diff --git "a/notebooks/00c_Data Analysis_Fine_Tuned.ipynb" "b/notebooks/00c_Data Analysis_Fine_Tuned.ipynb" new file mode 100644--- /dev/null +++ "b/notebooks/00c_Data Analysis_Fine_Tuned.ipynb" @@ -0,0 +1 @@ +{"cells":[{"cell_type":"code","execution_count":30,"metadata":{"executionInfo":{"elapsed":476,"status":"ok","timestamp":1720679526275,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"uWKRSV6eZsCn"},"outputs":[{"name":"stdout","output_type":"stream","text":["The autoreload extension is already loaded. To reload it, use:\n"," %reload_ext autoreload\n"]}],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":31,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{"byteLimit":2048000,"rowLimit":10000},"inputWidgets":{},"nuid":"6d394937-6c99-4a7c-9d32-7600a280032f","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":5,"status":"ok","timestamp":1720679529345,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"G5pNu3zgZBrL","outputId":"160a554f-fb08-4aa0-bc00-0422fb7c1fac"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: d:\\code\\projects\\rapget-translation\n"]}],"source":["import os\n","import sys\n","from pathlib import Path\n","\n","# check if workding_dir is in local variables\n","if \"workding_dir\" not in locals():\n"," workding_dir = str(Path.cwd().parent)\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":32,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{"byteLimit":2048000,"rowLimit":10000},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3,"status":"ok","timestamp":1720679529345,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"hPCC-6m7ZBrM","outputId":"c7aa2c96-5e99-440a-c148-201d79465ff9"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading env vars from: d:\\code\\projects\\rapget-translation\\.env\n"]},{"data":{"text/plain":["True"]},"execution_count":32,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\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=True)"]},{"cell_type":"code","execution_count":33,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{"byteLimit":2048000,"rowLimit":10000},"inputWidgets":{},"nuid":"f1597656-8042-4878-9d3b-9ebfb8dd86dc","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3,"status":"ok","timestamp":1720679529345,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"1M3IraVtZBrM","outputId":"29ab35f6-2970-4ade-d85d-3174acf8cda0"},"outputs":[{"name":"stdout","output_type":"stream","text":["gpt-4o None True datasets/mac/mac.tsv results/mac-results_fine_tuned.csv False 300\n"]}],"source":["import os\n","\n","model_name = os.getenv(\"MODEL_NAME\")\n","adapter_name_or_path = os.getenv(\"ADAPTER_NAME_OR_PATH\")\n","load_in_4bit = os.getenv(\"LOAD_IN_4BIT\") == \"true\"\n","data_path = os.getenv(\"DATA_PATH\")\n","results_path = \"results/mac-results_fine_tuned.csv\" # os.getenv(\"RESULTS_PATH\")\n","use_english_datasets = os.getenv(\"USE_ENGLISH_DATASETS\") == \"true\"\n","max_new_tokens = int(os.getenv(\"MAX_NEW_TOKENS\", 2048))\n","\n","print(model_name, adapter_name_or_path, load_in_4bit, data_path, results_path, use_english_datasets, max_new_tokens)"]},{"cell_type":"code","execution_count":34,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 1133 entries, 0 to 1132\n","Data columns (total 16 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 chinese 1133 non-null object\n"," 1 english 1133 non-null object\n"," 2 internlm/internlm2_5-7b-chat/epochs-01 1133 non-null object\n"," 3 Qwen/Qwen2-7B-Instruct/epochs-01 1133 non-null object\n"," 4 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/epochs-01 1133 non-null object\n"," 5 shenzhi-wang/Llama3.1-8B-Chinese-Chat/epochs-01 1133 non-null object\n"," 6 internlm/internlm2_5-7b-chat/epochs-02 1133 non-null object\n"," 7 internlm/internlm2_5-7b-chat/epochs-03 1133 non-null object\n"," 8 internlm/internlm2_5-7b-chat/epochs-04 1133 non-null object\n"," 9 internlm/internlm2_5-7b-chat/epochs-05 1133 non-null object\n"," 10 internlm/internlm2_5-7b-chat/epochs-06 1133 non-null object\n"," 11 Qwen/Qwen2-7B-Instruct/epochs-02 1133 non-null object\n"," 12 Qwen/Qwen2-7B-Instruct/epochs-03 1133 non-null object\n"," 13 Qwen/Qwen2-7B-Instruct/epochs-04 1133 non-null object\n"," 14 Qwen/Qwen2-7B-Instruct/epochs-05 1133 non-null object\n"," 15 Qwen/Qwen2-7B-Instruct/epochs-06 1133 non-null object\n","dtypes: object(16)\n","memory usage: 141.8+ KB\n"]}],"source":["import pandas as pd\n","from llm_toolkit.llm_utils import *\n","from llm_toolkit.translation_utils import *\n","\n","df = pd.read_csv(results_path)\n","df.info()"]},{"cell_type":"code","execution_count":35,"metadata":{},"outputs":[{"data":{"text/plain":["['Qwen/Qwen2-7B-Instruct/epochs-01',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-02',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-03',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-04',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-05',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-06',\n"," 'internlm/internlm2_5-7b-chat/epochs-01',\n"," 'internlm/internlm2_5-7b-chat/epochs-02',\n"," 'internlm/internlm2_5-7b-chat/epochs-03',\n"," 'internlm/internlm2_5-7b-chat/epochs-04',\n"," 'internlm/internlm2_5-7b-chat/epochs-05',\n"," 'internlm/internlm2_5-7b-chat/epochs-06',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/epochs-01',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/epochs-01']"]},"execution_count":35,"metadata":{},"output_type":"execute_result"}],"source":["result_columns = df.columns[2:].to_list()\n","result_columns.sort()\n","result_columns"]},{"cell_type":"code","execution_count":36,"metadata":{},"outputs":[{"data":{"text/plain":["(['Qwen/Qwen2-7B-Instruct/epochs-01',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-02',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-03',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-04',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-05',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-06',\n"," 'internlm/internlm2_5-7b-chat/epochs-01',\n"," 'internlm/internlm2_5-7b-chat/epochs-02',\n"," 'internlm/internlm2_5-7b-chat/epochs-03',\n"," 'internlm/internlm2_5-7b-chat/epochs-04',\n"," 'internlm/internlm2_5-7b-chat/epochs-05',\n"," 'internlm/internlm2_5-7b-chat/epochs-06',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/epochs-01',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/epochs-01'],\n"," ['chinese',\n"," 'english',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-01',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-02',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-03',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-04',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-05',\n"," 'Qwen/Qwen2-7B-Instruct/epochs-06',\n"," 'internlm/internlm2_5-7b-chat/epochs-01',\n"," 'internlm/internlm2_5-7b-chat/epochs-02',\n"," 'internlm/internlm2_5-7b-chat/epochs-03',\n"," 'internlm/internlm2_5-7b-chat/epochs-04',\n"," 'internlm/internlm2_5-7b-chat/epochs-05',\n"," 'internlm/internlm2_5-7b-chat/epochs-06',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/epochs-01',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/epochs-01'])"]},"execution_count":36,"metadata":{},"output_type":"execute_result"}],"source":["columns = df.columns[:2].to_list() + result_columns\n","df = df[columns]\n","columns = df.columns.to_list()\n","result_columns = df.columns[2:].to_list()\n","result_columns, columns"]},{"cell_type":"code","execution_count":37,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 1133 entries, 0 to 1132\n","Data columns (total 16 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 chinese 1133 non-null object\n"," 1 english 1133 non-null object\n"," 2 Qwen/Qwen2-7B-Instruct/epochs-01 1133 non-null object\n"," 3 Qwen/Qwen2-7B-Instruct/epochs-02 1133 non-null object\n"," 4 Qwen/Qwen2-7B-Instruct/epochs-03 1133 non-null object\n"," 5 Qwen/Qwen2-7B-Instruct/epochs-04 1133 non-null object\n"," 6 Qwen/Qwen2-7B-Instruct/epochs-05 1133 non-null object\n"," 7 Qwen/Qwen2-7B-Instruct/epochs-06 1133 non-null object\n"," 8 internlm/internlm2_5-7b-chat/epochs-01 1133 non-null object\n"," 9 internlm/internlm2_5-7b-chat/epochs-02 1133 non-null object\n"," 10 internlm/internlm2_5-7b-chat/epochs-03 1133 non-null object\n"," 11 internlm/internlm2_5-7b-chat/epochs-04 1133 non-null object\n"," 12 internlm/internlm2_5-7b-chat/epochs-05 1133 non-null object\n"," 13 internlm/internlm2_5-7b-chat/epochs-06 1133 non-null object\n"," 14 shenzhi-wang/Llama3.1-8B-Chinese-Chat/epochs-01 1133 non-null object\n"," 15 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/epochs-01 1133 non-null object\n","dtypes: object(16)\n","memory usage: 141.8+ KB\n"]}],"source":["df.info()"]},{"cell_type":"code","execution_count":38,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Qwen/Qwen2-7B-Instruct/epochs-01: {'meteor': 0.4067704621958429, 'bleu_scores': {'bleu': 0.13127239146658307, 'precisions': [0.48056287825344374, 0.19647286821705426, 0.09708541083951518, 0.05254885301614273], 'brevity_penalty': 0.8860962371419981, 'length_ratio': 0.8921165948989732, 'translation_length': 26933, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.44679142818412654, 'rouge2': 0.20156388938014652, 'rougeL': 0.39237981998987037, 'rougeLsum': 0.39173707116766254}, 'accuracy': 0.01059135039717564, 'correct_ids': [77, 240, 272, 348, 364, 533, 567, 659, 668, 778, 893, 1011]}\n","Qwen/Qwen2-7B-Instruct/epochs-02: {'meteor': 0.4276774030251161, 'bleu_scores': {'bleu': 0.14782459619004226, 'precisions': [0.4736586886495099, 0.2019251568245728, 0.10351437699680512, 0.05790217476642852], 'brevity_penalty': 0.9553419091969785, 'length_ratio': 0.956310036435906, 'translation_length': 28871, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.46246313203686096, 'rouge2': 0.2206136519045851, 'rougeL': 0.40882241840964206, 'rougeLsum': 0.4083992309868975}, 'accuracy': 0.01235657546337158, 'correct_ids': [77, 240, 272, 348, 364, 533, 567, 617, 658, 659, 778, 813, 893, 1011]}\n","Qwen/Qwen2-7B-Instruct/epochs-03: {'meteor': 0.4440963225595562, 'bleu_scores': {'bleu': 0.15514758216718177, 'precisions': [0.4806391496410823, 0.20827497036957224, 0.10928082063569317, 0.06262705238467553], 'brevity_penalty': 0.9589687965342737, 'length_ratio': 0.9597880092745943, 'translation_length': 28976, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4745963913587644, 'rouge2': 0.22998919886956343, 'rougeL': 0.4187992872486342, 'rougeLsum': 0.41824440477588365}, 'accuracy': 0.01412180052956752, 'correct_ids': [41, 77, 133, 137, 193, 240, 272, 348, 419, 533, 567, 658, 659, 778, 813, 893]}\n","Qwen/Qwen2-7B-Instruct/epochs-04: {'meteor': 0.4401384600160434, 'bleu_scores': {'bleu': 0.1521782667722753, 'precisions': [0.4877454442717898, 0.209947393591583, 0.1092898272552783, 0.062444819006340795], 'brevity_penalty': 0.935960818388433, 'length_ratio': 0.9379264657171249, 'translation_length': 28316, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4738609903255866, 'rouge2': 0.22712502582711952, 'rougeL': 0.4161577406724699, 'rougeLsum': 0.4155161908757593}, 'accuracy': 0.01323918799646955, 'correct_ids': [41, 77, 133, 193, 199, 240, 272, 348, 533, 534, 567, 658, 659, 778, 893]}\n","Qwen/Qwen2-7B-Instruct/epochs-05: {'meteor': 0.43567484838054477, 'bleu_scores': {'bleu': 0.14823012985329123, 'precisions': [0.4747751814173119, 0.20258059852537227, 0.10449954778414229, 0.058253955758482245], 'brevity_penalty': 0.9529169813315106, 'length_ratio': 0.9539913878767804, 'translation_length': 28801, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.46285029530030397, 'rouge2': 0.21991562470662382, 'rougeL': 0.4062749205323346, 'rougeLsum': 0.40575221491933766}, 'accuracy': 0.01500441306266549, 'correct_ids': [41, 77, 133, 193, 240, 272, 309, 348, 364, 419, 511, 533, 534, 567, 658, 659, 1011]}\n","Qwen/Qwen2-7B-Instruct/epochs-06: {'meteor': 0.43615299592712675, 'bleu_scores': {'bleu': 0.1496535228242364, 'precisions': [0.4831496396778296, 0.2062925482980681, 0.10739930115578082, 0.061132741941958016], 'brevity_penalty': 0.935678847513988, 'length_ratio': 0.9376614773103676, 'translation_length': 28308, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4650897922856427, 'rouge2': 0.22228589259594447, 'rougeL': 0.4081441195069588, 'rougeLsum': 0.4074087238594375}, 'accuracy': 0.01500441306266549, 'correct_ids': [41, 77, 133, 193, 240, 272, 309, 348, 364, 419, 511, 533, 534, 567, 658, 659, 1011]}\n","internlm/internlm2_5-7b-chat/epochs-01: {'meteor': 0.38101396023449263, 'bleu_scores': {'bleu': 0.11999933728756097, 'precisions': [0.46703485050466576, 0.1840617785208184, 0.09048849616538847, 0.048547935619314204], 'brevity_penalty': 0.8608145265703175, 'length_ratio': 0.8696588274263001, 'translation_length': 26255, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.42446361276056555, 'rouge2': 0.1847449629882324, 'rougeL': 0.37287722399668943, 'rougeLsum': 0.3726629302153383}, 'accuracy': 0.00441306266548985, 'correct_ids': [77, 348, 533, 658, 893]}\n","internlm/internlm2_5-7b-chat/epochs-02: {'meteor': 0.405713455583672, 'bleu_scores': {'bleu': 0.13753748302298172, 'precisions': [0.47832613311854727, 0.19919025247316757, 0.10116576173746407, 0.056568274939376204], 'brevity_penalty': 0.9000598764959729, 'length_ratio': 0.904736667770785, 'translation_length': 27314, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4471995683307208, 'rouge2': 0.2052299092992954, 'rougeL': 0.3935678767824946, 'rougeLsum': 0.3930405465303789}, 'accuracy': 0.00794351279788173, 'correct_ids': [77, 240, 348, 364, 533, 658, 893, 1000, 1039]}\n","internlm/internlm2_5-7b-chat/epochs-03: {'meteor': 0.42079087674686305, 'bleu_scores': {'bleu': 0.14373116959191262, 'precisions': [0.4765059809469236, 0.20202321848519914, 0.10399126909884628, 0.05899861371605643], 'brevity_penalty': 0.9219850473427896, 'length_ratio': 0.9248757866843326, 'translation_length': 27922, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4588026985308219, 'rouge2': 0.21772053280028852, 'rougeL': 0.4043955606011379, 'rougeLsum': 0.40363875870738486}, 'accuracy': 0.01059135039717564, 'correct_ids': [77, 348, 364, 444, 533, 567, 658, 659, 712, 893, 1000, 1011]}\n","internlm/internlm2_5-7b-chat/epochs-04: {'meteor': 0.43109257715818944, 'bleu_scores': {'bleu': 0.15104730801059035, 'precisions': [0.4933098720627589, 0.21399066778857187, 0.11373176094343394, 0.0664405928158754], 'brevity_penalty': 0.8987843752101641, 'length_ratio': 0.9035773434912222, 'translation_length': 27279, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4692586051052388, 'rouge2': 0.22529944170337468, 'rougeL': 0.4115954135715756, 'rougeLsum': 0.41077823553248205}, 'accuracy': 0.01235657546337158, 'correct_ids': [41, 77, 193, 272, 348, 444, 533, 567, 658, 659, 712, 778, 893, 1011]}\n","internlm/internlm2_5-7b-chat/epochs-05: {'meteor': 0.42514967029830547, 'bleu_scores': {'bleu': 0.14854584268440438, 'precisions': [0.48726033851618283, 0.2089727114672311, 0.10980376673115648, 0.0634763203570543], 'brevity_penalty': 0.9101031054432023, 'length_ratio': 0.9139118913547533, 'translation_length': 27591, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4623888646636862, 'rouge2': 0.21991713244185995, 'rougeL': 0.4053434699015832, 'rougeLsum': 0.4046216309713295}, 'accuracy': 0.01059135039717564, 'correct_ids': [41, 77, 133, 193, 348, 533, 567, 658, 659, 712, 778, 1011]}\n","internlm/internlm2_5-7b-chat/epochs-06: {'meteor': 0.42563667321739906, 'bleu_scores': {'bleu': 0.14867309965154313, 'precisions': [0.4894345457222795, 0.21071030694172332, 0.1119277108433735, 0.06608893189180093], 'brevity_penalty': 0.8945831371261386, 'length_ratio': 0.8997681351440875, 'translation_length': 27164, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4632337732705791, 'rouge2': 0.2230109861388191, 'rougeL': 0.4065854454064607, 'rougeLsum': 0.40595568060528275}, 'accuracy': 0.01323918799646955, 'correct_ids': [41, 77, 133, 193, 348, 444, 533, 534, 567, 658, 659, 712, 778, 893, 1011]}\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/epochs-01: {'meteor': 0.3908008857296108, 'bleu_scores': {'bleu': 0.12419914760342536, 'precisions': [0.4459355290819902, 0.174955303389645, 0.08483672071249143, 0.045302680773208176], 'brevity_penalty': 0.9438258649436799, 'length_ratio': 0.9453461411063266, 'translation_length': 28540, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4211869103110031, 'rouge2': 0.1859761908789292, 'rougeL': 0.3688734188539263, 'rougeLsum': 0.3685511819762891}, 'accuracy': 0.00617828773168579, 'correct_ids': [77, 240, 348, 493, 659, 893, 1011]}\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/epochs-01: {'meteor': 0.3766927175428794, 'bleu_scores': {'bleu': 0.11394712356413876, 'precisions': [0.45196938585028934, 0.17281303602058318, 0.08287112561174552, 0.04330725492710872], 'brevity_penalty': 0.8806250056114542, 'length_ratio': 0.8872143093739648, 'translation_length': 26785, 'reference_length': 30190}, 'rouge_scores': {'rouge1': 0.4177776055736349, 'rouge2': 0.1803106265948007, 'rougeL': 0.36458602073122537, 'rougeLsum': 0.3641220003029535}, 'accuracy': 0.00706090026478376, 'correct_ids': [77, 170, 240, 348, 364, 659, 893, 1011]}\n"]},{"data":{"text/html":["
