw4Ll26hLNnz2LUqFHw8fGBjY0NAGDgwIHQ0tLCsGHDEBkZiW3btmH58uUYP368qk77o0kkEjSwbgAACIsLU3E0REREREREREQfT6VJqitXrkAqlUIqlQIAxo8fD6lUioCAAIX3sXnzZtSpUweenp7o0qULWrRogbVr14r9xsbGOHr0KGJiYtCwYUNMmDABAQEBGDFiRImfz6cktSq4ZuHx4SqOhIiIiIiIiIjo46n06X5t2rSBIAgKj3/w4EGhNjMzM2zZsuW927m5uSE0NFTZ8Mo0zqQiIiIiIiIiooqkzNakoveTWhfMpPo34V/k5eepOBoiIiIiIiIioo/DJFU55WTmBH1NfWTkZOD2i9uqDoeIiIiIiIiI6KMwSVVOqaupw93KHQCX/BERERERERFR+cckVTnWwKqgLhWLpxMRERERERFRecckVTkmq0vFmVREREREREREVN4xSVWOyZ7wFx4frtRTEomIiIiIiIiIyhomqcqxuuZ1oammieTMZDxIfqDqcIiIiIiIiIiIPhiTVOWYlroWXC1dAbAuFRERERERERGVb0xSlXNSK9alIiIiIiIiIqLyj0mqcu7NulREREREREREROUVk1TlnCxJxZlURERERERERFSeMUlVzrlZukFNoob4tHjEvYpTdThERERERERERB+ESapyTk9TD3Wq1gHAJX9EREREREREVH4xSVUByIqnh8cxSUVERERERERE5ROTVBWAWJcqnnWpiIiIiIiIiKh8YpKqAuBMKiIiIiIiIiIq75ikqgCk1gVJqpjkGLx8/VLF0RARERERERERKY9JqgrARMcE1U2qAwAi4iNUGwwRERERERER0QdgkqqCEOtSxbEuFRERERERERGVP0xSVRBiXap41qUiIiIiIiIiovKHSaoKgjOpiIiIiIiIiKg8Y5KqgpAVT7/1/BbSs9NVHA0RERERERERkXKYpKogrAysYG1gDQECriVcU3U4RERERERERERKYZKqApHNpuKSPyIiIiIiIiIqb5ikqkAaWBXUpWLxdCIiIiIiIiIqb5ikqkA4k4qIiIiIiIiIyismqSoQ2RP+biTeQHZetoqjISIiIiIiIiJSHJNUFYi9sT1MdUyRk5+DyMRIVYdDRERERERERKQwJqkqEIlEIi75Y10qIiIiIiIiIipPmKSqYKRWrEtFREREREREROUPk1QVjKwuFWdSEREREREREVF5wiRVBSObSRURH4G8/DwVR0NEREREREREpBgmqSqYWlVqQU9TDxk5GbiTdEfV4RARERERERERKYRJqgpGXU0d9a3qA2BdKiIiIiIiIiIqP5ikqoBkS/7C41iXioiIiIiIiIjKByapKiBZ8fSweM6kIiIiIiIiIqLygUmqCujNmVSCIKg4GiIiIiIiIiKi4jFJVQG5WLhAU00TLzNf4mHKQ1WHQ0RERERERERULCapKiAtdS3Us6gHgHWpiIiIiIiIiKh8YJKqghLrUvEJf0RERERERERUDjBJVUGJdaniOZOKiIiIiIiIiMo+JqkqKM6kIiIiIiIiIqLyhEmqCsrN0g0SSBCXFof4tHhVh0NERERERERE9F5MUlVQ+lr6qFO1DgAWTyciIiIiIiKiso9JqgpMal1Ql4pL/oiIiIiIiIiorGOSqgJrYFVQl4rF04mIiIiIiIiorGOSqgLjTCoiIiIiIiIiKi+YpKrApFYFSaqY5Bi8fP1SxdEQEREREREREb0bk1QVmKmuKRxMHAAAEfERKo2FiIiIiIiIiOh9mKSq4BpYsy4VEREREREREZV9TFJVcLIlf6xLRURERERERERlmUqTVKdPn0b37t1hY2MDiUSCvXv3in05OTmYMmUKXF1doa+vDxsbG/j5+eHp06dy+0hKSoKvry+MjIxgYmKCYcOGIS0tTW7MtWvX0LJlS+jo6MDOzg4///zzpzi9MoEzqYiIiIiIiIioPFBpkio9PR3u7u749ddfC/VlZGQgLCwMM2bMQFhYGHbv3o3o6Gj06NFDbpyvry8iIyNx7NgxHDhwAKdPn8aIESPE/tTUVHTs2BH29va4evUqFi5ciMDAQKxdu7bUz68skM2kuvX8FjJyMlQcDRERERERERFR0SSCIAiqDgIAJBIJ9uzZg169er1zzOXLl9GkSRM8fPgQ1apVQ1RUFOrWrYvLly+jUaNGAIDDhw+jS5cuePz4MWxsbLB69Wr88MMPiI+Ph5aWFgBg6tSp2Lt3L27duqVQbKmpqTA2NkZKSgqMjIw++lw/NevF1ohPi8f5Yefx+WefqzocIiIiIqJyq7x/NyAiKsvKVU2qlJQUSCQSmJiYAADOnz8PExMTMUEFAO3bt4eamhouXrwojmnVqpWYoAIALy8vREdH4+XLl0UeJysrC6mpqXKv8ox1qYiIiIiIiIiorCs3SarMzExMmTIFAwYMEP/FIj4+HhYWFnLjNDQ0YGZmhvj4eHGMpaWl3BjZe9mYt/30008wNjYWX3Z2diV9Op+UWJcqjnWpiIiIiIiIiKhsKhdJqpycHPTv3x+CIGD16tWlfrxp06YhJSVFfD169KjUj1maZEmqsHjOpCIiIiIiIiKisklD1QEUR5agevjwIf7++2+5dd9WVlZITEyUG5+bm4ukpCRYWVmJYxISEuTGyN7LxrxNW1sb2traJXkaKiVb7ncj8Qay87Khpa5VzBZERERERERERJ9WmZ5JJUtQ3blzB8ePH0eVKlXk+j08PJCcnIyrV6+KbX///Tfy8/PRtGlTcczp06eRk5Mjjjl27Bhq164NU1PTT3MiKuZg4gATHRNk52Xj5rObqg6HiIiIiIiIiKgQlSap0tLSEBERgYiICABATEwMIiIiEBsbi5ycHPTr1w9XrlzB5s2bkZeXh/j4eMTHxyM7OxsA4OzsjE6dOmH48OG4dOkSzp49i1GjRsHHxwc2NjYAgIEDB0JLSwvDhg1DZGQktm3bhuXLl2P8+PGqOu1PTiKRiLOpWJeKiIiIiIiIiMoilSaprly5AqlUCqm0IIEyfvx4SKVSBAQE4MmTJ9i/fz8eP36M+vXrw9raWnydO3dO3MfmzZtRp04deHp6okuXLmjRogXWrl0r9hsbG+Po0aOIiYlBw4YNMWHCBAQEBGDEiBGf/HxVSaxLxSf8EREREREREVEZpNKaVG3atIEgCO/sf1+fjJmZGbZs2fLeMW5ubggNDVU6vopEnEkVz5lURERERERERFT2lOmaVFRyZDOpIuIjkJefp+JoiIiIiIiIiIjkMUlVSdSqUgt6mnpIz0nHnaQ7qg6HiIiIiIiIiEgOk1SVhLqaOtwt3QGweDoRERERERERlT1MUlUisrpULJ5ORERERERERGUNk1SViKwuFYunExEREREREVFZwyRVJSK1/t9MKkWenEhERERERERE9KkwSVWJuJi7QFNNEy8zXyI2JVbV4RARERERERERiZikqkS0NbThYuECgHWpiIiIiIiIiKhsYZKqkmlgxbpURERERERERFT2MElVybxZl4qIiIiIiIiIqKxgkqqS4RP+iIiIiIiIiKgsYpKqknGzdIMEEjx99RQJaQmqDoeIiIiIiIiICACTVJWOgZYBaletDYCzqYiIiIiIiIio7GCSqhKSWrEuFRERERERERGVLUxSVUKsS0VEREREREREZQ2TVJUQZ1IRERERERERUVnDJFUlJLUuSFLdf3kfyZnJqg2GiIiIiIiIiAhMUlVKZrpmcDBxAABExEeoNBYiIiIiIiIiIoBJqkpLtuQvPI51qYiIiIiIiIhI9ZikqqRkxdPD4lmXioiIiIiIiIhUj0mqSoozqYiIiIiIiIioLGGSqpKSzaSKeh6FjJwMFUdDRERERERERJUdk1SVlLWhNSz1LZEv5ONawjVVh0NERERERERElRyTVJWYbDYVl/wRERERERERkaoxSVWJyepShcWxeDoRERERERERqRaTVJWYOJMqnjOpiIiIiIiIiEi1mKSqxKTWBTOprideR05ejoqjISIiIiIiIqLKjEmqSqy6SXUYaxsjOy8bN5/dVHU4RERERERERFSJMUlViUkkEnE2FetSEREREREREZEqMUlVyTWwYl0qIiIiIiIiIlI9JqkqOc6kIiIiIiIiIqKygEmqSk72hL+I+AjkC/kqjoaIiIiIiIiIKismqSq52lVqQ1dDF+k56bjz4o6qwyEiIiIiIiKiSopJqkpOXU0d7lbuAFiXioiIiIiIiIhUh0kqgtSKdamIiIiIiIiISLWYpCKxLhVnUhERERERERGRqjBJRXIzqQRBUHE0RERERERERFQZMUlFqGdRDxpqGkh6nYRHqY9UHQ4RERERERERVUJMUhG0NbThYu4CgHWpiIiIiIiIiEg1mKQiAG/UpYpjXSoiIiIiIiIi+vSYpCIA/0tShcVzJhURERERERERfXpMUhGA/xVP50wqIiIiIiIiIlIFJqkIAOBu5Q4JJHjy6gkS0hJUHQ4RERERERERVTJMUhEAwEDLALWq1AIAhMdzNhURERERERERfVpMUpGIxdOJiIiIiIiISFWYpCKRrC4Vi6cTERERERER0afGJBWJOJOKiIiIiIiIiFSFSSoSSa0LZlLde3kPKZkpKo6GiIiIiIiIiCoTJqlIZKZrBntjewBARHyEaoMhIiIiIiIiokqFSSqSI5tNFRbHulRERERERERE9OkwSUVyGlj9f12qeNalIiIiIiIiIqJPh0kqksOZVERERERERESkCipNUp0+fRrdu3eHjY0NJBIJ9u7dK9cvCAICAgJgbW0NXV1dtG/fHnfu3JEbk5SUBF9fXxgZGcHExATDhg1DWlqa3Jhr166hZcuW0NHRgZ2dHX7++efSPrVyS/aEv6jnUcjIyVBxNERERERERERUWag0SZWeng53d3f8+uuvRfb//PPPWLFiBdasWYOLFy9CX18fXl5eyMzMFMf4+voiMjISx44dw4EDB3D69GmMGDFC7E9NTUXHjh1hb2+Pq1evYuHChQgMDMTatWtL/fzKI2sDa1joWyBfyMf1hOuqDoeIiIiIiIiIKgmJIAiCqoMAAIlEgj179qBXr14ACmZR2djYYMKECZg4cSIAICUlBZaWlggODoaPjw+ioqJQt25dXL58GY0aNQIAHD58GF26dMHjx49hY2OD1atX44cffkB8fDy0tLQAAFOnTsXevXtx69YthWJLTU2FsbExUlJSYGRkVPInX8Z03twZh+8exuquq/F1o69VHQ4RERERUZlR2b4bEBF9SmW2JlVMTAzi4+PRvn17sc3Y2BhNmzbF+fPnAQDnz5+HiYmJmKACgPbt20NNTQ0XL14Ux7Rq1UpMUAGAl5cXoqOj8fLlyyKPnZWVhdTUVLlXZSK1Yl0qIiIiIiIiIvq0ymySKj4+HgBgaWkp125paSn2xcfHw8LCQq5fQ0MDZmZmcmOK2sebx3jbTz/9BGNjY/FlZ2f38SdUjsjqUvEJf0RERERERET0qZTZJJUqTZs2DSkpKeLr0aNHqg7pk5LNpLqWcA05eTkqjoaIiIiIiIiIKoMym6SysrICACQkJMi1JyQkiH1WVlZITEyU68/NzUVSUpLcmKL28eYx3qatrQ0jIyO5V2VSw7QGjLWNkZ2XjajnUaoOh4iIiIiIiIgqAaWTVI8ePcLjx4/F95cuXcLYsWNL/Gl51atXh5WVFU6cOCG2paam4uLFi/Dw8AAAeHh4IDk5GVevXhXH/P3338jPz0fTpk3FMadPn0ZOzv9mBB07dgy1a9eGqalpicZcUUgkEtS3qg+AdamIiIiIiIiI6NNQOkk1cOBAnDx5EkBBTacOHTrg0qVL+OGHHzB79myl9pWWloaIiAhEREQAKCiWHhERgdjYWEgkEowdOxZz5szB/v37cf36dfj5+cHGxkZ8AqCzszM6deqE4cOH49KlSzh79ixGjRoFHx8f2NjYiPFqaWlh2LBhiIyMxLZt27B8+XKMHz9e2VOvVMS6VHGsS0VEREREREREpU/pJNWNGzfQpEkTAMD27dtRr149nDt3Dps3b0ZwcLBS+7py5QqkUimk0oIaSOPHj4dUKkVAQAAAYPLkyfjuu+8wYsQING7cGGlpaTh8+DB0dHTEfWzevBl16tSBp6cnunTpghYtWsjN6jI2NsbRo0cRExODhg0bYsKECQgICMCIESOUPfVKRXzCXzxnUhERERERERFR6ZMIgiAos4GBgQFu3LgBBwcH9OjRA82bN8eUKVMQGxuL2rVr4/Xr16UVq8qkpqbC2NgYKSkplaY+VWRiJOqtrgcDLQOkTE2BmqTMli8jIiIiIvpkKuN3AyKiT0XpzIOLiwvWrFmD0NBQHDt2DJ06dQIAPH36FFWqVCnxAEk1aletDV0NXaRlp+Fu0l1Vh0NEREREREREFZzSSaoFCxbgt99+Q5s2bTBgwAC4u7sDAPbv3y8uA6TyT0NNA26WbgBYPJ2IiIiIiIiISp+Gshu0adMGz58/R2pqqtzT8UaMGAE9Pb0SDY5Uq4F1A1x8chHhceHwqeej6nCIiIiIiIiIqAJTOkkFAOrq6nIJKgBwcHAoiXioDGHxdCIiIiIiIiL6VJRe7peQkIDBgwfDxsYGGhoaUFdXl3tRxdHAugEAIDwuHErW1yciIiIiIiIiUorSM6mGDBmC2NhYzJgxA9bW1pBIJKURF5UB9SzqQUNNAy9ev8Cj1EeoZlxN1SERERERERERUQWldJLqzJkzCA0NRf369UshHCpLtDW04WLugn8T/kV4XDiTVERERERERERUapRe7mdnZ8elX5WI1Pr/61LxCX9EREREREREVIqUTlItW7YMU6dOxYMHD0ohHCprGlj9f12q+HAVR0JEREREREREFZnSy/28vb2RkZEBR0dH6OnpQVNTU64/KSmpxIIj1eNMKiIiIiIiIiL6FJROUi1btqwUwqCyyt3SHRJI8OTVEySmJ8JC30LVIRERERERERFRBaR0ksrf37804qAyylDbEE5VnHD7xW2Ex4XDq6aXqkMiIiIiIiIiogpI6SQVAOTl5WHv3r2IiooCALi4uKBHjx5QV1cv0eCobGhg3aAgSRXPJBURERERERERlQ6lC6ffvXsXzs7O8PPzw+7du7F7924MGjQILi4uuHfvXmnESComtWJdKiIiIiIiIiIqXUonqUaPHg1HR0c8evQIYWFhCAsLQ2xsLKpXr47Ro0eXRoykYg2s+YQ/IiIiIiIiIipdSi/3++eff3DhwgWYmZmJbVWqVMH8+fPRvHnzEg2OygbZTKq7SXeRkpkCYx1jFUdERERERERERBWN0jOptLW18erVq0LtaWlp0NLSKpGgqGypolcF1YyrAQD+TfhXxdEQERERERERUUWkdJKqW7duGDFiBC5evAhBECAIAi5cuICvv/4aPXr0KI0YqQxgXSoiIiIiIiIiKk1KJ6lWrFgBR0dHeHh4QEdHBzo6OmjevDlq1qyJ5cuXl0aMVAawLhURERERERERlSala1KZmJhg3759uHPnDm7dugUAcHZ2Rs2aNUs8OCo7OJOKiIiIiIiIiEqT0kkqGScnJzg5OZVkLFSGyWZSRT2Lwuuc19DV1FVxRERERERERERUkSiUpBo/fjx+/PFH6OvrY/z48e8du2TJkhIJjMoWG0MbmOuZ41nGM1xPvI4mtk1UHRIRERERERERVSAKJanCw8ORk5Mj/p0qH4lEggbWDXDk3hGExYUxSUVEREREREREJUqhJNXJkyeL/DtVLrIkVXgcE5VEREREREREVLKUfrrfl19+iVevXhVqT09Px5dfflkiQVHZJBZPj2fxdCIiIiIiIiIqWUonqTZs2IDXr18Xan/9+jU2btxYIkFR2SQrnn494Tpy8nJUHA0RERERERERVSQKP90vNTUVgiBAEAS8evUKOjo6Yl9eXh4OHToECwuLUgmSyobqptVhpG2E1KxURD2Pgpulm6pDIiIiIiIiIqIKQuEklYmJCSQSCSQSCWrVqlWoXyKRYNasWSUaHJUtahI1SK2k+OfhPwiPC2eSioiIiIiIiIhKjMJJqpMnT0IQBLRr1w67du2CmZmZ2KelpQV7e3vY2NiUSpBUdsiSVGFxYfCv76/qcIiIiIiIiIioglA4SdW6dWsAQExMDKpVqwaJRFJqQVHZJatLFR7PJ/wRERERERERUclRKEl17do11KtXD2pqakhJScH169ffOdbNjUvAKjKpdcET/sLjw5Ev5ENNonTtfSIiIiIiIiKiQhRKUtWvXx/x8fGwsLBA/fr1IZFIIAhCoXESiQR5eXklHiSVHXWq1oGOhg7SstNwL+kenKo4qTokIiIiIiIiIqoAFEpSxcTEwNzcXPw7VV4aahpws3TDpSeXEBYXxiQVEREREREREZUIhdZq2dvbizWoHj58CFtbW9jb28u9bG1t8fDhw1INlsqGBlasS0VEREREREREJUvpgkJt27ZFUlJSofaUlBS0bdu2RIKisk1WlyosLkzFkRARERERERFRRaF0kkoQhCKf7PfixQvo6+uXSFBUtr35hL+iapMRERERERERESlLoZpUANCnTx8ABcXRhwwZAm1tbbEvLy8P165dQ7NmzUo+Qipz6lnUg7pEHc8znuNx6mPYGdupOiQiIiIiIiIiKucUTlIZGxsDKJhJZWhoCF1dXbFPS0sLn3/+OYYPH17yEVKZo6OhAxcLF1xLuIbw+HAmqYiIiIiIiIjooymcpAoKCgIAODg4YOLEiVzaV8lJraS4lnANYXFh6FG7h6rDISIiIiIqU/Ly8pCTk6PqMIiIVE5TUxPq6uoKjVU4SSUzc+ZM5Obm4vjx47h37x4GDhwIQ0NDPH36FEZGRjAwMFA6YCp/Glg3wIZ/N/AJf0REREREbxAEAfHx8UhOTlZ1KEREZYaJiQmsrKyKrHH+JqWTVA8fPkSnTp0QGxuLrKwsdOjQAYaGhliwYAGysrKwZs2aDw6ayg+pFZ/wR0RERET0NlmCysLCAnp6esV+ISMiqsgEQUBGRgYSExMBANbW1u8dr3SSasyYMWjUqBH+/fdfVKlSRWzv3bs3a1JVIvWt6gMAHqc+xrP0ZzDXN1dtQEREREREKpaXlycmqN78rkREVJnJaponJibCwsLivUv/1JTdeWhoKKZPnw4tLS25dgcHBzx58kTZ3VE5ZahtCCczJwDgkj8iIiIiIkCsQaWnp6fiSIiIyhbZ78XiavUpnaTKz89HXl5eofbHjx/D0NBQ2d1ROdbAugEALvkjIiIiInoTl/gREclT9Pei0kmqjh07YtmyZXIHSktLw8yZM9GlSxdld0flmKwuFWdSEREREREREdHHUjpJtXjxYpw9exZ169ZFZmYmBg4cKC71W7BgQWnESGUUZ1IREREREZWujAxVR0Cl5cGDB5BIJIiIiFBqu+DgYJiYmCg09sSJE3B2di5yNRR9HGU+h4rOx8cHixcvLpF9KZ2k+uyzz/Dvv//i+++/x7hx4yCVSjF//nyEh4fDwsKiRIKi8kFqXTCT6m7SXaRmpao4GiIiIiKiiuX1a+Cnnwr+pJKxe/dudOzYEVWqVFE4QRQZGYm+ffvCwcEBEolEbmXR+0gkkiJfCxcu/Khz8Pb2xu3bt8X3gYGBqF+/fpFjJ0+ejOnTp4uFqoODg8U41NTUYG1tDW9vb8TGxha5fZ06daCtrY34+Pgi+0+ePIlu3brB3NwcOjo6cHR0hLe3N06fPv1R51gevP05VAanTp2CRCJBcnKyXPv06dMxd+5cpKSkfPQxlE5SAYCGhgYGDRqEn3/+GatWrcJXX30lVmunyqOqXlXYGdkBACLiI1QbDBERERFRBfL6NdCzJzBnTsGfTFSVjPT0dLRo0UKpVUAZGRmoUaMG5s+fDysrK4W3i4uLk3utX78eEokEffv2/ZDQRbq6ugpNEDlz5gzu3btX6HhGRkaIi4vDkydPsGvXLkRHR+OLL74ocvvXr1+jX79+2LBhQ6H+VatWwdPTE1WqVMG2bdsQHR2NPXv2oFmzZhg3btyHn2A5kJOTo/DnUJKys7M/6fEUVa9ePTg6OuK///3vR+/rg5JU0dHRGDVqFDw9PeHp6YlRo0bh1q1bHx0MlT+yJX/hcaxLRURERERUEmQJqmPHCt4fO1b6iapXr17B19cX+vr6sLa2xtKlS9GmTRuMHTtWHJOVlYWJEyfC1tYW+vr6aNq0KU6dOiX2y5Y/HThwALVr14aenh769euHjIwMbNiwAQ4ODjA1NcXo0aPllp85ODhgzpw58PPzg4GBAezt7bF//348e/YMPXv2hIGBAdzc3HDlyhVxmxcvXmDAgAGwtbWFnp4eXF1dsXXr1mLPc/DgwQgICED79u0VvjaNGzfGwoUL4ePjA21tbYW3s7Kyknvt27cPbdu2RY0aNeTG3bp1C82aNYOOjg7q1auHf/755737fXOZWXBwMGbNmoV///1XnCEVHBwMAAgJCUGHDh2go6Mjt71EIoGVlRWsra3RrFkzDBs2DJcuXUJqqvzqmHXr1mHgwIEYPHgw1q9fL9cXGxuLsWPHYuzYsdiwYQPatWsHe3t7uLm5YcyYMXKf1YcqyXvyyJEjcHZ2hoGBATp16oS4uDi5Y/3xxx9wdnaGjo4O6tSpg1WrVol9smWZ27ZtQ+vWraGjo4PNmzcXudzvzz//ROPGjaGjo4OqVauid+/e7zw/2Qy43377DXZ2dtDT00P//v3lZiMNGTIEvXr1wty5c2FjY4PatWsDAK5fv4527dpBV1cXVapUwYgRI5CWllZou3nz5sHS0hImJiaYPXs2cnNzMWnSJJiZmeGzzz5DUFBQofMMCQkp8n588OAB2rZtCwAwNTWFRCLBkCFDxO27d++OkJCQd56vopROUu3atQv16tXD1atX4e7uDnd3d4SFhcHV1RW7du366ICofJEVTw+LZ10qIiIiIqK3CQKQnq7YKzOzcIJK5s1EVWamYvsTBMXjHD9+PM6ePYv9+/fj2LFjCA0NRViY/P/jjxo1CufPn0dISAiuXbuGL774Ap06dcKdO3fEMRkZGVixYgVCQkJw+PBhnDp1Cr1798ahQ4dw6NAhbNq0Cb/99ht27twpt++lS5eiefPmCA8PR9euXTF48GD4+flh0KBBCAsLg6OjI/z8/CD8/0llZmaiYcOGOHjwIG7cuIERI0Zg8ODBuHTpknIf0CeSkJCAgwcPYtiwYYX6Jk2ahAkTJiA8PBweHh7o3r07Xrx4odB+vb29MWHCBLi4uIgztry9vQEAoaGhaNSo0Xu3T0xMxJ49e6Curi4uCQQKEkQ7duzAoEGD0KFDB6SkpCA0NFTs37VrF3JycjB58uQi91sST7gsyXty0aJF2LRpE06fPo3Y2FhMnDhR7N+8eTMCAgIwd+5cREVFYd68eZgxY0ah2WNTp07FmDFjEBUVBS8vr0LxHjx4EL1790aXLl0QHh6OEydOoEmTJu89x7t372L79u34888/cfjwYYSHh+M///mP3JgTJ04gOjoax44dw4EDB5Ceng4vLy+Ympri8uXL2LFjB44fP45Ro0bJbff333/j6dOnOH36NJYsWYKZM2eiW7duMDU1xcWLF/H1119j5MiRePz4sdx277of7ezsxJxPdHQ04uLisHz5cnG7Jk2a4NKlS8jKynrvORdLUFKNGjWEGTNmFGoPCAgQatSooezuyoWUlBQBgJCSkqLqUMqc/bf2CwiE4LrKVdWhEBERERGVuvd9N3j9+rVw8+ZN4fXr12JbWpogFKSL3v/q0EEQkpIK/iyJcUDBsRWRmpoqaGpqCjt27BDbkpOTBT09PWHMmDGCIAjCw4cPBXV1deHJkydy23p6egrTpk0TBEEQgoKCBADC3bt3xf6RI0cKenp6wqtXr8Q2Ly8vYeTIkeJ7e3t7YdCgQeL7uLg4AYDc987z588LAIS4uLh3nkfXrl2FCRMmKHTOMTExAgAhPDxcofFvxrp06VKlthEEQViwYIFgamoqd2/IYpg/f77YlpOTI3z22WfCggUL3rmvoKAgwdjYWHw/c+ZMwd3dvdA4Y2NjYePGjYW2BSDo6+sLenp6AgABgDB69Gi5cWvXrhXq168vvh8zZozg7+8vvv/6668FIyMjuW127twp6Ovri69r16698xyKU5r35K+//ipYWlqK7x0dHYUtW7bI7ePHH38UPDw8BEH43+e0bNkyuTFvfw4eHh6Cr6+vwuc4c+ZMQV1dXXj8+LHY9tdffwlqamrife7v7y9YWloKWVlZ4pi1a9cKpqamQtobP+AHDx4U1NTUhPj4eHE7e3t7IS8vTxxTu3ZtoWXLluL73NxcQV9fX9i6davceb7vfjx58qQAQHj58mWh8/n3338FAMKDBw+KPN+ifj8WRemZVHFxcfDz8yvUPmjQoEJT5j5WXl4eZsyYgerVq0NXVxeOjo748ccfxew5AAiCgICAAFhbW0NXVxft27eXy5oCQFJSEnx9fWFkZAQTExMMGzZMbiocfThZ8fSbz27idQ4XyhMRERERfYiVK4ElSwrPoHrbsWMF41auLLlj379/Hzk5OXKzPoyNjcWlRUDB8qK8vDzUqlULBgYG4uuff/7BvXv3xHF6enpwdHQU31taWsLBwQEGBgZybYmJiXIxuLm5yfUDgKura6E22XZ5eXn48ccf4erqCjMzMxgYGODIkSNiAfDNmzfLxfnmLKCSpsix1q9fD19f30JL7wDAw8ND/LuGhgYaNWqEqKgoAICLi4u4386dOysV1+vXr4s8nqGhISIiInDlyhUsXrwYDRo0wNy5cwvFO2jQIPH9oEGDsGPHDrx69Upse3u2lJeXFyIiInDw4EGkp6e/84mCX3/9tdz1Kkpp3pPW1tbifZSeno579+5h2LBhcvuYM2eO3D4AFDsrLSIiAp6enu8d87Zq1arB1tZWfO/h4YH8/HxER0eLba6urtDS0hLfR0VFwd3dHfr6+mJb8+bNC23n4uICNbX/pXwsLS3lfqbU1dVRpUqVQj+L77sf30dWpzzjIx9JqqHsBm3atEFoaChq1qwp137mzBm0bNnyo4J524IFC7B69Wps2LABLi4uuHLlCoYOHQpjY2OMHj0aAPDzzz9jxYoV2LBhA6pXr44ZM2bAy8sLN2/eFH8gfX19ERcXh2PHjiEnJwdDhw7FiBEjsGXLlhKNtzKyNbSFuZ45nmU8w43EG2hs21jVIRERERERlRl6eoAi/z6urg58/z1w8eL7E1UdOhSMk0iK36+ennKxvk9aWhrU1dVx9epVuWVhAOQSDZqamnJ9EomkyLb8/Hy5tjfHyJIfRbXJtlu4cCGWL1+OZcuWwdXVFfr6+hg7dqxYWLpHjx5o2rSpuP2biYCSVtyxQkNDER0djW3btim970OHDiEnJwcAlH5YWdWqVfHy5ctC7WpqauL3eWdnZ9y7dw/ffPMNNm3aBAC4efMmLly4gEuXLmHKlCnidnl5eQgJCcHw4cPh5OSElJQUxMfHi8XkDQwMULNmTWhovD/NMHv2bLnldh/qY+5J2cQX2eSV33//Xe4zBFBon28mhYpSWg+TK+647/KhP4sfKikpCQBgbm7+UftROknVo0cPTJkyBVevXsXnn38OALhw4QJ27NiBWbNmYf/+/XJjP8a5c+fQs2dPdO3aFUBBQb2tW7eK64wFQcCyZcswffp09OzZEwCwceNGWFpaYu/evfDx8UFUVBQOHz6My5cvi5nPX375BV26dMGiRYtgY2PzUTFWdhKJBFJrKY7eO4qwuDAmqYiIiIiI3iCRAMp8x9y3r+iaVEBBgmrfPqCkvwvXqFEDmpqauHz5MqpVqwYASElJwe3bt9GqVSsAgFQqRV5eHhITE0t8csKHOHv2LHr27CnO9snPz8ft27dRt25dAAWzhQwNDT9JLMUda926dWjYsCHc3d2L7L9w4YJ4nXNzc3H16lWxvpC9vX2xx9fS0ipy1pJUKsXNmzeL3X7q1KlwdHTEuHHj0KBBA6xbtw6tWrXCr7/+KjcuKCgI69atw/Dhw9GvXz9MnToVCxYswNKlS4s9xpssLCyKfSrep7onLS0tYWNjg/v378PX1/eD9iHj5uaGEydOYOjQoQpvExsbi6dPn4p5iQsXLkBNTU1uxtjbnJ2dERwcjPT0dDGBdfbs2WK3U9T77kfZjK6i7rcbN27gs88+Q9WqVT/q+EonqWRFvFatWiVX8f7NPqAgefGu6X2KatasGdauXYvbt2+jVq1a+Pfff3HmzBksWbIEABATE4P4+Hi5JzMYGxujadOmOH/+PHx8fHD+/HmYmJjITc1r37491NTUcPHixSKr7WdlZckV+3r7KQckr4FVAxy9dxTh8XzCHxERERHRx9DVLTpRVVoJKqAgyeLv7y8+9cvCwgIzZ86EmpqaOIOpVq1a8PX1hZ+fHxYvXgypVIpnz57hxIkTcHNzEycWfCpOTk7YuXMnzp07B1NTUyxZsgQJCQlikupdkpKSxMQAAHF5lOwJfADg5+cHW1tb/PTTTwCA7OxsMdmTnZ2NJ0+eICIiQpw59D6pqanYsWMHFi9e/M4xv/76K5ycnODs7IylS5fi5cuX+PLLLxW7ECiYzBETE4OIiAh89tlnMDQ0hLa2Nry8vAoV/y6KnZ0devfujYCAAOzZswebNm3C7NmzUa9ePblxX331FZYsWYLIyEi4uLhg8eLFGDNmDJKSkjBkyBBUr14dSUlJ+O9//wug8EwkZXzKe3LWrFkYPXo0jI2N0alTJ2RlZeHKlSt4+fIlxo8fr3DMM2fOhKenJxwdHeHj44Pc3FwcOnRIbjba23R0dODv749FixYhNTUVo0ePRv/+/cV7sSi+vr6YOXMm/P39ERgYiGfPnuG7777D4MGDxWWxH+N996O9vT0kEgkOHDiALl26QFdXV5y1Fhoaio4dO3708ZWuSZWfn6/Q62MTVEBBRtfHxwd16tSBpqYmpFIpxo4dK2Y44+PjAaDQB2FpaSn2xcfHF8rSamhowMzMTBzztp9++gnGxsbiy87O7qPPpSKT1aUKi+MT/oiIiIiIPpYsUdWhQ8H70kxQySxZsgQeHh7o1q0b2rdvj+bNm8PZ2VmuplFQUBD8/PwwYcIE1K5dG7169ZKb6fIpTZ8+HQ0aNICXlxfatGkDKysr9OrVq9jt9u/fD6lUKiYwfHx8IJVKsWbNGnFMbGysXL3lp0+fQiqVQiqVIi4uDosWLYJUKsVXX31V7PFCQkIgCAIGDBjwzjHz58/H/Pnz4e7ujjNnzmD//v1KzUbp27cvOnXqhLZt28Lc3Bxbt24FUJDMiIyMlKtT9C7jxo3DwYMHsWTJErx48aLIyRzOzs5wdnbGunXrAADfffcdjh49imfPnqFfv35wcnJCly5dEBMTg8OHD8vVP/oQn+qe/Oqrr/DHH38gKCgIrq6uaN26NYKDg1G9enWl4m3Tpg127NiB/fv3o379+mjXrl2xT5usWbMm+vTpgy5duqBjx45wc3MrNBnobXp6ejhy5AiSkpLQuHFj9OvXD56enlhZQoXq3nc/2traYtasWZg6dSosLS3FGVaZmZnYu3cvhg8f/tHHlwhvViFXUmZmZpGF2EpKSEgIJk2ahIULF8LFxQUREREYO3YslixZAn9/f5w7dw7NmzfH06dPYW1tLW7Xv39/SCQSbNu2DfPmzcOGDRsK/WBaWFhg1qxZ+Oabbwodt6iZVHZ2dkhJSYGRkVGpnW95dTfpLpx+cYK2ujZeTXsFTXXN4jciIiIiIiqHUlNTYWxsXOR3g8zMTMTExKB69eol8j3p9Wtg3ryCGlSlmaAqSnp6OmxtbbF48WIMGzbs0x6cSsykSZOQmpqK3377TdWhfLSKdk8GBgZi7969iIiIUHUoAIAHDx6gevXqCA8PR/369ZXadvXq1dizZw+OHj36zjGK/n5UeiaV7CkKtra2MDAwwP379wEAM2bMEDOqJWXSpEnibCpXV1cMHjwY48aNE6ddyqbAJSQkyG2XkJAg9llZWRWqVp+bm4ukpKR3TqHT1taGkZGR3IverYZpDRhqGSIrLwu3nt9SdThERERERBWCri4wbdqnSVCFh4dj69atuHfvHsLCwsTVK7Lav1Q+/fDDD7C3ty+x4tifEu/J8kNTUxO//PJLiexL6STV3LlzERwcjJ9//lnuMYj16tXDH3/8USJByWRkZMg9MhEoWNcq+wGrXr06rKyscOLECbE/NTUVFy9eFB+b6OHhgeTkZFy9elUc8/fffyM/P79Q9X76MGoSNXHJH+tSERERERGVnJJ8Ql9xFi1aBHd3d7Rv3x7p6ekIDQ396CLIpFomJib4/vvvC32vLi94T5YPX331VYkUbQc+oHD6xo0bsXbtWnh6euLrr78W293d3XHrVsnOounevTvmzp2LatWqwcXFBeHh4ViyZIlYtEsikWDs2LGYM2cOnJycUL16dcyYMQM2NjbiemRnZ2d06tQJw4cPx5o1a5CTk4NRo0bBx8eHT/YrQVIrKU4/PI2wuDD4ufupOhwiIiIiIlKCVCqV+4d9IlWr6PdkYGAgAgMDVR2GyMHBAR9RDarEKJ2kevLkSZFPMMjPz0dOTk6JBCXzyy+/YMaMGfjPf/6DxMRE2NjYYOTIkQgICBDHTJ48Genp6RgxYgSSk5PRokULHD58WG6N4+bNmzFq1Ch4enpCTU0Nffv2xYoVK0o01squgXUDAJxJRUREREREREQfRukkVd26dREaGgp7e3u59p07d0IqlZZYYEDBYyeXLVuGZcuWvXOMRCLB7NmzMXv27HeOMTMzw5YtW0o0NpIntfr/5X5x4cgX8qEmKZ/TSYmIiIiIiIhINZROUgUEBMDf3x9PnjxBfn4+du/ejejoaGzcuBEHDhwojRipHHA2d4aOhg5eZb/C/Zf3UdOs8Gw7IiIiIiIiIqJ3UXq6S8+ePfHnn3/i+PHj0NfXR0BAAKKiovDnn3+iQ4cOpREjlQMaahpwtXAFAITFhak4GiIiIiIiIiIqbz5oTVbLli1x7NgxJCYmIiMjA2fOnEHHjh1x5cqVko6PyhFZXSomqYiIiIiIiIhIWUonqdLS0vD69Wu5toiICHTv3h1NmzYtscCo/BHrUrF4OhEREREREREpSeEk1aNHj+Dh4QFjY2MYGxtj/PjxyMjIgJ+fH5o2bQp9fX2cO3euNGOlMu7NmVRl4dGVREREREREZdWDBw8gkUgQERGh1HbBwcEwMTFRaOyJEyfg7OyMvLw85QMswz702lUUgYGBqF+/fqkfJzs7Gw4ODp901ZzCSapJkyYhMzMTy5cvR4sWLbB8+XK0bt0aRkZGuHfvHkJCQjiTqpJztXSFukQdzzOe48mrJ6oOh4iIiIiISM7u3bvRsWNHVKlSReEkR2RkJPr27QsHBwdIJJL3Pn3+TRKJpMjXwoULP+ocvL29cfv2bfH9+xIWkydPxvTp06Gurg6gIMEli0NNTQ3W1tbw9vZGbGxskdvXqVMH2traiI+PL7L/5MmT6NatG8zNzaGjowNHR0d4e3vj9OnTH3WOn0qbNm0wduzYYsc5ODgo/LmXVRKJBHv37lVqGy0tLUycOBFTpkwpnaCKoHCS6vTp01i9ejVGjRqFkJAQCIIAX19frFy5Ep999llpxkjlhI6GDuqa1wXAulRERERERB8lNx3IywYyEwv+zE1XdUQVQnp6Olq0aIEFCxYovE1GRgZq1KiB+fPnw8rKSuHt4uLi5F7r16+HRCJB3759PyR0ka6uLiwsLIodd+bMGdy7d6/Q8YyMjBAXF4cnT55g165diI6OxhdffFHk9q9fv0a/fv2wYcOGQv2rVq2Cp6cnqlSpgm3btiE6Ohp79uxBs2bNMG7cuA8/QSpTfH19cebMGURGRn6S4ymcpEpISED16tUBABYWFtDT00Pnzp1LLTAqn2RL/sLjWJeKiIiIiOiD5GUCN38Gdlv+73Xz54L2UvLq1Sv4+vpCX18f1tbWWLp0aaFZJllZWZg4cSJsbW2hr6+Ppk2b4tSpU2K/bBnagQMHULt2bejp6aFfv37IyMjAhg0b4ODgAFNTU4wePVpu+ZmDgwPmzJkDPz8/GBgYwN7eHvv378ezZ8/Qs2dPGBgYwM3NTW7J0YsXLzBgwADY2tpCT08Prq6u2Lp1a7HnOXjwYAQEBKB9+/YKX5vGjRtj4cKF8PHxgba2tsLbWVlZyb327duHtm3bokaNGnLjbt26hWbNmkFHRwf16tXDP//88979vrncLzg4GLNmzcK///4rzpAKDg4GAISEhKBDhw7Q0dGR214ikcDKygrW1tZo1qwZhg0bhkuXLiE1NVVu3Lp16zBw4EAMHjwY69evl+uLjY3F2LFjMXbsWGzYsAHt2rWDvb093NzcMGbMmBJZHpafn4+ff/4ZNWvWhLa2NqpVq4a5c+fKjbl//z7atm0LPT09uLu74/z582JfcffIkCFD8M8//2D58uXitXvw4EGhONq0aYOHDx9i3Lhx4jiZM2fOoGXLltDV1YWdnR1Gjx6N9PT/JZQ/5N6Wfb579+6Fk5MTdHR04OXlhUePHr3zWl2+fBkdOnRA1apVYWxsjNatWyMs7H8TRxwcHAAAvXv3hkQiEd8DwL59+9CgQQPo6OigRo0amDVrFnJzc8V+U1NTNG/eHCEhIe88fklSqnC6mpqa3N+1tLRKPCAq32TF08PiOZOKiIiIiAiCUDALStFXTioQ+RNwYzaQk1ywj5zkgveRPxX0K7ovJerEjh8/HmfPnsX+/ftx7NgxhIaGyn3JBYBRo0bh/PnzCAkJwbVr1/DFF1+gU6dOuHPnjjgmIyMDK1asQEhICA4fPoxTp06hd+/eOHToEA4dOoRNmzbht99+w86dO+X2vXTpUjRv3hzh4eHo2rUrBg8eDD8/PwwaNAhhYWFwdHSEn5+fWPs2MzMTDRs2xMGDB3Hjxg2MGDECgwcPxqVLlz7oYyptCQkJOHjwIIYNG1aob9KkSZgwYQLCw8Ph4eGB7t2748WLFwrt19vbGxMmTICLi4s4Y8vb2xsAEBoaikaNGr13+8TEROzZswfq6urikkCgIGm5Y8cODBo0CB06dEBKSgpCQ0PF/l27diEnJweTJ08ucr9vJnI+1LRp0zB//nzMmDEDN2/exJYtW2BpaSk35ocffsDEiRMRERGBWrVqYcCAAWKCpbh7ZPny5fDw8MDw4cPFa2dnZ1cojt27d+Ozzz7D7NmzxXEAcO/ePXTq1Al9+/bFtWvXsG3bNpw5cwajRo2S217Zexso+DmaO3cuNm7ciLNnzyI5ORk+Pj7vvFavXr2Cv78/zpw5gwsXLsDJyQldunTBq1evABQksQAgKCgIcXFx4vvQ0FD4+flhzJgxuHnzJn777TcEBwcXSgY2adJE7vMvVYKCJBKJYGJiIpiamgqmpqaCRCIRjI2NxfeyV0WUkpIiABBSUlJUHUqZd/rBaQGBEOyW2Kk6FCIiIiKiEve+7wavX78Wbt68Kbx+/fp/jTlpgrAZir12Vi0Yv92k6P7tJgX9O6sqtr+cNIXOKTU1VdDU1BR27NghtiUnJwt6enrCmDFjBEEQhIcPHwrq6urCkydP5Lb19PQUpk2bJgiCIAQFBQkAhLt374r9I0eOFPT09IRXr16JbV5eXsLIkSPF9/b29sKgQYPE93FxcQIAYcaMGWLb+fPnBQBCXFzcO8+ja9euwoQJExQ655iYGAGAEB4ertD4N2NdunSpUtsIgiAsWLBAMDU1lbs3ZDHMnz9fbMvJyRE+++wzYcGCBe/cV1BQkGBsbCy+nzlzpuDu7l5onLGxsbBx48ZC2wIQ9PX1BT09PQGAAEAYPXq03Li1a9cK9evXF9+PGTNG8Pf3F99//fXXgpGRkdw2O3fuFPT19cXXtWvX3nkOxUlNTRW0tbWF33//vch+2bX7448/xLbIyEgBgBAVFfXO/b59j7Ru3Vq8x9+nqM992LBhwogRI+TaQkNDBTU1NfFz/pB7W/YZXbhwQRwTFRUlABAuXrwoCMK7P3OZvLw8wdDQUPjzzz/FNgDCnj175MZ5enoK8+bNk2vbtGmTYG1tLde2fPlywcHB4Z3HU0SRvx+LoKFoMisoKKgEU2NUUblbuQMAHqU+wvOM56iqV1XFERERERERlRM6VgU1qGQzqN6WkwxkPisYl/W8xA57//595OTkoEmTJmKbsbExateuLb6/fv068vLyUKtWLblts7KyUKVKFfG9np4eHB0dxfeWlpZwcHCAgYGBXFtiYqLcftzc3OT6AcDV1bVQW2JiIqysrJCXl4d58+Zh+/btePLkCbKzs5GVlQU9PT0AwObNmzFy5Ehx+7/++gstW7ZU4qooTpFjrV+/Hr6+voWW3gGAh4eH+HcNDQ00atQIUVFRAAAXFxc8fPgQANCyZUv89ddfCsf1+vXrIo9naGiIsLAw5OTk4K+//sLmzZsLzZxZv349Bg0aJL4fNGgQWrdujV9++QWGhoYACs+W8vLyQkREBJ48eYI2bdq884mCX3/9Nf773/+K79PS0gqNiYqKQlZWFjw9Pd97jm/eN9bW1gAK7pE6deoUe498rH///RfXrl3D5s2bxTZBEJCfn4+YmBg4OzsXilGRexsouA8aN24sjqlTpw5MTEwQFRUl93Mqk5CQgOnTp+PUqVNITExEXl4eMjIy3lkQ/81zOHv2rNznn5eXh8zMTGRkZIjXSldXFxkZGYpdmI+kcJLK39+/NOOgCsJI2whOZk64k3QH4XHh6ODYQdUhERERERGpjroe0L/wl/B3kmgCmiZFJ6o0TQBdG8DrguLHLiFpaWlQV1fH1atX5ZaFAZBLQGlqasr1SSSSItvy8/Pl2t4cI0t+FNUm227hwoVYvnw5li1bBldXV+jr62Ps2LHIzs4GAPTo0UPu6fO2trbKnbASijtWaGgooqOjsW3bNqX3fejQIeTk5AAoSBQoo2rVqnj58mWhdjU1NdSsWRMA4OzsjHv37uGbb77Bpk2bAAA3b97EhQsXcOnSJbmnuuXl5SEkJATDhw+Hk5MTUlJSEB8fLyZWDAwMULNmTWhovD/NMHv2bEycOPG9YxQ914+5Rz5WWloaRo4cidGjRxfqq1at2ntjfF/cH8Lf3x8vXrzA8uXLYW9vD21tbXh4eBR7rmlpaZg1axb69OlTqO/NBGdSUhLMzc0/OD5lKJykIlKU1FqKO0l3EBYXxiQVEREREVVuEgmgoa/4+Nx0oPboghpUb6s9GhBylNufAmrUqAFNTU1cvnxZ/HKdkpKC27dvo1WrVgAAqVSKvLw8JCYmltqMJGWcPXsWPXv2FGf75Ofn4/bt26hbt+Bp44aGhuKMn9JW3LHWrVuHhg0bwt3dvcj+CxcuiNc5NzcXV69eFesa2dvbF3t8LS2tImctSaVS3Lx5s9jtp06dCkdHR4wbNw4NGjTAunXr0KpVK/z6669y44KCgrBu3ToMHz4c/fr1w9SpU7FgwQIsXbq02GO8ycLCotinEzo5OUFXVxcnTpzAV199pdT+ZYq7R4B3X7u3FTWuQYMGuHnzppjwK0m5ubm4cuWKOGsqOjoaycnJ4uyst509exarVq1Cly5dAACPHj3C8+fysy01NTWLPIfo6Ohiz+HGjRuQSqUfejpKUapwOpEiGlj9/xP+4vmEPyIiIiIipWjoAy7TgHoBBTOngII/6wUUtJdwggooSLL4+/tj0qRJOHnyJCIjIzFs2DCoqamJszxq1aoFX19f+Pn5Yffu3YiJicGlS5fw008/4eDBgyUeU3GcnJxw7NgxnDt3DlFRURg5ciQSEhKK3S4pKQkRERFi8iY6OhoRERGIj48Xx/j5+WHatGni++zsbERERCAiIgLZ2dl48uQJIiIicPfu3WKPl5qaih07drw30fLrr79iz549uHXrFr799lu8fPkSX375ZbH7lnFwcEBMTAwiIiLw/PlzZGVlAShYfnfmzJlit7ezs0Pv3r0REBCAnJwcbNq0CQMGDEC9evXkXl999RUuXryIyMhIVKtWDYsXL8by5cvh7++PkydP4sGDBwgLC8OKFSsAoNCMO2Xo6OhgypQpmDx5MjZu3Ih79+7hwoULWLduncL7UOQecXBwwMWLF/HgwQM8f/78nbOZHBwccPr0aTx58kRM/kyZMgXnzp3DqFGjEBERgTt37mDfvn2FCqd/CE1NTXz33Xe4ePEirl69iiFDhuDzzz8vcqmf7Fw3bdqEqKgoXLx4Eb6+voVmozk4OODEiROIj48XZ9gFBARg48aNmDVrFiIjIxEVFYWQkBBMnz5dbtvQ0FB07Njxo89LEUxSUYmTWv//E/7i+IQ/IiIiIiKlqesAdScDfRKAPokFf9adXNBeSpYsWQIPDw9069YN7du3R/PmzeHs7Cy35CcoKAh+fn6YMGECateujV69esnNvvqUpk+fjgYNGsDLywtt2rSBlZUVevXqVex2+/fvh1QqRdeuXQEAPj4+kEqlWLNmjTgmNjZWfIIbADx9+hRSqRRSqRRxcXFYtGgRpFKpQjN8QkJCIAgCBgwY8M4x8+fPx/z58+Hu7o4zZ85g//79qFpV8dq+ffv2RadOndC2bVuYm5tj69atAABfX19ERkYiOjq62H2MGzcOBw8exJIlS/DixQv07t270BhnZ2c4OzuLiaLvvvsOR48exbNnz9CvXz/xiXIxMTE4fPiwXN2lDzFjxgxMmDABAQEBcHZ2hre3d6FaZu+jyD0yceJEqKuro27dujA3N39nDafZs2fjwYMHcHR0FJe9ubm54Z9//sHt27fRsmVLSKVSBAQEwMbG5oPPWUZPTw9TpkzBwIED0bx5cxgYGLx3uei6devw8uVLNGjQAIMHD8bo0aMLzVZbvHgxjh07Bjs7O3FWlJeXFw4cOICjR4+icePG+Pzzz7F06VK5GXznz59HSkoK+vXr99HnpQjJ/1d5p/dITU2FsbExUlJSYGRkpOpwyrxn6c9gsajgByJlagqMtHnNiIiIiKhieN93g8zMTMTExKB69epFFqwuT9LT02Fra4vFixdj2LBhqg6HPtCkSZOQmpqK3377TdWhkIKCg4MxduxYJCcnqzoUAIC3tzfc3d3x/ffff9R+FP39yJlUVOLM9c3xmdFnAIB/4/9VcTRERERERFSc8PBwbN26Fffu3UNYWBh8fX0BAD179lRxZPQxfvjhB9jb239UUW6qvLKzs+Hq6opx48Z9smMqVDh9/PjxCu9wyZIlHxwMVRwNrBvgcepjhMeHo6W96gsrEhERERHR+y1atAjR0dHQ0tJCw4YNERoaqtSyMyp7TExMPnoGDFVeWlpahepTlTaFklTh4YoVwJYV1SOSWkmxP3o/61IREREREZUDUqkUV69eVXUYRJXekCFDMGTIEFWHoTIKJalOnjxZ2nFQBdPAmk/4IyIiIiIiIiLFsSYVlQqpVcHTAiITI5GZm6niaIiIiIiIiIiorFNoJtXbrly5gu3btyM2NhbZ2dlyfbt37y6RwKh8+8zoM1TVq4rnGc9xI/EGGtk0UnVIRERERERERFSGKT2TKiQkBM2aNUNUVBT27NmDnJwcREZG4u+//4axsXFpxEjlkEQiEWdTsS4VERERERERERVH6STVvHnzsHTpUvz555/Q0tLC8uXLcevWLfTv3x/VqlUrjRipnJLVpWKSioiIiIiIiIiKo3SS6t69e+jatSuAgscRpqenQyKRYNy4cVi7dm2JB0jll2wmFYunExEREREREVFxlE5SmZqa4tWrVwAAW1tb3LhxAwCQnJyMjIyMko2OyjXZTKprCdeQm5+r4miIiIiIiIjKjgcPHkAikSAiIkKp7YKDg2FiYqLQ2BMnTsDZ2Rl5eXnKB1iBfP7559i1a5eqwyAFKJ2katWqFY4dOwYA+OKLLzBmzBgMHz4cAwYMgKenZ4kHSOWXo5kjDLUMkZmbiVvPb6k6HCIiIiIiquR2796Njh07okqVKgoniCIjI9G3b184ODhAIpFg2bJlCh1LIpEU+Vq4cOFHnYO3tzdu374tvg8MDET9+vWLHDt58mRMnz4d6urqAAoSXBKJBJ06dZIbl5ycDIlEglOnTn1UbIqQXUeJRAI9PT24urrijz/+KHLs1q1boa6ujm+//bbI/tTUVMyYMQMuLi7Q1dVFlSpV0LhxY/z88894+fKlOG769OmYOnUq8vPzS+WcqOQonaRauXIlfHx8AAA//PADxo8fj4SEBPTt2xfr1q0r8QCp/FKTqKG+VX0ArEtFRERERKSIzNzMj+qn90tPT0eLFi2wYMEChbfJyMhAjRo1MH/+fFhZWSm8XVxcnNxr/fr1kEgk6Nu374eELtLV1YWFhUWx486cOYN79+4VOp6GhgaOHz+OkydPflQcH2P27NmIi4vDjRs3MGjQIAwfPhx//fVXoXHr1q3D5MmTsXXrVmRmyt/7SUlJ+PzzzxEUFISJEyfi4sWLCAsLw9y5cxEeHo4tW7aIYzt37oxXr14VeQwqW5ROUpmZmcHGxqZgYzU1TJ06Ffv378fixYthampa4gFS+SbWpYpjXSoiIiIiouLoaOhAb64eNH/ULPTSm6sHHQ2dUjv2q1ev4OvrC319fVhbW2Pp0qVo06YNxo4dCwDIysrCxIkTYWtrC319fTRt2lRu5o1sGdqBAwdQu3Zt6OnpoV+/fsjIyMCGDRvg4OAAU1NTjB49Wm75mYODA+bMmQM/Pz8YGBjA3t4e+/fvx7Nnz9CzZ08YGBjAzc0NV65cEbd58eIFBgwYAFtbW3E2ztatW4s9x8GDByMgIADt27dX+Lo0btwYCxcuhI+PD7S1tRXezsrKSu61b98+tG3bFjVq1JAbd+vWLTRr1gw6OjqoV68e/vnnn/fu983lfsHBwZg1axb+/fdfcXZScHAwACAkJAQdOnSAjo78PaOvr48vv/wSU6dOfe9xrl+/jnbt2okzlEaMGIG0tDSxf8iQIejVqxcWLVoEa2trVKlSBd9++y1ycnKKvTaGhoawsrJCjRo1MGXKFJiZmYkrtmRiYmJw7tw5TJ06FbVq1cLu3bvl+r///nvExsbi0qVLGDp0KNzc3GBvb4+OHTti69at+M9//iOOVVdXR5cuXRASElJsbKRaSiep1NXVkZiYWKj9xYsX4hRCIhnxCX/xnElFRERERJWPIAhIz05X+AUAOfk5yM3PLfTKyS/48q/ovgRBUCrW8ePH4+zZs9i/fz+OHTuG0NBQhIX97//jR