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modelepochsmeteorbleu_1rouge_lews_scorerepetition_scoretotal_repetitionsrapnum_max_output_tokens
0Qwen/Qwen2-7B-Instruct10.4067700.1312720.3923800.00.0732570.0732570.4054850
1Qwen/Qwen2-7B-Instruct20.4276770.1478250.4088220.02.0970872.0970870.3950173
2Qwen/Qwen2-7B-Instruct30.4440960.1551480.4187990.01.6407771.6407770.4166082
3Qwen/Qwen2-7B-Instruct40.4401380.1521780.4161580.00.7140340.7140340.4273381
4Qwen/Qwen2-7B-Instruct50.4356750.1482300.4062750.00.9135040.9135040.4197401
5Qwen/Qwen2-7B-Instruct60.4361530.1496540.4081440.00.1676960.1676960.4330250
6internlm/internlm2_5-7b-chat10.3810140.1199990.3728770.02.5736982.5736980.3465453
7internlm/internlm2_5-7b-chat20.4057130.1375370.3935680.01.3027361.3027360.3852262
8internlm/internlm2_5-7b-chat30.4207910.1437310.4043960.02.6990292.6990290.3812303
9internlm/internlm2_5-7b-chat40.4310930.1510470.4115950.01.5984111.5984110.4050112
10internlm/internlm2_5-7b-chat50.4251500.1485460.4053430.00.7034420.7034420.4129581
11internlm/internlm2_5-7b-chat60.4256370.1486730.4065850.00.6893200.6893200.4136611
12shenzhi-wang/Llama3.1-8B-Chinese-Chat10.3908010.1241990.3688730.01.7528681.7528680.3651852
13shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat10.3766930.1139470.3645860.01.1050311.1050310.3602921
\n","
"],"text/plain":[" model epochs meteor bleu_1 \\\n","0 Qwen/Qwen2-7B-Instruct 1 0.406770 0.131272 \n","1 Qwen/Qwen2-7B-Instruct 2 0.427677 0.147825 \n","2 Qwen/Qwen2-7B-Instruct 3 0.444096 0.155148 \n","3 Qwen/Qwen2-7B-Instruct 4 0.440138 0.152178 \n","4 Qwen/Qwen2-7B-Instruct 5 0.435675 0.148230 \n","5 Qwen/Qwen2-7B-Instruct 6 0.436153 0.149654 \n","6 internlm/internlm2_5-7b-chat 1 0.381014 0.119999 \n","7 internlm/internlm2_5-7b-chat 2 0.405713 0.137537 \n","8 internlm/internlm2_5-7b-chat 3 0.420791 0.143731 \n","9 internlm/internlm2_5-7b-chat 4 0.431093 0.151047 \n","10 internlm/internlm2_5-7b-chat 5 0.425150 0.148546 \n","11 internlm/internlm2_5-7b-chat 6 0.425637 0.148673 \n","12 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1 0.390801 0.124199 \n","13 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1 0.376693 0.113947 \n","\n"," rouge_l ews_score repetition_score total_repetitions rap \\\n","0 0.392380 0.0 0.073257 0.073257 0.405485 \n","1 0.408822 0.0 2.097087 2.097087 0.395017 \n","2 0.418799 0.0 1.640777 1.640777 0.416608 \n","3 0.416158 0.0 0.714034 0.714034 0.427338 \n","4 0.406275 0.0 0.913504 0.913504 0.419740 \n","5 0.408144 0.0 0.167696 0.167696 0.433025 \n","6 0.372877 0.0 2.573698 2.573698 0.346545 \n","7 0.393568 0.0 1.302736 1.302736 0.385226 \n","8 0.404396 0.0 2.699029 2.699029 0.381230 \n","9 0.411595 0.0 1.598411 1.598411 0.405011 \n","10 0.405343 0.0 0.703442 0.703442 0.412958 \n","11 0.406585 0.0 0.689320 0.689320 0.413661 \n","12 0.368873 0.0 1.752868 1.752868 0.365185 \n","13 0.364586 0.0 1.105031 1.105031 0.360292 \n","\n"," num_max_output_tokens \n","0 0 \n","1 3 \n","2 2 \n","3 1 \n","4 1 \n","5 0 \n","6 3 \n","7 2 \n","8 3 \n","9 2 \n","10 1 \n","11 1 \n","12 2 \n","13 1 "]},"execution_count":38,"metadata":{},"output_type":"execute_result"}],"source":["variant = \"epochs\"\n","metrics_df = get_metrics(df, max_output_tokens=max_new_tokens, variant=variant)\n","metrics_df"]},{"cell_type":"code","execution_count":39,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Loading content of logs\\l40-1gpu-epoch-1.txt\n","Loading content of logs\\l40-1gpu-fine-tuned.txt\n","Loading content of logs\\l40-1gpu.txt\n","Error processing log file: logs\\l40-1gpu.txt\n","'utf-8' codec can't decode byte 0xe2 in position 0: unexpected end of data\n","Loading content of logs\\l40-4gpu-2.txt\n","Loading content of logs\\l40-4gpu.txt\n","Loading content of logs\\openai-gpt-4o-mini.txt\n","Loading content of logs\\openai-gpt-4o.txt\n"]},{"data":{"text/html":["
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modelepochseval_time
0internlm/internlm2_5-7b-chat11.536628
2shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat11.339806
3shenzhi-wang/Llama3.1-8B-Chinese-Chat11.254192
4internlm/internlm2_5-7b-chat21.565755
5internlm/internlm2_5-7b-chat31.598411
6internlm/internlm2_5-7b-chat41.556929
7internlm/internlm2_5-7b-chat51.578111
8internlm/internlm2_5-7b-chat61.556046
9Qwen/Qwen2-7B-Instruct11.173875
10Qwen/Qwen2-7B-Instruct21.263019
11Qwen/Qwen2-7B-Instruct31.269197
12Qwen/Qwen2-7B-Instruct41.234775
13Qwen/Qwen2-7B-Instruct51.262136
14Qwen/Qwen2-7B-Instruct61.238305
\n","
"],"text/plain":[" model epochs eval_time\n","0 internlm/internlm2_5-7b-chat 1 1.536628\n","2 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1 1.339806\n","3 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1 1.254192\n","4 internlm/internlm2_5-7b-chat 2 1.565755\n","5 internlm/internlm2_5-7b-chat 3 1.598411\n","6 internlm/internlm2_5-7b-chat 4 1.556929\n","7 internlm/internlm2_5-7b-chat 5 1.578111\n","8 internlm/internlm2_5-7b-chat 6 1.556046\n","9 Qwen/Qwen2-7B-Instruct 1 1.173875\n","10 Qwen/Qwen2-7B-Instruct 2 1.263019\n","11 Qwen/Qwen2-7B-Instruct 3 1.269197\n","12 Qwen/Qwen2-7B-Instruct 4 1.234775\n","13 Qwen/Qwen2-7B-Instruct 5 1.262136\n","14 Qwen/Qwen2-7B-Instruct 6 1.238305"]},"execution_count":39,"metadata":{},"output_type":"execute_result"}],"source":["time_df = load_eval_times(\"logs\", total_entries=len(df), variant=variant)\n","time_df"]},{"cell_type":"code","execution_count":40,"metadata":{},"outputs":[{"data":{"text/html":["
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modelepochsmeteorbleu_1rouge_lews_scorerepetition_scoretotal_repetitionsrapnum_max_output_tokenseval_time
0Qwen/Qwen2-7B-Instruct10.4067700.1312720.3923800.00.0732570.0732570.40548501.173875
1Qwen/Qwen2-7B-Instruct20.4276770.1478250.4088220.02.0970872.0970870.39501731.263019
2Qwen/Qwen2-7B-Instruct30.4440960.1551480.4187990.01.6407771.6407770.41660821.269197
3Qwen/Qwen2-7B-Instruct40.4401380.1521780.4161580.00.7140340.7140340.42733811.234775
4Qwen/Qwen2-7B-Instruct50.4356750.1482300.4062750.00.9135040.9135040.41974011.262136
5Qwen/Qwen2-7B-Instruct60.4361530.1496540.4081440.00.1676960.1676960.43302501.238305
6internlm/internlm2_5-7b-chat10.3810140.1199990.3728770.02.5736982.5736980.34654531.536628
7internlm/internlm2_5-7b-chat20.4057130.1375370.3935680.01.3027361.3027360.38522621.565755
8internlm/internlm2_5-7b-chat30.4207910.1437310.4043960.02.6990292.6990290.38123031.598411
9internlm/internlm2_5-7b-chat40.4310930.1510470.4115950.01.5984111.5984110.40501121.556929
10internlm/internlm2_5-7b-chat50.4251500.1485460.4053430.00.7034420.7034420.41295811.578111
11internlm/internlm2_5-7b-chat60.4256370.1486730.4065850.00.6893200.6893200.41366111.556046
12shenzhi-wang/Llama3.1-8B-Chinese-Chat10.3908010.1241990.3688730.01.7528681.7528680.36518521.254192
13shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat10.3766930.1139470.3645860.01.1050311.1050310.36029211.339806
\n","
"],"text/plain":[" model epochs meteor bleu_1 \\\n","0 Qwen/Qwen2-7B-Instruct 1 0.406770 0.131272 \n","1 Qwen/Qwen2-7B-Instruct 2 0.427677 0.147825 \n","2 Qwen/Qwen2-7B-Instruct 3 0.444096 0.155148 \n","3 Qwen/Qwen2-7B-Instruct 4 0.440138 0.152178 \n","4 Qwen/Qwen2-7B-Instruct 5 0.435675 0.148230 \n","5 Qwen/Qwen2-7B-Instruct 6 0.436153 0.149654 \n","6 internlm/internlm2_5-7b-chat 1 0.381014 0.119999 \n","7 internlm/internlm2_5-7b-chat 2 0.405713 0.137537 \n","8 internlm/internlm2_5-7b-chat 3 0.420791 0.143731 \n","9 internlm/internlm2_5-7b-chat 4 0.431093 0.151047 \n","10 internlm/internlm2_5-7b-chat 5 0.425150 0.148546 \n","11 internlm/internlm2_5-7b-chat 6 0.425637 0.148673 \n","12 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1 0.390801 0.124199 \n","13 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1 0.376693 0.113947 \n","\n"," rouge_l ews_score repetition_score total_repetitions rap \\\n","0 0.392380 0.0 0.073257 0.073257 0.405485 \n","1 0.408822 0.0 2.097087 2.097087 0.395017 \n","2 0.418799 0.0 1.640777 1.640777 0.416608 \n","3 0.416158 0.0 0.714034 0.714034 0.427338 \n","4 0.406275 0.0 0.913504 0.913504 0.419740 \n","5 0.408144 0.0 0.167696 0.167696 0.433025 \n","6 0.372877 0.0 2.573698 2.573698 0.346545 \n","7 0.393568 0.0 1.302736 1.302736 0.385226 \n","8 0.404396 0.0 2.699029 2.699029 0.381230 \n","9 0.411595 0.0 1.598411 1.598411 0.405011 \n","10 0.405343 0.0 0.703442 0.703442 0.412958 \n","11 0.406585 0.0 0.689320 0.689320 0.413661 \n","12 0.368873 0.0 1.752868 1.752868 0.365185 \n","13 0.364586 0.0 1.105031 1.105031 0.360292 \n","\n"," num_max_output_tokens eval_time \n","0 0 1.173875 \n","1 3 1.263019 \n","2 2 1.269197 \n","3 1 1.234775 \n","4 1 1.262136 \n","5 0 1.238305 \n","6 3 1.536628 \n","7 2 1.565755 \n","8 3 1.598411 \n","9 2 1.556929 \n","10 1 1.578111 \n","11 1 1.556046 \n","12 2 1.254192 \n","13 1 1.339806 "]},"execution_count":40,"metadata":{},"output_type":"execute_result"}],"source":["# Merge time_df into metrics_df\n","metrics_df.drop(columns=[\"eval_time\"], inplace=True, errors=\"ignore\")\n","metrics_df = pd.merge(metrics_df, time_df, on=[\"model\", variant], how=\"left\")\n","metrics_df"]},{"cell_type":"code","execution_count":41,"metadata":{},"outputs":[{"data":{"text/plain":["array(['Qwen/Qwen2-7B-Instruct', 'internlm/internlm2_5-7b-chat',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat'], dtype=object)"]},"execution_count":41,"metadata":{},"output_type":"execute_result"}],"source":["models = metrics_df[\"model\"].unique()\n","models"]},{"cell_type":"code","execution_count":42,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 47 entries, 0 to 46\n","Data columns (total 11 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 model 47 non-null object \n"," 1 shots 47 non-null int64 \n"," 2 meteor 47 non-null float64\n"," 3 bleu_1 47 non-null float64\n"," 4 rouge_l 47 non-null float64\n"," 5 ews_score 47 non-null float64\n"," 6 repetition_score 47 non-null float64\n"," 7 total_repetitions 47 non-null float64\n"," 8 rap 47 non-null float64\n"," 9 num_max_output_tokens 47 non-null int64 \n"," 10 eval_time 45 non-null float64\n","dtypes: float64(8), int64(2), object(1)\n","memory usage: 4.2+ KB\n"]}],"source":["df_few_shots = pd.read_csv(\"results/mac-results_few_shots_metrics.csv\")\n","df_few_shots.info()"]},{"cell_type":"code","execution_count":43,"metadata":{},"outputs":[{"data":{"text/html":["
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modelepochsmeteorbleu_1rouge_lews_scorerepetition_scoretotal_repetitionsrapnum_max_output_tokenseval_time
6Qwen/Qwen2-7B-Instruct00.3774770.1178350.3680910.00.0714920.0714920.37631300.980583
12internlm/internlm2_5-7b-chat00.3681680.1136050.3603290.00.2144750.2144750.36480601.224184
23shenzhi-wang/Llama3.1-8B-Chinese-Chat00.3476220.0979940.3349490.02.2162402.2162400.31981821.075022
29shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat00.3285000.0831380.3183380.00.1279790.1279790.32669501.204766
\n","
"],"text/plain":[" model epochs meteor bleu_1 \\\n","6 Qwen/Qwen2-7B-Instruct 0 0.377477 0.117835 \n","12 internlm/internlm2_5-7b-chat 0 0.368168 0.113605 \n","23 shenzhi-wang/Llama3.1-8B-Chinese-Chat 0 0.347622 0.097994 \n","29 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 0 0.328500 0.083138 \n","\n"," rouge_l ews_score repetition_score total_repetitions rap \\\n","6 0.368091 0.0 0.071492 0.071492 0.376313 \n","12 0.360329 0.0 0.214475 0.214475 0.364806 \n","23 0.334949 0.0 2.216240 2.216240 0.319818 \n","29 0.318338 0.0 0.127979 0.127979 0.326695 \n","\n"," num_max_output_tokens eval_time \n","6 0 0.980583 \n","12 0 1.224184 \n","23 2 1.075022 \n","29 0 1.204766 "]},"execution_count":43,"metadata":{},"output_type":"execute_result"}],"source":["temp = df_few_shots[df_few_shots[\"model\"].isin(models)]\n","df_base = temp[temp[\"shots\"] == 0].rename(columns={\"shots\": variant})\n","df_base"]},{"cell_type":"code","execution_count":44,"metadata":{},"outputs":[{"data":{"text/html":["
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modelepochsmeteorbleu_1rouge_lews_scorerepetition_scoretotal_repetitionsrapnum_max_output_tokenseval_time
0Qwen/Qwen2-7B-Instruct00.3774770.1178350.3680910.00.0714920.0714920.37631300.980583
1internlm/internlm2_5-7b-chat00.3681680.1136050.3603290.00.2144750.2144750.36480601.224184
2shenzhi-wang/Llama3.1-8B-Chinese-Chat00.3476220.0979940.3349490.02.2162402.2162400.31981821.075022
3shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat00.3285000.0831380.3183380.00.1279790.1279790.32669501.204766
4Qwen/Qwen2-7B-Instruct10.4067700.1312720.3923800.00.0732570.0732570.40548501.173875
5Qwen/Qwen2-7B-Instruct20.4276770.1478250.4088220.02.0970872.0970870.39501731.263019
6Qwen/Qwen2-7B-Instruct30.4440960.1551480.4187990.01.6407771.6407770.41660821.269197
7Qwen/Qwen2-7B-Instruct40.4401380.1521780.4161580.00.7140340.7140340.42733811.234775
8Qwen/Qwen2-7B-Instruct50.4356750.1482300.4062750.00.9135040.9135040.41974011.262136
9Qwen/Qwen2-7B-Instruct60.4361530.1496540.4081440.00.1676960.1676960.43302501.238305
10internlm/internlm2_5-7b-chat10.3810140.1199990.3728770.02.5736982.5736980.34654531.536628
11internlm/internlm2_5-7b-chat20.4057130.1375370.3935680.01.3027361.3027360.38522621.565755
12internlm/internlm2_5-7b-chat30.4207910.1437310.4043960.02.6990292.6990290.38123031.598411
13internlm/internlm2_5-7b-chat40.4310930.1510470.4115950.01.5984111.5984110.40501121.556929
14internlm/internlm2_5-7b-chat50.4251500.1485460.4053430.00.7034420.7034420.41295811.578111
15internlm/internlm2_5-7b-chat60.4256370.1486730.4065850.00.6893200.6893200.41366111.556046
16shenzhi-wang/Llama3.1-8B-Chinese-Chat10.3908010.1241990.3688730.01.7528681.7528680.36518521.254192
17shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat10.3766930.1139470.3645860.01.1050311.1050310.36029211.339806
\n","
"],"text/plain":[" model epochs meteor bleu_1 \\\n","0 Qwen/Qwen2-7B-Instruct 0 0.377477 0.117835 \n","1 internlm/internlm2_5-7b-chat 0 0.368168 0.113605 \n","2 shenzhi-wang/Llama3.1-8B-Chinese-Chat 0 0.347622 0.097994 \n","3 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 0 0.328500 0.083138 \n","4 Qwen/Qwen2-7B-Instruct 1 0.406770 0.131272 \n","5 Qwen/Qwen2-7B-Instruct 2 0.427677 0.147825 \n","6 Qwen/Qwen2-7B-Instruct 3 0.444096 0.155148 \n","7 Qwen/Qwen2-7B-Instruct 4 0.440138 0.152178 \n","8 Qwen/Qwen2-7B-Instruct 5 0.435675 0.148230 \n","9 Qwen/Qwen2-7B-Instruct 6 0.436153 0.149654 \n","10 internlm/internlm2_5-7b-chat 1 0.381014 0.119999 \n","11 internlm/internlm2_5-7b-chat 2 0.405713 0.137537 \n","12 internlm/internlm2_5-7b-chat 3 0.420791 0.143731 \n","13 internlm/internlm2_5-7b-chat 4 0.431093 0.151047 \n","14 internlm/internlm2_5-7b-chat 5 0.425150 0.148546 \n","15 internlm/internlm2_5-7b-chat 6 0.425637 0.148673 \n","16 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1 0.390801 0.124199 \n","17 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1 0.376693 0.113947 \n","\n"," rouge_l ews_score repetition_score total_repetitions rap \\\n","0 0.368091 0.0 0.071492 0.071492 0.376313 \n","1 0.360329 0.0 0.214475 0.214475 0.364806 \n","2 0.334949 0.0 2.216240 2.216240 0.319818 \n","3 0.318338 0.0 0.127979 0.127979 0.326695 \n","4 0.392380 0.0 0.073257 0.073257 0.405485 \n","5 0.408822 0.0 2.097087 2.097087 0.395017 \n","6 0.418799 0.0 1.640777 1.640777 0.416608 \n","7 0.416158 0.0 0.714034 0.714034 0.427338 \n","8 0.406275 0.0 0.913504 0.913504 0.419740 \n","9 0.408144 0.0 0.167696 0.167696 0.433025 \n","10 0.372877 0.0 2.573698 2.573698 0.346545 \n","11 0.393568 0.0 1.302736 1.302736 0.385226 \n","12 0.404396 0.0 2.699029 2.699029 0.381230 \n","13 0.411595 0.0 1.598411 1.598411 0.405011 \n","14 0.405343 0.0 0.703442 0.703442 0.412958 \n","15 0.406585 0.0 0.689320 0.689320 0.413661 \n","16 0.368873 0.0 1.752868 1.752868 0.365185 \n","17 0.364586 0.0 1.105031 1.105031 0.360292 \n","\n"," num_max_output_tokens eval_time \n","0 0 0.980583 \n","1 0 1.224184 \n","2 2 1.075022 \n","3 0 1.204766 \n","4 0 1.173875 \n","5 3 1.263019 \n","6 2 1.269197 \n","7 1 1.234775 \n","8 1 1.262136 \n","9 0 1.238305 \n","10 3 1.536628 \n","11 2 1.565755 \n","12 3 1.598411 \n","13 2 1.556929 \n","14 1 1.578111 \n","15 1 1.556046 \n","16 2 1.254192 \n","17 1 1.339806 "]},"execution_count":44,"metadata":{},"output_type":"execute_result"}],"source":["metrics_df = pd.concat([df_base, metrics_df], ignore_index=True)\n","metrics_df"]},{"cell_type":"code","execution_count":45,"metadata":{},"outputs":[{"data":{"text/html":["