40ahfPnzyMkJATXrl3DF198gU6dOuHOnTvimIyMDKxYsQIhISE4fPgwTp06hd69e+PQoUM4dOgQNm3ahN9++w07d+6UO/bSpUvRvHlzhIeHo2vXrhg8eDD8/PwwaNAghIWFwdHREX5+fuI5ZWZmomHDhjh48CBu3LiBESNGYPDgwbh06dIHfU6lLSEhAQcPHsSwYcMK9U2aNAkTJkxAeHg4PDw80L17d7x48UKh/Xp7e2PChAlwcXERZ2x5e3sDAEJDQ9GoUaMitwsMDMT169cLfQ4y6enp8PLygqmpKS5fvowdO3bg+PHjGDVqlNy4kydP4t69ezh58iQ2bNiA4OBgMUmmiPz8fOzatQsvX76ElpaWXF9QUBC6du0KY2NjDBo0SG7lVn5+PrZt24ZBgwaJk2jeJpFI5N43adIEoaGhCsdGqqGh7Abv+kWXlZVV6KYikiWpIuIjkC/kQ02idF6UiIiIiKjcysjJgMFPBgqN1VDTQM6M4mehmCwwUejBRGnT0qCvpa/QsV+9eoUNGzZgy5YtYq3hoKAgMQEQGxuLoKAgxMbGim0TJ07E4cOHERQUhHnz5gEAcnJysHr1ajg6OgIA+vXrh02bNiEhIQEGBgaoW7cu2rZti5MnT4rJFADo0qULRo4cCQAICAjA6tWr0bhxY3zxxRcAgClTpsDDwwMJCQmwsrKCra0tJk6cKG7/3Xff4ciRI9i+fTuaNGmi0Dl/Shs2bIChoSH69OlTqG/UqFHikrzVq1fj8OHD4jK34ujq6sLAwAAaGhqFliI+fPjwnQkcGxsbjBkzBj/88AN69epVqH/Lli3IzMzExo0boa9fcA+tXLkS3bt3x4IFC2BpaQmg4MFqK1euhLq6OurUqYOuXbvixIkTGD58+HvjnjJlCqZPn46srCzk5ubCzMwMX331ldifn5+P4OBg/PLLLwAAHx8fTJgwATExMahevTqePXuG5ORk1K5dW26/DRs2RHR0NACge/fucrPrbGxs8OjRI+Tn50NNjd9LyyqFP5kVK1ZgxYoVkEgk+OOPP8T3K1aswNKlS/Htt9+iTp06pRkrlUN1qtaBtro2UrNScf/lfVWHQ0RERERERbh//z5ycnLkEjzGxsZiEuD69evIy8tDrVq1YGBgIL7++ecf3Lt3T9xGT09PTFABgKWlJRwcHGBgYCDX9vbqHDc3N7l+AHB1dS3UJtsuLy8PP/74I1xdXWFmZgYDAwMcOXIEsbGxAIDNmzfLxVmaM2gUOdb69evh6+tbaOkdAHh4eIh/19DQQKNGjRAVFQUAcHFxEffbuXNnpeJ6/fp1kceTmTJlCp49e4b169cX6ouKioK7u7uYoAKA5s2bIz8/X0wCyeJ7c0WVtbW1+BnNmzdP7rrIPhugYPZYREQE/v77bzRt2hRLly5FzZo1xf5jx44hPT0dXbp0AQBUrVoVHTp0KDLWN+3ZswcRERHw8vLC69ev5fp0dXWRn5+PrKys9+6DVEvhmVRLly4FUDCTas2aNXI3opaWFhwcHLBmzZqSj5DKNU11TbhZuuHy08sIjwtHTbOaxW9ERERERFRB6GnqIW1aWvEDlZA8JVnhY5eUtLQ0qKur4+rVq4XKvLyZgNLU1JTrk0gkRba9/ZS1N8fIlmkV1SbbbuHChVi+fDmWLVsGV1dX6OvrY+zYscjOzgYA9OjRA02bNhW3t7W1Ve6ElVDcsUJDQxEdHY1t27Ypve9Dhw6JNZ50dXWV2rZq1apyT7h7m4mJCaZNm4ZZs2ahW7duSscGFP15yz6jr7/+Gv379xf73pzVVbVqVdSsWRM1a9bEjh074OrqikaNGqFu3boACgqmJyUlyZ1zfn4+rl27hlmzZsHc3BwmJiZyCTMAqFatGoCCmlfJyclyfUlJSdDX11f6OtKnpXCSKiYmBgDQtm1b7N69m0XSSWFSKykuP72MsLgwfOHyharDISIiIiL6ZCQSicJL7hRV0vsDgBo1akBTUxOXL18Wv+inpKTg9u3baNWqFaRSKfLy8pCYmIiWLVuW+PGVdfbsWfTs2RODBg0CUJDAuH37tpjkMDQ0hKGh4SeJpbhjrVu3Dg0bNoS7u3uR/RcuXECrVq0AALm5ubh69apY+8ne3r7Y42tpackVopeRSqW4efPme7f97rvvsGLFCixfvlyu3dnZGcHBwUhPTxdnU509exZqamqFlti9i5mZGczMzIodZ2dnB29vb0ybNg379u3DixcvsG/fPoSEhMDFxUUcl5eXhxYtWuDo0aPo1KkT+vfvj//+978ICAh457LGN924cQNSqVSh2El1lK5J9eZjKmX1qd4uSEb0JlldqvB4PuGPiIiIiKg4mmqaSrWXBENDQ/j7+2PSpEkwMzODhYUFZs6cCTU1NUgkEtSqVQu+vr7w8/PD4sWLIZVK8ezZM5w4cQJubm7o2rVrqcVWFCcnJ+zcuRPnzp2DqakplixZgoSEBDFJ9S5JSUmIjY3F06dPAUCciSN7Ah8A+Pn5wdbWFj/99BMAIDs7W0z2ZGdn48mTJ4iIiICBgYHcErWipKamYseOHVi8ePE7x/z6669wcnKCs7Mzli5dipcvX+LLL79U7EKg4OmIMTExiIiIwGeffQZDQ0Noa2vDy8sLGzZseO+2Ojo6mDVrFr799lu5dl9fX8ycORP+/v4IDAzEs2fP8N1332Hw4MHi0suSNGbMGNSrVw9XrlzBmTNnUKVKFfTv379QrqFLly5Yt24dOnXqhHnz5uHUqVNo0qQJZs+ejUaNGkFfXx/Xrl3D+fPnUa9ePbltQ0ND0bFjxxKPnUrWB1UL27hxI1xdXaGrqwtdXV24ublh06ZNJR0bVRBS64JsdVhcmNJPGCEiIiIiqkwyczOR8UMGcmbkFHpl/JCBzNzMUjv2kiVL4OHhgW7duqF9+/Zo3rw5nJ2dxbpGQUFB8PPzw4QJE1C7dm306tVLbubVpzR9+nQ0aNAAXl5eaNOmDaysrIosAP62/fv3QyqVikk1Hx8fSKVSudI1sbGxiIuLE98/ffoUUqkUUqkUcXFxWLRoEaRSqVyh73cJCQmBIAgYMGDAO8fMnz8f8+fPh7u7O86cOYP9+/ejatWqxe5bpm/fvujUqRPatm0Lc3NzsVi4r68vIiMjCy2Je5u/vz9q1Kgh16anp4cjR44gKSkJjRs3Rr9+/eDp6YmVK1cqHJcy6tati44dOyIgIADr169H7969i5wM07dvX+zfvx/Pnz9HlSpVcOnSJfj5+WHhwoVo0qQJXF1dERgYCG9vb/z+++/idk+ePMG5c+cwdOjQUomfSo5EUDJrsGTJEsyYMQOjRo1C8+bNAQBnzpzBr7/+ijlz5mDcuHGlEqgqpaamwtjYGCkpKTAyMlJ1OOXO65zXMPzJEHlCHh6Pewxbo9JbD05EREREVJre990gMzNTfPrY+wpWlxfp6emwtbXF4sWLMWzYMFWHQx9g0qRJSE1NxW+//abqUFRqypQpePnyJdauXavqUCotRX8/Kr3c75dffsHq1avh5+cntvXo0QMuLi4IDAyskEkq+ji6mrpwNnfGjcQbCIsLY5KKiIiIiKgMCg8Px61bt9CkSROkpKRg9uzZAICePXuqODL6UD/88ANWrVqF/Px8qKl90EKqCsHCwgLjx49XdRikAKXv0ri4ODRr1qxQe7NmzeSmRBK9iXWpiIiIiIjKvkWLFsHd3R3t27dHeno6QkNDlVp6RmWLiYkJvv/++0qdoAKACRMmlEotLSp5St+pNWvWxPbt2wu1b9u2DU5OTiUSFFU8Uqv/1aUiIiIiIqKyRyqV4urVq0hLS0NSUhKOHTsGV1dXVYdFRJWIwsv92rVrh927d2PWrFnw9vbG6dOnxZpUZ8+exYkTJ4pMXhEBQEPrhtBQ08D1xOuqDoWIiIiIiIiIyiCFk1SnTp1CdnY2+vbti4sXL2Lp0qXYu3cvAMDZ2RmXLl2CVCotrTipHMvMzURL+5bImZHzzn4djfJfWJKIiIiICACfaE1E9BZFfy8qXTgdABo2bIj//ve/H7IpVUI6GjrQm6uHnPzCSSpNNU1k/JChgqiIiIiIiEqWpqYmACAjIwO6uroqjoaIqOzIyCj43i/7PfkuSiWpbt68ifj4+PeOcXNzU2aXVEnk5OcgNz9X1WEQEREREZUadXV1mJiYIDExEQCgp6cHiUSi4qiIiFRHEARkZGQgMTERJiYmUFdXf+94pZJUnp6e752iJZFIkJeXp8wuiYiIiIiIKgwrKysAEBNVRERU8KRJ2e/H91EqSXXx4kWYm5t/cFBEREREREQVmUQigbW1NSwsLJCTU3RNViKiykRTU7PYGVQySiWpqlWrBgsLiw8KioiIiIiIqLJQV1dX+EsZEREVUFN1AERERERERERERArPpGrdujW0tLRKMxaqwDTViq7g/652IiIiIiIiIqpcFE5SnTx5sjTjoAosMzcTGT9kvLdfR0PnE0ZERERERERERGUNl/tRqXs7AbXw7EJo/qiJjps6FtlPRERERERERJVPmU9SPXnyBIMGDUKVKlWgq6sLV1dXXLlyRewXBAEBAQGwtraGrq4u2rdvjzt37sjtIykpCb6+vjAyMoKJiQmGDRuGtLS0T30q9P/61e2H3PxcnIg5gfi0eFWHQ0RERERERERlQJlOUr18+RLNmzeHpqYm/vrrL9y8eROLFy+GqampOObnn3/GihUrsGbNGly8eBH6+vrw8vJCZmamOMbX1xeRkZE4duwYDhw4gNOnT2PEiBGqOCUCUN20OpraNkW+kI+dN3eqOhwiIiIiIiIiKgMkgiAIqg7iXaZOnYqzZ88iNDS0yH5BEGBjY4MJEyZg4sSJAICUlBRYWloiODgYPj4+iIqKQt26dXH58mU0atQIAHD48GF06dIFjx8/ho2NTbFxpKamwtjYGCkpKTAyMiq5E6zElp5fivFHx6O5XXOc+fKMqsMhIiIiIlIIvxsQEZUepWdS5eXlYd26dRg4cCDat2+Pdu3ayb1K0v79+9GoUSN88cUXsLCwgFQqxe+//y72x8TEID4+Hu3btxfbjI2N0bRpU5w/fx4AcP78eZiYmIgJKgBo37491NTUcPHixSKPm5WVhdTUVLkXlaz+Lv0hgQRnH53Fo5RHqg6HiIiIiIiIiFRM6STVmDFjMGbMGOTl5aFevXpwd3eXe5Wk+/fvY/Xq1XBycsKRI0fwzTffYPTo0diwYQMAID6+oJ6RpaWl3HaWlpZiX3x8PCwsLOT6NTQ0YGZmJo55208//QRjY2PxZWdnV6LnRYCtkS1aVGsBANhxc4eKoyEiIiIiIiIiVdNQdoOQkBBs374dXbp0KY145OTn56NRo0aYN28eAEAqleLGjRtYs2YN/P39S+2406ZNw/jx48X3qampTFSVAm8Xb4TGhiLkRgjGe4wvfgMiIiIiIiIiqrCUnkmlpaWFmjVrlkYshVhbW6Nu3bpybc7OzoiNjQUAWFlZAQASEhLkxiQkJIh9VlZWSExMlOvPzc1FUlKSOOZt2traMDIykntRyetXtx/UJGq4/PQy7r+8r+pwiIiIiIiIiEiFlE5STZgwAcuXL8enqLfevHlzREdHy7Xdvn0b9vb2AIDq1avDysoKJ06cEPtTU1Nx8eJFeHh4AAA8PDyQnJyMq1evimP+/vtv5Ofno2nTpqV+DvRulgaWaOvQFgCw7cY2FUdDRERERERERKqk9HK/M2fO4OTJk/jrr7/g4uICTU1Nuf7du3eXWHDjxo1Ds2bNMG/ePPTv3x+XLl3C2rVrsXbtWgCARCLB2LFjMWfOHDg5OaF69eqYMWMGbGxs0KtXLwAFM686deqE4cOHY82aNcjJycGoUaPg4+Oj0JP9qHT51PPBiZgT2Ba5DdNaTlN1OERERERERESkIhJBySlRQ4cOfW9/UFDQRwX0tgMHDmDatGm4c+cOqlevjvHjx2P48OFivyAImDlzJtauXYvk5GS0aNECq1atQq1atcQxSUlJGDVqFP7880+oqamhb9++WLFiBQwMDBSKgY+ZLT1Jr5NgucgSufm5iPo2CnWq1lF1SERERERE78TvBkREpUfpJFVlxP8Qla6uW7ri0J1DCGwdiJltZqo6HCIiIiKid+J3AyKi0qN0TSqikubt4g0ACIkM+SS1zoiIiIiIiIio7FG6JhUA7Ny5E9u3b0dsbCyys7Pl+sLCwkokMKo8etbuCW11bdx6fgvXE6/DzdJN1SERERERERER0Sem9EyqFStWYOjQobC0tER4eDiaNGmCKlWq4P79++jcuXNpxEgVnLGOMTo7Fdw7fMofERERERERUeWkdJJq1apVWLt2LX755RdoaWlh8uTJOHbsGEaPHo2UlJTSiJEqAS75IyIiIiIiIqrclE5SxcbGolmzZgAAXV1dvHr1CgAwePBgbN26tWSjo0qje63u0NPUw/2X93E17qqqwyEiIiIiIiKiT0zpJJWVlRWSkpIAANWqVcOFCxcAADExMZwBQx9MX0sf3Wp1AwCE3AhRcTRERERERERE9KkpnaRq164d9u/fDwAYOnQoxo0bhw4dOsDb2xu9e/cu8QCp8vBx8QEAbI/cjnwhX8XREBEREREREdGnJBGUnP6Un5+P/Px8aGgUPBgwJCQE586dg5OTE0aOHAktLa1SCVSVUlNTYWxsjJSUFBgZGak6nAorMzcTFgst8Cr7Fc4MPYPm1ZqrOiQiIiIiIjn8bkBEVHo0lN1ATU0Namr/m4Dl4+MDHx+fEg2KKicdDR30qtMLm65twrbIbUxSEREREREREVUiSi/3A4DQ0FAMGjQIHh4eePLkCQBg06ZNOHPmTIkGR5WP7Cl/O27uQF5+noqjISIiIiIiIqJPRekk1a5du+Dl5QVdXV2Eh4cjKysLAJCSkoJ58+aVeIBUuXRw7ABTHVPEp8Xj9MPTqg6HiIiIiIiIiD4RpZNUc+bMwZo1a/D7779DU1NTbG/evDnCwsJKNDiqfLTUtdDHuQ8AYFvkNhVHQ0RERERERESfitJJqujoaLRq1apQu7GxMZKTk0siJqrkZEv+dt7ciZy8HBVHQ0RERERERESfgtJJKisrK9y9e7dQ+5kzZ1CjRo0SCYoqt7bV28JczxwvXr/A3zF/qzocIiIiIiIiIvoElE5SDR8+HGPGjMHFixchkUjw9OlTbN68GRMnTsQ333xTGjFSJaOhpoF+dfsBAEIiQ1QcDRERERERERF9CkonqaZOnYqBAwfC09MTaWlpaNWqFb766iuMHDkS3333XWnESJWQTz0fAMCeqD3Iys1ScTREREREREREVNokgiAIH7JhdnY27t69i7S0NNStWxcGBgYlHVuZkZqaCmNjY6SkpMDIyEjV4VQK+UI+7Jba4emrp9jnsw89avdQdUhERERERPxuQERUipSeSSWjpaWFunXrokmTJhU6QUWqoSZRQ/+6/QHwKX9ERERERERElYGGogO//PJLhcatX7/+g4MhepN3PW8su7gM+6P3IyMnA3qaeqoOiYiIiIiIiIhKicJJquDgYNjb20MqleIDVwgSKaWpbVPYG9vjYcpDHLpzSCymTkREREREREQVj8JJqm+++QZbt25FTEwMhg4dikGDBsHMzKw0Y6NKTiKRwNvFGz+f+xnbIrcxSUVERERERERUgSlck+rXX39FXFwcJk+ejD///BN2dnbo378/jhw5wplVVGq863kDAA7cPoBXWa9UHA0RERERERERlRalCqdra2tjwIABOHbsGG7evAkXFxf85z//gYODA9LS0korRqrEpFZSOJk5ITM3E3/e/lPV4RARERERERFRKfngp/upqalBIpFAEATk5eWVZExEItmSPwAIuRGi4miIiIiIiIiIqLQolaTKysrC1q1b0aFDB9SqVQvXr1/HypUrERsbCwMDg9KKkSo5n3o+AIDDdw/j5euXKo6GiIiIiIiIiEqDwkmq//znP7C2tsb8+fPRrVs3PHr0CDt27ECXLl2gpvbBE7KIiuVi4QIXcxfk5P9fe3ceV1Wd/3H8fYHLmoC4gLibKULuppJTZlla5GSpkdNijm2/wdymmmzM0qZo2jQbx2wTmxZccqlsKjXDFG3KXTRMszQR3BIEZb3n9wdy9cpuwLn38no+Hlc453zPPe9zvlyO58NZCrTsh2VmxwEAAAAAALXAYlTxruceHh5q1aqVunfvLovFUm67JUuW1Fg4Z5GVlaWgoCBlZmYqMDDQ7Dj10j/W/kNPrnlSgy4dpM/v+tzsOAAAAKinODYAgNrjVdWG99xzT4XFKaA2xUbF6sk1T2rVT6t07PQxNfZvbHYkAAAAAABQg6pcpEpISKjFGEDFLmt0mbqHddeW9C36aNdHerDXg2ZHAgAAAAAANYibScFllNxAfUHKApOTAAAAAACAmkaRCi7j9qjbJUlf//y1Dp86bHIaAAAAAABQkyhSwWW0CW6jvi36ypChxbsWmx0HAAAAAADUIIpUcCmxUbGSpMSURJOTAAAAAACAmkSRCi5lROQIWWRR8sFkHcg8YHYcAAAAAABQQyhSwaU0D2yuq1pfJUlamLLQ5DQAAAAAAKCmUKSCy7kjiqf8AQAAAADgbihSweUMixwmD4uHvk/7XvtO7DM7DgAAAAAAqAEUqeBymgY01bVtr5XE2VQAAAAAALgLilRwSVzyBwAAAACAe6FIBZd0a6db5eXhpe0Z27X76G6z4wAAAAAAgN+JIhVcUohfiAZdOkgSZ1MBAAAAAOAOKFLBZcVGxUqSEncmyjAMk9MAAAAAAIDfgyIVXNYtEbfIx9NHqcdTtT1ju9lxAAAAAADA70CRCi4r0CdQN112k6Tis6kAAAAAAIDrokgFl3bH5eee8sclfwAAAAAAuC6KVHBpMZfFyN/qr/0n9+v7tO/NjgMAAAAAAC4SRSq4tADvAA3pMEQSl/wBAAAAAODKKFLB5ZVc8rdw10LZDJvJaQAAAAAAwMWgSAWXN7j9YAX6BOrXrF+VfDDZ7DgAAAAAAOAiUKSCy/P18tXQiKGSpAU7F5gbBgAAAAAAXBSKVHALsVGxkqRFuxapyFZkchoAAAAAAFBdLlWkev7552WxWDRhwgT7uNzcXMXFxalRo0a65JJLNGzYMGVkZDjMd+DAAcXExMjf319NmzbVo48+qsLCwjpOj9o0sN1AhfiFKCMnQ0m/JJkdBwAAAAAAVJPLFKm+++47zZ07V126dHEYP3HiRH3yySdatGiRkpKSlJaWpttuu80+vaioSDExMcrPz1dycrLmz5+vhIQETZ06ta5XAbXI29Nbt0UU9zuX/AEAAAAA4HpcokiVnZ2tO++8U2+++aYaNmxoH5+Zmam3335br7zyiq699lr17NlT8+bNU3JysjZu3ChJ+vLLL7Vr1y6999576tatm2688UY988wzmj17tvLz881aJdSCkqf8Ld69WAVFBSanAQAAAAAA1eESRaq4uDjFxMRo4MCBDuM3bdqkgoICh/ERERFq1aqVNmzYIEnasGGDOnfurNDQUHubQYMGKSsrSykpKWUuLy8vT1lZWQ4vOL/+bfqraUBTnThzQqv3rzY7DgAAAAAAqAanL1IlJiZq8+bNio+PLzUtPT1d3t7eCg4OdhgfGhqq9PR0e5vzC1Ql00umlSU+Pl5BQUH2V8uWLWtgTVDbvDy8NLzTcElS4s5Ek9MAAAAAAIDqcOoi1cGDBzV+/Hi9//778vX1rbPlTp48WZmZmfbXwYMH62zZ+H1KLvlb+sNS5RXmmZwGAAAAAABUlVMXqTZt2qQjR46oR48e8vLykpeXl5KSkjRr1ix5eXkpNDRU+fn5OnnypMN8GRkZCgsLkySFhYWVetpfyXBJmwv5+PgoMDDQ4QXX0K9VPzVv0FxZeVn6fO/nZscBAAAAAABV5NRFquuuu047duzQ1q1b7a9evXrpzjvvtH9vtVq1evW5+w+lpqbqwIEDio6OliRFR0drx44dOnLkiL3NypUrFRgYqMjIyDpfJ9QuD4uHbo+6XZK0IIWn/AEAAAAA4Cq8zA5QkQYNGujyyy93GBcQEKBGjRrZx48ZM0aTJk1SSEiIAgMD9fDDDys6Olp9+/aVJN1www2KjIzU3XffrRdeeEHp6emaMmWK4uLi5OPjU+frhNoXGxWrGRtn6OPUj3W64LT8rf5mRwIAAAAAAJVw6jOpqmLGjBm6+eabNWzYMF199dUKCwvTkiVL7NM9PT316aefytPTU9HR0brrrrt0zz33aPr06SamRm3q3by32gS3UU5BjlbsWWF2HAAAAAAAUAUWwzAMs0M4u6ysLAUFBSkzM5P7U7mIx1c9rn+u/6eGdRqmxbcvNjsOAAAA3ATHBgBQe1z+TCqgLLFRsZKkFT+u0Km8UyanAQAAAAAAlaFIBbfULaybOjTqoNzCXH2c+rHZcQAAAAAAQCUoUsEtWSwW+9lUiSmJJqcBAAAAAACVoUgFt3XH5XdIkr7Y+4V+O/ObyWkAAAAAAEBFKFLBbUU2idTlTS9Xga1AS39YanYcAAAAAABQAYpUcGt3RBWfTbUgZYHJSQAAAAAAQEUoUsGtxV5efF+q1T+t1tGcoyanAQAAAAAA5aFIBbfWPqS9ejbrqSKjSB/t/sjsOAAAAAAAoBwUqeD2Sp7yxyV/AAAAAAA4L4pUcHu3R90uSUr6OUlpp9JMTgMAAAAAAMpCkQpur3Vwa0W3iJYhQ4t3LTY7DgAAAAAAKANFKtQLJZf8Je5MNDkJAAAAAAAoC0Uq1AsjokbIIos2/LpBv5z8xew4AAAAAADgAhSpUC+ENwjX1a2vliQtTFlochoAAAAAAHAhilSoN+64/A5JPOUPAAAAAABnRJEK9cawTsPkafHUpsObtPfEXrPjAAAAAACA81CkQr3RJKCJrmt3nSRpwU7OpgIAAAAAwJlQpEK9UvKUPy75AwAAAADAuVCkQr1ya8StsnpYtePIDu06usvsOAAAAAAA4CyKVKhXGvo11KD2gyRxyR8AAAAAAM6EIhXqnZJL/hJTEmUYhslpAAAAAACARJEK9dAfO/5Rvl6+2nN8j7ZlbDM7DgAAAAAAEEUq1EOBPoG66bKbJEmJOxNNTgMAAAAAACSKVKin7oi6Q1LxU/645A8AAAAAAPNRpEK9FNMhRgHWAP188md9l/ad2XEAAAAAAKj3KFKhXvK3+uuPHf8oiUv+AAAAAABwBhSpUG+VPOVvYcpC2QybyWkAAAAAAKjfKFKh3hrcfrACfQJ16NQhrT+w3uw4AAAAAADUaxSpUG/5ePno1ohbJRXfQB0AAAAAAJiHIhXqtZJL/hbtWqRCW6HJaQAAAAAAqL8oUqFeG9huoEL8QnQk54iSfk4yOw4AAAAAAPUWRSrUa1ZPq4Z1GiaJp/wBAAAAAGAmilSo9+64/A5J0pIflqigqMDkNAAAAAAA1E8UqVDv9W/dX6EBoTpx5oRW/bTK7DgAAAAAANRLFKlQ73l6eGpE5AhJUmIKl/wBAAAAAGAGilSApNjLi5/yt+yHZcotzDU5DQAAAAAA9Q9FKkDSlS2vVPMGzZWVl6XP935udhwAAAAAAOodilSAJA+Lh2Kjis+mWpCywOQ0AAAAAADUPxSpgLNKLvn7OPVj5eTnmJwGAAAAAID6hSIVcNYV4VeobXBbnS44rRU/rjA7DgAAAAAA9QpFKuAsi8Viv+QvcSdP+QMAAAAAoC5RpALOc8fld0iSPvvxM2XlZZmcBgAAAACA+oMiFXCeLqFd1LFRR+UV5enj1I/NjgMAAAAAQL1BkQo4j8VisZ9NxSV/AAAAAADUHYpUwAVK7kv15b4vdeLMCZPTAAAAAABQP1CkAi7QqUkndW7aWQW2Ai3dvdTsOAAAAAAA1AsUqYAylFzytyBlgclJAAAAAACoHyhSAWUoueRv9f7VOpJzxOQ0AAAAAAC4P4pUQBkuDblUvcJ7yWbY9NGuj8yOAwAAAACA26NIBZSj5GwqLvkDAAAAAKD2UaQCynF71O2SpLW/rFXaqTST0wAAAAAA4N4oUgHlaBXUSle2vFKGDC1KWWR2HAAAAAAA3JpTF6ni4+N1xRVXqEGDBmratKmGDh2q1NRUhza5ubmKi4tTo0aNdMkll2jYsGHKyMhwaHPgwAHFxMTI399fTZs21aOPPqrCwsK6XBW4qJJL/hJTEk1OAgAAAACAe3PqIlVSUpLi4uK0ceNGrVy5UgUFBbrhhhuUk5NjbzNx4kR98sknWrRokZKSkpSWlqbbbrvNPr2oqEgxMTHKz89XcnKy5s+fr4SEBE2dOtWMVYKLGRE5QlYPq75P+14/n/zZ7DgAAAAAALgti2EYhtkhquro0aNq2rSpkpKSdPXVVyszM1NNmjTRBx98oOHDh0uSfvjhB3Xq1EkbNmxQ37599d///lc333yz0tLSFBoaKkl6/fXX9be//U1Hjx6Vt7d3qeXk5eUpLy/PPpyVlaWWLVsqMzNTgYGBdbOycAq5hbny9fK96OkAAABwL1lZWQoKCuLYAABqgVOfSXWhzMxMSVJISIgkadOmTSooKNDAgQPtbSIiItSqVStt2LBBkrRhwwZ17tzZXqCSpEGDBikrK0spKSllLic+Pl5BQUH2V8uWLWtrleDkfL185f+sv6zPWEu9/J/1p0AFAAAAAEANcZkilc1m04QJE9SvXz9dfvnlkqT09HR5e3srODjYoW1oaKjS09Ptbc4vUJVML5lWlsmTJyszM9P+OnjwYA2vDVxJga1AhbbCUq8CW4HZ0QAAAAAAcBteZgeoqri4OO3cuVPr1q2r9WX5+PjIx8en1pcDAAAAAACAYi5xJtXYsWP16aefas2aNWrRooV9fFhYmPLz83Xy5EmH9hkZGQoLC7O3ufBpfyXDJW0AAAAAAABgLqcuUhmGobFjx2rp0qX66quv1LZtW4fpPXv2lNVq1erVq+3jUlNTdeDAAUVHR0uSoqOjtWPHDh05csTeZuXKlQoMDFRkZGTdrAgAAAAAAAAq5NSX+8XFxemDDz7Q8uXL1aBBA/s9pIKCguTn56egoCCNGTNGkyZNUkhIiAIDA/Xwww8rOjpaffv2lSTdcMMNioyM1N13360XXnhB6enpmjJliuLi4rikDzXi8KnDatagmdkxAAAAAABwaU59JtWcOXOUmZmpa665Rs2aNbO/FixYYG8zY8YM3XzzzRo2bJiuvvpqhYWFacmSJfbpnp6e+vTTT+Xp6ano6GjddddduueeezR9+nQzVgkuyOphlZeHV6mX1cMqSerxRg99nPqxySkBAAAAAHBtFsMwDLNDOLusrCwFBQUpMzNTgYGBZsdBHcotzJWvl2+50w+fOqwWM1rIZtj0f73+Ty/d8JL8rf51mBAAAAB1iWMDAKg9Tn0mFWC2igpUkhTiF6KJfSdKkuZ8P0e93uilrelb6yAZAAAAAADuhSIV8Dv4ePnopRte0sq7V6rZJc20+9hu9Xmrj17Z8Ipshs3seAAAAAAAuAyKVEANGNhuoLb/33bd0vEW5Rfl669f/lWD3xustFNpZkcDAAAAAMAlUKQCakhj/8ZaGrtUc2+eKz8vP638aaW6zOmi5T8sNzsaAAAAAABOjyIVUIMsFose6PmANj+4Wd3Duuv4meMaumCoHvr0IZ0uOG12PAAAAAAAnBZFKqAWRDSO0IYxG/TolY9KkuZumqsec3toy+EtJicDAAAAAMA5UaQCaomPl49euP4Frbp7lcIbhCv1eKr6vNVHLyW/xE3VAQAAAAC4AEUqoJZd1+46bX9ou26NuFUFtgI9uvJR3fCfG3Qo65DZ0QAAAAAAcBoUqYA60Mi/kT66/SO9cfMb8rf6a/X+1eryehct+2GZ2dEAAAAAAHAKFKmAOmKxWHR/z/u1+YHN6tGsh06cOaFbF9yqBz95UDn5OWbHAwAAAADAVBSpgDrWsXFHbRizQY9d+ZgssuiNzW+o5xs9tfnwZrOjAQAAAABgGopUgAm8Pb31z+v/qVX3rFLzBs2VejxVfd/qqxfWv8BN1QEAAAAA9RJFKsBE17a9Vtse2qbbOt2mAluB/rbqb7r+P9fr16xfzY4GAAAAAECdokgFmKyRfyMtHrFYbw15S/5Wf321/yt1mdNFS3YvMTsaAAAAAAB1hiIV4AQsFovG9BijLQ9uUa/wXvot9zcNWzhM9318n7Lzs82OBwAAAABAraNIBTiRDo06aP2f1+vxfo/LIove3vK2esztoe/Tvjc7GgAAAAAAtYoiFeBkvD29FT8wXqvvWa3mDZrrxxM/KvrtaD2/7nkV2YrMjgcAAAAAQK2gSAU4qQFtB2j7/23X8MjhKrQVavLqyRr4n4HcVB0AAAAA4JYoUgFOLMQvRAuHL9Q7f3xHAdYAff3z1+oyp4s+2vWR2dEAAAAAAKhRFKkAJ2exWDS6+2hteXCLrgi/Qr/l/qbhi4ZrzPIx3FQdAAAAAOA2KFIBLuKyRpdp/Z/X64k/PCGLLHpn6zvqPre7vjv0ndnRAAAAAAD43ShSAS7E6mnVs9c9qzWj1qhFYAvtPbFXV75zpeK/ieem6gAAAAAAl0aRCnBB/dv01/aHtmtE5AgV2gr1xFdP6Lp3r9PBzINmRwMAAAAA4KJQpAJcVEO/hlowfIHm3TJPAdYAJf2SpC6vd9HClIVmRwMAAAAAoNooUgEuzGKx6N5u92rrQ1vVu3lvncw9qdjFsRq9fLRO5Z0yOx4AAAAAAFVGkQpwA+1D2mvd6HX6+1V/l0UWvbvtXZ3Kr7hIlVuYW0fpAAAAAAConJfZAQDUDKunVf+49h+64dIbNHr5aIU3CJf/s/4qsBWUbuth1em/nzYhJQAAAAAAZaNIBbiZq1tfrU0PbJIkFdgKVGgrNDkRAAAAAACV43I/wA0F+wabHQEAAAAAgGqhSAXUY6cLuOQPAAAAAOAcKFIB9VjbV9vqidVPKO1UmtlRAAAAAAD1HEUqoB47ceaE4tfFq83MNrp76d3afHiz2ZEAAAAAAPUURSrAjVk9rPLy8Cr1snpYJUmLhi/SVa2uUoGtQO9tf0893+ip/gn9teyHZSqyFZmcHgAAAABQn1gMwzDMDuHssrKyFBQUpMzMTAUGBpodB6iS3MJc+Xr5Vmn6prRNmrFxhhakLLA/DfDShpdqfJ/xGt19tC7xvqROMgMAADg7jg0AoPZQpKoCdkSoLw5lHdK//vcvzd00V7/l/iZJCvIJ0v097tfDfR5Wq6BWJicEAAAwF8cGAFB7KFJVATsi1Dc5+Tl6d9u7mvntTO05vkeS5Gnx1PDI4ZrYd6L6tOhjckIAAABzcGwAALWHIlUVsCNCfWUzbPrsx880Y+MMfbX/K/v46BbRmth3om7tdKu8PLxMTAgAAFC3ODYAgNpDkaoK2BEB0rb0bZr57Ux9sOMD5RflS5JaB7XWuD7jNKb7GAX5BpmcEAAAoPZxbAAAtYciVRU4447o9GnJ39/sFKiP0rPTNee7Ofr39//WsdPHJEkNvBvoz93/rHF9xqldw3YmJwQAAKg9znhsAADuwsPsAKi+M2ek+Pjir0BdC7skTNMGTNOBCQf05pA3FdkkUqfyT+nVb1/VZa9dpmELh2ndgXWi/g0AAAAAqA7OpKoCZ/pryZkz0i23SCtXStdfLy1fLvn5mRoJ9ZxhGFr500rN2DhDn+/93D6+V3gvTew7USMiR8jqaTUxIQAAQM1xpmMDAHA3FKmqwFl2ROcXqEpQqIIz2XV0l2ZunKn/bP+PcgtzJUnNGzTXw70f1gM9H1BDv4YmJwQAAPh9nOXYAADcEUWqKnCGHVFZBaoSFKrgbI7mHNXcTXM1+7vZSs9OlyT5W/11b9d7Nb7veHVo1MHkhAAAABfHGY4NAMBdUaSqArN3RBUVqEpQqIIzyivMU+LORM3YOEPbMrZJkiyyKKZDjCb1naRr2lwji8VickoAAICqM/vYAADcGTdOd3KnT0vPPVdxgUoqnv7cc9LPP0uPPlpcsDp2rE4iAuXy8fLRqG6jtOXBLfrqnq90c4ebZcjQp3s+1bXvXqvuc7tr/tb5yivMMzsqAAAAAMBknElVBWb/taSqZ1ItWCDFxjq2i4iQ/vCHc6927SROXIGZ9hzfo1c3vqqEbQk6XXBaUvETA//S6y96qNdDahLQRLmFufL18i33PSqbDgAAUFvMPjYAAHdGkaoKnGFHVJV7UmVmFk9ft674tWtX6bZhYY5Fq65dJS+v2s8PXOjEmRN6c9Obeu1/r+nQqUOSJF8vX93b9V7NuXmO/J/1V4GtoNR8Vg+rTv/9dF3HBQAAkOQcxwYA4K4oUlWBs+yIqvt0v+PHpeTkc0Wr776TCi445g8IkKKjiwtW/fpJfftKl1xSu+sBnK+gqECLdi3SjI0z9H3a9/Ly8FLBkwWyPmNVoa2wVPuS6QAAAGZwlmMDAHBHFKmqwJl2ROcXqqp7s/QzZ6Tvvz9XtFq/vvjsq/N5ekrdujmebRUWVuOrAZRiGIbWH1yvWd/O0sIRCystUqVnp6tpQFN5WLi1HgAAqDvOdGwAAO6GIlUVONuO6MyZ4pukP/HE73uan80mpaScK1qtWycdOFC63aWXOhatOnb8ffe1On1a8ve/+PnN5MrZz5xxrac/Vlaksj5jlSSFNwhXi8AWahHYQs0bNC/1fbMGzeTt6V3X8SW53jY/H9nNQXZzkN0cZDcH2X8/Zzs2AAB3QpGqCpxxR1RbO+kDB4rPsFq/vrhotX27dOFPSOPGxZcGlhStevSQvKtYAzhzRnr7bWnMGOf4T0Z1uGz2whwZFqsKck7KGhAsi1EgeQWYnapSlRWpvJ/xLvOeVWUJDQgtLlwFNleLBme/XlDMCvD+/dvElW/4TnZzkN0cZDcH2c1B9prnjMcGAOAu6lWRavbs2XrxxReVnp6url276rXXXlPv3r0rnc+pdkSFOZLFKhWclKzBUi0XHE6elDZuPHem1bffSrm5jm18faU+fc4VraKjpaCg0u9VlFdcLMnNOinfwOJiiaeP8xdLJBfOXpQrIyVeltRZ9p8Zo+M4WaImS57O+R/SEpUVqQqKii/5O3TqkH7N+lW/Zv2qQ1mH9Oupc98fOnVI+UX5VVpesG+wvWDlcEZW4LlxIX4hslRyGqEr3/Cd7OYguznIbg6ym4PsNcupjg0AwM3Um+e6LViwQJMmTdLrr7+uPn36aObMmRo0aJBSU1PVtGlTs+NVTVGutOsF6byCgzqOk2qx4BAcLA0eXPySpPx8afNmx0sEjx+XkpKKX1LxpYBdupwrWt1wg9QwMFeWH16Q555ZuuRs9qIO42RETZbFSf96V8IodNHshTkydr0gy87p58YVnJRl53QZkiyRjzn1GVVWD2uF462eVrUMaqmWQS3LfQ/DMHTs9LFzRayzBa3zC1u/Zv2q7Pxsncw9qZO5J5VyNKXc9/P18nUoYp1fzGoR2EJXNL9CBbaCMotrroDs5iC7OchuDrKbg+wAAFdRb4pUr7zyiu6//36NHj1akvT6669rxYoVeuedd/T444+bnK4KCnOKC1QXFBzsw+3ulX7bUusxvCX1bS71jZUeiS2+FPDQIemHH6Tdu4tf6enFbdO+lVJzpeE3dpeRMk8eKc84ZPdMmS6bJFubUUpZt0UnT5Z9Ul/xiSvlTCtnfGXTSt6v9Ekx5+YJDpI69usty8/zy8/e+i79mLxOWZmGJEMW2c5+PTtsOTfu/PFltS0Z5zhsSBWMK+/9Lgn2V7OBk4vPoCpr26TOkhH5uI78d6JOZ566YP4yvhrn57jwayXzypCM8uYt/R7WgIbyillR4V9HcwvPqHDFjSrMOVGyRmd7z2L/vuSrpyxqLYtanx1nlEz3tEgNA6WGUcoqKlJaYb4OFxYUfy3KV1pBvg6f/f5wYZ6OFxUqtzBXe0/s1d4Te0tlqupTB2+d1Ur5BWfO/qgZZ3/iir9aHMY4Ti/50TQumHJ+23PDF8xtlNXy3L9eVl+tnvhbpdmvfaWhigqLT6W0nP33/I+Q5Wxvlnyuzp9auuV531/QvuRfQ2Utx/F7b28/LRt3sNLst77WSgX5ZySV3l7n3q1Y2ScYlzeX49jS0w3H9z7vXy+rnz4Zn15hbkn646uhKig44/A+F6ro/D6PCn8XljfPhc69h8VikZfVT4vHHan0fUbMaqrCgtOO85/9Sa/MuU/yuZ/2C9fTcbi8/YQjT6u/Phx3vNLl3/FaYxXmnz73O8Oe5ty72i5YimNvS4bhuCcyLI7TziUv7/vzlylZvf306bgybh55gZtntbb/vDsmUrnjSg1bKpp+4ZpW/p5Wbz8tfrjy7MNea6X8/NM6f73tX41zvy1LTSvvq8PvTkslX8uaT7J6++rrCb9Wmv2amS1VmJ8nqeLfg5Yyhot/d1rKnFYyXPI70T6tjGWUDJXM7ePjqyVjf6g0+/DZEcrPO2P/ST6323D4CT5vKaX3ReW1cWzn+Ikqa99VMs7b6qfF4yrf7gAA91IvilT5+fnatGmTJk+ebB/n4eGhgQMHasOGDaXa5+XlKS8vzz6cefYReFlZWbUftjxF+dKWV6WyjoG3vCq1eEj6+n4p70QZDWpXoKTeknp3kNThgok+ITpdtFPaOqvs7FtflVo+pDYnHjAle4UKQ5RThezhxx9RuLNl9+ykU0eGS5kny2lwUjqyV37ZX8gve3cdBquczdpJ+Ud+VP5/e5Tf6MYtUv4ReZyumeyNzr46WyRZz74uOEku15AOF0lphedeh4qkw4XSoULpaJGnsrKyZOQa5x+52hkehrKysvRJRpqKbEU1krumeHoUVCn72uOnnDB7Fbd7ujNu95wqZf/syHEnzH6mStmXZpxwwuwFmluF7IvTTzph9qr9vH+ecchlsy93ys9q1bKvO3rYZbMvS9vrstlzc4tvPVGXSo4J6tFdUwCgztSLe1KlpaWpefPmSk5OVnR0tH38Y489pqSkJH377bcO7Z9++mlNmzatrmMCAAAAcBEHDx5UixYtzI4BAG6lXpxJVV2TJ0/WpEmT7MM2m00nTpxQo0aNKr1pcl3IyspSy5YtdfDgQW7W6CboU/dDn7on+tX90KfuiX51P87Up4Zh6NSpUwoPDzc1BwC4o3pRpGrcuLE8PT2VkZHhMD4jI0NhYWGl2vv4+MjHx8dhXHBwcG1GvCiBgYGm76RRs+hT90Ofuif61f3Qp+6JfnU/ztKnQWU9yhoA8LuVvjeqG/L29lbPnj21evVq+zibzabVq1c7XP4HAAAAAAAAc9SLM6kkadKkSRo1apR69eql3r17a+bMmcrJybE/7Q8AAAAAAADmqTdFqtjYWB09elRTp05Venq6unXrps8//1yhoaFmR6s2Hx8fPfXUU6UuSYTrok/dD33qnuhX90Ofuif61f3QpwBQP9SLp/sBAAAAAADAudWLe1IBAAAAAADAuVGkAgAAAAAAgOkoUgEAAAAAAMB0FKkAAAAAAABgOopUJlu7dq2GDBmi8PBwWSwWLVu2rNJ5vv76a/Xo0UM+Pj5q3769EhISSrWZPXu22rRpI19fX/Xp00f/+9//aj48ylQbffr000/LYrE4vCIiImpnBVCm6vbr4cOH9ac//UkdOnSQh4eHJkyYUGa7RYsWKSIiQr6+vurcubM+++yzmg+PMtVGnyYkJJT6rPr6+tbOCqBM1e3XJUuW6Prrr1eTJk0UGBio6OhoffHFF6XasV81T230KftVc1W3T9etW6d+/fqpUaNG8vPzU0REhGbMmFGqHZ9TAHB9FKlMlpOTo65du2r27NlVar9//37FxMRowIAB2rp1qyZMmKD77rvP4T9fCxYs0KRJk/TUU09p8+bN6tq1qwYNGqQjR47U1mrgPLXRp5IUFRWlw4cP21/r1q2rjfgoR3X7NS8vT02aNNGUKVPUtWvXMtskJydr5MiRGjNmjLZs2aKhQ4dq6NCh2rlzZ01GRzlqo08lKTAw0OGz+ssvv9RUZFRBdft17dq1uv766/XZZ59p06ZNGjBggIYMGaItW7bY27BfNVdt9KnEftVM1e3TgIAAjR07VmvXrtXu3bs1ZcoUTZkyRW+88Ya9DZ9TAHATBpyGJGPp0qUVtnnssceMqKgoh3GxsbHGoEGD7MO9e/c24uLi7MNFRUVGeHi4ER8fX6N5Ubma6tOnnnrK6Nq1ay0kxMWoSr+er3///sb48eNLjb/99tuNmJgYh3F9+vQxHnzwwd+ZENVVU306b948IygoqMZy4fepbr+WiIyMNKZNm2YfZr/qPGqqT9mvOo+L7dNbb73VuOuuu+zDfE4BwD1wJpWL2bBhgwYOHOgwbtCgQdqwYYMkKT8/X5s2bXJo4+HhoYEDB9rbwLlU1qclfvzxR4WHh6tdu3a68847deDAgbqMiVpQ1b6Ha8nOzlbr1q3VsmVL3XLLLUpJSTE7EqrBZrPp1KlTCgkJkcR+1R1c2Kcl2K+6ri1btig5OVn9+/eXxOcUANwJRSoXk56ertDQUIdxoaGhysrK0pkzZ3Ts2DEVFRWV2SY9Pb0uo6KKKutTSerTp48SEhL0+eefa86cOdq/f7+uuuoqnTp1yozIqCHl9T2fVdfVsWNHvfPOO1q+fLnee+892Ww2XXnllfr111/NjoYqeumll5Sdna3bb79dktivuoEL+1Riv+qqWrRoIR8fH/Xq1UtxcXG67777JPE5BQB34mV2AACVu/HGG+3fd+nSRX369FHr1q21cOFCjRkzxsRkAM4XHR2t6Oho+/CVV16pTp06ae7cuXrmmWdMTIaq+OCDDzRt2jQtX75cTZs2NTsOakB5fcp+1TV98803ys7O1saNG/X444+rffv2GjlypNmxAAA1iCKViwkLC1NGRobDuIyMDAUGBsrPz0+enp7y9PQss01YWFhdRkUVVdanZQkODlaHDh20d+/euoiIWlJe3/NZdR9Wq1Xdu3fns+oCEhMTdd9992nRokUOlww1btyY/aqLKq9Py8J+1TW0bdtWktS5c2dlZGTo6aef1siRI/mcAoAb4XI/FxMdHa3Vq1c7jFu5cqX9L/fe3t7q2bOnQxubzabVq1c7/HUfzqOyPi1Ldna29u3bp2bNmtV2PNSii+l7uJaioiLt2LGDz6qT+/DDDzV69Gh9+OGHiomJcZjGftU1VdSnZWG/6npsNpvy8vIk8TkFAHfCmVQmy87Odvir3f79+7V161aFhISoVatWmjx5sg4dOqR3331XkvTQQw/pX//6lx577DH9+c9/1ldffaWFCxdqxYoV9veYNGmSRo0apV69eql3796aOXOmcnJyNHr06Dpfv/qoNvr0kUce0ZAhQ9S6dWulpaXpqaeekqenJ6e416Hq9qskbd261T7v0aNHtXXrVnl7eysyMlKSNH78ePXv318vv/yyYmJilJiYqO+//97hkdqoPbXRp9OnT1ffvn3Vvn17nTx5Ui+++KJ++eUX+31TUPuq268ffPCBRo0apVdffVV9+vSx37/Gz89PQUFBktivmq02+pT9qrmq26ezZ89Wq1atFBERIUlau3atXnrpJY0bN87+HnxOAcBNmP14wfpuzZo1hqRSr1GjRhmGYRijRo0y+vfvX2qebt26Gd7e3ka7du2MefPmlXrf1157zWjVqpXh7e1t9O7d29i4cWPtrwwMw6idPo2NjTWaNWtmeHt7G82bNzdiY2ONvXv31s0KwTCMi+vXstq3bt3aoc3ChQuNDh06GN7e3kZUVJSxYsWKulkh1EqfTpgwwf67NzQ01LjpppuMzZs3191Kodr92r9//wrbl2C/ap7a6FP2q+aqbp/OmjXLiIqKMvz9/Y3AwECje/fuxr///W+jqKjI4X35nAKA67MYhmHUYM0LAAAAAAAAqDbuSQUAAAAAAADTUaQCAAAAAACA6ShSAQAAAAAAwHQUqQAAAAAAAGA6ilQAAAAAAAAwHUUqAAAAAAAAmI4iFQAAAAAAAExHkQoAAAAAAACmo0gFAHBpCQkJCg4OrrSdxWLRsmXLaj2PM7jmmms0YcKECttUdbsBAAAAdYUiFQCgQvfee68sFossFousVqvatm2rxx57TLm5uXWepU2bNpo5c6bDuNjYWO3Zs8c+/PTTT6tbt26l5j18+LBuvPHGWs2XkJBg31YeHh5q0aKFRo8erSNHjtTqcitTle0GAAAAmM3L7AAAAOc3ePBgzZs3TwUFBdq0aZNGjRoli8Wif/7zn2ZHk5+fn/z8/CptFxYWVgdppMDAQKWmpspms2nbtm0aPXq00tLS9MUXX9TJ8quqqtsNAAAAqCucSQUAqJSPj4/CwsLUsmVLDR06VAMHDtTKlSvt0202m+Lj49W2bVv5+fmpa9euWrx4sX36119/LYvFohUrVqhLly7y9fVV3759tXPnToflrFu3TldddZX8/PzUsmVLjRs3Tjk5OZKKL2H75ZdfNHHiRPvZSpLjZWsJCQmaNm2atm3bZm+TkJAgqfTlfjt27NC1114rPz8/NWrUSA888ICys7Pt0++9914NHTpUL730kpo1a6ZGjRopLi5OBQUFFW4ri8WisLAwhYeH68Ybb9S4ceO0atUqnTlzRpL01ltvqVOnTvL19VVERIT+/e9/2+f9+eefZbFYtGTJEg0YMED+/v7q2rWrNmzYYG9z/PhxjRw5Us2bN5e/v786d+6sDz/8sNw8VdluJZYvX64ePXrI19dX7dq107Rp01RYWChJMgxDTz/9tFq1aiUfHx+Fh4dr3LhxFW4LAAAAoDooUgEAqmXnzp1KTk6Wt7e3fVx8fLzeffddvf7660pJSdHEiRN11113KSkpyWHeRx99VC+//LK+++47NWnSREOGDLEXffbt26fBgwdr2LBh2r59uxYsWKB169Zp7NixkqQlS5aoRYsWmj59ug4fPqzDhw+XyhYbG6u//vWvioqKsreJjY0t1S4nJ0eDBg1Sw4YN9d1332nRokVatWqVfVkl1qxZo3379mnNmjWaP3++EhIS7EWvqvLz85PNZlNhYaHef/99TZ06Vc8++6x2796t5557Tk8++aTmz5/vMM/f//53PfLII9q6das6dOigkSNH2otFubm56tmzp1asWKGdO3fqgQce0N13363//e9/ZS6/KttNkr755hvdc889Gj9+vHbt2qW5c+cqISFBzz77rCTpo48+0owZMzR37lz9+OOPWrZsmTp37lytbQEAAABUyAAAoAKjRo0yPD09jYCAAMPHx8eQZHh4eBiLFy82DMMwcnNzDX9/fyM5OdlhvjFjxhgjR440DMMw1qxZY0gyEhMT7dOPHz9u+Pn5GQsWLLC3f+CBBxze45tvvjE8PDyMM2fOGIZhGK1btzZmzJjh0GbevHlGUFCQffipp54yunbtWmo9JBlLly41DMMw3njjDaNhw4ZGdna2ffqKFSsMDw8PIz093b7erVu3NgoLC+1tRowYYcTGxpa7rS7MsmfPHqNDhw5Gr169DMMwjEsvvdT44IMPHOZ55plnjOjoaMMwDGP//v2GJOOtt96yT09JSTEkGbt37y53uTExMcZf//pX+3D//v2N8ePH24erst2uu+4647nnnnNo85///Mdo1qyZYRiG8fLLLxsdOnQw8vPzy80BAAAA/B7ckwoAUKkBAwZozpw5ysnJ0YwZM+Tl5aVhw4ZJkvbu3avTp0/r+uuvd5gnPz9f3bt3dxgXHR1t/z4kJEQdO3bU7t27JUnbtm3T9u3b9f7779vbGIYhm82m/fv3q1OnTjW2Prt371bXrl0VEBBgH9evXz/ZbDalpqYqNDRUkhQVFSVPT097m2bNmmnHjh0VvndmZqYuueQS2Ww25ebm6g9/+IP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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Llama-2-7b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-7b-chat-hf(RAG - chat template)\n", "model: Llama-2-7b-chat-hf(Non-RAG)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Mistral-7B-Instruct-v0.2(RAG - generic prompt)\n", "model: Mistral-7B-Instruct-v0.2(RAG - chat template)\n", "model: Mistral-7B-Instruct-v0.2(Non-RAG)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Meta-Llama-3-8B-Instruct(RAG - generic prompt)\n", "model: Meta-Llama-3-8B-Instruct(RAG - chat template)\n", "model: Meta-Llama-3-8B-Instruct(generic prompt)(Non-RAG)\n", "model: Meta-Llama-3-8B-Instruct(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Llama-2-13b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-13b-chat-hf(RAG - chat template)\n", "model: Llama-2-13b-chat-hf(Non-RAG)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Llama-2-70b-chat-hf(RAG - generic prompt)\n", "model: Llama-2-70b-chat-hf(RAG - chat template)\n", "model: Llama-2-70b-chat-hf(Non-RAG)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "model: Meta-Llama-3-70B-Instruct(RAG - generic prompt)\n", "model: Meta-Llama-3-70B-Instruct(RAG - chat template)\n", "model: Meta-Llama-3-70B-Instruct(Non-RAG)\n" ] }, { "data": { "image/png": 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", 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