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modelepochsmeteorbleu_1rouge_lews_scorerepetition_scoretotal_repetitionsrapnum_max_output_tokenseval_time
0Qwen/Qwen2-7B-Instruct00.3774770.1178350.3680910.00.0714920.0714920.37631300.980583
4Qwen/Qwen2-7B-Instruct10.4067700.1312720.3923800.00.0732570.0732570.40548501.173875
5Qwen/Qwen2-7B-Instruct20.4276770.1478250.4088220.02.0970872.0970870.39501731.263019
6Qwen/Qwen2-7B-Instruct30.4440960.1551480.4187990.01.6407771.6407770.41660821.269197
7Qwen/Qwen2-7B-Instruct40.4401380.1521780.4161580.00.7140340.7140340.42733811.234775
8Qwen/Qwen2-7B-Instruct50.4356750.1482300.4062750.00.9135040.9135040.41974011.262136
9Qwen/Qwen2-7B-Instruct60.4361530.1496540.4081440.00.1676960.1676960.43302501.238305
1internlm/internlm2_5-7b-chat00.3681680.1136050.3603290.00.2144750.2144750.36480601.224184
10internlm/internlm2_5-7b-chat10.3810140.1199990.3728770.02.5736982.5736980.34654531.536628
11internlm/internlm2_5-7b-chat20.4057130.1375370.3935680.01.3027361.3027360.38522621.565755
12internlm/internlm2_5-7b-chat30.4207910.1437310.4043960.02.6990292.6990290.38123031.598411
13internlm/internlm2_5-7b-chat40.4310930.1510470.4115950.01.5984111.5984110.40501121.556929
14internlm/internlm2_5-7b-chat50.4251500.1485460.4053430.00.7034420.7034420.41295811.578111
15internlm/internlm2_5-7b-chat60.4256370.1486730.4065850.00.6893200.6893200.41366111.556046
2shenzhi-wang/Llama3.1-8B-Chinese-Chat00.3476220.0979940.3349490.02.2162402.2162400.31981821.075022
16shenzhi-wang/Llama3.1-8B-Chinese-Chat10.3908010.1241990.3688730.01.7528681.7528680.36518521.254192
3shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat00.3285000.0831380.3183380.00.1279790.1279790.32669501.204766
17shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat10.3766930.1139470.3645860.01.1050311.1050310.36029211.339806
\n","
"],"text/plain":[" model epochs meteor bleu_1 \\\n","0 Qwen/Qwen2-7B-Instruct 0 0.377477 0.117835 \n","4 Qwen/Qwen2-7B-Instruct 1 0.406770 0.131272 \n","5 Qwen/Qwen2-7B-Instruct 2 0.427677 0.147825 \n","6 Qwen/Qwen2-7B-Instruct 3 0.444096 0.155148 \n","7 Qwen/Qwen2-7B-Instruct 4 0.440138 0.152178 \n","8 Qwen/Qwen2-7B-Instruct 5 0.435675 0.148230 \n","9 Qwen/Qwen2-7B-Instruct 6 0.436153 0.149654 \n","1 internlm/internlm2_5-7b-chat 0 0.368168 0.113605 \n","10 internlm/internlm2_5-7b-chat 1 0.381014 0.119999 \n","11 internlm/internlm2_5-7b-chat 2 0.405713 0.137537 \n","12 internlm/internlm2_5-7b-chat 3 0.420791 0.143731 \n","13 internlm/internlm2_5-7b-chat 4 0.431093 0.151047 \n","14 internlm/internlm2_5-7b-chat 5 0.425150 0.148546 \n","15 internlm/internlm2_5-7b-chat 6 0.425637 0.148673 \n","2 shenzhi-wang/Llama3.1-8B-Chinese-Chat 0 0.347622 0.097994 \n","16 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1 0.390801 0.124199 \n","3 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 0 0.328500 0.083138 \n","17 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1 0.376693 0.113947 \n","\n"," rouge_l ews_score repetition_score total_repetitions rap \\\n","0 0.368091 0.0 0.071492 0.071492 0.376313 \n","4 0.392380 0.0 0.073257 0.073257 0.405485 \n","5 0.408822 0.0 2.097087 2.097087 0.395017 \n","6 0.418799 0.0 1.640777 1.640777 0.416608 \n","7 0.416158 0.0 0.714034 0.714034 0.427338 \n","8 0.406275 0.0 0.913504 0.913504 0.419740 \n","9 0.408144 0.0 0.167696 0.167696 0.433025 \n","1 0.360329 0.0 0.214475 0.214475 0.364806 \n","10 0.372877 0.0 2.573698 2.573698 0.346545 \n","11 0.393568 0.0 1.302736 1.302736 0.385226 \n","12 0.404396 0.0 2.699029 2.699029 0.381230 \n","13 0.411595 0.0 1.598411 1.598411 0.405011 \n","14 0.405343 0.0 0.703442 0.703442 0.412958 \n","15 0.406585 0.0 0.689320 0.689320 0.413661 \n","2 0.334949 0.0 2.216240 2.216240 0.319818 \n","16 0.368873 0.0 1.752868 1.752868 0.365185 \n","3 0.318338 0.0 0.127979 0.127979 0.326695 \n","17 0.364586 0.0 1.105031 1.105031 0.360292 \n","\n"," num_max_output_tokens eval_time \n","0 0 0.980583 \n","4 0 1.173875 \n","5 3 1.263019 \n","6 2 1.269197 \n","7 1 1.234775 \n","8 1 1.262136 \n","9 0 1.238305 \n","1 0 1.224184 \n","10 3 1.536628 \n","11 2 1.565755 \n","12 3 1.598411 \n","13 2 1.556929 \n","14 1 1.578111 \n","15 1 1.556046 \n","2 2 1.075022 \n","16 2 1.254192 \n","3 0 1.204766 \n","17 1 1.339806 "]},"execution_count":45,"metadata":{},"output_type":"execute_result"}],"source":["# sort metrics_df by model and epochs\n","metrics_df.sort_values([\"model\", variant], inplace=True)\n","metrics_df"]},{"cell_type":"code","execution_count":46,"metadata":{},"outputs":[],"source":["# list of markers for plotting\n","markers = [\"o\", \"x\", \"^\", \"s\", \"d\", \"P\", \"X\", \"*\", \"v\", \">\", \"<\", \"p\", \"h\", \"H\", \"+\", \"|\", \"_\"]\n","markers = {model: marker for model, marker in zip(models, markers)}"]},{"cell_type":"code","execution_count":47,"metadata":{},"outputs":[],"source":["model_orders = {\n"," \"internlm/internlm2_5-7b-chat\": 10,\n"," \"Qwen/Qwen2-7B-Instruct\": 20,\n"," \"shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat\": 30,\n"," \"shenzhi-wang/Llama3.1-8B-Chinese-Chat\": 40,\n"," \"shenzhi-wang/Llama3.1-70B-Chinese-Chat\": 50,\n"," \"Qwen/Qwen2-72B-Instruct\": 60,\n"," \"gpt-4o-mini\": 99,\n"," \"gpt-4o\": 100,\n","}"]},{"cell_type":"code","execution_count":48,"metadata":{},"outputs":[],"source":["# plot mtr vs rpp\n","import matplotlib.pyplot as plt\n","import matplotlib.ticker as ticker\n","\n","\n","def plot_metrics_vs_shots(metrics_df, models, markers, columns, titles, log_scales=[False, False], sync_y_axis=False):\n"," fig, ax = plt.subplots(figsize=(10, 6))\n"," # set grid\n"," ax.grid(True)\n"," ax.set_axisbelow(True)\n"," ax.minorticks_on()\n"," ax.grid(which=\"major\", linestyle=\"-\", linewidth=\"0.5\", color=\"red\")\n","\n"," # Create a mapping from original x-values to new, evenly spaced x-values\n"," original_x_values = sorted(metrics_df[variant].unique())\n"," new_x_values = range(len(original_x_values))\n"," x_mapping = dict(zip(original_x_values, new_x_values))\n","\n"," if len(columns) > 1:\n"," twin = ax.twinx()\n","\n"," for model in models:\n"," model_df = metrics_df[metrics_df[\"model\"] == model]\n"," transformed_x = [x_mapping[x] for x in model_df[variant]]\n"," for i, column in enumerate(columns):\n"," current_ax = twin if i > 0 else ax\n"," current_ax.plot(\n"," transformed_x,\n"," model_df[column],\n"," label=model + f\" [{titles[i]}]\" if titles else \"\",\n"," marker=markers[model],\n"," linestyle=\"--\" if i > 0 else \"-\",\n"," )\n"," current_ax.set_ylabel(titles[i])\n"," if log_scales[i]:\n"," current_ax.set_yscale(\"log\")\n","\n"," if sync_y_axis:\n"," ax.set_ylim(\n"," min(ax.get_ylim()[0], twin.get_ylim()[0]),\n"," max(ax.get_ylim()[1], twin.get_ylim()[1]),\n"," )\n"," twin.set_ylim(ax.get_ylim())\n","\n"," # Set the x-axis ticks to be evenly spaced\n"," ax.xaxis.set_major_locator(ticker.FixedLocator(new_x_values))\n","\n"," # Set custom labels for the ticks\n"," ax.xaxis.set_major_formatter(ticker.FixedFormatter(original_x_values))\n","\n"," # ax.set_ylim(0, 1)\n"," ax.set_xlabel(\"Epoch (0: Base, 1-6: Fine-tuned)\")\n"," handles, labels = ax.get_legend_handles_labels()\n","\n"," if len(columns) > 1:\n"," handles_twin, labels_twin = twin.get_legend_handles_labels()\n"," handles += handles_twin\n"," labels += labels_twin\n","\n"," # Sort the handles and labels by labels\n"," sorted_handles_labels = sorted(zip(labels, handles), key=lambda x: model_orders[x[0].split(\" \")[0]])\n"," sorted_labels, sorted_handles = zip(*sorted_handles_labels)\n","\n"," # Create a combined legend\n"," ax.legend(\n"," sorted_handles,\n"," sorted_labels,\n"," loc=\"lower center\",\n"," bbox_to_anchor=(0.5, -0.85 if len(columns) > 1 else -0.5),\n"," )\n","\n"," plt.show()"]},{"cell_type":"code","execution_count":49,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics_vs_shots(\n"," metrics_df,\n"," models,\n"," markers,\n"," [\"meteor\", \"rap\"],\n"," [\"METEOR\", \"RAP-METEOR\"],\n"," sync_y_axis=True,\n",")"]},{"cell_type":"code","execution_count":50,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics_vs_shots(\n"," metrics_df,\n"," models,\n"," markers,\n"," [\"meteor\"],\n"," [\"METEOR\"],\n",")"]},{"cell_type":"code","execution_count":51,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics_vs_shots(\n"," metrics_df,\n"," models,\n"," markers,\n"," [\"eval_time\"],\n"," [\"Mean Inference Time (seconds)\"],\n",")"]},{"cell_type":"code","execution_count":52,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics_vs_shots(\n"," metrics_df,\n"," models,\n"," markers,\n"," [\"meteor\", \"eval_time\"],\n"," [\"METEOR\", \"Mean Inference Time (seconds)\"],\n",")"]},{"cell_type":"code","execution_count":53,"metadata":{},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA5MAAANjCAYAAAA3fU6QAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3RU1d7G8e+UTHohvUJCqKEktEREmoJgoVgRC4gKFrChV8XrFbBc7BcLii+KXcGCVAEVpUknhJJAaIH0TnqZycx5/zipJKGm8/usNYs5++w5sycDYZ7ZTaMoioIQQgghhBBCCHERtM3dACGEEEIIIYQQrY+ESSGEEEIIIYQQF03CpBBCCCGEEEKIiyZhUgghhBBCCCHERZMwKYQQQgghhBDiokmYFEIIIYQQQghx0SRMCiGEEEIIIYS4aPrmbkBLVFZWxr59+/Dy8kKrlbwthBBCCCHElcpisZCWlkafPn3Q6yU+VSc/jTrs27eP8PDw5m6GEEIIIYQQooXYtWsXAwYMaO5mtCgSJuvg5eUFqH9hfHx8mrk1wJQp8MUXzd0K0dDkfW175D1tm+R9bXvkPW175D1tm1rI+5qSkkJ4eHhlRhBVJEzWoWJoq4+PD/7+/s3cGsDWFlpCO0TDkve17ZH3tG2S97Xtkfe07ZH3tG1qYe+rTH+rTX4iQgghhBBCCCEumoRJIYQQQgghhBAXTcKkEEIIIYQQQoiLJmFSCCGEEEIIIcRFkzAphBBCCCGEEOKiSZgUQgghhBBCCHHRJEwKIYQQQgghhLhoEiaFEEIIIYQQQlw0CZNCCCGEEEIIIS5aiwiTCxYsIDAwEBsbGyIiIti1a9cFPW7JkiVoNBrGjx9fWWYymXj++efp1asX9vb2+Pr6MmnSJJKTkxup9UIIIYQQQghx5Wn2MLl06VJmzpzJ7NmziYyMJDQ0lFGjRpGenn7Ox506dYpnn32WwYMH1ygvKioiMjKS//znP0RGRrJs2TJiY2MZO3ZsY74MIYQQQgghhLiiNHuYfO+995g6dSpTpkwhJCSEhQsXYmdnx+LFi+t9jNls5p577mHu3Ll07NixxjlnZ2f++OMP7rzzTrp27cpVV13FRx99xN69e4mPj2/slyOEEEIIIYQQV4RmDZNGo5G9e/cyYsSIyjKtVsuIESPYvn17vY975ZVX8PT05MEHH7yg58nNzUWj0eDi4lLn+dLSUvLy8ipv+fn5F/U6hBBCCCGEEOJKo2/OJ8/MzMRsNuPl5VWj3MvLiyNHjtT5mK1bt/L5558TFRV1Qc9RUlLC888/z8SJE3Fycqqzzrx585g7d27tE1OmgK3tBT1Po9q1C2SYbtsj72vbI+9pm2JEyzeuIZwmmA73v8h92TEYsDR3s0RDkH+rbY+8p21TS3lfi4ubuwUtVrOGyYuVn5/Pfffdx6JFi3B3dz9vfZPJxJ133omiKHzyySf11ps1axYzZ86sPE5KSiIkJAS++AL8/Ruk7Zdl7FhYubK5WyEamryvbY+8p23GvN9iWLQlDosCeKtlr/sMYurgIGbdGNKsbRMNQP6ttj3ynrZNLeV9TUyEgIDmbkWL1Kxh0t3dHZ1OR1paWo3ytLQ0vL29a9U/ceIEp06dYsyYMZVlFov6LbFeryc2Npbg4GCgKkiePn2av/76q95eSQBra2usra0rj/Py8i7rdQkhhGi95v0Ww6eb42qVWxQqyyVQCiGEEM08Z9JgMNCvXz82bNhQWWaxWNiwYQMDBw6sVb9bt24cPHiQqKioytvYsWMZPnw4UVFRBJR/Y1ARJI8dO8aff/6Jm5tbk70mIYQQrZexzMKiLbWDZHWLtsRhLJPhrkIIIUSzD3OdOXMmkydPpn///oSHhzN//nwKCwuZMmUKAJMmTcLPz4958+ZhY2NDz549azy+YlGdinKTycTtt99OZGQkq1evxmw2k5qaCoCrqysGg6HpXpwQQohW5Zvtp9ShredgUeDV1YeYMqgjHo7WOFjr0Wg0TdNAIYQQogVp9jA5YcIEMjIyePnll0lNTSUsLIx169ZVLsoTHx+PVnvhHahJSUmsLB9bHRYWVuPc33//zbBhwxqq6UIIIdqQ4+n5fL399AXV/WZHAt/sSADASqfB29kGDwdrPBzVm6ejjXq/Wpm7gzUGfbPvyCWEEEI0mGYPkwAzZsxgxowZdZ7buHHjOR/75Zdf1jgODAxEUc7ztbIQQggBZBeU8sFfx1m1P5msQuMlXcNkVkjILiYh+/yr/bnYWdUImHUGUEdrXGyt0Gqlt1MIIUTL1iLCpBBCCNFUjGUWNh3N4O31RziaVlDjnLVeQ2nZub+Q1GpgxfRBJJ4pJjYtH38XO4I87MjIL2V/Qg6fbDpZ72NzikzkFJk4ll5Qbx0AvVaDez2h8+wye2v5r1wIIUTzkP+BhBBCtHkWi8KagylsPZ7J+uhUcopMled0Wg1hAS48NiyY67p71buaa4Wpg4Po5e9CL38XbujlU+PcsK6ejOrpQ1xmAXEZhcRlFVXeLzSamTo4iGFdPcnIL+VQUi6fbVWfR4M6XFZB7ekssyik5pWQmldy3tdmb9DVGTKrjtUeTzcHA1Y6GWYrhBCi4UiYFEII0WbtOZXNB38dY8eJbIzmqhVYPRytGd7Vkx6+TtwT0R59tZBVse1H5T6T5bQazrvPpI2VjrAAF8ICXGqUK4pCRn4pVjot7ezVheACXO3YdDSD01lFGM0WjOaaPaKTBnZgaBcPMvJLOZaWz4Yj6ei1GswWhWKTmZwiEyVlFgqNZgqzijiVVXTen4ervQEPB2s8neoKnVX3nW2tZFEhIYQQ5yVhUgghRJtyOquQ9zcc4/foNApKy2qcC/F14sUbujMw2A3dOeYkzroxhGeu78Y3209x+usf6TDpTu4bGHjJC+hoNBo8nWxqlPXr0I4/Zg7FbFFIzikmLrOwxm1Edy+GdPEAYH10Kp//c6rWdV3tDfi62HBjTx86uNmTka/2ZqbnlXCmyERGQSkZ+aVkFhgxWxSyC41kFxqJTcs/Z3utdJo6htbWXFTIs7zcxkp3ST8TIYQQrZ+ESSGEEK1ebpGJNQdT+GlvAvvic2qcc7DWMzLEi6dGdKaDm/0FX9Og1/Lg4I7w9jYY/EIDt7iKTqshwNWOAFe7yvB4ti5ejrx4Y7caYTMtr7QyHD46tBM39VaH3P4Zk8ZDX+/B19mGIA97Qv1dCHSzx8PRGkcbPRoNnCmsCpqVt/Lj3GITJrNCcm4JybnnH2braK1XV6utc1Ghqvtu9tbnDPBNwWxR2BWXTbpTMJ4nsggPcm32NgkhRGsmYVIIIUSrVGIys3R3Ar9EJnI4JQ9TtWGiVjoNEUFuPH5tJyI6ujVjKxtGkLs904YE1ygrLC0jLrOQU1mFDAhsV1mecEYd7loRBv85nlXjce/fFcZt/fwBdTuUHSez6ehuT6C7Pd5ONpgsFjILjDWDZn4p6fklNUJnRn4ppWUW8kvLyC8t42Rm4Tlfg1YDrvbnmttZdd/JpuH37lx3KIW5q2JIyS0B/xGwaAc+zjbMHhPC6J4+57+AEEKIWiRMCiGEaDXMFoU/Y9L4dPMJ9ifkUH2aYTdvR8aF+RHR0ZVQf5c23+Nkb62np58zPf2ca5Tff3Ug48L8qvViFpT/qS4GFORe1Tu75Vgmc1fFVB7bWGkJdLOno4c9gW72TBgQwMgQrzqfX1EU8kvLaoXOs3s80/NLySosxaJAZkEpmQWlHE4592uz1msvKHS6O1zYMNt1h1J49NtIzl6nNzW3hEe/jeSTe/tKoBRCiEsgYVIIIUSLpigK++Jz+HjjcbYcy6S0zFLjvH87W14Z14Nru9Udeq40Go0GV3sDrvYG+nVoV+OcxVIzTvk423BdN0/isgqJzyqixGThSGo+R1LVOZUjQ7wqhwb/uCeB73bGE+RmR5C7A0Ee9pU9msEeDudsU5nZQnaR8Zyhs+I4v6SM0jILiWeKSTxz/r07nWz0de7VWRE6Xe0NvLwiulaQBFBQV9KduyqGkSHebf4LCCGEaGgSJoUQQrRIp7MKWRGVzPKoJE5m1BxC6WJrxc2hvkwfFoyPi20ztbD10Z4Vlkb39KnskSszqwGu+rzMjtVCYkxyHvsTctifkFPruh6O1nz7YARdvR0BSMguorTMTICrHdZ6HXqdFk9HGzwdbWo99mwlJnNlj2Z9oTOz/L7RbCGvpIy8kjJOZJx7mG19FCAlt4RdcdkMDG79Q6KFEKIpSZgUQgjRYmQWlPL1tlP8uDeR1GqLvxh0GrRaDUM6ezB9eCdCz9p6Q1w+vU5LYHlP4/A6zj8wKIirOrpyMrNQ3UOzPHBmFao9jh6O1pV1v9x2is+3xqHVgF87W4LcHdReTDc7gjwciAhyrXd4qo2VrnJBonNRFIW84jIyCkqqgmcdPZ2JZ4ooKDWf9/WnX8CenkIIIWqSMCmEEKJZFZaWsTwqkS//Oc2x9IIa5wZ3dmdcmB+jenhhb9DX6lkTTae9mx3t3WoHvNxiE6cyC2lnZ1VZpijqKroFpWUkZBeTkF3M5qMZled3/fu6yjD5y95EYtPyCXK3J8hdHTrr4Wh93gV4NBoNznZWONtZ0cnTsd56209kMXHRjvO+vtd/O8yx9ALGhfnS2av+6wkhhKgiYVIIIUSTM5ktbDmWwcKNJ9lzOpuzpvIR5G7PlKsDmXR1YLO0T1w4Z1urWj3FL48J4T83dyezwFhtESB1AaDU3BI8HKp6MddHp/J7TFqNx9sbdASWh8u3bu+NnUH9uGIss1z0Xp/hQa74ONuQmltS57xJUOdNpueX8tHfx/no7+N093FifJgvY0J98ZVh1EIIUS8Jk0IIIZqEoihExp9h+b5k1hxMIbvQWOO8m4OB2/r688CgILydzz+3TrRsGo2mcjGc8CDXeuvdXB7YKobNJp4potBoJjo5j5MZhdhWGw775JJ97DiZVd6L6VC56myQuz2B7naVobM6nVbD7DEhPPJtZL1tmH9XGBqNhpVRSWyMzeBwSh6HU/KYt/YI4UGujAvz5caePrSzN1zeD0UIIdoYCZNCCCEa1fH0fL7edprl+5PIKy6rLHd3MNDD1xkXOyumDelID1/nc1xFtFVjQ30ZG+pbeVxaZiYhW10IKKfIWGO4a1xmIWeKTJyJzyEyPqfGdWystMTMHV05FPqvI2koitrLXXZ21/dZrPVaRvf0YWyoL2cKjaw9lMqKqCR2xmWzq/w2e0U0Q7t4MDbMl5EhXnUGVyGEuNLIb8JqFixYwIIFCzAajeevLIQQol6puSX8uCeBH3bFq5vEVxPq78zM67syKNgNve7ihiyKts9ar6OTpwOdPGtvN/LLo1dzKqt88Z+MQuLK75/MKMTLybrGnNp3fz9KdHLeeZ/v7K1B2tkbuDuiPXdHtCc5p5jVB5JZEZVMdHIeG46ks+FIOrZWOq7v4cW4MF8Gd/bASv4eCyGuUBImq5k+fTrTp08nMTGRgICA5m6OEEK0KrnFJtYdSmHp7oRavUYAXb0cuX9QIGNDfbG3lv9+xMWzt9bTw9e5zl7sImNZjePuPk5YFDiRXoDRbKlVv0LF1iCvr4lhTKgv3X2cKhcH8nWxZdqQYKYNCeZ4ej4rotRgGZ9dVHm/nZ0VN/byYXwfP/q1byeLRAkhrijyv7kQQohLVmIy8/eRNH7ak8TWE5kYy2p+aPdysuauAe2ZGN5e5kGKRnX2sNN37ggFYMW+JJ5cGnXexy/+5xSL/zmFTquhk4cDPfyc6OnrTN8O7QgLcKGTpyPPXN+VmSO7EJWQw4qoZFYfSCGzoJTvdsbz3c54/FxsGRPqy7gwX7p5O553RVohhGjtJEwKIYS4KBaLwo64LL7bEc8fh9NqBMjOng6M7+OHrnxPyBBfp2ZsqRDg6XRhX2KEBjiTdKaYzAIjsWn5xKblsywyieFdPfhiSnhlvW92nKaTpwNPj+zCSzd1Z/vJLFZEJbPuUCpJOcUs3HSChZtO0MXLgXFhfowN9T3vnplCCNFaSZgUQghxXoqiEJOSx4+7E/h1XxJ5JTWHFOq1Gr5+MJyBHd2kN0a0KOFBrrxkv5y8EgsfmG+tdf4J3TKcbLRMefT/0GogLa+UQ0m5HErO5VBSHld1rFqJNj2/hJdXRFcet3e1o6efEz18nZl/VxhnCo1sOJzOX0fSOZpWwNvrY3l7fSx927swLsyPm3r74F5tWxQhhGjtJEwKIYSoV0J2ESv3J7N8XxLH0gtqne/p58z9AzswupcPDjIPUrRAOq2GoV296RzzAUCNQPmEbhkzrX7mWNcn0JXPdfR2tsHb2YYRIV61rlVitHBDT28OJuWSeKaY+Owi4rOL+O1gKgD3Xx3Iwvv6kVtsYtX+ZL7beZrDKflElq8++8rqGAZ1cmdcqC/X9/DC0caqCX4CQgjReOR/fiGEEDVkFxpZvT+J73clcCQ1v7Jcp9Vgtij4uthwd0R7buvrj4+zbOguWr7Od77KsR9hZswHKMCH5lt5vCJIhjxB5ztfvaDrtHez45N7+wGQU2QkOjmPQ0m5HEzKJTo5j55+6sJAzrZWdPN25HCK+u/HwVqPRgP5JWVsPprB5qMZGJZpGBnizbgwX4Z29cBar6v3eYUQoqWSMCmEEIJio5nfY1JZsiuBnXFZVN+W7+pgN8aH+TG0qweZBaWE+DjJUFbR6nS+6UksxiM8c/xnntIvQ6exYBn2Ip29e0L0cnBpDy4dwM4VLuDvt4udgUGd3BnUyb2yTFGq/uEUGc109nTgREYBBaVltR5vNCusOZjCmoMpOFrrGNLFk7sjAriqo3tlL6kQQrR0EiaFEOIKVWa2sPV4Jj/tSeSPmFSM5pobu1vpNNwT0YE5Y3tUlnld4GImQrQIphKI/Q0OLIXjf6K1qKFOp7GAzoB22PPw6VBIiap6jJV9ebAMALfOMPq/VedK88HgUG/YrP4ly5AuHvwxcyhFxjIOp+QTnZzLwcRcDiXncSwtn//e0otj6fms3J9MWl5pZbC00mno6uXIqB7e3NDTmyAPBwmXQogWS8KkEEJcQRRFqbatQTKZBcZadfq2d+GeiA6M6ukt8yBF65QUCXu/UHscS/Oqyh28oSAVLBrACJveAr++oDNATrx6zlQIGYfVW/bJmmHyqzGQfqQ8bJYHzor77YLUa53FzqCnX4d29OvQrrKsxGRGr9Wg12l54Ybu/Gf5IZbsjseigMmscCg5j0PJebz7x1GsdBreuzOMMaG+ABSWlmGt16LXaRvphyeEEBdOPiUIIcQV4GRGAb/uS+KnPQmk5pVWlrvaG3C2tcJsUZgYHsD4Pn4yD1K0TopS1WN4ciNEfq3edw4AJ3+wmCBpDwz/N7y7FZ65Bv5+HYKGQPC1MHyW2pOZlwQ5p9VwqTlrHmNuIpQVQ2aseqvONRieiKw6Xvs8lJVWC54d1PBp74mNVdV1dVoN/721F3PH9SAmOZdlkUlsPJpBfFYRCmq4fPyHfSzacpKxob4k5xTz3c54uvk40dPXiV5+zvT0c6azl4PMuxRCNDkJk0II0Ual55Ww6kAKP+2puZAOwLCuHkweGMg1nd0pMyvYWGllHqRofQoy4NAvcGAJXDUdet+hlve+E7JPQO+7oMMg+GYcxG1Xg+PQ59QwOfQ5OLUF4jZXXc/KBtyC1Vtdno5WA2Vugho2q9+cA2rWPfgzFGXWvobOGgIHwX2/VpUd+xMra0dCXdoTOiYEtFoKSstYdzCFJbsT2JeQw4HEXA4k5lY+ZH9CDvsTcqqartPQxcuRrx8Ix618+xFFUeTftWiVzBaFXXHZpDsF43kii/Ag11Y53HvBggW8/fbbpKamEhoayocffkh4eHiddaOjo3n55ZfZu3cvp0+f5n//+x9PPfVUjTpz5sxh7ty5Ncq6du3KkSNHGuslnJeESSGEaEPyS0ysO5TKL3sT2RmXjXLWeSudhutDvHlqRGc6ezmWlzV9O4W4ZKZiiF2rzoM89gcoZrX84I9VYdLZH8YtqHpM+6vVP+M2q0NbQf0zbrMaMCvOn4/e+txhs4KiwIg5VUGzInzmJYG5FBRLzfq/PlwVPHUGcPbHwaU9t7u05/b+YWTedy+/HUxhRVQye09nA+qHaq1GXQioxGSmyGjmVGYh7ewMlZed+eN+YpLz6OFX1YPZ3cdJhq+LFm3doRTmroohJbcE/EfAoh34ONswe0wIo3v6NHfzLtjSpUuZOXMmCxcuJCIigvnz5zNq1ChiY2Px9PSsVb+oqIiOHTtyxx138PTTT9d73R49evDnn39WHuv1zfvvWX6bCCFEK2css7AxNp0VUcn8eTiN0rKaH1Q1wIBAV+4cEMBomQcpWiuLGVY/VXsepG8fCJ0IPW+r/7HDZ0FBOvz2L3Voax/g700Q8SiMnndBq7deFI0G+t5Xu9xsKg+UpmplZeDZXR1am5sEZqM6VzP7pHq+YzzuAx5k0sBAJg0MpOyd7hSWaTlhcuNoaTuSStxJVDzINHjRzr8rW49ncnWwG3qdlqiEHOIyC4lNy2dZZFJl04Lc7QkLcOHdO0Kl51K0KOsOpfDot5G1vghNzS3h0W8j+eTevs0aKPPz88nLq/r9Y21tjbW1dZ1133vvPaZOncqUKVMAWLhwIWvWrGHx4sW88MILteoPGDCAAQMGANR5voJer8fb2/tyXkaDkk8UQgjRClksCrtPZfPrviRWHUimsNRceS7Yw54xvX3ZeDSD0T3VfexkHqRolfKSwUldeAatDjKPqUHSOUAdytr7LvDoUvdji7Lh1Fa19/HUFsioNgysIj/t/ETt0fQfoN4CwsG3L1g7NM7r0VlBu8CzyvRw/2r1vrkM8pPPGj7rX1XXWIS+IBlnoC+J9D3rU9zWhB7cu/jfuDsYuLm3L196/0xZBxeOG13Zn+/Etix7DubbczKjEGu9rkaQfOSbvWi10NPPmZ6+ai+mq70BIZqK2aIwd1VMrSAJoKD+s527KoaRId7NNuQ1JCSkxvHs2bOZM2dOrXpGo5G9e/cya9asyjKtVsuIESPYvn37ZbXh2LFj+Pr6YmNjw8CBA5k3bx7t27e/rGteDgmTQgjRihxJzWP5vmR+jUwkLb+0xjkHax3fT72KXn7OaDQanhpZz4dsIVqyggw49DPsXwJph+CZWLAv38vx2v8AijosVXvWaqYleRC/XQ2PcZsg9ZBatzoHT7WHsuKTqUYHRVlwdJ16o7zMKwT8w9Vw6T8AXDs2fO9lXXT6qgV76qK3gacOnTVn8zTKmXhKs05jZehMuzNWZBYY+WHbUebYfANAMDCq/BKKrY4SO2/SPUYCgwEwmS3kxm4mwdyO9QddMaOOffd1tqGnnzODO7tz38DARn3p4spRWmYmt8hETrGJnCITZ4qM5BaZcHe0Voe21kMBUnJL2BWXzcBgt6ZrcDUxMTH4+flVHtfXK5mZmYnZbMbLy6tGuZeX12XNb4yIiODLL7+ka9eupKSkMHfuXAYPHsyhQ4dwdHS85OteDgmTQgjRwiXlFLMiKomVUcm1FtIBMOi0jO7pza19/ejp6yzD1kTrYypW94PcvwSOb6iaB6nVQ8Iu6Hajehw4qOoxxiJI2AFx5YvoJO+relwFj24QOFidF5kcCVv/V3s11773q72bCbsgcbc6DDX1oHrb87l6HTv38p7LAWrI9OsLBvtG/7HUotWWb0cSAB2q5nlqABsgAthltrD1WCbr9h7j/dgJeFrS8ddkqDdtFlZKGbaFSXSwL6t6vKmYH/RzQA9mtGRo3DhtdiOxyIPEox7kFIfDwEcBdVGfGd/vI9jDnh7l8zB9nW3k984V6kyhkdS8EnKKTOQUGSsDYk6xGhCfH92NduU93P/74yj/t/kkxSZzndd6YXS3C3rO9Pz6A2djc3R0xMnJqdme/4Ybbqi837t3byIiIujQoQM//vgjDz74YLO0ScKkEEK0QDlFRtYcTOHXyCT2nD5TWa7VgEVRPzxe1dGN2/r5yzxI0bqd3ARL761/HmRFr2RZKSTuKe953KwGP4up5rXaBanBMWiIGiIdy3sFNr1VFSSrr+YKaqAc/m+48yv1ODcJEndBwm71z5T96uI4R9eqNyjvvexR3nMZrobMdkFN03t5HlY6LcO7eTK8mydFxgj+PJzOV1FJbIzNwGwx40kOfppMghK86bvzNDf29KFdWQ64dYKcBHTmUryVDLy1GUSg9qAk2VT1AidlZPPi0dtJilXnav6iuHPGygeDeyCufp3o06MH4Z1bzyIpVzpFUSgymrG10qEtHzoalZDDoaRccovLA2J5L2JueUj89qEIPB1tAPjwr+Ms/ieu3utPGRRUGSZ1Wk1lkKxYPMrF1gpnOytcbK1wd6y7l+9sFc/dkrm7u6PT6UhLS6tRnpaW1qDzHV1cXOjSpQvHjx9vsGteLPn0IYQQLUSJycyfh9P4NTKJjUfTMVdbR+eqjq6MD/Mj0M2eqMQcmQcpWq+MWCgtAP9+6rFXTzAV1Z4HaS5Texsjv1LDY/xOdY/H6pz8aoZHl4Dazwfq4j0VQbK6imNLtZ4SZz9wvgV63KIem0og9UB5z2V5yMxPVstSD8Duz9R69h61514a7C7vZ3WZ7Ax6xob6MjbUlzOFRtYeSmV5VBK74lyJTIRfEg8xe0U0Q7t4MHbwSkZ298DOmF1r2xO/DlU9wg6labhosvDTZBFO+V6bCpCh3g4k3gSdvwcgJy+PQz/8BwevIDwCuuDdvgu6dgHqqriiQSmKQn5pGTmFauDLKTIxMNgNK536RcCKqCQ2H80kt7gqHOYUmcgtNmIyK+x88Tq8nNSQtjIq+ZwB8UyhqTLQuTsacHewxqU8ELrYWeFsa6hxXOGeiPaMD/PD2c4KR2t9ZXitYLYo5Pw2l7wSCx+Yb631vE/oluFkoyU86MbL/nk1NoPBQL9+/diwYQPjx48HwGKxsGHDBmbMmNFgz1NQUMCJEye47746FvxqIhImhRCiGZktCttOZLJ8XzJrD6VQZKw9/OeuAQG8cVvvyuOrmmmuiBCXrPo8yJQoCLgKHlyvnrN3g4e3gHsXSI+GY+vh93/D6e1gPGtYt71HVXAMGnLhcxmHz6r/3NkB82xWNmo4DKi2N1xuYtWw2ITy3svCDHWobuxvah2NDrx71px72S6w2Xov29kbuDuiPXdHtCc5p5hV+5NZEZVMTEoeG46ks+FIOrZWOq7v4cW4sA4MDulfGUSqc/HuCA9tUFefzYmnLDueovSTKGfisS1Kwtm3c2Xd48eOcE3Kl5ACRFVdI8/KHZODP7o+d+My5GG10FwGZ+LUBYesLuCLsr/nqYsy1fX+bXqr/AuEc7zvLZTFopBXYqoW+IzkFps4U6gOIX1kaDA25fs5fbDhGMv3Jam9hsUmzJaac4SrB8QDibn8EplY7/OeKTJW1u3p58T1IV5qILQz4FweCl3KQ6Jfu6r357FhnXhsWKcLem1uDta4nWNtK51Ww9Cu3nSO+UB9fdUC5RO6Zcy0+pljXZ9oNftNzpw5k8mTJ9O/f3/Cw8OZP38+hYWFlau7Tpo0CT8/P+bNmweoi/bExMRU3k9KSiIqKgoHBwc6dVJ/xs8++yxjxoyhQ4cOJCcnM3v2bHQ6HRMnTmyeF4mESSGEaHKKonAwKZfl+5JZdSCZjLMW0gGw1qvzIG/p48c1ndyboZVCXCZTMRxZo+4HefY8SDtXddhq9smqYauntkJJTs1r2LhA4DUQNFQNjx5dW8RQUpz91VvP8g+7phI1UCbuqgqZ+SlqWcp+2L1IrWfvUTUs1j9cHc7bDL2Xvi62PDw0mIeHBnMsLZ+V5cEyPruIFVHq/XZ2VtzU24dxYX70a9+uqhfJygb8+6s31A+SlTPIFIUO1bY9cXG0Z6f7rejzEnAqTcGPDOw0pTiZMuFMJgcTrsalvG7SqcP4fXONehkHLzQVCxFV3AIi1KHFFbQ6+Pt1LIrCzoCHKje3j0j4DO3G/6o90S3E8fQC4rMLy+cVVgwZrZpf+Ol9/SoD4nO/HODnvfWHvrsGtMfbWa2bV2ziZGZhjfO2Vrry3kErjNW2ibq2m2eNHkTn8nDYzl7908aq6ouDW/v6c2tff5qUooCi0PnOVzn2I8yM+QAtFuabb+fxiiAZ8gSd73y1adt1GSZMmEBGRgYvv/wyqamphIWFsW7duspFeeLj49FWW0gsOTmZPn36VB6/8847vPPOOwwdOpSNGzcCkJiYyMSJE8nKysLDw4NrrrmGHTt24OHh0aSvrTqNoih1rcB7RVqwYAELFizAaDRy4sQJEhIS8Pdv4n9MdRk7FlaubO5WiIYm72ubYbYo7IrLJn32a3jOfYnwINc6vzk9lVnIiqhklu9LJC6rqLLc2VaPyaxQbDRzVUc3bu3rxw29fGQeZEsh/1YvzZJ74MjqqmO/fhB8HVg7qYvhnNqi9uZVZ3CADoMgqLzn0atX7VVbG0Jjv6eKovZe1ph7eaD2HE+tXh3mW33upUuHZgnMiqIQlZDDiqhkVh9IJrPAWHnOz8WWMaG+jAvzpZu34yUttmO2KJxMz+foqdOknD5KXsoJxo0cTnAPdV+9dWuXM3jHNOw1tb9cAzANfh6r615UD7Lj4JcHyc/PwzHvGH+a+7DUPJwbtTu4Rb+NuE6TCLr3Q7VuYRbEbawMKygW9Ub5fe/e4NO7qm7MrzXqlpnNlJjKKDGacOsyEE35IlB/7TuCVeQXlJrKKDGVYTSZKTWVUWoqw1hmZtKdd2ATog7HfGnJP3Q49BEaFLQoaKrdtCiMuXk8LlepwxTfWBFJ8O7ZWOk0WOs0WOs1WOvAUH6/Y59rcRiqDpM8kZZDu9UPYaXTYNAq6DWg01D1GgPCYfiLVT/Er8aoe5xWnK/+8/DrBze/V1X3s5HqPOaz6ykW8AmFCd9U1f10COSn1q6LAh7dq0YhAHw8ELKOV9WreB9AnXf8ZBQAlo1vot34X8yKFp3GgmXYi2iHPX+Bf9saXmJiIgEBAS0nG7Qg8kmlmunTpzN9+vTKvzBCCHE+6w6lMGdlNKl5peA/AhbtwNvJmjljezC6pw8Z+aWsPpDM8n1J7E/MrfHYG3t5c2sff4Z08WBf/BkCXO3wdZF5kKIVSj8CB5bAgIeq9kUMGa/OefTuDRqtOrx181s1H6e3hfYR5UNXh4BvmLoXY2un0VStutrzNrXMVKL+DKrPvSxIVctSomDX/6n17D2rhsUGlPdeXsiwz8tusoY+7dvRp307XrqpO9tPZrEiKpl1h1JJyilm4aYTLNx0gi5eDowL82NsqC8Brhfeq6rTaujs7URn715wVa9a5y3+EUzzX0FCUjJOpcn4azLx12TgV/5ngC6YirU+k+IO45e0l4qNEEbo9jFCt6/yWt8etjDgUIq6uX3Wcfj5gXrbpQz/N5ryMPnTxl3csfuZGuf1gEP5zaQ8hVV5mNwZfYJZCQvrvW7hUVcoD5PBLlqm6H+rt64x2QtQw+ST1wZhu29z+Q8FMJ5VOcOl8m6wuwMk/FHvddGftVBN/A4wn33BcjZnrVCaGQsluXXXdfCseVyQAQVpddctPWuoutlYfxuqbeWjHfY8bHoDHRbQGZo1SIpzkzAphBCXaN2hFB75NrJWeWpeKY98G0mIjxNHUvOw1DH+w83BwMyRXejkqX4ciugo8yBFK1OQDgd/VkNkyv7yQq26R2PcJji5Wd1mIy+p6jFaKzUgVcx59O9/5SzGYmUD7a9Sb1Dee5lQc+5l6gEoTFd7dCt6dbV68O5Vc+6lS/tG7b3U67QM7uzB4M4evDa+J38dSWdFVBJ/H8ngaFoBb6+P5e31sfRt78K4MD9u6u2Du8PlvY839vLhxl4+KIpC4pliopNzOZSUx8akXKKT89gQMbSy7g+nnThmfLoybN6vW49Wo2BRIErpRIbiUrm5/f82pzJYCaHMosFSo09QPb7GKRBD+XWP5mhZax5Qo54FLQqg1+kY7Nod5/K6oZ3as/fMGKz0egx6HQYrHQa9HoOVHmsrPfadBle2d8rwnqB9Qv1SRaNV37uK+2gw+IRW1rW1tYfrZtdbF7dq8xM1Wrh5fv11nXxr/pBv+7zqcWfXtTvr/6C7flCHplevU/E4w1kTH+9bBpayuuue/e978uqq66Kp2XatrqreprfUHkuLBjCqx+eb3yyahQxzrUOL68qWIVZtk7yvrZrZotDvtT/IKTKdv3K5s+dB6utY3EK0QPJvtUpZKRxepS6kc+KvqnmQGg1Y2YGx5vwtNDq1Z61ixdWAiGZf4RRoue+pqRiSo2rOvayrx8fBq6rn0j9c7dFtgt7L3GIT6w+lsmJ/EttOZFHxCVKn1TCokzvjQn0Z1QRbFT21ZB/Lo5IBeFy3jGesfqZU0WOtKeNd0+18WL5wyw9Tr2JZZCI/lc9BrGs7iv9NCMPFTo2Tu09lk5xTXL7gjKFyNVInG6taK4+KRrTpLfj7deJDn2bfL7n0uc2Z9vv/V/eKzE2kxWWDFkR6JoUQ4hLsOJF1wUHy6mA3bukj8yBFG1CYBcsfrT1MTVHKg6RG7UWrCI/tB9YePifqZ2ULHQaqN1B/rjnxVT2Xibsg9aAaMGv1XvauOTzWOaDBey+dba24c0AAdw4IIC2vhNUHUlgZpQ7h33w0g81HM3jx14OMCPFiXKgvQ7t6YK3Xnf/CF2l4N0+WRyVXBsmKAFlxDPCh+VbS80uYeX0XnriuM852VjgYam9HUd2AQNcGb6u4SOVB8v90d/HfnQPAH9gJL9rfxbS/X1frSA9liyKfaoQQ4hJsP5l5QfWmDApk9pge568oREuTfgT2faPOswoarK64mhxV1RtZwaNbVXjsMEhdqVU0DI0G2nVQb71uV8tMxepc1OrDYwvT1UWNkiNhZ/k8PgfvqlVjA8LBJ0wdattAvJxsePCaIB68Joi4zEJWRiWzIiqJk5mFrDmQwpoDKTjZ6Lmxlw9jw3yJCHJrsC0dPB1tagVJoPLPikDp6XiV7MfbyhxPzWGl6XY+KBlbo3xe4VgKdGWMTc3hwjYiEU1FwqQQQlyk3GITW45dWJi0N8ivWdGK5CTAP+/D4ZU1h1cm7am679qxas5j4GBw9Gr6dl7JrGyhw9XqDc7Re5mqDkk+vEqtp7VSVy2tvjWJs3+D9F4Gudvz5IjOPHFdJw4l5bEiKolVB5JJyytlye4EluxOwMvJmjG9fRkX5kdPP6dLWhG2QniQK9E2Wt4rqQqSFT4034oGcLbREh4kX2y0JmaLwr0nriXVXHtFXwX1vf3ppA1bLUqr2WvySiCfcoQQ4gKZLQo/7Ung7fWxZBXWtxpdTQODZWEd0YKZTWov175v1dBRnF27jq0rdBoJwcPU8Ogiq523KHX1XhqLqq0cW633Mmmvetv5iVrP0afm3Euf0MvqvdRoNPTyd6aXvzOzbuzOzrgsVkYl89vBFNLySvlsaxyfbY2jo7s9Y8PUYBnkbn/Rz6PTavC/5RUe/TYSDdXXAAUNauj45Ja+EjiagaIolJgs5Bab6r3l1VN+ptBIWV0r1lVcG0jJLWFXXLb839qCSJgUQogLsPd0NnNWxnAwSV0q3dFaR36p+ZyPaWdnxVWySqtoSSxmtdfq5EZ12GrCTjAW1KxTsfdhrzug243q3m/NsO+huAwGuzp6L09X7XmZUN57mZ+i9kIfLl+MSGulBsoacy8vbbERnVbD1cHuXB3sztxxPdgUm8GK/cn8GZPGycxC5v95jPl/HiPU35mxYX6M6e2Dp9OFB9nRPX345N6+zF0VQ0puSWW5t7MNs8eEqNuCiEtSXyDMKTKeMwzmFpeRV2zCaLY0avvS80vOX0k0GQmTQghxDml5Jby59gjL9qnbGzha63lkWDDLIhMpyCjkXMthz7u1l3wzLpqXokD6YTi1RQ2PJzfWDo82LhA4CMxl6j6RnUdKeGxrNBpoF6jeet+hlhmL1F7pij0vE3dBYYY6pLn6sGZHX3ULl8vovbTW67i+hzfX9/CmoLSM36NTWRGVzNbjmexPzGV/Yi6vrYnh6mA3xoX6MaqnN862599vdHRPH0aGeLMrLpv02a/hOfclwoNc5fcuaiAsNpmrgl7RhfUONlQg1Gk1ONnocba1wtnOoP5pa4Wzrb7affXmVP7niYwCnvgh6rzX9nRsuLm/4vJJmBRCiDqUlplZvPUUH/11jEKjGY0G7uwXwL9Gd8XdwZqbevlwKquQEpOZOStjSM2r+qbUR74ZF81FUSD7pLrPY9wWNUQWZtRd19EH7v5R7YXUyjY1VxyDnfolQuAg9VhR4Myps+ZeHoL85Jq9lzpDHSvHXnjvpYO1nlv7+nNrX38yC0r57WAKK6KS2Xv6DP8cz+Kf41m8tPwQw7t5MC7Mj2u7eWJjVf+KsDqtRh3ymHcC2tjQx7MDYU7RhYTBqnMm8+Xt/qfTamoFvvMFwoqbg7X+oufFdvN2In3lHPJKLHxw1lxYgCd0y3Cy0RIedONlvS7RsCRMCiHEWf46ksYrq2I4lVUEQJ/2Llwf4oW9tb5yY+5Ad3sCy+f6yDfjolnlxKvBMW6zGh7zkuqvq9Wr8x/DJkLnUQ26uqdo5TQacA1Sb73vVMuMhbVXji3KrLv3ssbKsaG1N6uvg7uDNZMGBjJpYCAJ2UWs3J/M8n1JHEsvYH10Guuj03Cw1jOqhzfjwny5Otit1v68Zoui/v51CsbzRFaL+/2rKApFRvM5Q19TBcJz3WqEQTv1T3uD7rIWSrqUtg7t6k3nmA8AagTKJ3TLmGn1M8e6PtGi3l8hYVIIISqdzCjg1dUx/B2r9uR4OFrz/OiuxGcV8ea6WLQa6OXnTJ/27Wo8ri1/My5aoPzU8l7HzWqAPHOq5nmtFQREqNt5JEfB0bVqD1LvCdDzNtm6Q1w4gz0EXqPeoLz3Mq7m3Mu0aLX3MmaFegO199In9KyVY/3O+VQBrnZMH96Jx4YFcyQ1nxVRyazan0xSTjG/RCbyS2Qi7g4Gbu7ty9gwX/oEuLA+OrVqzqT/CFi0o1FGhpwdCCt6CC8kDOaVXH4g1NfbQ9jyAuHl6nznqxz7EWbGfFC5guvjFUEy5Ak63/lqczdRnEXCpBDiildQWsaHfx1j8dY4TGYFK52GB8r3T5u9Ipq1h1IBeGBQEL38nJu5teKKU5RdNecxbgtkxp5VQQuOnlBaoM6HvHcZdByinjpzCka9Dm7BTd1q0RZpNOrWMK4dIXSCWmYshKTImnMvi7LUnszE3bCj/LFOfmetHNu7zt5LjUZDdx8nuvs48dyoruyNP8OKqCTWHEghs8DIl9tO8eW2U7g7GMgsqL2qdmpuCY9+G8kn9/atESgVRaGwIhBe5HDR3GLTOVcZvRB1BUIXu3MPFa242bWyQFjJbFL/fhgLwVR0wfc76wpR3LrwTNbPzNT/gkajYBn2Ip2HPd/cr0jUQcKkEOKKZbEo/LoviTfWHSEjX93XanhXD/5zcwgGvZbJi3dzOCUPg07La7f05M7+siWCaAIluXB6W9XQ1bSDZ1XQgGd3dcuOvCS1pyhf/cIDG+ea+0O2C2yqVosrlcFe7QUPGqweV8zbrT73Mi1a/bsakwQxy9V6OuvaK8c6+da4tFarYUCgKwMCXZk9pgdbj2WyIiqJ9dGpdQZJqNom5MklUXT1PkF+SVllMLzcQGil01xc72BrCIQWixriTEXql1HGoosKfue8bzFdcrMqflIajQI6A1oJki2WhEkhxBXpQGIOs1dGsy8+B4BANzteHhPCtd282H0qm0e+2UtWoRF3B2s+va8v/TrI0EDRSIyFEL+jas5j8j5QzlpJ0aM7BA1RP7DbtIOvx1TV0VpB5+vVniKZBymam0aj9oS7BUPoXWpZaQEkR1bNvUzcXd57WR42Kzj515x76d0b9AYArHRahnfzZHg3TzbGphP1zfOYFS0f1rFQy+O6ZeiwMD/x9lrn6gqELucKg9V6D22tmikQKgqYjWcFturB7zLum4oav/1aPVjZq188GOzAyg4MDue+f2orHF0HikZ97ZvegqHPNX5bxUWTMCmEuKJkFpTy9rpYftybgKKAvUHH49d1ZsqgQKz16oqBBxNzySo00sPXiUWT+uPrYtvMrRZtiqlE/TBdMXQ1cU/tb/Bdg9XgGHiNGhbNpqotHSwWdcETJx+ZBylaB2uH8i9Dyodf19t7mQjRiRD9q1pPZw2+YTWHxzr5kFtswqxoecbqZ4AagfJx3TKesfqZd02389A1QYwM8Wq6QGgx19NbV6iGt+r3Lzj4lV9DOfe+xg3CqjzsGezPf/9CAmHF/fIvBC7YprfUIDn83/DuVnjmGvj7dfWcBMoWR8KkEOKKYDJb+Hr7aeb/eZT8kjIAbu3jx/M3dMPrrI2ypwwKxNagY3yYH7aG+pekF+KCmE1qb2PFdh0JO6HsrE23nQPUD9qB5cMFS3Jh/xL4/WV1cRN7D+gxHnRW6jYej21Th7QK0RpdSO9lwi4ozlb/vSTshO3lj3UOYJBLKFG047uya2sEyupB8kPzrfzQ3YuIjmctiqYoFzGUs44QeK765tLG/9nprMuDWvWevnPdv8BwqLdtGVsEbXpLDY7D/60Gx3e3VgVICZQtkoRJIUSbt+VYBnNXxXA8Xd2svZefM3PGhlQOXc0pMvLmulhm3dgNJxsrNBoNE8PbN2eTRWtmMUPqgao5j/Hb1Z6G6hy8yoNj+dDVdkHqXMeDP8MPd0FqtXmSNi7Q7Wb1GrblKwlLkBRtTX29lxU9lwm7IT0achNwz01gtpVazVTeQ/mU/hd0GoUYS3t6ak+x1PAm4X9bw+91BD8ub+7keWm0ao+cld0l9u6dIxzq2vhHd4u5KkhWV3FsaYIeWnFR2vjfSCHElSw+q4jX1sTwe4y6IImrvYHnRnXljv4BlftUHU/P56Gv9nAqq4i8YhML7unbnE0WLcHf80Crq/vb701vlX/YmVVVpiiQfrhqzuOpLWrPYnW27aqFxyHg3kXtnalu24ew/SP1vtYKuoxSh7F2GXVBe/YJ0aZU770Mm6iWleZXrhybHrMFq5S9tNOoX9ToNGpADNHGE0K8mhcTz/McetvL79Grcb88QOqta//7Fhem+u/Ws0mPZIskYVII0eYUGcv4ZOMJPt18EmOZBZ1Ww6SBHXhqRBecba0q6/11JI0nfoiioLQMPxdbZlzbqRlbLVoMra7u4VQVw6+GvQiZx6v2eYzbom7kXp21E3S4umroqlfPqiFkFjOc3AgHlkLYPVWrYPaeoPbChE6AHrfKPEghzmbtCB2HQseheA75F+sOJpP767NMsKzBrGjRaSxs1/TBqc84enTwPfcwUCu7ljGsU4hWTsJkNQsWLGDBggUYjXUvNy2EaNkURWH1gRT++9thdRNrYFAnN2aP6UEXL8ca9T7dfJI31x1BUSA8yJVP7umLm4P0/ghqz88BWP8ibF+ghsK9X8LG/9Z8jN4WOgws730cqm55cPZwtNRDcGCJOpQ1P0UtU5SqMOnTGx76o1FekhBt0ejsb8GyhvjQp9n3Sy59bnNm4P7/gfONVftgCiEalYTJaqZPn8706dNJTEwkIED2kxOiNYlJzmPOqmh2xWUD4N/OlpduCmFUD68aK/eVmMy8uOwgy/YlATAxvD1zx/bAoJdvqEU1g59V92/8+3XoA2zfpJanHVL/1BnUlSUrhq369at7xUKzCXYuVBfTqXgsqPMge94KoXc39isRom2qtlBL+6HP0f6LsXDLSnC1k4VahGhCEiaFEK3amUIj7/4Ry/c747EoYGOl5bFhnZg2pCM2VrVXYi0oLWPHySx0Wg2zx4Rw31UdWuZG0qJ55CZC1Pew71vIOa2WVfz18A8v35x9CAREgFU9W8ZYzOpQWVD3V9v7FWQdq5oHGXqXui+kzIMU4tLJQi1CtAgSJoUQrVKZ2cIPu+J55/ej5Bare/Td1NuHF2/sjt859oV0d7Dm/yb1J7fYxKBO7k3VXNGSlZVC7G8Q+Q2c+IvKlR511upS/4oGNAp0Hll/T4fFrG79sX+pOo/yiUg1bGo0MORZdSVWmQcpRMORhVqEaBEkTAohWp0dJ7OYszKaI6n5AHTzdmTO2B5cdfZ+YuVWRCWhKDC+jx8APf1kWwWBukl65DfqQjjF2VXlgYPV1VcPrzz/ptl1zYMEOL4But+s3q/YR08IIYRoYyRMCiFajeScYv7722FWH1A/tDvbWvHs9V2YGN4eva72nEeLReGd32P5eOMJDHotIb5ONRbiEVegklw1+O37Vt0gvYKjL4TdDX3ugZVPVAXJujbNjtsM1/4H1sysOQ/Stp3a+xh6F/gPaNrXJYQQQjQDCZNCiBavxGTm/zaf5OONxykxWdBq4O6I9jwzsivt7OtY9AR1buRTS/bx5+F0AB4YFESwh0NTNlu0FIoCp7aqATJmBZQVq+VaK+h6A/SdBMHXVs1zrEtpQc29I+3d1SCptYKuo6F3xTzIuv8+CiGEEG2RhEkhRIulKArro9N4bU0MiWfUABAe6MrssSH08K1/qGp8VhEPfb2bo2kFGPRa3rqtd+UQV3EFyUuuWkznTFxVuUc36HOf2oNoX8e82ftXV60UmXUCOhyGNwPBYqq54McdX6mL8cg8SCGEEFcoCZNCiBbpWFo+c1fFsPW4uhm8j7MNL97YnZt7+5xz9dVtJzJ57LtIcopMeDqqi+2EBbg0UatFsyszwtF1sO8bOP4nKBa13OCobsXRd5K6jUd9f4dK89XHZR0HvY06H9INsAB27nDNzKq6PcY38osRQgghWjYJk0KIFiW32MT7fx7jq+2nMFsUDHotDw/pyKPDgrEznP9X1o4TWeQUmQj1d+b/JvXHy8mmCVotml36ETVA7l8CRZlV5e2vhr73Qcg4MNif/zo/TIRTW2qXa63gX8frD6FCCCHEFUjCpBCiRTBbFH7ak8Db62PJKjQCcH2IFy/dFEJ7N7sLvs5TI7rgYmfg7oj2de4zKdqQkjyIXqYOY03cXVXu4A1hEyHsXnDvVPtxigLpMXDkNzi6Fu7+CezLVwLuMgrykqDrjeocyX3fgEUDmGDz27LlgBBCCFGNhEkhRLPbe/oMc1ZGczBJXeAk2MOe2WN6MKSLx3kfm11o5IMNx3jhhm7YWOnQajU8cE1QYzdZNBdFgfjtaoCM/hVMRWq5Vg9dRkOfe6HTSNCd9d+buQzit6kBMvY3yDldde7YenUlV4CIR2HgDDU4bv/o/FuDCCGEEFcwCZNCiGaTllfCm2uPsGxfEgCO1nqeHNGZyVcHYlXHVh9nO5ySx9Sv95B4ppjSMgvzbu3V2E0WzSU/tWoxnewTVeXuXaoW03HwrPuxcVtg6b1QklNVpreBjsPUHshOI6vKdfqqxXfq2xoEJFAKIYQQSJgUQjSD0jIzX/xzig83HKPQaEajgTv6+fOvUd3wcLS+oGusj07l6aVRFBnNdHCz44FBgY3baNH0zCY49jtEfqP+qZjVcit7dTGdPvdBQHjNeYx5yRC7Fhy9odtNaplHV3XIqp2b2nvZ9UYIHl7/HEqLueaqrRUqji3mhn2dQgghRCslYVII0aT+PpLOK6tjiMssBKBPexfmjOlB6AWuuKooCh/9dZx3/zgKwNXBbiy4u2+9+02KVijjaNViOoXpVeUBV6nDWHvcAtble4YqCqQeUgNk7BpI3qeWBw6uCpMOnvDwJvDqee69JCsMn1X/OemRFEIIISpJmBRCNImTGQW8ujqGv2MzAPBwtOaF0d24pY8fWu2FrZBZbDTzr5/3s/pACgCTB3bgpZtDLmhIrGjhSgvUOZD7voGEnVXl9h4QOlHthfToUvMxf8xWF+DJia9WqAH/AepCOtX5hDZa04UQQogrlYRJIUSjKigt48O/jrF4axwms4KVTsMDg4KYcW0nHG2sLupamQWl/HM8E71WwyvjenJ3RPtGarVoEooCCbtg39dw6Fcwqb3VaHTQ+Xp1S4/O14POSt3/8dif0HlE1ePTotUgqbeBjsOh6w3qrb65k0IIIYRoUC0iTC5YsIC3336b1NRUQkND+fDDDwkPDz/v45YsWcLEiRMZN24cy5cvryxXFIXZs2ezaNEicnJyGDRoEJ988gmdO3duxFchhKjOYlFYHpXEvLVHyMgvBWBYVw9evjmEjh4Ol3TNAFc7Prm3HwBXdXRrsLaKJlaQDvt/UBfTyTxaVe4arAbI0InqnMe8ZIj8Sl2B9dQWMBvhqUPgEqDWH/Qk9Lv/3PMfhRBCCNFomj1MLl26lJkzZ7Jw4UIiIiKYP38+o0aNIjY2Fk/P+r9dPnXqFM8++yyDBw+ude6tt97igw8+4KuvviIoKIj//Oc/jBo1ipiYGGxsZANzIRrbgcQc5qyMJjI+B4BANzteHhPCtd28LvpaP+9NxM3ewPBu6u8DCZGtlLkMjv+pDmM9ug4sZWq5lZ06B7LPvdB+IJw5BZFfw5E1kBJV8xquweoekBVhMqj2738hhBBCNJ1mD5PvvfceU6dOZcqUKQAsXLiQNWvWsHjxYl544YU6H2M2m7nnnnuYO3cuW7ZsIScnp/KcoijMnz+fl156iXHjxgHw9ddf4+XlxfLly7nrrrsa/TUJcaXKLCjl7XWx/Lg3AUUBO4OOx6/tzAPXBGKtv4CFT6oxWxTeWHuYRVvicLTW89uTgwlwtWuklotGk3VCDZBRP0BBalW5X3+1F7LbGNBbVy2okxxZtf1GxfzHbjeqK7C6d6m5cqsQQgghmlWzhkmj0cjevXuZNatq5TytVsuIESPYvn17vY975ZVX8PT05MEHH2TLli01zsXFxZGamsqIEVXzapydnYmIiGD79u11hsnS0lJKS0srj/Pz8y/nZQlxxTGZLXy9/TTz/zxKfona43RLHz9euKEbXk4XPxogt9jEEz/sY9NRdbGeKYMC8XOxbdA2i0ZkLISYFeqWHvHbqsrt3NQhrD1ugdwEdfjqHy/DwMdh6L/UOp1GQteb1AV0ZP6jEEII0aI1a5jMzMzEbDbj5VVz6JuXlxdHjhyp8zFbt27l888/Jyoqqs7zqampldc4+5oV5842b9485s6dW/vElClg2wI+wO7aBWPHNncrRENrI+/rVns/5ngP4rh1OwB6FmcwJ/Uf+sekwXcXf72TBmceChjFSet22FhMvJO8kZs/+hQ+auCGN4Y28p5eGgXs8sE9Fdqlg85cWUyeK+S4gdYCKd/BPwtAq1Q9dMUCeHfLWdf7pfzWAlzR72sbJe9p2yPvadvUUt7X4uLmbkGL1ezDXC9Gfn4+9913H4sWLcLd3b3Brjtr1ixmzpxZeZyUlERISAh88QX4+zfY81yysWNh5crmboVoaK38fU3ILuK1NTGsj04DwNXewHOjunJH/wB02vsv6Zqbj2Yw4/tI8krK8HG2YdGka+jpN77hGt3YWvl7ekkKM+HAUrUXMuNwVXm7IHUeZOhEtXfxrY5Qmld13jW4fPjqTRAQfmH7PzaXK/F9bevkPW175D1tm1rK+5qYCAEBzd2KFqlZw6S7uzs6nY60tLQa5WlpaXh7e9eqf+LECU6dOsWYMWMqyywWCwB6vZ7Y2NjKx6WlpeHj41PjmmFhYXW2w9raGmtr68rjvLy8OusJIaDIWMYnG0/w6eaTGMss6LQaJg3swFPXdcHZ7uK2+jjbHzFp5JWU0be9C5/e1x8PR+vzP0g0PYsZTvylLpQTuxYsJrVcZw0dBoK1k7qVx+BnquY4dh4JuYnl23fcVHvPSCGEEEK0Os0aJg0GA/369WPDhg2MHz8eUMPhhg0bmDFjRq363bp14+DBgzXKXnrpJfLz83n//fcJCAjAysoKb29vNmzYUBke8/Ly2LlzJ48++mhjvyQh2ixFUVh9IIX//naYlNwSAK4OdmPO2B508XJskOd4eUwI/u1suX/QxS/YI5pA9knY9x1EfQ/5yVXl7QLB1hWyT8DJjVXlmUfBo6t6/9ZFLbv3UQghhBAXrdmHuc6cOZPJkyfTv39/wsPDmT9/PoWFhZWru06aNAk/Pz/mzZuHjY0NPXv2rPF4FxcXgBrlTz31FK+99hqdO3eu3BrE19e3MrAKIS5OTHIec1ZFsysuGwA/F1v+c3N3RvXwRnMZq2tm5Jfy2ZaT/GtUV/Q6LVY6LQ8PDW6oZouGYCyCw6vUFVlPVZvXaNsOPEMgYZe6nceZU2q5nRt0uUEdwurSvqq+BEkhhBCizWn2MDlhwgQyMjJ4+eWXSU1NJSwsjHXr1lUuoBMfH49Wq72oaz733HMUFhYybdo0cnJyuOaaa1i3bp3sMSnERTpTaOS9P47y3c7TWBSwsdLy2LBOTBvSERurywsH0cm5TP1qD8m5JWg0Gl64oVsDtVpcNkWB5H1qgDz4C5TmVp3zD4eBj6lbdZzcCN/f2brmPwohhBCiwVxcSmskM2bM4PTp05SWlrJz504iIiIqz23cuJEvv/yy3sd++eWXLF++vEaZRqPhlVdeITU1lZKSEv7880+6dJH5OUJcKLNF4Zsdpxn+7ka+2aEGyZt6+7DhmWE8cV3nyw6Svx1M4fZPtpOcW0JHd3vu6N8CFroSUJQNOz6BhdfAouGwZ7EaJKuHww4D1a099NYQNBSm74LH98L1r6nnJEgKIYQQACxYsIDAwEBsbGyIiIhg165d9daNjo7mtttuIzAwEI1Gw/z588957TfeeAONRsNTTz3VsI2+SM3eMymEaFl2nsxizqoYDqeoC1F183Zk9pgeDAx2u+xrWywK8zcc44MNxwAY0sWDDyf2wdn28hbuEZfBYoaTf8O+b+HIGjAb666jt4GOw8F/QFW5lU3VnEghhBBCVFq6dCkzZ85k4cKFREREMH/+fEaNGkVsbCyenrX3UC4qKqJjx47ccccdPP300+e89u7du/n000/p3bt3YzX/gkmYFEIAkJxTzH9/O8zqAykAONta8cz1Xbg7vD163eUPYigsLeOZH/ezLlrd7/Wha4J44YZuDXJtcQnOnFIX0tn7NRSkVJV79YIzcWAsqDn/seMwMNg3V2uFEEKIVuW9995j6tSplevALFy4kDVr1rB48WJeeOGFWvUHDBjAgAHqF7Z1na9QUFDAPffcw6JFi3jttdcap/EXQcKkEFe4EpOZRZtPsmDjcUpMFjQauDu8Pc9c3xVXe0ODPU9STjGbj2Vg0Gl5/Zae3NFf9mtqcqYSdTGdnZ9A0t5qJzQw4CHoex/4hMKhZeDoI/MfhRBCiGry8/NrbCF49vaCFYxGI3v37mXWrFmVZVqtlhEjRrB9+/bLasP06dO56aabGDFihIRJIUTzURSF32PSeG1NDAnZxQAMCGzH7DE96Onn3ODP18XLkQ8n9sHFzop+HVwb/PriHFL2w+Z34Oi6OoaxasCvHwx9Hhw81KKetzZ5E4UQQoiWLiQkpMbx7NmzmTNnTq16mZmZmM3mygVFK3h5eXHkyJFLfv4lS5YQGRnJ7t27L/kaDU3CpBBXoGNp+cxdFcPW45kAeDvZMOvGbowN9b2srT7OtmRXPJ08HegfqIbH67p7necRosHkxMPhNbD/e0g9UPOcVg8dBkGv26HLaHCoPXdDCCGEEDXFxMTg5+dXeVxXr2RjSUhI4Mknn+SPP/5oUTtUSJgU4gqSW2zi/T+P8dX2U5gtCgadlmlDOvLY8GDsDA3366DMbOHV1TF8tf007g4G1j01BHeHpvuFe8XKSYBtH0DMCihIqyrXGaD91aDVQr8p0Ok6mf8ohBBCXCRHR0ecnJzOW8/d3R2dTkdaWlqN8rS0NLy9vS/puffu3Ut6ejp9+/atLDObzWzevJmPPvqI0tJSdLqmn5oiYVKIK4DFovDT3gTeWhdLVqE6zHFkiBcv3dSdDm4NGypyioxM/z6Sf45nATB5YCBuDTj3UlSjKJB2CPYvgYM/Q0FqzfP2HjD4Weh9J9jJ0GIhhBCiKRgMBvr168eGDRsYP348ABaLhQ0bNjBjxoxLuuZ1113HwYMHa5RNmTKFbt268fzzzzdLkAQJk0K0eXtPn2HuqmgOJKobzwd72DN7TA+GdPFo8Oc6lpbPQ1/v4XRWEXYGHe/dGcbonpf2DZw4j7JS2Pkp/PGfmuUaHfj2gUGPQ/dx0IDDloUQQghxYWbOnMnkyZPp378/4eHhzJ8/n8LCwsrVXSdNmoSfnx/z5s0D1EV7YmJiKu8nJSURFRWFg4MDnTp1wtHRkZ49e9Z4Dnt7e9zc3GqVNyUJk0K0Uel5Jbyx9gjL9iUB4Git58kRnZl8dSBWjbAdx19H0njihygKSsvwc7Hls8n96e5z/qEg4gKU5MHxPyH2N3XPRwdPOLAUis9U1XHrDBGPQJ97wMq2+doqhBBCCCZMmEBGRgYvv/wyqamphIWFsW7duspFeeLj49Fqqz6PJScn06dPn8rjd955h3feeYehQ4eycePGpm7+BZMwKUQbU1pm5ot/TvHhhmMUGs0A3Nnfn3+N6oaHY+PNW1wWmURBaRnhQa58ck9f3GSO5OXJTVLDY+xvELcFLKbadRx9IexuNUC6dmz6NgohhBCiXjNmzKh3WOvZATEwMBBFUS7q+i0hZEqYFKIN+ftIOq+sjiEusxCAsAAX5oztQViAS6M/91u396a7jxNTB3fEoG/4ns8ryrJpas9jXTQ66HYT9J0EwdfKPpBCCCGEaDYSJoVoA+IyC3l1dQx/HUkHwN3Bmhdu6MatffzQahtnzlxaXgnf74znqRGd0Wg02Bn0TB/eqVGeq80ym+D0NohdC9e+BNYOao9kXnLtuh7doe990HsC2Ls3fVuFEEIIIc4iYVKIVqygtIyP/jrO51tPYjIrWOk0PDAoiBnXdsLRxqrRnnd/Qg7TvtlDWl4ptgYdjwwNbrTnanOqz3889juUqAsjodND+hE4sQEUi1pmcIRet0GfSeDXVxbTEUIIIUSLImFSiFZIURSWRyUx77cjpOeXAjC0iwcvjwkh2MOhUZ97RVQS//r5AMYyC509HbjhSl6t9e956jDToc/VPrfpLXWxnOGz1OPUQ/DHyxC3ueb8R72tGh63fVhV1mEQ9LkPQsbKfpBCCCGEaLEkTFazYMECFixYgNFobO6mCFGvA4k5zFkZTWR8DgAd3Ox4+eYQru3miaYRe67MFoV3fo/lk40nABjR3ZP/TQhr1B7QFk+rg79fV+9XD5Qb34SN/4X+D1aVWTuovY6g7v+o0UJBGpQVq2UO3uWL6dwLbtLTK4QQQoiWT8JkNdOnT2f69OkkJiYSEBDQ3M0RoobMglLeWR/L0j0JKArYGXTMuLYTD14ThLW+cRdhyS8x8dSSKDaUz8l8dFgwz17fFV0jzcdsNSoC5N+vl2/ZcQY+GwGJu9Xy/BT1T0VR50L6h0PqASjMUMu1eugyWu2F7DRCHeoqhBBCCNFKyCcXIVo4k9nCN9tP878/j5JfUgbA+DBfXrihO97ONk3ShuPpBWw+loG1Xstbt/dmXJhfkzxvi1cxzPWqx2DTG9AFSCw/p9VD5jHY/C5EfQfZJ6oe595FDZChd6l7RgohhBBCtEISJoVowbYey2TuqmiOpRcA0MPXiblje9A/0LVJ29GnfTveuSOUQDd7Qptgm5FWo2KYq1W1eY0aLQRcBfHbIOs4/PWKWm5wgB63qFt6+A+QxXSEEEII0epJmBSiBUrILuK1NTGsj04DwNXewL9GdeXO/gFNMrRUURS+3RnPgMB2dPN2ApDeyLoMfQ6SoyB2jXqsAFjUIFlREHCVuqVHyHh13qQQQgghRBshYVKIFqTYaOaTjcdZuPkkxjILOq2G+67qwNMjuuBs1zQL3RjLLMxZFc33O+Pxb2fLb08OxulKXmTnfHxCq8Jk9Zzf/ioY8yF4dGmWZgkhhBBCNDYJk0I0MbNFYVdcNulOwXieyCI8yBWtBtYcTOG/aw6TnFsCwNXBbswe04Ou3o5N1rasglIe/S6SXXHZaDRw71UdcLSWXxM1WCzwz3zoOxl2LIAt79Y8r9XD4GfVOZQxy+veNkQIIYQQog2QT4lCNKF1h1KYuyqGlNwS8B8Bi3bg7mCgnZ2hcl6kn4stL93UndE9vRt1q4+zHU7JY+rXe0g8U4yDtZ4PJoZxbTevJnv+VsFUDL8+DDEr4NDPkFOx2o4GUMCiAcrUuZTD/62u8CqEEEII0UZJmBSiiaw7lMKj30aq0+qqySwwkllgRK/V8Pi1nXl4aEdsrBp3q4+zrY9O5emlURQZzXRws+OzSf3p7NV0PaKtQmEm/DAREneBRgfpR0Axg7UTlOap4fHdrfDMNeqiPMP/DcNnNXerhRBCCCEajYRJIZqA2aIwd1VMrSBZnau9gRnXdmryvRsVReHbHacpMpoZ1MmNBXf3xcXO0KRtaPGyTsB3t0P2SXUYq0XdogX3LpB5VA2OQ59Tw2T1vSdBhrkKIYQQos2SMClEE9gVl60ObT2H9PxSdsVlMzDYrYlapdJoNHw4sQ9fbTvNY8ODsdJpm/T5W7z4nfDDXVCcrfZIWspAZw2jXofCDDVcnh0YK45lmKsQQggh2jAJk0I0gfT8cwfJi613uZJzill9IJlpQ4IBcLEz8OSIzk3y3K2KxQyrn1SDJKjDWt06w+2Lwaf3uR8rPZJCCCGEaOMkTArRBCyWcw1wreLpaNPILYG9p8/w8Dd7ySwoxcnGirvC2zf6c7ZaBWmgt6s6Dr0bbnxb9osUQgghhEDCpBCNbvepbOasij5nHQ3g7WxDeJBro7blpz0J/PvXQxjNFrp5O3JNZ/dGfb5WyWKGxD1QkgvLH4GiLLCyh5vfg9C7mrt1QgghhBAthoRJIRrRiqgk/vXTAYxmCx3c7DidVVSxiUSliuV2Zo8JabTFd8rMFt5Ye4TPtsYBMKqHF+/dGYa97CFZk7EQfpoCx36n8l3y7gW3fwnunZqzZUIIIYQQLY58khSiESiKwscbT/D2+lhADW/zJ/Rh09H0qn0my3k72zB7TAije/o0Sltyi008/sM+Nh/NAOCJ6zrz1HWd0TbxqrEtXn4afDMe0mOqysIfhpGvgFXjDz8WQgghhGhtJEwK0cBMZgsv/XqIpXsSAHjomiBm3dgdnVbD6J4+jAzxZldcNumzX8Nz7kuEB7k26nYg+xNy2HIsAxsrLe/eEcZNvRsntLZqGbHwxQ3qkFYAgwPc+n/Q7abmbZcQQgghRAsmYVKIBpRXYmL6d5FsOZaJVgNzxvZg0sDAGnV0Wo26/UfeCWiCbUCGdPHg1XE9CQtwoaefc6M/X6tz7E9YMhHMRvXYOwzu+hZcApq1WUIIIYQQLZ2ESSEaSFJOMQ98sZvYtHzsDDo+nNiH67p7NXk7FEXhmx2nGd7VkwBXdSXSe6/q0OTtaBUOr4Kl91YdX/UYjHwVdPKrUQghhBDifOQTkxAN4GBiLg98tZuM/FI8Ha1ZfP+AZukFLC0z89Kvh/hpbyLdvONZPn0QNla6Jm9Hi6coEPkV/Pa8eqyzhju/hq6jm7ddQgghhBCtiIRJIS7TnzFpPP7DPopNZrp5O7L4/gH4utg2eTsy8kt55Nu97D19Bq0Gbu/nj7Ve2+TtaPEKM2H103B4pXrccRjc8ik4ejdrs4QQQgghWhsJk9UsWLCABQsWYDQam7spopX4atsp5q6KxqLA4M7ufHxPXxxtrJq8HYeScpn29R6Sc0twtNHz0d19GdrFo8nb0eLFbYbv7oCyEkALI16Gq58ErYRuIYQQQoiLJWGymunTpzN9+nQSExMJCJDFN0T9zBaF19ccZvE/6r6Ndw0I4NXxPbHSNX0oWXMghWd+iqLEZKGjuz2fTe5PRw+HJm9Hi2axwMZ5sPmt8gINjP8YwiY2a7OEEEIIIVozCZNCXKRio5knl+zj95g0AJ4b3ZVHhwaj0TT9vo1mi8L/bT5BicnCkC4efDixD862Td8z2qIVZsHSeyB+u3qss4Z7foKOQ5u3XUIIIYQQrZyESSEuQnp+CVO/2sP+xFwMei3v3hHKmFDfZmuPTqvh0/v688OueB6/thP6ZugZbdFObYWl90Fxtnrs4AUP/g7tApu1WUIIIYQQbYGESSEu0LG0fO7/YjdJOcW0s7Ni0aT+9A90bfJ2JGQXsflYBvdEqNt9eDvb8PTILk3ejhbNYoZNb8GmNwFFLfPtA/f9CrbtmrVpQgghhBBthYRJIS7AtuOZPPztXvJLygh0s+OLKeEEuds3eTt2xWXzyLd7yS404mpn4IZePk3ehhYvLxl+mQqnt6rHWh10Hwe3LAS9dfO2TQghhBCiDZEwKcR5/Lw3kRd+OUCZRaF/h3b836T+uNobmrwdP+yK5+UVhzCZFXr6OREa4NLkbWjxjq6H5Y9CURYYHOCm98A3DNy7QDPMaRVCCCGEaMskTApRD0VR+N8fR/ngr+MAjAn15e3be2NjpWvSdpSZLby6Ooavtp8G4KbePrxzeyi2hqZtR4tWZoQNc2H7R+qxaye4eym4d2redgkhhBBCtGESJoWoQ2mZmRd+Ociv+5IAeGxYMM9e3xWttml7t3KKjEz/PpJ/jmcB8Oz1XZg+vFOzrBzbYmWfhJ8fgOR9VWWKWRbZEUIIIYRoZBImhThLTpGRad/sZVdcNjqthtfH9+Su8PbN0pZ/jmfxz/Es7Aw6/jchjFE9vJulHS3WoV9g5ZNgzAc0gAKOvjDhG9DJrzchhBBCiMYkn7aEqCY+q4j7v9zFyYxCHKz1fHxPX4Z08Wi29tzU24eEM90Y1tWDbt5OzdaOFsdYBOtegMiv1GONFhQLePWEu38EZ7/mbZ8QQgghxBVAwqQQ5SLjzzD1qz1kFRrxdbZh8ZQBTR7gFEXh6+2nuam3D+4O6sqjjwwNbtI2tHjph+GnKZBxuLxAowbJ4Gvhjq/ARkK3EEIIIURTkB3OhQDWHkxh4v/tIKvQSA9fJ36dPqjJg2SJyczTS6OYvTKaR77ZS5nZ0qTP3+IpCuz9Ev5vuBok7T3BPxxQoM99ao+kBEkhhBBCiCYjPZPiiqYoCou2nGTe2iMoClzbzZMPJ/bB3rrx/mmYLQq74rJJdwrG80QW4UGuZBaUMu3rPexPzEWn1TAuzBe9Tr7rqVSSC6ueguhl6nHwdeq+kQZ7OPgz9J0kW38IIYQQQjQxCZPiilVmtjBnVTTf7ogHYNLADrx8c0ijhrh1h1KYuyqGlNwS8B8Bi3bgZm/AZLaQV1KGi50VH9/dl6s7uTdaG1qdpL3qaq1nToFGpw5nnbgUdOVbo/Sb3KzNE0IIIYS4UkmYFFekgtIyHv8+kr9jM9Bo4N83dufBa4IadcuNdYdSePTbSJSzyrMKjQD4ONmw5OGr6OBm32htaFUsFtixAP6cA5YycPRRF9o5/gds/wCuebq5WyiEEEIIcUWTMCmuOKm5JTzw5W5iUvKwsdIyf0IfRvds3C03zBaFuatiagXJ6hQU/NvZNWo7Wo3CTFj+KBz7XT3ucA2kx0BxNji3hy43NG/7hBBCCCGEhElxZYlJzuOBL3eTmleCu4OBzyYPICzApdGfd1dctjq09RxS80rZFZfNwGC3Rm9Pixa3BZZNhfwU0FlD6F1wYCmUlYBPmLrQjqNXc7dSCCGEEOKKJ2FSXDE2xqYz/btICo1mOnk68MX9AwhwbZqewPT8cwfJi63XJlnMsOkt2PyWutWHW2foMhq2fwQoam/k7Z+ri+4IIYQQQohmJ2FSXBG+3xnPf1YcwmxRGNjRjYX39sPZzqrJnt/OoLugep6ONo3ckhYqLxl+eQhO/6Meh90L4VPhs+sABQZMhRveBO2F/RyFEEIIIUTjkzAp2jSLReHN9Uf4dNNJAG7t68cbt/bGoG+6bTf+jElj1rKD56yjAbydbQgPcm2aRrUkR9fDr4+o8yENDnDz/6D3neq5Me9D8RkYOEO2/hBCCCGEaGEkTFazYMECFixYgNFobO6miAZQYjLzzI/7WXMwBYCnR3Thies6NeqKrdXlFBmZuyqGX/clAeDlZE1aXikaqLEQT0VrZo8JQae9ggJTmVFdqXXHAvXYJxRufAfsqs0Z7XNvszRNCCGEEEKcn+yKXs306dOJiYlh48aNzd0UcZmyCkq5e9EO1hxMwUqn4b07Q3lyROcmC5JlZgu3fLyNX/clodXAw0M7sulfw1l4b1+8nWsOZfV2tuGTe/syuqdPk7StRcg+CYuvrwqSEY/CuAXwy4PwzS1QkNG87RNCCCGEuEwLFiwgMDAQGxsbIiIi2LVrV711o6Ojue222wgMDESj0TB//vxadT755BN69+6Nk5MTTk5ODBw4kLVr1zbiKzg/6ZkUbc7JjAKmfLmb01lFONno+fS+/k2+Qqpep2XKoEC+2naKt+8IpW/7dgCM7unDyBBvdsVlkz77NTznvkR4kOuV1SN58GdY9RQY88G2HYz7GGyc4MuboCQXXDuq5/Bo7pYKIYQQQlySpUuXMnPmTBYuXEhERATz589n1KhRxMbG4unpWat+UVERHTt25I477uDpp+veS9vf35833niDzp07oygKX331FePGjWPfvn306NGjsV9SnSRMijZlV1w2077ZQ06RiQBXW764fwCdPB2b5Lk3HE7D0caqct7jvREduLN/ADZWNReN0Wk1arjNOwFX0jYgxiJY9zxEfq0etx8It30Gp7fDT5PBbAT/cJi4BOyvoJ+LEEIIIdqc9957j6lTpzJlyhQAFi5cyJo1a1i8eDEvvPBCrfoDBgxgwIABAHWeBxgzZkyN49dff51PPvmEHTt2SJgU4nKtiEriXz8dwGi2EBbgwmeT++PuYN3oz5tbZGLu6miWRSbh386W9U8Nwd5aj1arwUZWH1WlxcDPUyDjCKCBIc/CkOdh+wew4RW1TvexcOv/gZVtszZVCCGEEKIu+fn55OXlVR5bW1tjbV37s6bRaGTv3r3MmjWrskyr1TJixAi2b9/eIG0xm8389NNPFBYWMnDgwAa55qWQMClaPUVRWPD3cd75/SgAo3t4878JYdhe4HYcl+OvI+pKrWl5pWg0cGMvnytryOr5KApEfgVrn4eyEnDwglsXQcehsO2jqiA5cAaMfBW0Mo1bCCGEEC1TSEhIjePZs2czZ86cWvUyMzMxm814eXnVKPfy8uLIkSOX1YaDBw8ycOBASkpKcHBw4Ndff63VrqYkYVK0aiazhX//epAf9yQCMHVwELNu6I62kQNd9d5IgI7u9rx9Ryj9OrRr1OdtVUpyYdWTEP2rehx8HdzyKTiUz4UMu1sNmgOmQsS05munEEIIIcQFiImJwc/Pr/K4rl7Jxta1a1eioqLIzc3l559/ZvLkyWzatKnZAqWESdFq5ZWYeOzbSLYez0Srgblje3DfwMBGf960vBLGfrS1sjfyoWuCeOb6rrXmRl7REveqw1pzToNWD9e9DAMfB1NhVR07V3hkK+ib/hexEEIIIcTFcnR0xMnJ6bz13N3d0el0pKWl1ShPS0vD29v7stpgMBjo1KkTAP369WP37t28//77fPrpp5d13UslY8pEq5R4pojbP9nG1uOZ2Bl0fDa5f5MESQBPR2t6+7vQ0d2enx8ZyL9vCpEgWcFigW0fqtt+5JwGl/bwwHoY9CSkx8CCCNizuKq+BEkhhBBCtDEGg4F+/fqxYcOGyjKLxcKGDRsafH6jxWKhtLS0Qa95MaRnUrQ6BxNzeeCr3WTkl+LpaM3i+wfQ08+5UZ/z79h0+gS44GJnQKPR8NZtvbE16CREVleYCcsfhWO/q8ch42DMB2DrAsc3wI+T1S0/di2CsHtBb2jW5gohhBBCNJaZM2cyefJk+vfvT3h4OPPnz6ewsLBydddJkybh5+fHvHnzAHXRnpiYmMr7SUlJREVF4eDgUNkTOWvWLG644Qbat29Pfn4+33//PRs3bmT9+vXN8yKRMClamT9j0nj8h30Um8x083Zk8f0D8HVpvNU/c4tNvLo6hp/3JjI+zJf5d/UBoJ29BKEa4rbAsqmQnwJ6Gxg9D/pNAY0GIr+B1U+BpQw6XAN3fStBUgghhBBt2oQJE8jIyODll18mNTWVsLAw1q1bV7koT3x8PNpqCw8mJyfTp0+fyuN33nmHd955h6FDh7Jx40YA0tPTmTRpEikpKTg7O9O7d2/Wr1/PyJEjm/S1VSdhUrQaX/4TxyurY7AoMKSLBwvu7oOjjVWjPd/fR9J5YdmByrmRHo7WWCxKoy/u06qYy2DzW7DpLUAB965wxxfg1UNdyfWv12Dz22rdXnfAuAUytFUIIYQQV4QZM2YwY8aMOs9VBMQKgYGBKIpyzut9/vnnDdW0BiNhUrR4ZovC62sOs/ifOAAmhgfwyrieWOkaZ8pv9d5IqFiptTf9Org2yvO1WrlJam/k6X/U4z73wg1vgcFeDZLLH4X9P6jnBj8L176k9lQKIYQQQog2QcKkaNGKjGU8uSSKP2LU1bCeH92NR4Z2RNNIoeRQUi4PfbWH1LwSNBp4cFAQz46SlVpriV2nhsXibDA4wM3zofcdVec1GnDvAhod3Pw/6De52ZoqhBBCCCEah4RJ0WKl55fw0Fd7OJCYi0Gv5d07QhkT6tuozxnQzg4FhSB3e96+vTf9A6U3soYyI/w5G3Z8rB77hMLtX4BbcO261zwNXUaDV/NtpCuEEEIIIRqPhEnRIh1Ly+f+L3aTlFNMOzsrFk3q32jBLiohh1B/ZzQaDc52Vnz1QDgdXO2xNUhvZA1ZJ+DnByAlSj2+6jEYMadqDmRyFPz9Oty+GKwd1d5JCZJCCCGEEG2W7DMpWpx/jmdy6yfbSMopJsjdnl8fG9QoQTK32MS/ftrP+AX/8EtkUmV5N28nCZJnO/gzfDpUDZK27WDiEnXF1oogeXQ9fHGjui3IX683a1OFEEIIIUTTaPYwuWDBAgIDA7GxsSEiIoJdu3bVW3fZsmX0798fFxcX7O3tCQsL45tvvqlRp6CggBkzZuDv74+trS0hISEsXLiwsV+GaCA/7Ulg8uJd5JeUMSCwHcsevZpAd/sGf56NsemM+t9mftqbiEYD8dlFDf4cbYKxEFbMgF8eVPeIbH81PPIPdL2hqs7uz+CHu8BUCB2Hw/AXm6+9QgghhBCiyTTrMNelS5cyc+ZMFi5cSEREBPPnz2fUqFHExsbi6elZq76rqyv//ve/6datGwaDgdWrVzNlyhQ8PT0ZNWoUoG4Q+tdff/Htt98SGBjI77//zmOPPYavry9jx45t6pcoLpCiKLz3x1E+/Os4AGNCfXn79t4NvvBNXomJ11bH8OMedaXWQDc73r4jlAEyN7K2tBj46X7IjAU0MORfMPR50JX/2rBY1PmT2z5Qj/vcqy7Eo2u87VqEEEIIIUTL0aw9k++99x5Tp05lypQplT2IdnZ2LF68uM76w4YN45ZbbqF79+4EBwfz5JNP0rt3b7Zu3VpZZ9u2bUyePJlhw4YRGBjItGnTCA0NPWePZ2lpKXl5eZW3/Pz8Bn+ton6lZWaeXhpVGSSnDw/m/QlhDR4kt5/IYtT/NvPjHrU38oFBQax9cogEybMpCuz5AhYNV4OkgzdMXgnX/rsqSJpK4JcHqoLk8Jdg7EcSJIUQQgghriAa5Xy7YzYSo9GInZ0dP//8M+PHj68snzx5Mjk5OaxYseKcj1cUhb/++ouxY8eyfPlyRo4cCcC0adPYt28fy5cvx9fXl40bNzJ27FjWrFnDkCFD6rzWnDlzmDt3bq3yhBEj8Le1vfQX2VB27YLw8OZuRaPI0VozLeB6dtn7olMs/DdlMxNyYhvluXbZeTOhw1g6GPN4K2Uj4UWpjfI8F96gFvi+asugw1Fol6Ee57aD092gzFCznlUpdIsEnQniu0K2V9O3tSVqie+puHzyvrY98p62PfKetk0t5H1NLC4m4M8/SUhIwN/fv7mb06I02zDXzMxMzGYzXl41P4R6eXlx5MiReh+Xm5uLn58fpaWl6HQ6Pv7448ogCfDhhx8ybdo0/P390ev1aLVaFi1aVG+QBJg1axYzZ86sPE5KSiIkJAS++AJawl+YsWNh5crmbkWDO51VyJQvd3MyoxBHaz0f39uXwZ3HNOhzpOQW4+OsfiEQDnxyKJWhXTywNdzdoM9zSVra+5q4F36eAjkZoNXDdbNh4AzQ1jOAITkKSvMgqP5/W1eclvaeioYh72vbI+9p2yPvadvUUt7XxEQICGjuVrRIrW5rEEdHR6KioigoKGDDhg3MnDmTjh07MmzYMEANkzt27GDlypV06NCBzZs3M336dHx9fRkxYkSd17S2tsba2rryOC8vryleyhVt7+kzTP16D9mFRnydbVg8ZQDdvJ0a7Pp5JSZeX32YlfuT+e3JwQSVL+Izuqd3gz1Hm2GxwPaPYMNcsJSBS3t170j//jXrJeyGwgzodqN67BvW5E0VQgghhBAtR7OFSXd3d3Q6HWlpaTXK09LS8Pau/wO/VqulU6dOAISFhXH48GHmzZvHsGHDKC4u5sUXX+TXX3/lpptuAqB3795ERUXxzjvv1BsmRdP67WAKTy+NorTMQk8/Jz6fPAAvJ5sGu/6moxm88MsBUnJLANh6LKMyTIqzFGbCr4/A8T/U45DxMOZ9sHWpWS9mJSybqt5/YB349mnKVgohhBBCiBao2RbgMRgM9OvXjw0bNlSWWSwWNmzYwMCBAy/4OhaLhdLSUgBMJhMmkwntWcPydDodFoulYRouLpmiKHy66QSPfRdJaZmF67p5snTawAYLkvklJl745QCTF+8iJbeEDm52LJ12FfcNDGyQ67c5cZvhk0FqkNTbqCux3vFl7SC5/WP4cRKUlUDQUHDr3AyNFUIIIYQQLU2zDnOdOXMmkydPpn///oSHhzN//nwKCwuZMmUKAJMmTcLPz4958+YBMG/ePPr3709wcDClpaX89ttvfPPNN3zyyScAODk5MXToUP71r39ha2tLhw4d2LRpE19//TXvvfdes71OAWVmC7NXRvPdzngAJg/swMtjeqDTahrk+luOZfD8zwdILu+NvP/qQJ4b3RU7Q6sbyd34zGWw+S3Y9BaggHtXuOML8OpRs57FDOtfhJ3l+7T2fxBueKtqRVchhBBCCHFFa9ZPhRMmTCAjI4OXX36Z1NRUwsLCWLduXeWiPPHx8TV6GQsLC3nsscdITEzE1taWbt268e233zJhwoTKOkuWLGHWrFncc889ZGdn06FDB15//XUeeeSRJn99QlVQWsaM7yPZGJuBRgP/uSmEB64JatDn2HPqDMm5JbR3tePt23sT0dGtQa/fZuQmwS8PQfw29bjPfXDDm2A4axiwsUitF7tGPR75Clz9BGgaJvwLIYQQQojWr9m7GGbMmMGMGTPqPLdx48Yax6+99hqvvfbaOa/n7e3NF1980VDNE5cpNbeEKV/u5nBKHjZWWt6/qw+jejTMIjjFRjO2BnUvyunDO2FtpeX+qwOlN7I+sWth+aNQfAYMjjBmPvS6ve66e79Ug6TOGm5ZCD1vbcqWCiGEEEKIVkA+dYtGE5OcxwNf7iY1rwR3BwOfTx5AaIDLZV83v8TE62sOcyAxl+XTB2HQazHotTw2rNPlN7otKiuFP+fAjo/VY58wuH0xuAXX/5iIhyE9BvrcC+2vaopWCiGEEEKIVkbCpGgUf8emM+O7SAqNZjp5OvDF/QMIcLW77OuePTfynxOZDO/qednXbbOyTsDPD0BKlHp81XQYMQf0htp1k/eBZw/1nFYH4z5qypYKIYQQQohWRsKkaHDf7TzNyyuiMVsUrg5245N7++Fsa3VZ18wvMfHf347wwy51AZ/2rna8dXtvrpK5kfU7+DOsegqM+WDrCuM/ga6j66+7/FHocas6rFXmRgohhBBCiPOQMCkajMWi8Ob6I3y66SQAt/X1Z96tvTDoL28Hmi3HMnjhl4Mk5RQD6kqwz9/QTeZG1sdYCGufg33fqscdBsGti8DZr3ZdRYGt78GGV9RjUxGYTXX3XAohhBBCCFGNfBoXDaLEZOaZH/ez5mAKADNHduHxazuhucweLkVR+HDDcZJyiglwteWt20IZGCy9kfVKi4afpkBmLKCBoc/DkH/VvZ2HuQzWzITIr9TjgTNg5KugbbbtZ4UQQgghRCsiYVJctqyCUqZ+vYfI+BysdBreur03t/Txv6xrKoqCRqNBo1Gv99X2Uzx7fVfsreWvbJ0UBfZ+AetmQVkJOHjDbZ9B0OC665fmw0/3w/E/QaOF0W9CxLQmbbIQQgghhGjd5JO5uCwnMgqY8sVu4rOLcLa14tP7+l3WPMaC0jL++9thbK10/OfmEAAC3e2ZPaZHQzW57SnOgVVPQsxy9bjTSHXeo7173fUVBX6YCKe2gN5WXdm1241N1VohhBBCCNFGSJgUl2znySymfbOX3GITAa62fHF/OJ08HS75eluPZfL8LwdIyilGq4HJAwNp73b5K8C2RNuTt/PGyEReSN7OQN+Bl36hxD3w8xTIiQetXl2p9arp5x6qqtHAkGch+yRM+Ab8+l368wshhBBCiCuWhElxSVZEJfGvnw5gNFsIC3Dhs8n9cXewvqRrFZSWMe+3w3y3U12pNcDVljdv691mg6SiKLwf+T4nnUy8H/k+V/lcdfFzSy0W2P6hunCOpQxcOsDtX4D/OYJhaQFYl4f9jsPg8Uiwsrnk1yGEEEIIIa5sEibFRVEUhY/+Os67fxwF4Iae3vxvQhg2VrpLut4/xzN57ucDlSu1ThrYgedHd2vTcyO3JW8jOisagOisaLYlb2OQ36ALv0BBBix/RJ3vCNDjFhjzPtg41/+YqO/hj5fh/jXg0VUtkyAphBBCCCEuQ9v9xC4anMls4cVlB/lpbyIA04Z05IXR3dBqL23F1vwSE499F0lusQn/dra8dXtvrg6uZ55fG6EoCnO2z0GDBgUFrUbLh/s+5Grfqy+sd/LkJlg2DQpSQW8DN7wJfSfXvy+kosDGN2DTG+rxvm/g+tca7gUJIYQQQogrloRJcUFyi0089t1e/jmehVYDc8f15L6rOlzWNR1trHj55hD2JZxh1g3d23RvZIWvo78mtTC18tiiWC6sd9JcBpvehM1vAwp4dFOHtXqF1P+YMqO6MM/+79Xjwc/A8Jca5oUIIYQQQogrXtv/9C4uW+KZIh74cjdH0wqwM+hYcHdfhnfzvOjrFJaWMW/tYa7t5sm13bwAuK2fP7f1u7xtRFqLzKJM5kfOr1V+3t7J3CT45SGI36Ye952kbuVhOMec0uIc+PE+iNsMGh3c/B70u78hXoYQQgghhBAANOju5ImJiUyb1nr3qluwYAEhISEMGzasuZvSYhxIzOGWj7dxNK0ALydrfnx44CUFyW3HMxk1fzPf7ojnxWWHKDGZG6G1LZfZYuaRPx+hTCmrda5672QtsWth4SA1SBoc4bbPYeyH5w6S+WmweLQaJA0OcPePEiSFEEIIIUSDa9AwmZWVxeeff96Ql2xS06dPJyYmho0bNzZ3U1qEP2LSmPDpDjLyS+nm7cjy6YPo6XeORV7qUFhaxkvLD3L3ZztJPFOMn4st794ZeskL9rRWpeZSUgpT6j2vQcOH+z5EURS1oKwU1r4AP9wFxWfAtw88shl63X7+J7N1Adt24OgDU9ZC5xEN8yKEEEIIIYSoRoa5ijp98U8cr6yOQVFgSBcPFtzdB0cbq4u6xrYT6kqtiWfUlVrviWjPrBu743AFzI08m16rx0pb/89PQSG1MBWTxYQhJ0HdOzJlv3ryqunq/pF6wwU+mTXc9R2YisD5yhhCLIQQQgghmt6V96lenJPZovDamhi++OcUABPD2/PKuB5Y6S6uE/tIah53L9oJgJ+LulLroE5te6XWuuSW5uJkcMKgM7Dk5iVkl2RXnXz6afjf/yoPXW1cMUSvgNVPgbEAbF1h/CfQdfT5n2jPYsiJV0MngJ0r4NqQL0UIIYQQQogaJEyKSkXGMp5cEsUfMWkAvHBDNx4e0vHCtqw4SzdvJ27p44edQXfF9kYazUam/TENH3sfXh30Kt723njbe1dVyLEGt/LVWI2FsPY52PetetxhENy6CJz9zv0kFgtsmAP/vK8edxym3oQQQgghhGhkF/UJ/9Zbbz3n+ZycnMtpi2hG6fklPPTVHg4k5mLQa3nvzlBu7u17wY8vLC1j/p9HmTqkI56ONgC8c0coukvcg7IteHPXm8RkxZBUkESBsQDHfz4CrQ6GPlezYlo0fDUGirJAo4Uhz6l1tOeZV2oqgeWPQvQy9XjYixA0tHFejBBCCCGEEGe5qDDp7HzuxVecnZ2ZNGnSZTVINL2jaflM+WI3STnFtLOz4rPJ/enX4cKHSG4/kcVzv+wnIbuY01lF/N+k/gBXdJBcdWIVPx79EQ0a3hj8Bj4OPmo4/Pt1tcLQ5wAFdn+u9khaytSVVycugaDB53+ComxYcjfEbwetHsZ+BGETG/U1CSGEEEIIUd1Fhckvvviisdohmsk/xzN55Nu95JeUEeRuzxf3DyDQ3f6CHltYWsab647w9fbTgDo3ctLAwEZsbetw7MwxXt3xKgAPhz7MNX7XqCcqeiT/fh1MxRAUA2s2q2WuwfDg72B/AfNKs0/Cd3dA1nGwdoYJ30BH6ZEUQgghhBBN67K3Bvnhhx8oLCxsiLaIJvbTngQmL95FfkkZAwLbsezRqy84SO44mcXo9zdXBsm7I9qz/ukhXNP5yltkp7pCUyEzN86kuKyYq32v5pHej9SscPUT0PUm2PoetMtUy4Kvgxl7LixIAqQeVIOkcwA8uF6CpBBCCCGEuCz79+9Hp7v4rfsue1WUhx9+mIiICDp27Hi5lxJNRFEU3vvjKB/+dRyAsaG+vHV77wve+3HNgRSmfx8JqL2Rb97W+4oPkRVe3fEqp/JO4WXnxRuD30BXMe+xMFMd0rp7ERRmVD1AawX3Lbu4JwkZB+MXQvBwcPQ+f30hhBBCCCHOo3K/84tw2WHyUp5UNJ/SMjPP/XyAFVHJAMwY3omZI7ugvYj5jcO6etDe1Y5Bndx58cZuF73/ZFt2V9e7iEqP4s0hb9LOph1kHIUdC2D/EigrUStZO0JpPlg0gAk2vVV7UZ6z7fkCOl9ftbqrzI8UQgghhBAX6HwLqebm5l7SDg5X3n4NV7AzhUYe/mYvu05lo9dq+O8tvbhzQMB5H1dkLGPJrgTuvzoQrVaDvbWeNU9cIyGyDmGeYawavxKr09vh9zvh2Pqqkz5h0C4QYpbD8H/Du1vhmWvOWpTnLBYzrH8Rdi4Er57w0J9gZdsEr0QIIYQQQrQVq1atYuTIkXh5edV53mw2X9J1LztMrl27Fj+/8+yFJ5rd6axCpnyxm5OZhTha6/nk3n4XNDR1x8ksnvv5APHZReh1msoFdiRIVskuySarOIvOjh0gehlW2z9S5zUCoIGuN8LVMyBuC2z8rxokhz6nhsnqi/JAzUBpLIJlU+HIavW4952gt2my1yWEEEIIIdqG7t27c9ttt/Hggw/WeT4qKorVq1df9HUvOUyWlZWxceNGTpw4QWhoKNbW1iQnJ+Pk5ISDg8OlXlY0gr2nzzD16z1kFxrxc7Fl8f0D6OrteM7HFBnLeHPtEb4qX2DH19mGoAtcnOdKYraYeWHjM+xL38cbuaVcl6UOH8bKDsLugaseBbdgtezkpqogWV3FsaXaN0IFGfDDBEjaCzpruGUh9Dz38AQhhBBCCCHq0q9fPyIjI+sNk9bW1rRv3/6ir3tJYfL06dOMHj2a+Ph4SktLGTlyJI6Ojrz55puUlpaycOHCS7msaARrDqTw9I9RGMss9PJz5vPJ/fF0OnfvVvXeSICJ4QG8eGN36Y08W9YJFm54hu3FJ7C1WGiflwEO3hAxDfpNAbuz9uocPqv+a1UPmJnH4NvbIOc02LaDu36ADgMb5zUIIYQQQog2b+HCheccytq9e3fi4uIu+rqXFCaffPJJ+vfvz/79+3Fzc6ssv+WWW5g6deqlXFI0MEVR+HTzSd5YewSAEd09+WBiH+wM537LF20+yeu/HQbU3sg3buvNkC4ejd7eVkNRIH47bF/A1tMb+NTLHTQa/mOyp/NNH0LP20BvuLznWP20GiTbBcI9v4B7pwZpuhBCCCGEuDJZW1s3ynUvKUxu2bKFbdu2YTDU/NAcGBhIUlJSgzRMXLoys4WXV0bz/c54AO6/OpD/3ByC7gJWbI3o6Ipeq+H2fv68eFN3nKQ3UmUuUxfO2b4AkiNJ0el4wc8bRaPhTu9rGHP9x3AJK2DV6ZZPYe1zcPN8cJAgL4QQQgghGt5NN93EZ599ho+PzyVf45LCpMViqbObNDExEUfHc8/FE42roLSM6d9FsuloBhoN/OemEB64Jqje+sVGM3tOZzO4sxpaevu78Nczw2jvZtdUTW7ZSnIh8mvY+SnkJgBg1NvwTGAncs159HDrwfMj3r+8IKkokBwJfv3UY2c/uOu7Bmi8EEIIIYQQddu8eTPFxcWXdQ3tpTzo+uuvZ/78+ZXHGo2GgoICZs+ezY033nhZDRKXLiW3mDsWbmfT0QxsrLR8em+/cwbJXXHZjH5/Mw98uZvY1PzKcgmSwJnTsO5FeK8H/P6SGiTtPWDYi/x08yscNOfhZHDi3WHvYtBd4LDWv+epe0pWZy5Th7UuuhZ+nNzwr0MIIYQQQohGcklh8t133+Wff/4hJCSEkpIS7r777sohrm+++WZDt1FcgOjkXMYv+IfDKXm4O1izdNpAru/hXWfdYqOZuauimfB/2zmdVYS7gzV5JaYmbnELlbhHDXUfhMGOBWDMB49uMPZDeOoQDHueu3o/xNReU5k3eB5+DhexLY5Wp24BUhEotWXww12w9wv12HR53wwJIYQQQoiWY8GCBQQGBmJjY0NERAS7du2qt250dDS33XYbgYGBaDSaGh13FebNm8eAAQNwdHTE09OT8ePHExsbe8nt69ChA1ZWlzel7ZKGufr7+7N//36WLFnCgQMHKCgo4MEHH+See+7B1lY2VG9qf8emM+O7SAqNZjp7OrD4/gEEuNbdu7grLpt//byf01nqSq0T+gfw75uv8LmRFjMcWQPbP4KEnVXlHYfDwBnQ6boaw1h1Wh1P9H3i4p+n+p6SpfnQZT8cL1DLet4Ot39+GS9CCCGEEEK0FEuXLmXmzJksXLiQiIgI5s+fz6hRo4iNjcXT07NW/aKiIjp27Mgdd9zB008/Xec1N23axPTp0xkwYABlZWW8+OKLXH/99cTExGBvf/Fb+B06dOiiH3O2S95nUq/Xc++99152A1qSBQsWsGDBAoxGY3M35YJ9u+M0s1dGY7YoXB3sxif39sPZtu5g+MbaI3y6+QSKAj7ONsy7tRfDutb+y3zFKC2Afd/Cjo/V1VMBtFbQ+04YOB28elRWLTIV8VX0VzzY68ELH9ZalwEPwel/YNsHUJH3+02BMfMv/ZpCCCGEEKLR5efnk5eXV3lsbW1d7yqp7733HlOnTmXKlCmAujXHmjVrWLx4MS+88EKt+gMGDGDAgAEAdZ4HWLduXY3jL7/8Ek9PT/bu3cuQIUPO2fa33nqLxx9/vLLj759//qF///6V7c/Pz+f555/n448/Pud1znZJYXLlypV1lms0GmxsbOjUqRNBQfXP1Wuppk+fzvTp00lMTCQgIKC5m3NOFovCm+uO8OnmkwDc3s+f/97SC4O+/pHL7eysUBTpjSQ3CXZ9Cnu+hNJctcy2nRr0BjwEjjWHByuKwpxtc1h7ai2Hsw/zwbUfXPhzKQoUn6nac9JihpObKk9btHq0EiSFEEIIIVq8kJCQGsezZ89mzpw5teoZjUb27t3LrFlVe4xrtVpGjBjB9u3bG6w9ubnq51hXV9fz1IRZs2Zx//33V4bJG264gaioKDp27AioPaOffvpp04TJ8ePHo9FoUBSlRnlFmUaj4ZprrmH58uW0a9fuUp5CnEOJyczMH6P47WAqAM+M7MKMazuhOWtF0WKjmbS8EgLd1W7vhwZ3JCzAhYiObrWueUVIjlK39oheBpYytcytE1z1GIROBEPdQ4OXxC5h7am16DV6pvSccv7nMZepe1EeXqUOn3UNgvtXq+ccPFACItAk7MAIGCxlKBvfRDPs+YZ4hUIIIYQQopHExMTg51e1XkZ9vZKZmZmYzWa8vLxqlHt5eXHkyJEGaYvFYuGpp55i0KBB9OzZ87z1z85tZx9fqktagOePP/5gwIAB/PHHH+Tm5pKbm8sff/xBREQEq1evZvPmzWRlZfHss882SCOvVGaLwvYTWaxwCmb7iSzMFoWsglImLtrBbwdTMei0zJ8QxuPXda4VJHefyubGD7bwwFe7KTGp27jotJorL0haLBC7Fr68Gf5vKBz8UQ2SgYNh4hKYvhsGPFhvkDyQcYC3dqsL5jzd72n6ePap+3lMJerzLJ8O73SGr25Wez/zEiHlABgL1Xqb3kKTsIOPXJzpF9Sej1yc0Wz8b+1VXoUQQgghRIvi6OiIk5NT5a2+MNkUpk+fzqFDh1iyZEmztQEusWfyySef5P/+7/+4+uqrK8uuu+46bGxsmDZtGtHR0cyfP58HHnigwRp6pVl3KIW5q2JIyS0B/xGwaAceDgYUILPAiLOtFZ/e14+rzgqHxUYzb6+P5YttcSgKeDvZEJ9dRBevK2z/T2MR7P9BnQ+ZdVwt0+qhx60w8DHwrScUVnOm5AzPbHqGMksZIzuM5L6Q++qv/MuDcGR11bFtO+h6E3S/GToO4//Zu+/wKKq+jePf3fSEJCSk0UOTEKRJExQJiAKigq8FEQURC0qTCCKCdAxKkSKC5RGwgg3FhiV0AZESkSIdaSnUVEjbef9YWVgJkE1hQ7g/17XXk5k5c+a3O5vH3JyZM7h5WQPjsgl8GFqFt//Nru8GBhDiHcJDyyZYV5ybpEdERERErklBQUG4uLiQmJhotz4xMZGwsLyftuCIfv362QbwKlWqVOj+CqNAYXLv3r34+fldtN7Pz499+6z38NWqVYvjx48Xrrrr1JKt8Tz70Sb+O/h8LM06MVBQGXcWPtOCGsFl7Lb/ceAkL36xhf3HraNgDzWpxPBOkZeckKdUSk2A9e/Chv9Z71UE8PCHJo9Ds2fAP3+P8si15DJs1TAS0hOo6leVsS3HWkd/047Bzh+swbHTFChbxbpDrTvhyCZreKxzD1RpCS7/+fWy5LK1XmdeT9t8fpVhYZxHJs0bP0pVS24RfAAiIiIi4kzu7u40btyY2NhYunTpAlgvS42NjaVfv34F7tcwDPr378+iRYtYvny5w3PUvPfee5QpY80POTk5zJs3j6CgIMA6AU9BFChMNm7cmCFDhvDBBx8QHBwMwLFjx3jxxRdtsxDt3r27xE9iUxLlWgzGfLv9oiB5IRezifBy56f/zc61EPPD33ajkTH316PN9TRTa8JW6yjkX59D7r+z8Zatar0fstGj4FHm8vv/xz+p/7Dl+BY8XTyZ2vhFymz8wHoP5KF1YFisjf7+Hm5+1vpzw0eg0WNgvvSV4ydvfoYeX7S7aL3ZZGao6QSfRr2JKY/9REREROTaEh0dTc+ePWnSpAnNmjVj2rRppKen22Z37dGjBxUrViQmJgawTtqzfft2289HjhwhLi6OMmXKULNmTcB6aesnn3zCN998g6+vLwkJ1vlT/P39r/h4xipVqvDuu+/alsPCwvjwww8vauOoAoXJ9957jy5dulCpUiVbYDx06BDVq1fnm2++ASAtLY0RI0YUpPvr2vr9J62Xtl5GYkom6/efpEUN6yWurmYTu5NSMQx4sHElRtx9nYxGGgbsiYW1M2Hf8vPrKze3Ph8yohOYXQrUdXX/6ixsOZG9P73IDe/fY7+xfEPrCOQN7c+vc7n8552dm82TPz9JtiX7om0Ww8K2E9tYc3QNt1S8pUD1ioiIiEjJ0bVrV44dO8bIkSNJSEigYcOGLFmyxDYpz8GDBzFfMAhx9OhRGjU6fxvW5MmTmTx5Mq1bt2b58uUAzJ49G4CoqCi7Y82dO5fHH3/8svUcOHCg0O8pLwUKkxEREWzfvp2ff/6ZXbt2AVC7dm3uuOMO24dybkhXHJOUevkgec7hUxmkZ/rj4+GKyWRi4v312ZWQSpuI62A0MvusdSKdtbPg2L8zYpnMENkZbu4LlZs63qfFAkc3WSfKqd4agMphjaicuNfad5WW1stXIzpBWcdG3A3DYMLvE9h9evcl25gwMXPzTFpWaHnRZEoiIiIicu3p16/fJS9rPRcQzwkPD7/iDKtFNQNrUXI4TGZnZ+Pl5UVcXBwdOnSgQ4cOxVHXdSvE1zNf7ab+souN/5xi4v31AahY1ouKZS8/vH3NSz8Of7xnvScy49/7cd194aYe0PwZCKjqWH+52fDPb7ZHeGSnxjOoSg0e9pjBrRVvBQ9f6PapdSTSJ6jAZX/696d8ufvLy7YxMEhITyDbko27i3uBjyUiIiIi8l/R0dF5rvf39+eGG27g//7v/wo0O63DYdLNzY0qVaqQm6vJQopDs2qBlPf3vOKlrvHJZ1m2M4nkjGz8vUv5Ja3HdlpHIf9cALmZ1nV+leDmPtYg6envWH+7f4WtX1on0jl72rZ6SnAIK1yyiVv5EkvuX0IZ9zJQ8+J7HB2x5uga26NFnq7/NLdXuf38xkGD4I03bIuBnoEKkiIiIiJS5DZv3pzn+tOnT7Nnzx5eeeUVli5d6vB9kwW6zHX48OG8/PLLfPjhhwQGBhakC7kEF7OJexuU5+2V+y/b7v6bKjHy7sjSGyQNA/avsIbI3T+fX1+hkfV+yMjOV7xP0eZsMnj4wbnLR+M+hm1fWX/2DoLaHVkSXJmPd38EwPhbx1uDZCEdSD7A4BWDyTVy6VyjM/0a9rO/hPW0B5SLLPRxREREREQuZ9myZZfclpKSQvfu3XnppZf45JNPHOq3QGHyzTffZM+ePVSoUIGqVavi4+Njt33Tpk0F6Vawzua6+M/4y7YJ9Hbj9Qfq42IuhffW5WRZRw3XzoLEv/5dabLeq9iiH1S5+XwovJzUBOtsq39/B/tXQp/VEFLHuq3hI+AbBhF3Q5Wb2Zf6D6O+6wZA7xt7E1U5qtBvIzkzmf5L+5OalUrD4IaMbDFS90KKiIiISInj5+fHK6+8woMPPujwvgUKk5pcp/jkZzbXkxnZdrO5lgoZJ2HjXPj9HUizTnOMmzc07G59/Ea5Glfu4+Q+2PGdNUAeWg8XPmBl/6rzYbLWHdYXkJGdwQvLXyAjJ4OmYU3p16jgz/45J8eSw4srX+RAygHK+5TnjTZv6PJVERERESmxgoKCOHnypMP7FShMjho1qiC7ST7kdzbX/LYr8U7stT4fMu4TyM6wrvMtD82ehsaPg3c+L6Pevwrm322/rmIT6yM8Iu6BoJoX7WIYBmPXjWXP6T0EewXz+m2v42ou0K+EnSkbprDm6Bq8XL2Y0XYGQV4Fn7xHRERERKS4rVu3jho18jF48x+F/8tZilR+Z3PNb7sSyTDg4FpY86Z1EpxzI4ih9aBlP6j7f+B6iZE8iwUO/wF/f2sNnS36WtdXbgaeZaF8fahzL9S+C/wrXraMXCMXDxcPXEwuvH7b60US+r7Y9QUf7bDee/nqra8SERhR6D5FRERERApjy5Ytea5PTk5m48aNvPrqqwUaMCxQmDSbzZe9/0szvRbcudlcE5LPkteTZExAmL8nzapdgxMf5WbD9m9g7Ztw9IIZpWq1t4bCarflfT9kThYcWGV9hMfOHyAt0bo+sAbc/Jx1H1cPeOFvcMv/41Fcza6MaTmGR+s8Sq2AWoV8c/BHwh9MWDcBgH4N+9GuauFmghURERERKQoNGzbEZDLl+azKoKAgoqOjee655xzut0BhctGiRXbL2dnZbN68mfnz5zNmzJiCdCn/cjGbGHVPJM9+tAkTdnf9cS5mjbon8tqafOdsMmycD7+/DSmHretcPaHBw9YwGFz70vsuGQabP4bM5PPrPPzghg7WS1gN43wAzWeQzMjOwNPVE7PJDFAkQfJw6mGil0eTY+TQMbwjT9d/utB9ioiIiIgUhf37835ShJ+fHwEBAWRkZLB27VpatmzpUL8FCpOdO3e+aN0DDzxA3bp1WbhwIb179y5It/KvDjeWZ/ajNzHm2+12k/GE+Xsy6p5IOtxY3onVOeDUAWuA3PQBZKVZ1/kEW++HbPIE+PznstKMk7DnV7jxATBbgx5Z6dYg6RNindG1zt0QftulL4O9Aoth4YUVL2AYBjGtYgjwDCj4+/tXWlYa/Zf253TmaeqWq8vYW8bmOXKfffQoOadOnV9x9ixs22ZbdA0IwK1ChULXIyIiIiJyoapVq152++7du2nVqpXDV5gW6T2TN998M08/rRGZotDhxvLcERnG+v0nSRo1npAxI2hWLfDaGJE89If1UtYdi8GwWNcF17FeylrvQXC74H7PlKPWR3js+BYOrAYjFwLCrfdAgnXksuEjUKkpmF0KXdp7f73H6iOr8XDxICkjqdBhMteSy0urXrJN4jO9zXQ8XS++nzX76FH2duiIkZVlv+H+B2w/mtzdqbHkRwVKEREREbkmFFmYPHPmDDNmzKBixctPeiL552I2WR//kbIXSvpjQCy51kdyrHkTDq8/v75GW2uIrHH7+ctRU+Jhy0JrgDyywb6fkLqQmXrBctFNYLMufh2z4mYBMLz5cGoHXuby2nyasXkGKw6vwMPFg+ltphPqE5pnu5xTpy4Okv9hZGWRc+qUwqSIiIiIXBMKFCYDAgLsLuMzDIPU1FS8vb356KOPiqy4q23WrFnMmjWLrCv80S8XyEyFzR/Butlw+h/rOhd3qPcQtHgOQuta72vMPgPu3tbtpw7ArxfMFlWpGdS5x3oZa36eJ1kAiemJDF05FIth4b6a93FfrfsK3ee3e7/l/a3vAzC25VjqBdcrdJ8iIiIiIteKAoXJadOm2S2bzWaCg4Np3rw5AQGFvwfNWfr27Uvfvn05fPgwlStXdnY5JVvyYev9kBvnn58cxysQmvaGpk9Z74c8uM46gc6O76BWO7j7DWu7ys0gsot19taITuAbVqylZluyGbxiMCfPniQiMIKXm79c6D7/PPYno9ZYA/FT9Z7irup3FbpPEREREZHisHjx4stuv9QEPVdSoDDZs2fPAh1MSoGjm62Xsm5bZL2/EaBcTeulrJH3WZ8BuWw8/P0DZBw/v9/eZednXjW7wEPzr1rJMzfNJO5YHL5uvkxtPTXPexodkZCewMClA8m2ZNO2clv6NepXRJWKiIiIiBS9Ll26XLHN5R79eCkFvmfy9OnT/O9//2PHjh0A1K1blyeeeAJ/f/+CdikllcUCu5ZYJ9X557fz68NbQYt+UOtO6+yrc26FhL/Ob/csC7U7QsTd1nsnC/AFLQodq3Xk14O/8kKTF6jsV7gR54zsDAYsHcCJsye4IeAGYlrF2B4xIiIiIiJSElkslmLpt0BhcsOGDbRv3x4vLy+aNbPOujl16lQmTJjAzz//zE033VSkRYqTZKVD3CfW+yFP7rWuM7taw2HQDXB8pzUknnuMR7XWkHbM+viOiLsh/FZwcXNe/f+qU64OX3f+GneXgj1O5ByLYWHEbyPYcXIHgZ6BzGw7E2837yKqUkRERESkeJ04cYJy5awTex46dIh3332Xs2fPcs8999CqVSuH+ytQmBw0aBD33nsv7777Lq6u1i5ycnJ48sknef7551m5cmVBupWSIjUB1r8DG96HM/8+F9HDFyrcBNkZ9o/8uKkn1Lzd+nObl+GOcefDpROdyTnDgeQD1ClXB6DQQRJgzp9z+OWfX3A1uzKtzTQqlHFg1lWj0IcXERERESmQv/76i3vuuYdDhw5Rq1YtFixYQIcOHUhPT8dsNjN16lS++OKLfF0Oe6EC/dW/YcMGhg4daguSAK6urrz44ots2LDhMntKiZbwFyx6Ft64EVZNsQbJMmHgX8k6a+v+FdZ7Ig0LhNWHNsMhqNb5/d19SkSQNAyD8evG0/2H7nyz55si6fOnAz8x+8/ZAIxqMYpGIY0c2v/Mn3FXbGNyd8f1Gp7ASkRERERKphdffJF69eqxcuVKoqKiuPvuu+nUqRPJycmcOnWKZ555hokTJzrcb4FGJv38/Dh48CAREfbPADx06BC+vr4F6VKcxWKBvbHW+yH3LT+/vvLN0LIf+FeBd24DTFClxb+XsHaCgHAnFXxlX+7+ksV7F2M2mR0bPbyE7Se2M2L1CAB6RvakS80uDu2fm5bGiTlvA1C260OUfegh64ZBg+CNN2ztXAMC9IxJERERESlyf/zxB0uXLqV+/fo0aNCAd955h+eeew7zvwNB/fv35+abb3a43wKFya5du9K7d28mT55My5YtAfjtt98YPHgwDz/8cEG6lKst+yxsWWidmfXELvttNW6Hx76y/mwYcN/b1nsjy4Rc/TodtP3EdmJ+jwGgf6P+NA1rWqj+jmUcY8DSAZzNPcutFW9lUONBDvdxfOab5Bw7hluVKoS+/DJmDw/rBk9PqFu3UPWJiIiIiFzJyZMnCQuzPo6vTJky+Pj42D3SMSAggNTUVIf7LVCYnDx5MiaTiR49epCTk4NhGLi7u/Pcc88xYcKEgnQpV0vaMVj/Lqx7C7Ly+MK4+Vgvaz3HZIIG18Y/ECRnJhO9PJosSxZRlaJ44sYnCtVfZm4mzy97nsSMRKr7V+f1217HxeziUB9nd+7k5EcfARD2yojzQVJERERE5Cr676M/CvIokP8qUJh0d3dn+vTpxMTEsHevdZbPGjVqMHv2bKpVq0ZCQkKhC5MiFr8F/ngX/lwIuZn227wCoHYnqHMPVI8Ct8I9h9EZLIaFEatHcCTtCBXLVGT8reML9cgOwzAYvWY0W45vwc/dj5ltZ+Lr7tgl3IbFQsKYsZCbi++dd1KmADNkiYiIiIgUhccffxyPfwc2zp49S58+ffDx8QEgMzPzcrtekkNhMjMzk9GjR/PLL7/g4eHBkCFD6NKlC3PnzqVDhw64uLgwaJDjlwFKMUlNhN+mWS9nzThxfn2FmyCkDrh5Q2Rn672QLgV+5GiJ8PM/P7P88HLcze5MjZqKv0fhnnf6/tb3+W7fd7iYXJgaNZUqflUc7iP56284s2kTJm9vQoe9RPbRo+ScOnW+wdmzsG2bbVH3TIqIiIhIcejZs6fd8qOPPnpRmx49ejjcr0MJYuTIkbz99tu0a9eONWvW8OCDD9KrVy/WrVvHlClTePDBB3FxcewyQClipw7Atq9h8wdwYq/9tkpNrY/uqHKz9fLVUuTOqndy+KbDBHgEEFkuslB9LTu4jOmbpgMwrNkwmpdv7nAfuadPkzRpEgDBfZ8Dw2Bvh44YWVn2De9/wPajyd2dGkt+VKAUERERkSI1d+7cYunXoTD5+eef88EHH3DvvfeydetW6tevT05ODn/++WeRXHMrhfT7O/DjEPt1JjNUbAxRw84/D7IUMpvMPFnvyUL3s+vULl5a9RIGBl1rd6VrRNcC9ZM0bRq5p07hXrMGgT16cHbXrouD5H8YWVnknDqlMCkiIiIi1wSHwuThw4dp3LgxADfeeCMeHh4MGjRIQbKoLYsBswu0fvHibSteh9wcqHUH7FhsHWUMjrBOqLPpw/PtPPygaW+4ZaD1nshSKNuSzbyt8+hepzvebt6F7u/k2ZMMWDqAjJwMmoc1Z2izoQXq58xff3F64WcAhI0cicnNrdC1iYiIiIiUNA6FydzcXNzd3c/v7OpKmTJliryo657ZBZb9OyvuuUCZmw2L+8Ofn4J7GVj5mnX9lgXWGVoxrMshkXDL81D3PnB1/2/PpcqMTTOYt20eKw+v5IOOHxTqHzWyc7MZtGwQR9KOUNm3MlOipuBmdjwEGrm5JIweA4aBf+d78WnWrMA1iYiIiIiUZA6FScMwLjsL0DlfffVV0VV4PbLkQrXbrIHSMKDq3xBTCXLOWrdnpVkvXzUskJZkXXdDB2jRF8Jblbr7IfMS+08s87bNA6Bn3Z6FCpKGYTD+9/FsStpEGbcyvNn2zQJP4HNq4ULObtuG2deXkCFDrryDiIiIiMg1yqFnJ/Ts2ZOQkBD8/f3x9/fn0UcfpUKFCrblcy9HzJo1i/DwcDw9PWnevDnr16+/ZNuvvvqKJk2aULZsWXx8fGjYsCEffvjhRe127NjBvffei7+/Pz4+PjRt2pSDBw86VJdTmV1g/0proFz+KgQmWoPkhY+6MCzg6gmNe0HfP+CRhdb210GQPJhykBG/jQCgR2QP2lVtV6j+Pt7xMV/t/gqzyczrt71O9bLVC9RPzvHjHHtjGgDBAwfiGhRUqLpEREREREoyh0Ymi3oWoIULFxIdHc2cOXNo3rw506ZNo3379uzcuZOQkJCL2gcGBjJ8+HAiIiJwd3fnu+++o1evXoSEhNC+fXsA9u7dy6233krv3r0ZM2YMfn5+bNu2DU/Pa+jZiecubV024d8AabEuG//+r08wNHsamvQGn3JOKdFZzuacJXp5NGnZaTQKacTzjZ8vVH+/HfmNSRuss66+0PgFWlUq+LMgkyZNxpKaikdkHQK6PVyoukRERERESjqnPlxw6tSpPPXUU/Tq1QuAOXPm8P333/P+++/z0ksvXdQ+KirKbnngwIHMnz+f1atX28Lk8OHDueuuu3j99ddt7WrUqFF8b6K4tH7ROjp5YNX5dW7e0PF1qPcguF1D4bgIvfr7q+w8tZNAz0Am3TapQPc1nrMveR9DVgzBYli4r+Z9PBb5WIH7yvjjD5K/+QZMJsqPGoVJj8gRERERkVLOoctci1JWVhYbN26kXbvzlyiazWbatWvH2rVrr7i/YRjExsayc+dObrvtNgAsFgvff/89N9xwA+3btyckJITmzZvz9ddfX7avzMxMUlJSbK/U1NRCvbciseL1f4Pkv5etmsyQnQGp8ddtkDyWcYwVh1dgNpl57bbXCPUJLXBfyZnJ9I/tT2p2KjeF3MSIm0cU+L5LIzubhLFjASj74IN4NWhwURvXgABM7pefEMnk7o5rQOmceVdERERESh+TYRiGMw589OhRKlasyJo1a2jRooVt/YsvvsiKFSv4/fff89wvOTmZihUrkpmZiYuLC2+99RZPPPEEAAkJCZQvXx5vb2/Gjx9PmzZtWLJkCS+//DLLli2jdevWefY5evRoxowZc9H6Q+3aUcnLqwjerYPC/oEKByClLPidhlzAhfPLR8MhoerVr6sESPTMYX3wWe45VPBZhLNNBs/emsDvIWepkO7KJ8sqUC6z4COJJ06eIun4cVzMZqpXC8f1P6OSFosFs9lMdnY2Obm55zds2wZ169oWXV1ccNNjRK5t69eDZvAtfXReSx+d09JH57R0KiHn9fCZM1T+9VcOHTpEpUqVnF1OieLUy1wLwtfXl7i4ONLS0oiNjSU6Oprq1asTFRWFxWK9p7Bz584MGjQIgIYNG7JmzRrmzJlzyTA5bNgwoqOjbctHjhwhMjIS5s4FZ3xhlsXAwTXWy1zbDIcpq+GFW633UFa7DVq3hDbDrn5dJUAocE8h+5j0+6v8/veneLl6MePhDyn3XO0C95WdkMCxuzoBEDJuLK7332+3PXP/fv7p0YPgAQMo+8ADuF04+nnvvbB4cYGPLSWQzmnppPNa+uiclj46p6VTSTmvhw9D5crOrqJEctplrkFBQbi4uJCYmGi3PjExkbCwsEvuZzabqVmzJg0bNuSFF17ggQceICYmxtanq6urNQheoE6dOpedzdXDwwM/Pz/by9fXtxDvrAicm821zfDzk/G0ftG6vH+ldft1wjAMhq8ezq///Fok/X228zM+/ftTTJiY2GoitQMLHiQBEie+hpGRgVfDhvjfd5/dNsNiIX7EK+QeO07qj0sKdRwRERERkZLGaWHS3d2dxo0bExsba1tnsViIjY21u+z1SiwWC5mZmbY+mzZtys6dO+3a7Nq1i6pVr6HLQi259kHynHOB0pKb936l0Pxt81m8dzFDVw4lIT2hUH2tj19PzO/Wf3gYcNMA2lZpW6j+0lb/RuqSJWA2EzZ6FCaz/a/TqU8/5czGjZi8vQkbO7ZQz8IUERERESlpnHqZa3R0ND179qRJkyY0a9aMadOmkZ6ebpvdtUePHlSsWNE28hgTE0OTJk2oUaMGmZmZ/PDDD3z44YfMnj3b1ueQIUPo2rUrt912m+2eyW+//Zbly5c74y0WzOUuYf1vwCzFNiRsYNqmaQAMbTaUMJ9Lj1hfyaGUQ0SviCbHyOGuanfR+8beharNkpVF4rhxAAQ82h3PiAi77dlHjnBsylQAQqKjca9UsVDHExEREREpaZwaJrt27cqxY8cYOXIkCQkJNGzYkCVLlhAaap2l8+DBg5gvGO1JT0/nueee4/Dhw3h5eREREcFHH31E165dbW3uu+8+5syZQ0xMDAMGDKB27dp8+eWX3HrrrVf9/UnBHT9znCErh5Br5NKpeicevOHBAveVlpVGv6X9SM5M5sZyNzKm5ZhCjxKe/N//yPrnH1yDgwkeMMBum2EYxI8chSUjA6/GjQl4pFuhjiUiIiIiUhI5fQKefv360a9fvzy3/Xc0cfz48YwfP/6KfT7xxBO2GV7l2pNjyeHFlS9y/MxxapatycibRxY4/OVacnlx5YvsS95HiFcI09tOx9O1cI9WyTp8mONz3gYgZOhQXMrYzyyb/NUi0n/7DZOHB+XHj7vo8lcRERERkdJAf+VKifPm5jf5I+EPvF29mRo1FW837wL3NX3TdFYdWYWHiwcz2s4gxDukULUZhkHiuPEYmZl433wzfp3uuqhN9tGjYDIR3L8fHtWqFep4IiIiIiIlldNHJkUuZBgGmbnWCZXG3DKGav4FD2Pf7PmGudvmAjD+lvHUDap7hT2uLG3pUtJWrAA3N8JGvpLniGlw/36UadMGz4jCzRQrIiIiIlKSKUxKiWIymRjabCida3YmIjDiyjtcQlxSHGPWjgHgmfrP0KFah0LXZsnIIHHCqwCU69ULj+rVL9nW68bCB1cRERERkZJMl7lKiZCVm0WOJce2XJggGZ8Wz8BlA8m2ZNOuSjuea/hcUZTI8Tlvk330KK4VyhPU5xm7bTmnTnGoXz8y9+0vkmOJiIiIiJR0CpNSIsSsj6H3T705lnGsUP1kZGfQf2l/Tp49Se2A2ky4dQJmU+G/5pn79nFirvWS2bDhwzF729/HmTjhVdJ+jeXo0KEYhlHo44mIiIiIlHS6zFWcbvHexXyx6wtMmNhzeg/B3sEF6sdiWBi+ejg7T+0k0DOQmW1nFmrynnMMwyBh7DjIzqZM69aUadvWbnvq0mWkfPcdmM2XvI9SRERERKS00cikONWuU7sYt3YcAM82fJYWFVoUuK+34t7i14O/4mZ2Y3qb6ZQvU75Iakz54Qcy1q3D5OFB6IjhdmExNyWFhNGjAQjs9The9eoVyTFFREREREo6hUlxmtSsVKKXR3M29yy3VLiFZ+o/c+WdLmHJ/iW8vcX67MdRLUbRMKRhkdSYm5ZG0sTXACj3zNO4V65stz1p0iRykpJwr1qV4P79i+SYIiIiInLtmzVrFuHh4Xh6etK8eXPWr19/ybbbtm3j/vvvJzw8HJPJxLRp0y5qs3LlSu655x4qVKiAyWTi66+/Lr7i80lhUpzCMAxGrRnFPyn/EOYTRkyrmALf27jt+DZG/DYCgF51e9G5Zuciq/P4zJnkHDuGW9UqlOvd225b+po1nP78CwDKTxiP2dOzyI4rIiIiIteuhQsXEh0dzahRo9i0aRMNGjSgffv2JCUl5dk+IyOD6tWrM3HiRMLCwvJsk56eToMGDZg1a1Zxlu4Q3TMpTvHxjo/55Z9fcDW7MrX1VAI8AwrUT1JGEgOWDiAzN5PbKt3GwJsGFlmNZ//+m5MffgRA2CsjMXt42G0/+cknAAQ88gjeTZoU2XFFRERE5No2depUnnrqKXr16gXAnDlz+P7773n//fd56aWXLmrftGlTmjZtCpDndoCOHTvSsWPH4iu6ABQmxSlaVmhJDf8adI3oSr3ggt1neDbnLAOXDiTpTBI1/GvwWqvXcDG7FEl9hsVCwpixYLHg2749ZW695aI2ld54g5Mff0zZBx4skmOKiIiISMmVmppKSkqKbdnDwwOP/ww2AGRlZbFx40aGDRtmW2c2m2nXrh1r1669KrVeLbrMVZyietnqLLh7AQ/XfrhA+xuGwcg1I9l6YitlPcoy8/aZlHEvU2T1JS9axJnNmzF5exM6LO9/HTK5uVHu8cdxKeNTZMcVERERkZIpMjISf39/2ysmJibPdsePHyc3N5fQ0FC79aGhoSQkJFyNUq8ajUzKVZNryWXnqZ1ElosEwNO14PcYvvfXe/y4/0dcTa5MjZpKZd/KV94pn3JOnSJp0mQAgvv2xe2C69YtmZmcXrCAgG7dMLm7F9kxRURERKRk2759OxUrVrQt5zUqeb3RyKRcNbPiZvHI94/w0faPCtVP7D+xzNg8A4CXb36ZpmFNi6I8m2NvTCP39Gk8atUksMdjdtuOz3qLxJiJHOrzbJEeU0RERERKNl9fX/z8/GyvS4XJoKAgXFxcSExMtFufmJh4ycl1rlUKkxeYNWsWkZGRREVFObuUUmfl4ZW8+9e75Bq5BHoGFrifnSd3Mmy19frzbhHdePCGor1f8cyff3L6888BCBs5EpOb2/lt27Zx4n//AyCg+yNFelwRERERKR3c3d1p3LgxsbGxtnUWi4XY2FhatCj4M9VLIl3meoG+ffvSt29fDh8+TOXKRXfZ5PXuSNoRhq2yBsCHaz/MXdXvKlA/J86coP/S/pzJOcPN5W/mxaYvFmWZGLm51kl3DAP/zp3xbnp+xNPIziZ++AjIzcXvro743n57kR5bREREREqP6OhoevbsSZMmTWjWrBnTpk0jPT3dNrtrjx49qFixou2+y6ysLLZv3277+ciRI8TFxVGmTBlq1qwJQFpaGnv27LEdY//+/cTFxREYGEiVKlWu8ju0UpiUYpWVm8ULy18gJSuFekH1GNJ0SIH7GbR8EPHp8VT1q8rk1pNxNRft1/fUggWc3b4ds68vIUMG22078d57ZP79Ny5lyxI6YkSRHldERERESpeuXbty7NgxRo4cSUJCAg0bNmTJkiW2SXkOHjyI2Xz+ItGjR4/SqFEj2/LkyZOZPHkyrVu3Zvny5QBs2LCBNm3a2NpER0cD0LNnT+bNm1f8byoPCpNSrF7/43W2ndiGv4c/k1tPxt3F8UlrDMNg3LpxbE7ajK+bLzPazsDfw79I68w5fpxj06YDEDzoeVyDgmzbMnfv5thbswEIHT4c18CCX6YrIiIiIteHfv360a9fvzy3nQuI54SHh2MYxmX7i4qKumKbq033TEqx2ZCwgYU7F2LCxMRWE6lQpkKB+vlg+wd8vedrzCYzk1pPorp/9SKuFJImTcKSmopn3boEdO1qty1h/ATIzqZMVBR+d3cq8mOLiIiIiFyLNDIpxaZxaGOGNRtGSlYKt1a8tUB9rDy8kqkbpwIwpMkQbql4S1GWCED6+vUkf7MYTCbCRo3E5OJit738uLEkvvY6YSNfwWQyFfnxRURERESuRQqTUmxMJhOP1Cn4rKf7Tu9j6MqhWAwL99e6n+51uhdhdVZGdjaJ48YBUPahh/CqX/+iNu5VqlB51ptFfmwRERERkWuZLnOVImUYBh9u/5DUrNRC9XP67Gn6Le1HWnYaN4XcxPDmw4tlVPDkBx+SuXsPLgEBhAx63rbesFg4s21bkR9PRERERKS0UJiUIvXJ35/w+h+v8+gPj5Kdm12gPrIt2QxeMZhDqYeoWKYib7R5AzcXtyvv6OhxEhI4NmsWACGDB+NStqxt2+mFCzlw/wMkTZ5c5McVERERESkNFCalyMQlxTH5D2v4eqj2QwUOgK+tf43fE37H29WbGW1nEOhZPLOnJsZMxMjIwOumm/C/r4ttffbRoyRNsr4P15DQYjm2iIiIiMi1TmFSisTJsycZvGIwOUYO7cPb80hEwe6VXPD3ArsZYG8IuKGIK7VKW7Wa1J9+AhcX66Q7/z7nxzAM4keNxpKRgVejRgQ8WvT3aYqIiIiIlAYKk1JouZZchq4cSmJGIuF+4YxpOaZA9zf+Hv87E9dPBGDgTQNpU6XNFfYoGEtmJgnjrZPuBD7aHc/atW3bkr/5hvRVqzC5u1N+wnhbyBQREREREXv6S1kKbc6WOayLX4eXqxdvRL2Bj5uPw30cTDlI9PJoco1c7q5+N0/c+EQxVGp14r33yP7nIK7BwQT1729bn3PsGIkx1jAb1K8fHtWL/nmWIiIiIiKlhcKkFEpGdgZf7/kagJEtRlIzoKbDfaRmpdJvaT9SslKoH1Sf0S1HF9vzHLMOHuTE2+8AEPLSUFzKlLFtSxg7DktyMp6RkZR7olexHF9EREREpLTQcyalULzdvFl490J+PvAzd1e/2+H9cy25DFk5hP3J+wn1DmV62+l4uHgUQ6XW+yETJkzAyMrCu8XN+N11l90233a3k7FpE+VfnYDJVb8aIiIiIiKXo7+YpdACPQN5OOLhAu07deNUfjvyG54unsxoO4Mgr6Airu68tNhY0lesBDc3wl4ZaTf6aTKZ8O/cGd8OHTB7FE+YFREREREpTXSZqxTI1A1T+WbPN4XqY9HuRXyw/QMAxt86nshykUVRWp4sGRkkTHgVgHJPPIFH9Wrnt505Y/tZQVJEREREJH8UJsVhP+7/kbnb5jLitxHsPLmzQH1sStzE2HVjAXi2wbO0D29flCVe5PjsOeTEx+NWoQJBfZ6xrU9bsYK9d7YnNTa2WI8vIiIiIlLaKEyKQ/ae3suoNaMAeKreU9QOrH2FPS52JO0Ig5YPIseSwx1V76BPgz5FXaadzL17OTF3LgChI4Zj9vICIDc1lfhRo8k5doyMPzYUaw0iIiIiIqWNwqTkW0Z2BtHLozmTc4bmYc3p27Bvgfrov7Q/J8+epE5gHcbfMh6zqfi+hoZhkDB2HOTkUCYqCt+2bW3bkiZNJichAbcqVQgeOKDYahARERERKY0UJiVfDMNg9JrR7EveR4hXCK/d9houZheH+rAYFl5a9RK7T+2mnGc5ZrSdgbebdzFVbJXy/Q9k/P47Jg8PQkcMt61PX/c7pz/7DIDy48bZRitFRERERCR/FCYvMGvWLCIjI4mKinJ2KSXOgp0L+PHAj7iYXJgcNZlyXuUc7uPNzW+y7NAy3M3uTG87nTCfsGKo9Lzc1FQSX5sIQFCfZ3CvVAmwTsYT/8orAJR9uCs+zZsVax0iIiIiIqWRwuQF+vbty/bt21m+fLmzSylxTp89DcCgxoNoFNLI4f2/3/c97/71LgCjW46mQXCDoiwvT8dmziT32HHcq1YlsHfv8+unzyD70CFcy5cnZPDgYq9DRERERKQ00nMmJV+ebfgsrSq1om65ug7v+9exvxj520gAnrjxCe6pcU9Rl3eRszt2cOqjjwEIHfkKZnd3wHq5bm5yMgDlx4zGpUyZYq9FRERERKQ0UpiUS7IYFnIsObi7WIPYjUE3OtxHQnoCA5YNIMuSRVSlKAY0Kv6JbgyLhYQxY8FiwbdjB8rccottm8lkosLEGAIf74lnRESx1yIiIiIiUlrpMle5pLe3vE3PH3tyNO1ogfY/k3OGgcsGcvzMcWqWrcnE2yY6PGlPQSR/9RVn4uIwe3sT+tJLebZRkBQRERERKRyFScnTmiNrmB03m60ntrIxcaPD+xuGwcjfRrL9xHbKepRlZtuZ+Lj5FEOl9nJOnSJp8hQAgvr3xy00FLBe9nq4/wCyE5OKvQYRERERkeuBLnOViySkJzB01VAMDO6vdX+B7nF8Z8s7LDmwBFeTK29EvUEl30rFUOnFjk19g9zTp/GoVYvAR7sDYGRnc3T4cDK378Ds40OFiTFXpRYRERERkdJMI5NiJzs3mxdWvMDpzNPUCazDsObDHO7j139+5c24NwEYcfMImoQ1Keoy83QmLo7TX3wBQNiokZjc3AA48b/3ydy+Axd/f0IGv3BVahERERERKe0UJsXOlI1T2HJsC77uvkyJmoKHi4dD+/998m9eXv0yAI/WeZT7b7i/OMq8iJGbS/zYsWAY+HfpgncTa4DN3LuX47NmARA6/GVcg4KuSj0iIiIiIqWdwqTY/HTgJz7eYX2cxqu3vkpl38oO7X/8zHH6L+3PmZwztKzQkheaXL1RwFOfLrBexurnR8gQ67Mjjdxc4l8ejpGdjU/r2/C7p/gfSSIiIiIicr3QPZNiU7dcXeoE1qFlhZZEVY5yaN+s3CyeX/Y8CekJhPuFM6n1JFzNV+frlXPsGMemTQMgZNDzuJYrB8Cpjz7izJ9/Yvbxofzo0ZhMpqtSj4iIiIjI9UBhUmwq+Vbiw7s+xMXk2OM7DMNgzNox/HnsT3zdfZnZdiZ+7n7FVOXFEidNwpKWhueNN1L2oYesNeXmcvrLrwAIGTIEt/Llr1o9IiIiIiLXA4XJ65xhGOw8tZOIQOtzFx29RxJg/rb5LN67GBeTC5NbTybcP7yIq7y09N/Xk7L4WzCZrJPuuFiDsMnFhfAFn3L6q0WUfejBq1aPiIiIiMj1QvdMXuc+3/U5D337EHP+nFOg/VceXsnUjVMBGNJ0CC0rtCzK8i7LyMoiYdxYAMp2fQivevXstpu9vQl8tDsms77mIiIiIiJFTX9lX8e2Hd/GxPUTMTAKNCK559QeXlz5IgYGD9zwAI9EPFIMVV7ayQ8+IGvPXlwCAwkZNAiA7IQETn78MYbFclVrERERERG53ugy1+tUcmYy0cujybZk07ZyWx6v+7hD+586e4r+S/uTnp1Ok9AmvNzs5as6wU12fDzHZr0FQMjgwbj4+2MYBgmjRpO2YgVZ+/YT9sqIq1aPiIiIiMj1RiOT1yGLYWHYqmEcTT9KZd/KjLt1nENBMDs3m+jl0RxOO0zFMhWZGjUVNxe3Yqz4YokxEzHOnMGrcWP8u3QGIOW770hbsQKTmxsB3R6+qvWIiIiIiFxvFCavQ+/99R6rjqzCw8WDqVFTHZp51TAMXl3/KhsSN+Dt6s2bbd8kwDOgGKu9WNqqVaT+/DO4uBA2ciQms5mc48dJHD8BgKC+z+FRs+ZVrUlERERE5HqjMHmd2Xd6H7PiZgEwvPlw2yyu+fXp35/yxa4vMGHi9dtep2bA1Q1tlsxMEsaNByDwscfwrH0DAAnjJ5CbnIxHnTqU6937qtYkIiIiInI90j2T15nqZaszusVotp/Yzn217nNo3zVH1/D6H68DMKjxIFpXbl0cJV7WiXffI/vgQVxDQgjq1w+AlJ9/JnXJEnBxocKE8Zjcru4ltyIiIiIi1yOFyevQfbXuczhIHkg+wOAVg8k1crm3xr0OT9hTFLIOHuTEO+8AEDrsJVzK+GBkZZH4agwA5Z58Es/IyKtel4iIiIjI9UiXuV5g1qxZREZGEhUV5exSityi3Ys4dfZUgfZNzkym/9L+pGal0iC4ASNbjLyqM7eC9V7NhPHjMbKy8GnZAt8OHQAwubtT+a1Z+N3VkaDnnr2qNYmIiIiIXM8UJi/Qt29ftm/fzvLly51dSpH65Z9fGLlmJF2/60pqVqpD++ZYcnhx5YscSDlAmE8Y09pMK9AzKQsr9ddfSV+5CpObG6GvvGIXZj0jI6k4dSpmj6tfl4iIiIjI9UphspQ7kHyAV357BYD24e3xdfd1aP8pG6aw5ugavFy9mNFmBkFeQcVR5mVZMjJsl7IG9n4Cj2rVyE1L4+zOXVe9FhERERERsVKYLMXO5JwhekU06dnp3BRyEwNvGujQ/l/s+oKPdnwEwIRbJ1CnXJ3iKPOKjs+eTU58PG4VKxL0zDMAJE2Zwv777+fkxx87pSYRERERkeudJuAppQzDYPy68ew+tZtynuWY3Hoyrub8n+4/Ev5gwjrrcxv7NuzLHVXvKK5SLytzzx5OzJ0HQOjw4Zi9vEhfv57Tny4AwKNGDafUJSIiIiJyvdPIZCn15e4vWbx3MWaTmUmtJxHsHZzvfQ+nHiZ6eTQ5Rg4dwjvwTP1nirHSSzMMg4Sx4yAnhzJt2uDbtg2WM2eIH2G9bLfsQw/hc/PNTqlNREREROR6pzBZCuVYcvh4h/Xyz/6N+tM0rGm+903PTqf/0v6czjxNZLlIxt4y9qrP3HpOynffkbF+PSZPT0KHvwzAsRkzrc+ZDA0lZMhgp9QlIiIiIiK6zLVUcjW7Mr/jfD7f+Tm9buyV7/1yLbm8tPIl9pzeQ7BXMDPazMDL1asYK71MLampJL72OgBBfZ7BvVIlzmzZwsn58wEIGzMaF1/HJhMSEREREZGiozBZSvm5+9G7Xm+H9pm5eSbLDy/H3ezO9DbTCfUJLabqruzY9BnkHj+Oe3g4gU88gSUri/jhw8Fiwe/ee/Athc8CFRERERG5lugy11Jk/rb5LPh7AYZhOLzvt3u/5X9b/wfAmFvGUC+4XlGXl29nt2/n1CefABA28hXM7u6YXFzwv/9+3CpWJHTYMKfVJiIiIiKSH7NmzSI8PBxPT0+aN2/O+vXrL9l227Zt3H///YSHh2MymZg2bVqh+7waFCZLiT8S/mDqxqlM+H0C6+LXObTvn8f+ZPSa0QA8We9J7q5+dzFUmD+GxUL8mDHWEci7OuLTsiUAJhcXyj3+ODV+/AHXgACn1SciIiIiciULFy4kOjqaUaNGsWnTJho0aED79u1JSkrKs31GRgbVq1dn4sSJhIWFFUmfV4PCZClwLOMYQ1YMwWJYuLfGvdxcPv8znCakJzBw6UCyLFm0qdyG/o36F2OlV3b6yy85++cWzN7ehAwdipGTg+XsWdt2k7u7E6sTEREREbmyqVOn8tRTT9GrVy8iIyOZM2cO3t7evP/++3m2b9q0KZMmTeLhhx/Gw8OjSPq8GhQmr3E5lhwGrxjMibMnqBVQixE3j8j37KsZ2RkMWDrAtm9MqxjMJud9JXJOneLY5CkABA3oj1toKCfen8v+zl3I2LjRaXWJiIiIiKSmppKSkmJ7ZWZm5tkuKyuLjRs30q5dO9s6s9lMu3btWLt2bYGOXRx9FgWFyWvcjE0z2JS0CR83H6a2nprv2VcthoURv41gx8kdBHgEMLPtTHzcfIq52ss7NnUqucnJeNxwA4GPPkrmvv0cf/NNsv75h6yDh5xam4iIiIhc3yIjI/H397e9YmJi8mx3/PhxcnNzCQ21n8wyNDSUhISEAh27OPosCprN9RoWezCWudvmAjC25VjC/cPzve/bf77NL//8gqvZlTfavEHFMhWLqcr8ORMXx+nPvwAgbNRIMJuJHzECIysLn1at8O/S2an1iYiIiMj1bfv27VSseP5v5ktdjno9UZi8hiWkJ2A2melepzt3ht+Z7/1+OvATb/35FgCv3PwKjUMbF1eJ+WLk5BA/ZiwA/vfdh3fjxpz88CPObNqE2dub8mNG5/vSXRERERGR4uDr64ufn98V2wUFBeHi4kJiYqLd+sTExEtOruOMPouCLnO9hnWv050PO37IoMaD8r3P9hPbGbF6BACPRT7G/9X6v+IqL99OfbqAzB07MPv7EzJkMFmHD5M0dSoAIUMG41ahgpMrFBERERHJH3d3dxo3bkxsbKxtncViITY2lhYtWpSYPotCiQiTjjwv5auvvqJJkyaULVsWHx8fGjZsyIcffnjJ9n369Lnss1quRVm5Wbaf6wfXx83slq/9jmUcY8DSAZzNPcstFW8hunF0cZWYb9lJSRybPh2AkEHP4xIQQMLIkRhnzuDdpAllu3Z1coUiIiIiIo6Jjo7m3XffZf78+ezYsYNnn32W9PR0evXqBUCPHj0YdsGz07OysoiLiyMuLo6srCyOHDlCXFwce/bsyXefzuD0y1zPPS9lzpw5NG/enGnTptG+fXt27txJSEjIRe0DAwMZPnw4ERERuLu7891339GrVy9CQkJo3769XdtFixaxbt06KpSika1FuxfxwfYPmBo1lWr+1fK9X2ZuJs8ve57EjESq+Vdj0m2TcDU7/fSTNGkylrQ0POvVo+yDD2JJzwBXV0weHpQfPw6TuUT8e4eIiIiISL517dqVY8eOMXLkSBISEmjYsCFLliyxTaBz8OBBzBf8nXv06FEaNWpkW548eTKTJ0+mdevWLF++PF99OoPT08SFz0sBmDNnDt9//z3vv/8+L7300kXto6Ki7JYHDhzI/PnzWb16tV2YPHLkCP379+enn36iU6dOxfoerpa/T/7NhN8nkJmbSezBWJ6s92S+9jMMg9FrRrPl+Bb83P2Y2XYmvu6+xVztlaWv+52Ub78Fk4mwkSMxubjgUsaHym+/Tda+fbiHhzu7RBERERGRAunXrx/9+vXLc9u5gHhOeHg4hmEUqk9ncOqwT2Gfl2IYBrGxsezcuZPbbrvNtt5isfDYY48xZMgQ6tate8V+MjMz7Z4Zk5qaWrA3VIxSslKIXh5NZm4mrSq24okbn8j3vu9vfZ/v9n2Hi8mFKVFTqOpXtRgrzR8jK4uEceMACOj2MF71brRtM5lMeNSo4azSREREREQkH5w6Mnm556X8/fffl9wvOTmZihUrkpmZiYuLC2+99RZ33HGHbftrr72Gq6srAwYMyFcdMTExjBkz5uINvXqBV/6e21hc1oacYeKth/Gb2ZZDQZlUSHclZvY/mGd0ydf+y8qnM71FEpjgpU1lufmLV4u34Hw6cfIkWcdP4OLiQvDvv5Mc1Yb0jAxCg60zVV0X1q+He+91dhVSlHROSyed19JH57T00TktnUrKeT1zxtkVlFhOv8y1IHx9fYmLiyMtLY3Y2Fiio6OpXr06UVFRbNy4kenTp7Np06Z8P05i2LBhREefn4zmyJEjREZGwty5UKlScb2NKzIMg+nfd2PfiQQgE1eTK1Mf+gj/56482gqw69QuXvrhMYwc6Fq7Kw/3HFG8BedT9tGjHO90NwAh48djtL6NxE53k5uSgsczT1Oud28nV3iV3HsvLF7s7CqkKOmclk46r6WPzmnpo3NaOpWU83r4MFSu7OwqSiSnhsmCPi/FbDZTs2ZNABo2bMiOHTuIiYkhKiqKVatWkZSURJUqVWztc3NzeeGFF5g2bRoHDhy4qD8PDw+7h46mpKQU8p0VjTVH17DtxDbb8oM3PEjdoPwFyZNnTzJg6QAycjJoFtaMoc2GFleZDkuMicE4cwavJo3x79KZoy+8QO6pU3jUrk1gjx7OLk9ERERERPLBqfdMFtXzUiwWC5mZmQA89thjbNmyxTa1blxcHBUqVGDIkCH89NNPRf4eiothGMzcPBOz6fwp2nJ8S75uzM3OzWbQskEcSTtCZd/KTGk9Jd+PDyluaStWkPrLr+DiQtgrI0lbupSUH34EFxfKT5iAya1k1CkiIiIiIpfn9Mtco6Oj6dmzJ02aNKFZs2ZMmzbtomewVKxYkZiYGMB6f2OTJk2oUaMGmZmZ/PDDD3z44YfMnj0bgHLlylGuXDm7Y7i5uREWFkbt2rWv7psrhP+OSgJsO7GNNUfXcEvFWy65n2EYjP99PJuSNuHj5sPMtjMp61m2mKvNH8vZsySMnwBAYI8euIWFcuhJ64y05Z54Aq8b8zfqKiIiIiIizuf0MOnoM1jS09N57rnnOHz4MF5eXkRERPDRRx/RtRQ93P7CUUmLYbGtN5vMzNw8k5YVWl7yftCPd3zMV7u/woSJ1297nRplS86sqCfefY/sQ4dwDQkhqG9fEl99lZxjx3CvVo2gfn2dXZ6IiIiIiDjA6WESHHsGy/jx4xk/frxD/ed1n2RJlteoJIDFsFx2dHLNkTVM2jAJgBeavMBtlW67qI2zZP3zDyfefReA0JeHYWRnkbZyJZhMlJ8wHvMF96yKiIiIiEjJVyLCpJx3blTShAmDi++PNGHKc3Ryf/J+Bq8YjMWw0LlGZ3pElpyJbAzDIGHceIysLHxatsS3fXtMJhPVv11M+urVeN90k7NLFBERERERBzl1Ah65WLYlm4T0hDyDJICBQUJ6AtmWbNu65Mxk+i/tT2p2Kg2DGzKyxch8Pxblakj9+RfSV6/G5OZG6CsjbLW5BgTgf889Tq5OREREREQKQiOTJYy7izsL7l7AybMnz68cNAjeeMO2GOgZiLuLOwA5lhwGrxjMPyn/UN6nPG+0ecO2rSSwpKeT+O/kSYFP9ib31GmSt3+P3113lajAKyIiIiIijlGYLIHCfMII87ngOZunPaBcZJ5tJ/0xiXXx6/By9WJm25kEeQVdpSrz5/js2eQkJOBWqRKBPXvyz8PdyDpwgNxTpwl8tLuzyxMRERERkQLSZa7XsM92fsYnf38CQMytMdQOLFmPPsncvZsT8+YDEDr8ZU6+9x5ZBw7gGhKC/726vFVERERE5FqmMHmN+iPhD2J+t14+2r9Rf26veruTK7JnGAYJY8dBTg5lbr8d16AgTrw/F4Cw0aNw8fNzcoUiIiIiIlIYusz1GnQo9RCDlg8ix8ihY3hHnqr3lLNLukjKt9+S8ccfmDw9CR0ymMMDBoLFgl+nTvi2bevs8kREREREpJA0MnmNSctKo39sf5Izk6lbri5jbxlb4iayyU1JIfF16/Mug559luTvvidz1y5cAgIIHf6yk6sTEREREZGioJHJa0iuJZehq4ayN3kvIV4hzGg7A09XT2eXdZFj02eQe/w47tWq4X93J/Z26AhA6IjhuAYGOrk6EREREREpCgqT15Dpm6az8vBKPFw8mN52OiHeIc4u6SJntm3j1KefAhA28hXcKlak8rvvkPprLH533eXk6kREREREpKgoTJZwa4+uZeIdh7ltwxTmbZsHwLhbxnFj0I3OLSwPhsVCwtix1nsj77oLnxYtAPC5+WZ8br7ZydWJiIiIiEhRUpgswQzDYPqm6ezzy2bfv0Hy6fpP07FaR+cWdgmnv/iCs39uwezjQ8Bjj5F1+AjulSo6uywRERERESkGmoCnBFtzdA3bTmyzLTcMbkjfhn2dWNGl5Zw6xbEpUwEI6t+PpMmT2XfvvaQuXerkykREREREpDgoTJZQ50YlL5SZm4mJkjVz6zlJU6aQm5yMR+3amFxcOLNxIwAeN9R2cmUiIiIiIlIcFCYvMGvWLCIjI4mKinJ2Kaw5uoYdJ3fYrdtxcgdrjq5xUkWXlrFpM8lffAlA0HPPcuyNaQCEREfrMlcRERERkVJKYfICffv2Zfv27SxfvtypdRiGwczNMzGb7E+P2WRm5uaZGIbhpMouZuTkWCfdAfzuu4/Tn32OJSMDr8aNCXikm5OrExERERGR4qIwWQKdu1fSYljs1lsMC9tObCtRo5OnPvmEzL//xuzvj2edOqT/9hsmDw/Kjx+Hyayvl4iIiIhIaaW/9kuYc6OSl7o30oSpxIxOZiclcWz6DADKPfkkx998E4Dg/v3wqFbNmaWJiIiIiEgx06NBSphsSzYJ6QkY5B0WDQwS0hPItmTj7uJ+lauzl/Ta61jS0/GsX5+A7o9gSUsj4/ffCXz8cafWJSIiIiIixU9hsoRxd3Fnwd0LOHn25PmVgwbBG2/YFgM9A50eJNPXrSPl++/BZCJs5EhcvL0JGfQ8Rk4OJld9rURERERESjv91V8ChfmEEeYTdn7FaQ8oF+m8gv7DyMoiYew4AMo+8ACeEecf/6EgKSIiIiJyfdA9k+KwE/Pmk7VvHy7lypGbksKBrg+TuXu3s8sSEREREZGrSMNI4pDsI0c4Pns2AP53d+Lk/A/AbMZy9qyTKxMRERERkatJI5PikISYGIwzZ/Bq2JCUH5cAENjrcbzq1XNyZSIiIiIicjUpTEq+pS5fTtqvseDqiktIMDlJSbhXrUpw//7OLk1ERERERK4yhUnJF8vZsySOnwCAb7t2pP38CwDlJ4zH7OnpzNJERERERMQJFCYlX0688y7Zhw/jEhzM2b/+AiDgkUfwbtLEyZWJiIiIiIgzKEzKFWUdOMCJd98FIOi553ANCsK1QnmCo6OdXJmIiIiIiDiLZnOVyzIMg4TxEzCys/G55RYCHu5KwEMPkh0fj0sZH2eXJyIiIiIiTqIwKZeV+tPPpK9ejcnNjbBXRmAymcDFBfdKlZxdmoiIiIiIOJEuc5VLyk1LJzEmBgDP+vU59fnnep6kiIiIiIgACpNyGcffeoucxERcQ0I4ExfHyf+9T8bvvzu7LBERERERKQEUJiVPZ3ft4uQHHwBgcnOD3Fz87upImdatnVyZiIiIiIiUBAqTchHDMEgcOw5ycnCvXp3sI0dwKVuW0BEjnF2aiIiIiIiUEAqTF5g1axaRkZFERUU5uxSnSlm8mIwNG8DdnayDBwEIHT4c18BAJ1cmIiIiIiIlhcLkBfr27cv27dtZvny5s0txmtyUFBJfnwRgDY85OZSJisLv7k5OrkxEREREREoShUmxc2zadHJPnMC1YkUsqamYy5QhbMxo6yNBRERERERE/qXnTIrNma3bOLVgAQAVJozHvWpVMvfsxS001MmViYiIiIhISaMwKQAYFgsJY8eCxYJfp0743HwzAG7lyzu5MhERERERKYl0masAcPrzLzi7ZQsmDw/KtGnj7HJERERERK5ps2bNIjw8HE9PT5o3b8769esv2/7zzz8nIiICT09P6tWrxw8//GC3PTExkccff5wKFSrg7e1Nhw4d2L17d3G+hStSmBRyTp4kaepU64JhcHTwYNJ++825RYmIiIiIXKMWLlxIdHQ0o0aNYtOmTTRo0ID27duTlJSUZ/s1a9bQrVs3evfuzebNm+nSpQtdunRh69atgPXRfV26dGHfvn188803bN68mapVq9KuXTvS09Ov5luzozApJE2ZgiU5GbOPD0ZWFl6NGtkucxUREREREcdMnTqVp556il69ehEZGcmcOXPw9vbm/fffz7P99OnT6dChA0OGDKFOnTqMGzeOm266iTfffBOA3bt3s27dOmbPnk3Tpk2pXbs2s2fP5syZM3z66adX863ZUZi8zmVs2kTyl18BYElPx+TuTvkJ4zG5uDi5MhERERGRkiM1NZWUlBTbKzMzM892WVlZbNy4kXbt2tnWmc1m2rVrx9q1a/PcZ+3atXbtAdq3b29rf+5Ynp6edn16eHiwevXqQr2vwlCYvI4ZOTkkjBkLgMnNDYCgvn3xqF7dmWWJiIiIiJQ4kZGR+Pv7214xMTF5tjt+/Di5ubmE/ueJCKGhoSQkJOS5T0JCwmXbR0REUKVKFYYNG8apU6fIysritdde4/Dhw8THxxfBuysYzeZ6HTv18cdk7twJrq4Y2dl4RkZS7olezi5LRERERKTE2b59OxUrVrQte3h4XLVju7m58dVXX9G7d28CAwNxcXGhXbt2dOzYEcMwrlod/6UweZ3KTkzi2IyZ1oWcHHB1pfyrE2wjlCIiIiIicp6vry9+fn5XbBcUFISLiwuJiYl26xMTEwkLC8tzn7CwsCu2b9y4MXFxcSQnJ5OVlUVwcDDNmzenSZMmBXg3RUOXuV6nkl57DUt6Op4N6lNh2huEvPACnhERzi5LREREROSa5u7uTuPGjYmNjbWts1gsxMbG0qJFizz3adGihV17gF9++SXP9v7+/gQHB7N79242bNhA586di/YNOEAjk9eh9LVrSfnhBzCbCRs5Eq+6dZ1dkoiIiIhIqREdHU3Pnj1p0qQJzZo1Y9q0aaSnp9Orl/WWsh49elCxYkXbfZcDBw6kdevWTJkyhU6dOrFgwQI2bNjAO++8Y+vz888/Jzg4mCpVqvDXX38xcOBAunTpwp133umU9wgKk9cdS1YWCWPHAeB/330KkiIiIiIiRaxr164cO3aMkSNHkpCQQMOGDVmyZIltkp2DBw9iNp+/SLRly5Z88sknjBgxgpdffplatWrx9ddfc+ONN9raxMfHEx0dTWJiIuXLl6dHjx688sorV/29XUhh8jpzcu48svbvB7OZtNhYznTrhteNCpQiIiIiIkWpX79+9OvXL89ty5cvv2jdgw8+yIMPPnjJ/gYMGMCAAQOKqrwioXsmryNZh49wfPZs64LFgtnPD48aegyIiIiIiIg4TmHyOpIYE4Nx9qxtufy4cZi9vJxYkYiIiIiIXKsUJq8TqcuWkXbBDFFlH+6KT/NmTqxIRERERESuZQqT1wHLmTMkjp9gW3YtX56QwYOdWJGIiIiIiFzrFCavA8ffeYfsI0dsy+XHjMalTBknViQiIiIiItc6zeZ6gVmzZjFr1iyysrKcXUqRyTpwgJPv/Q8A75YtcQsJocxttzm5KhERERERudYpTF6gb9++9O3bl8OHD1O5cmVnl1NohmGQMG48RnY2Pq1aUfmdt8FicXZZIiIiIiJSCihMlmKpP/1E+m+/gZsbYSOGYzKZwMXF2WWJiIiIiEgpoHsmS6nctHQSXo0BwC0sDJOHh5MrEhERERGR0kRhspQ6PmsWuUlJAOSmpGBy1SC0iIiIiIgUHYXJUujsrl2cnD/fthw2/GVcg4KcWJGIiIiIiJQ2CpOljGEYxI8ZY5tox6f1bfjdc4+TqxIRERERkdJGYbKUSf7mG85u3ASAydub8qNHWyfeERERERERKUIKk6VIbnIyiTETbcuhL76IW/nyTqxIRERERERKK83KUoocmz4dS3IyuLnh3bAhZR960NkliYiIiIhIKaUwWUqc+Wsrpz5dAEDlWbPwjKyDyayBZxERERERKR4Kk6WAkZtrnXTHMPC7+27K3NbK2SWJiIiIiEgpp6GrUuDUZ5+RuXUrJnd3gqMHObscERERERG5DihMXuNyTpwg6fVJgHWE0sjMdHJFIiIiIiJyPVCYvMYljJ+AceYMAEHPPYdHtWpOrkhERERERK4HCpPXsIyNG0n98UcA3KpWJejpp5xckYiIiIiIXC8UJq9RRk4ORwYPsS6YTFR6YyomNzfnFiUiIiIiItcNhclr1PF33yUnPh6AgB6P4RkZ6eSKRERERETkelIiwuSsWbMIDw/H09OT5s2bs379+ku2/eqrr2jSpAlly5bFx8eHhg0b8uGHH9q2Z2dnM3ToUOrVq4ePjw8VKlSgR48eHD169Gq8lasiOzGRE7PnAOASFERIdLSTKxIRERERkeuN08PkwoULiY6OZtSoUWzatIkGDRrQvn17kpKS8mwfGBjI8OHDWbt2LVu2bKFXr1706tWLn376CYCMjAw2bdrEK6+8wqZNm/jqq6/YuXMn995779V8W8Uq6bXXMLKy8Khdm8pzZmP28HB2SSIiIiIicp1xdXYBU6dO5amnnqJXr14AzJkzh++//57333+fl1566aL2UVFRdssDBw5k/vz5rF69mvbt2+Pv788vv/xi1+bNN9+kWbNmHDx4kCpVqlzUZ2ZmJpkXPFIjNTW1CN5Z8Uhfs4aUH34Es5kKMa/q8lYREREREXEKp4bJrKwsNm7cyLBhw2zrzGYz7dq1Y+3atVfc3zAMli5dys6dO3nttdcu2S45ORmTyUTZsmXz3B4TE8OYMWMu3tCrF3h5XbGOYrd+Pdx7LxaLhSP79gMQ4OeLZx5hW64h/55XKUV0TksnndfSR+e09NE5LZ1Kynn99zF8cjGnhsnjx4+Tm5tLaGio3frQ0FD+/vvvS+6XnJxMxYoVyczMxMXFhbfeeos77rgjz7Znz55l6NChdOvWDT8/vzzbDBs2jOgL7js8cuQIkZGRMHcuVKpUgHdWxO69FxYvJmHEK+Tu2QtA2XnzICLCuXVJ4fx7XqUU0TktnXReSx+d09JH57R0Kinn9fBhqFzZ2VWUSE6/zLUgfH19iYuLIy0tjdjYWKKjo6levfpFl8BmZ2fz0EMPYRgGs2fPvmR/Hh4eeFxw32FKSkpxlZ4vGZs3k3X48PkVKSlkv/c/kr/4AgCPyEg8FSRFRERERMSJnBomg4KCcHFxITEx0W59YmIiYWFhl9zPbDZTs2ZNABo2bMiOHTuIiYmxC5PnguQ///zD0qVLLzkqWdJkbN7MP90euXjD5Mm2HzO3bydj82a8GzW6ipWJiIiIiIic59TZXN3d3WncuDGxsbG2dRaLhdjYWFq0aJHvfiwWi90EOueC5O7du/n1118pV65ckdZdnOxGJIugnYiIiIiISHFw+mWu0dHR9OzZkyZNmtCsWTOmTZtGenq6bXbXHj16ULFiRWJiYgDrZDlNmjShRo0aZGZm8sMPP/Dhhx/aLmPNzs7mgQceYNOmTXz33Xfk5uaSkJAAWB8r4u7u7pw3KiIiIiIiUoo4PUx27dqVY8eOMXLkSBISEmjYsCFLliyxTcpz8OBBzObzA6jp6ek899xzHD58GC8vLyIiIvjoo4/o2rUrYJ08Z/G/N+o2bNjQ7ljLli276L5KERERERERcZzTwyRAv3796NevX57bli9fbrc8fvx4xo8ff8m+wsPDMQyjKMsTERERERGR/3DqPZMiIiIiIiJybVKYFBEREREREYcpTIqIiIiIiIjDFCZLGPdKlYq0nYiIiIiISHEoERPwyHnejRpR9dNP7J8jOWUKvPCCbdG9UiW8GzVyQnUiIiIiIiJWCpMlkHejRvZh8d134Z57nFeQiIiIiIjIf+gyVxEREREREXGYwqSIiIiIiIg4TGFSREREREREHKYwKSIiIiIiIg5TmBQRERERERGHKUyKiIiIiIiIwxQmRURERERExGEKkxeYNWsWkZGRREVFObsUERERERGREk1h8gJ9+/Zl+/btLF++3NmliIiIiIjINWzWrFmEh4fj6elJ8+bNWb9+/WXbf/7550RERODp6Um9evX44Ycf7LanpaXRr18/KlWqhJeXF5GRkcyZM6c438IVKUyKiIiIiIgUoYULFxIdHc2oUaPYtGkTDRo0oH379iQlJeXZfs2aNXTr1o3evXuzefNmunTpQpcuXdi6dautTXR0NEuWLOGjjz5ix44dPP/88/Tr14/Fixdfrbd1EYVJERERERGRIjR16lSeeuopevXqZRtB9Pb25v3338+z/fTp0+nQoQNDhgyhTp06jBs3jptuuok333zT1mbNmjX07NmTqKgowsPDefrpp2nQoMEVRzyLk8KkiIiIiIjIFaSmppKSkmJ7ZWZm5tkuKyuLjRs30q5dO9s6s9lMu3btWLt2bZ77rF271q49QPv27e3at2zZksWLF3PkyBEMw2DZsmXs2rWLO++8swjeXcEoTIqIiIiIiFxBZGQk/v7+tldMTEye7Y4fP05ubi6hoaF260NDQ0lISMhzn4SEhCu2nzlzJpGRkVSqVAl3d3c6dOjArFmzuO222wr5zgrO1WlHLsEsFgsA8fHxTq7kX2fOwOHDzq5CiprOa+mjc1o66byWPjqnpY/OaelUQs7ruUywdetWKleubFvv4eFxVeuYOXMm69atY/HixVStWpWVK1fSt29fKlSocNGo5tWiMJmHxMREAJo1a+bkSi5wwRdXShGd19JH57R00nktfXROSx+d09KpBJ3XjIwM/Pz8rtguKCgIFxcXW6Y4JzExkbCwsDz3CQsLu2z7M2fO8PLLL7No0SI6deoEQP369YmLi2Py5MkKkyVJo0aNWL9+PaGhoZjN+bsSOCoqqlgeKZKamkpkZCTbt2/H19e3yPuH4qu9uPsu7v6Ls+/iPq/63K9+//pddV7/+l29+n0Xd/86p87p/1qtXf//67z+r5ffVYvFQmJiIo0aNcpXe3d3dxo3bkxsbCxdunSx9REbG0u/fv3y3KdFixbExsby/PPP29b98ssvtGjRAoDs7Gyys7MvyiYuLi62qyqdQWEyD66urjRt2tShfdzd3alUqVKR15KSkgJAxYoV8/UvIQVRXLUXd9/F3X9x9l3c51Wf+9XvX7+rzutfv6tXv+/i7l/n1Dn9X6u16/9/ndf/9fS7WqVKFYf6j46OpmfPnjRp0oRmzZoxbdo00tPT6dWrFwA9evSgYsWKtvsuBw4cSOvWrZkyZQqdOnViwYIFbNiwgXfeeQcAPz8/WrduzZAhQ/Dy8qJq1aqsWLGCDz74gKlTpzpUW1FSmCwiffv2dXYJBVactRf353It116c9Lk7r//ipM/96vdd3K7lz+Varr046XN3Xv/FSZ/71e+7uBV37V27duXYsWOMHDmShIQEGjZsyJIlS2yT7Bw8eNBulLFly5Z88sknjBgxgpdffplatWrx9ddfc+ONN9raLFiwgGHDhtG9e3dOnjxJ1apVmTBhAn369CnW93I5JsMwDKcdXa4oJSUFf39/kpOTi+1f2+Tq03ktfXROSyed19JH57T00TktnXRerw16NEgJ5+HhwahRo676bFFSvHReSx+d09JJ57X00TktfXROSyed12uDRiZFRERERETEYRqZFBEREREREYcpTIqIiIiIiIjDFCZFRERERETEYQqTIiIiIiIi4jCFSREREREREXGYwmQJN2vWLMLDw/H09KR58+asX7/e2SVJIaxcuZJ77rmHChUqYDKZ+Prrr51dkhRSTEwMTZs2xdfXl5CQELp06cLOnTudXZYUwuzZs6lfvz5+fn74+fnRokULfvzxR2eXJUVo4sSJmEwmnn/+eWeXIoUwevRoTCaT3SsiIsLZZUkhHTlyhEcffZRy5crh5eVFvXr12LBhg7PLkktQmCzBFi5cSHR0NKNGjWLTpk00aNCA9u3bk5SU5OzSpIDS09Np0KABs2bNcnYpUkRWrFhB3759WbduHb/88gvZ2dnceeedpKenO7s0KaBKlSoxceJENm7cyIYNG2jbti2dO3dm27Ztzi5NisAff/zB22+/Tf369Z1dihSBunXrEh8fb3utXr3a2SVJIZw6dYpbbrkFNzc3fvzxR7Zv386UKVMICAhwdmlyCXrOZAnWvHlzmjZtyptvvgmAxWKhcuXK9O/fn5deesnJ1UlhmUwmFi1aRJcuXZxdihShY8eOERISwooVK7jtttucXY4UkcDAQCZNmkTv3r2dXYoUQlpaGjfddBNvvfUW48ePp2HDhkybNs3ZZUkBjR49mq+//pq4uDhnlyJF5KWXXuK3335j1apVzi5F8kkjkyVUVlYWGzdupF27drZ1ZrOZdu3asXbtWidWJiKXk5ycDFjDh1z7cnNzWbBgAenp6bRo0cLZ5Ugh9e3bl06dOtn9t1Wubbt376ZChQpUr16d7t27c/DgQWeXJIWwePFimjRpwoMPPkhISAiNGjXi3XffdXZZchkKkyXU8ePHyc3NJTQ01G59aGgoCQkJTqpKRC7HYrHw/PPPc8stt3DjjTc6uxwphL/++osyZcrg4eFBnz59WLRoEZGRkc4uSwphwYIFbNq0iZiYGGeXIkWkefPmzJs3jyVLljB79mz2799Pq1atSE1NdXZpUkD79u1j9uzZ1KpVi59++olnn32WAQMGMH/+fGeXJpfg6uwCRERKi759+7J161bds1MK1K5dm7i4OJKTk/niiy/o2bMnK1asUKC8Rh06dIiBAwfyyy+/4Onp6exypIh07NjR9nP9+vVp3rw5VatW5bPPPtMl6dcoi8VCkyZNePXVVwFo1KgRW7duZc6cOfTs2dPJ1UleNDJZQgUFBeHi4kJiYqLd+sTERMLCwpxUlYhcSr9+/fjuu+9YtmwZlSpVcnY5Ukju7u7UrFmTxo0bExMTQ4MGDZg+fbqzy5IC2rhxI0lJSdx00024urri6urKihUrmDFjBq6uruTm5jq7RCkCZcuW5YYbbmDPnj3OLkUKqHz58hf9o12dOnV0+XIJpjBZQrm7u9O4cWNiY2Nt6ywWC7GxsbpvR6QEMQyDfv36sWjRIpYuXUq1atWcXZIUA4vFQmZmprPLkAK6/fbb+euvv4iLi7O9mjRpQvfu3YmLi8PFxcXZJUoRSEtLY+/evZQvX97ZpUgB3XLLLRc9XmvXrl1UrVrVSRXJlegy1xIsOjqanj170qRJE5o1a8a0adNIT0+nV69ezi5NCigtLc3uX0z3799PXFwcgYGBVKlSxYmVSUH17duXTz75hG+++QZfX1/bPc3+/v54eXk5uTopiGHDhtGxY0eqVKlCamoqn3zyCcuXL+enn35ydmlSQL6+vhfdx+zj40O5cuV0f/M1bPDgwdxzzz1UrVqVo0ePMmrUKFxcXOjWrZuzS5MCGjRoEC1btuTVV1/loYceYv369bzzzju88847zi5NLkFhsgTr2rUrx44dY+TIkSQkJNCwYUOWLFly0aQ8cu3YsGEDbdq0sS1HR0cD0LNnT+bNm+ekqqQwZs+eDUBUVJTd+rlz5/L4449f/YKk0JKSkujRowfx8fH4+/tTv359fvrpJ+644w5nlyYiFzh8+DDdunXjxIkTBAcHc+utt7Ju3TqCg4OdXZoUUNOmTVm0aBHDhg1j7NixVKtWjWnTptG9e3dnlyaXoOdMioiIiIiIiMN0z6SIiIiIiIg4TGFSREREREREHKYwKSIiIiIiIg5TmBQRERERERGHKUyKiIiIiIiIwxQmRURERERExGEKkyIiIiIiIuIwhUkRkeuIyWTi66+/dni/nTt3EhYWRmpqatEXJYUyb948ypYt6+wynCI8PJxp06YBkJWVRXh4OBs2bHBuUSIi1xGFSRGRq+Dxxx/HZDJd9OrQoYOzS8uXYcOG0b9/f3x9fW3rtmzZQqtWrfD09KRy5cq8/vrrDvc7evRou8/D39+fVq1asWLFiqIsv0i88847REVF4efnh8lk4vTp0/ned968edSvXx9PT09CQkLo27evQ8devnx5nt+fESNG0LVrV3bt2uXgu3FcSQ+t7u7uDB48mKFDhzq7FBGR64arswsQEbledOjQgblz59qt8/DwcFI1+Xfw4EG+++47Zs6caVuXkpLCnXfeSbt27ZgzZw5//fUXTzzxBGXLluXpp592qP+6devy66+/AnDy5EkmT57M3XffzeHDh/H39y/S91IYGRkZdOjQgQ4dOjBs2LB87zd16lSmTJnCpEmTaN68Oenp6Rw4cKBANezcuRM/Pz/bcpkyZfDy8sLLy6tA/ZU23bt354UXXmDbtm3UrVvX2eWIiJR6GpkUEblKPDw8CAsLs3sFBATYtptMJmbPnk3Hjh3x8vKievXqfPHFF3Z9/PXXX7Rt2xYvLy/KlSvH008/TVpaml2b999/n7p16+Lh4UH58uXp16+f3fbjx49z33334e3tTa1atVi8ePFl6/7ss89o0KABFStWtK37+OOPycrKsh3r4YcfZsCAAUydOtXhz8XV1dX2eURGRjJ27FjS0tLsRtumTp1KvXr18PHxoXLlyjz33HN27/uff/7hnnvuISAgAB8fH+rWrcsPP/xg275161Y6duxImTJlCA0N5bHHHuP48eMO1fn888/z0ksvcfPNN+d7n1OnTjFixAg++OADHnnkEWrUqEH9+vW59957HTr2OSEhIXbfnzJlylw0Yjh69GgaNmzIhx9+SHh4OP7+/jz88MN2lyhbLBZiYmKoVq0aXl5eNGjQ4KLv2oWWL19Or169SE5Oto2Kjh49Gsj70umyZcsyb948AA4cOIDJZOKrr76iTZs2eHt706BBA9auXWu3z+rVq2nVqhVeXl5UrlyZAQMGkJ6ebtuelJTEPffcg5eXF9WqVePjjz++qM6AgABuueUWFixYkM9PVERECkNhUkSkBHnllVe4//77+fPPP+nevTsPP/wwO3bsACA9PZ327dsTEBDAH3/8weeff86vv/5qFxZnz55N3759efrpp/nrr79YvHgxNWvWtDvGmDFjeOihh9iyZQt33XUX3bt35+TJk5esadWqVTRp0sRu3dq1a7nttttwd3e3rWvfvj07d+7k1KlTwPlLMx0ZhcvMzGTu3LmULVuW2rVr29abzWZmzJjBtm3bmD9/PkuXLuXFF1+0be/bty+ZmZmsXLmSv/76i9dee40yZcoAcPr0adq2bUujRo3YsGEDS5YsITExkYceeijfdRXUL7/8gsVi4ciRI9SpU4dKlSrx0EMPcejQIbt2JpPJFr6Kwt69e/n666/57rvv+O6771ixYgUTJ060bY+JieGDDz5gzpw5bNu2jUGDBvHoo49e8vLili1bMm3aNPz8/IiPjyc+Pp7Bgwc7VNPw4cMZPHgwcXFx3HDDDXTr1o2cnBxbvR06dOD+++9ny5YtLFy4kNWrV9t9tx9//HEOHTrEsmXL+OKLL3jrrbdISkq66DjNmjVj1apVDtUmIiIFZIiISLHr2bOn4eLiYvj4+Ni9JkyYYGsDGH369LHbr3nz5sazzz5rGIZhvPPOO0ZAQICRlpZm2/79998bZrPZSEhIMAzDMCpUqGAMHz78knUAxogRI2zLaWlpBmD8+OOPl9ynQYMGxtixY+3W3XHHHcbTTz9tt27btm0GYGzfvt0wDMP4/fffjdq1axuHDx++ZN+jRo0yzGaz7fMwmUyGn5/fZesxDMP4/PPPjXLlytmW69WrZ4wePTrPtuPGjTPuvPNOu3WHDh0yAGPnzp2XPU5eli1bZgDGqVOnrtg2JibGcHNzM2rXrm0sWbLEWLt2rXH77bcbtWvXNjIzM23tateubXz11VdXPOZ/vz/Hjx835s6da/j7+9vajho1yvD29jZSUlJs64YMGWI0b97cMAzDOHv2rOHt7W2sWbPG7hi9e/c2unXrdska/nuccwBj0aJFduv8/f2NuXPnGoZhGPv37zcA47333rNtP/dd2bFjh+3Y//0+rVq1yjCbzcaZM2eMnTt3GoCxfv162/YdO3YYgPHGG2/Y7Td9+nQjPDz8ku9DRESKju6ZFBG5Stq0acPs2bPt1gUGBtott2jR4qLluLg4AHbs2EGDBg3w8fGxbb/llluwWCzs3LkTk8nE0aNHuf322y9bR/369W0/+/j44Ofnl+cIzzlnzpzB09Pzsn3mpVmzZvz9999XbFe7dm3bpbapqaksXLiQBx98kGXLltlGRH/99VdiYmL4+++/SUlJIScnh7Nnz5KRkYG3tzcDBgzg2Wef5eeff6Zdu3bcf//9tvf5559/smzZMttI5YX27t3LDTfc4PB7y0vHjh1tI2JVq1Zl27ZtWCwWsrOzmTFjBnfeeScAn376KWFhYSxbtoz27dsD5OtzAuso8YWTIF14mfSFwsPD7dqVL1/edo737NlDRkYGd9xxh90+WVlZNGrUCLDex/rPP/8A0KpVK3788cd81Xc5F37vypcvD1gvXY2IiODPP/9ky5YtdpeuGoaBxWJh//797Nq1C1dXVxo3bmzbHhERkeeEQF5eXmRkZBS6XhERuTKFSRGRq8THx+eiS06LUn4nYXFzc7NbNplMWCyWS7YPCgqyXbp6TlhYGImJiXbrzi2HhYXlq45z3N3d7T6XRo0a8fXXXzNt2jQ++ugjDhw4wN13382zzz7LhAkTCAwMZPXq1fTu3ZusrCy8vb158sknad++Pd9//z0///wzMTExTJkyhf79+5OWlsY999zDa6+9dtGxz4WaovDee+9x5swZ4PxnfK7/yMhIW7vg4GCCgoI4ePCgw8eoVq1avmZUvdw5Pnev6ffff293HyycnxDqhx9+IDs7G7jy98pkMmEYht26c/teqiaTyQRgV9MzzzzDgAEDLtqvSpUqDs1We/LkSYKDg/PdXkRECk5hUkSkBFm3bh09evSwWz43WlSnTh3mzZtHenq6bXTyt99+w2w2U7t2bXx9fQkPDyc2NpY2bdoUWU2NGjVi+/btdutatGjB8OHDyc7OtoWEX375hdq1a19ytMwRLi4utmC2ceNGLBYLU6ZMwWy23ur/2WefXbRP5cqV6dOnD3369GHYsGG8++679O/fn5tuuokvv/yS8PBwXF2L7z97/w1mYB05BussrJUqVQKsYef48eNUrVq12Gq5nMjISDw8PDh48CCtW7fOs01etbm7u5Obm3vR+uDgYOLj423Lu3fvdnhk8KabbmL79u2X/MeWiIgIcnJy2LhxI02bNgWsn2lej2fZunWr7XdGRESKlybgERG5SjIzM0lISLB7/XdG0c8//5z333+fXbt2MWrUKNavX2+bhKR79+54enrSs2dPtm7dyrJly+jfvz+PPfYYoaGhgHUmzylTpjBjxgx2797Npk2b7B7pURDt27dn7dq1dkHikUcewd3dnd69e7Nt2zYWLlzI9OnTiY6OtrVZv349ERERHDly5LL95+Tk2D6P3bt3M378eLZv307nzp0BqFmzJtnZ2cycOZN9+/bx4YcfMmfOHLs+nn/+eX766Sf279/Ppk2bWLZsGXXq1AGsk/OcPHmSbt268ccff7B3715++uknevXqlWc4upSEhATi4uLYs2cPYJ1ZNy4u7rKTF91www107tyZgQMHsmbNGrZu3UrPnj2JiIiwC/wREREsWrQo37UUhq+vL4MHD2bQoEHMnz+fvXv32r4n8+fPv+R+4eHhpKWlERsby/Hjx22BsW3btrz55pts3ryZDRs20KdPn4tGRq9k6NChrFmzhn79+hEXF8fu3bv55ptvbN/92rVr06FDB5555hl+//13Nm7cyJNPPpnnqOmqVatslxSLiEgxc/ZNmyIi14OePXsawEWv2rVr29oAxqxZs4w77rjD8PDwMMLDw42FCxfa9bNlyxajTZs2hqenpxEYGGg89dRTRmpqql2bOXPmGLVr1zbc3NyM8uXLG/3797c7xuUmS8lLdna2UaFCBWPJkiV26//880/j1ltvNTw8PIyKFSsaEydOtNt+btKY/fv3X7LvUaNG2X0e3t7eRr169YzZs2fbtZs6dapRvnx5w8vLy2jfvr3xwQcf2E2C069fP6NGjRqGh4eHERwcbDz22GPG8ePHbfvv2rXLuO+++4yyZcsaXl5eRkREhPH8888bFovFMAzr5DJX+k/if2s997rcZ2cYhpGcnGw88cQTRtmyZY3AwEDjvvvuMw4ePGjX5kr9XG7Sn7wm4GnQoIFdmzfeeMOoWrWqbdlisRjTpk2zfU+Cg4ON9u3bGytWrLjse+nTp49Rrlw5AzBGjRplGIZhHDlyxLjzzjsNHx8fo1atWsYPP/yQ5wQ8mzdvtvVz6tQpAzCWLVtmW7d+/XrjjjvuMMqUKWP4+PgY9evXt5ugKj4+3ujUqZPh4eFhVKlSxfjggw+MqlWr2k3As2bNGqNs2bJGRkbGZd+HiIgUDZNh/OdGBxERcQqTycSiRYvo0qWLs0u5yKxZs1i8eDE//fSTs0spFqNGjWLFihUsX77c2aVIIXTt2pUGDRrw8ssvO7sUEZHrgu6ZFBGRK3rmmWc4ffo0qampdrOElhY//vgjb775prPLkELIysqiXr16DBo0yNmliIhcNzQyKSJSQpTkkUkRERGR/9LIpIhICaF/2xMREZFriWZzFREREREREYcpTIqIiIiIiIjDFCZFRERERETEYQqTIiIiIiIi4jCFSREREREREXGYwqSIiIiIiIg4TGFSREREREREHKYwKSIiIiIiIg5TmBQRERERERGHKUyKiIiIiIiIwxQmRURERERExGEKkyIiIiIiIuIwhUkRERERERFxmMKkiIiIiIiIOExhUkRERERERBymMCkiIiIiIiIOU5gUERERERERhylMioiIiIiIiMMUJkVERERERMRhCpMiIiIiIiLiMIVJERERERERcZjCpIiIiIiIiDhMYVJEREREREQcpjApIiIiIiIiDlOYFBEREREREYcpTIqIiIiIiIjDFCZFRERERETEYQqTIiIiIiIi4jCFSREREREREXGYwqSIiIiIiIg4TGFSREREREREHKYwKSIiIiIiIg5TmBQRERERERGHKUyKiIiIiIiIwxQmRURERERExGEKkyIiIiIiIuIwhUkRERERERFxmMKkiIiIiIiIOExhUkRERERERBymMCkiIiIiIiIOU5gUERERERERhylMioiIiIiIiMMUJkVERERERMRhCpMiIiIiIiLiMIVJERERERERcZjCpIiIiIiIiDhMYVJEREREREQcpjApIiIiIiIiDlOYFBEREREREYcpTIqIiIiIiIjDFCZFRERERETEYQqTIiIiIiIi4jCFSREREREREXGYwqSIiIiIiIg4TGFSREREREREHKYwKSIiIiIiIg5TmBQRERERERGHKUyKiIiIiIiIwxQmRURERERExGEKkyIiIiIiIuIwhUkRERERERFxmMKkiIiIiIiIOExhUkRERERERBymMCkiIiIiIiIOU5gUERERERERhylMioiIiIiIiMMUJkVERERERMRhCpMiIiIiIiLiMIVJERERERERcZjCpIiIiIiIiDhMYVJEREREREQcpjApIiIiIiIiDlOYFBEREREREYcpTIqIiIiIiIjDFCZFRERERETEYQqTIiIiIiIi4jCFSREREREREXGYwqSIiIiIiIg4TGFSREREREREHKYwKSIiIiIiIg5TmBQRERERERGHKUyKiIiIiIiIwxQmRURERERExGEKkyIiIiIiIuIwhUkRERERERFxmMKkiIiIiIiIOExhUkRERERERBymMCkiIiIiIiIOU5gUERERERERhylMioiIiIiIiMMUJkVERERERMRhCpMiIiIiIiLiMIVJERERERERcZjCpIiIiIiIiDhMYVJEREREREQcpjApIiIiIiIiDlOYFBEREREREYcpTIqIiIiIiIjDFCZFRERERETEYQqTIiIiIiIi4jCFSREREREREXGYwqSIiIiIiIg4TGFSREREREREHKYwKSIiIiIiIg5TmBQRERERERGHKUyKiIiIiIiIwxQmRURERERExGEKkyIiIiIiIuIwhUkRERERERFxmMKkiIiIiIiIOExhUkRERERERBymMCkiIiIiIiIOU5gUERERERERhylMioiIiIiIiMMUJkVERERERMRhCpMiIiIiIiLiMIVJERERERERcZjCpIiIiIiIiDhMYVJEREREREQcpjApIiIiIiIiDlOYFBEREREREYcpTIqIiIiIiIjDFCZFRERERETEYQqTIiIiIiIi4jCFSREREREREXGYwqSIiIiIiIg4TGFSREREREREHKYwKSIiIiIiIg5TmBQRERERERGHKUyKiIiIiIiIwxQmRURERERExGEKkyIiIiIiIuIwhUkRERERERFxmMKkiIiIiIiIOExhUkRERERERBymMCkiIiIiIiIOU5gUERERERERhylMioiIiIiIiMMUJkVERERERMRhCpMiIiIiIiLiMIVJERERERERcZjCpIiIiIiIiDhMYVJEREREREQcpjApIiIiIiIiDlOYFBEREREREYcpTIqIiIiIiIjDFCZFRERERETEYQqTIiIiIiIi4jCFSREREREREXGYwqSIiIiIiIg4TGFSREREREREHKYwKSIiIiIiIg5TmBQRERERERGHKUyKiIiIiIiIwxQmRURERERExGEKkyIiIiIiIuIwhUkRERERERFxmMKkiIiIiIiIOExhUkRERERERBymMCkiIiIiIiIOU5gUERERERERhylMioiIiIiIiMMUJkVERERERMRhCpMiIiIiIiLiMIVJERERERERcZjCpIiIiIiIiDhMYVJEREREREQcpjApIiIiIiIiDnN1dgEiUnQsFgtZWVnOLkNEROSS3N3dMZs1niFSGihMipQSWVlZ7N+/H4vF4uxSRERELslsNlOtWjXc3d2dXYqIFJLJMAzD2UWISOEYhsHBgwfJzs6mQoUK+hdfEREpkSwWC0ePHsXNzY0qVapgMpmcXZKIFIJGJkVKgZycHDIyMqhQoQLe3t7OLkdEROSSgoODOXr0KDk5Obi5uTm7HBEpBA1fiJQCubm5ALpkSERESrxz/606998uEbl2KUyKlCK6XEhEREo6/bdKpPRQmBQRERERERGHKUyKiNNERUXx/PPPO7uMywoPD2fatGnXTL9FyWQy8fXXXzu7jGIxevRoGjZsWKR9HjhwAJPJRFxcXJH2eynh4eGYTCZMJhOnT5++KscsqUaPHm37LEr675WISGmiMCkiTvPVV18xbty4fLe/2n+sF7X58+dz6623AvDHH3/w9NNP53vf5cuXX5Oh4d1336VVq1YEBAQQEBBAu3btWL9+fb73f/zxx20h4dyrQ4cOl91n3rx5F+1z7pWUlFTYt1TsHPlHlrFjxxIfH4+/vz9w/nty7hUcHMxdd93FX3/9VYwVF78rff8HDx5MfHw8lSpVurqFiYhc5xQmRQSWxcCK1/PetuJ16/ZiEBgYiK+vb7H0fSXZ2dlX/ZjffPMN9957L2CdzdAZM+8ahkFOTs5VO97y5cvp1q0by5YtY+3atVSuXJk777yTI0eO5LuPDh06EB8fb3t9+umnl23ftWtXu/bx8fG0b9+e1q1bExISUti3VKL4+voSFhZ20T1oO3fuJD4+np9++onMzEw6depEVlZWsdbijN+pc8qUKUNYWBguLi5Oq0FE5HqkMCkiYHaBZRMuDpQrXreuNxfPH2j/HYEJDw/n1Vdf5YknnsDX15cqVarwzjvv2LZXq1YNgEaNGmEymYiKirJte++996hTpw6enp5ERETw1ltv2badG9FcuHAhrVu3xtPTk48//pjHH3+cLl26MHnyZMqXL0+5cuXo27fvZf8oNplMvP3229x99914e3tTp04d1q5dy549e4iKisLHx4eWLVuyd+9eu/3Onj3Lzz//bAuT/73M1WQy8d5773Hffffh7e1NrVq1WLx4sa3+Nm3aABAQEIDJZOLxxx8HrM9si4mJoVq1anh5edGgQQO++OILW7/nRnR+/PFHGjdujIeHB6tXryYqKooBAwbw4osvEhgYSFhYGKNHj77k+z73GX722We0atUKLy8vmjZtyq5du/jjjz9o0qQJZcqUoWPHjhw7dsy238cff8xzzz1Hw4YNiYiI4L333sNisRAbG3vJY/2Xh4cHYWFhtldAQMBl23t5edm1d3FxYenSpfTu3fuitm+//TaVK1fG29ubhx56iOTk5Mv2bbFYeP3116lZsyYeHh5UqVKFCRMm2LXZt28fbdq0wdvbmwYNGrB27VrbthMnTtCtWzcqVqyIt7c39erVswvHjz/+OCtWrGD69Om20cUDBw7k41OyFxISQlhYGDfddBPPP/88hw4d4u+//7Zt//LLL6lbty4eHh6Eh4czZcoUu/3zusS5bNmyzJs3D7j071ROTg4DBgygbNmylCtXjqFDh9KzZ0+6dOli9xle7jsrIiLXEENErnlnzpwxtm/fbpw5c8a6wmIxjMw0x16x4wxjlJ/1f/Nazu/LYsl33a1btzYGDhxoW65ataoRGBhozJo1y9i9e7cRExNjmM1m4++//zYMwzDWr19vAMavv/5qxMfHGydOnDAMwzA++ugjo3z58saXX35p7Nu3z/jyyy+NwMBAY968eYZhGMb+/fsNwAgPD7e1OXr0qNGzZ0/Dz8/P6NOnj7Fjxw7j22+/Nby9vY133nnHrqY33njDtgwYFStWNBYuXGjs3LnT6NKlixEeHm60bdvWWLJkibF9+3bj5ptvNjp06GD3Xr/77jvjhhtuuGy/lSpVMj755BNj9+7dxoABA4wyZcoYJ06cMHJycowvv/zSAIydO3ca8fHxxunTpw3DMIzx48cbERERxpIlS4y9e/cac+fONTw8PIzly5cbhmEYy5YtMwCjfv36xs8//2zs2bPHOHHihNG6dWvDz8/PGD16tLFr1y5j/vz5hslkMn7++We7mhYtWmT3GZ471rn32bhxYyMqKspYvXq1sWnTJqNmzZpGnz59LnnOU1JSDE9PT+Pbb7+90tfDMAzD6Nmzp+Hv728EBwcbN9xwg9GnTx/j+PHj+dr3nMmTJxv+/v5GRkaGbd2oUaMMHx8fo23btsbmzZuNFStWGDVr1jQeeeSRy/b14osvGgEBAca8efOMPXv2GKtWrTLeffddwzDsP6PvvvvO2Llzp/HAAw8YVatWNbKzsw3DMIzDhw8bkyZNMjZv3mzs3bvXmDFjhuHi4mL8/vvvhmEYxunTp40WLVoYTz31lBEfH2/Ex8cbOTk5edby3++QYZw/36dOnbL198gjjxiAsWPHDsMwDGPDhg2G2Ww2xo4da+zcudOYO3eu4eXlZcydO9fWz4Xn/hx/f39bm0v9To0fP94IDAw0vvrqK2PHjh1Gnz59DD8/P6Nz5862fq70nc3Lf9/XpeT1mUjJc9F/s0TkmqUwKVIKXPQf5sw0axB0xiszLd915xUmH330UduyxWIxQkJCjNmzZxuGcf4P2M2bN9v1U6NGDeOTTz6xWzdu3DijRYsWdvtNmzbNrk3Pnj2NqlWr2v2x/uCDDxpdu3a1q+m/oW/EiBG25bVr1xqA8b///c+27tNPPzU8PT3tjvXUU08ZgwcPzne/aWlpBmD8+OOPhmHk/cf02bNnDW9vb2PNmjV2x+rdu7fRrVs3u/2+/vpruzatW7c2br31Vrt1TZs2NYYOHWpX03/D5HvvvWf3PgEjNjbWti4mJsaoXbu2cSnPPvusUb169Xz/Efnpp58a33zzjbFlyxZj0aJFRp06dYymTZteMmDlpU6dOsazzz5rt27UqFGGi4uLcfjwYdu6H3/80TCbzUZ8fHye/aSkpBgeHh628PhfeX1G27ZtswtyeenUqZPxwgsv2Jb/+3txKZcLkz4+PoaPj48BGIBx77332to88sgjxh133GG335AhQ4zIyEjbcn7D5H9/p0JDQ41JkybZlnNycowqVarYwmR+vrN5UZgsXRQmRUoP12If+hQRcUD9+vVtP5tMJsLCwi47aUp6ejp79+6ld+/ePPXUU7b1OTk5tklJzmnSpMlF+9etW9fuPqvy5ctfcbKSC2sMDQ0FoF69enbrzp49S0pKCn5+fhiGwbfffstnn32W7359fHzw8/O77Hvfs2cPGRkZ3HHHHXbrs7KyaNSokd26vN77hccD63u/0gQ1+Xnvl+pj4sSJLFiwgOXLl+Pp6XnZ45zz8MMP236uV68e9evXp0aNGixfvpzbb7+djh07smrVKgCqVq3Ktm3b7PZfu3YtO3bs4MMPP7yo7ypVqlCxYkXbcosWLbBYLOzcuZPdu3fTsWNH27a3336bWrVqkZmZye23337Zmi/8jMqXLw9AUlISERER5Obm8uqrr/LZZ59x5MgRsrKyyMzMLPL7Z1etWoW3tzfr1q3j1VdfZc6cObZtO3bsoHPnznbtb7nlFqZNm0Zubq5D9x1e+L1KTk4mMTGRZs2a2da5uLjQuHFjLBYLkL/vbN26dfnnn38AaNWqFT/++GO+6xERkatLYVKkNHLzhpePOr7f6jdg5SRwcYfcLLhtCNw6yPFjF4Kbm5vdsslksv0hmpe0tDTAOmto8+bN7bb9949iHx+fQh/vv/ucm/gkr3Xn+lm/fj05OTm0bNky3/3mp5Zz7/3777+3C0Vgvc/wQlfzvefVx+TJk5k4cSK//vrrRSHWEdWrVycoKIg9e/Zw++23895773HmzJk83w9Y76Vt2LAhjRs3dug4TZo0sZs1ODQ0NN/3Ll7uuzBp0iSmT5/OtGnTqFevHj4+Pjz//PNFPjlOtWrVKFu2LLVr1yYpKYmuXbuycuXKfO9vMpkwDMNuXV73Euf1vbqc/Hxnf/jhB9uxvLy8HOpfRESuLoVJkdLIZAJ3x/7IX9ut1QAAlIpJREFUY8Xr1iDZZji0fvH85Dsu7tblEsDd3R2A3Nxc27rQ0FAqVKjAvn376N69u7NKu6xvvvmGTp06FWqmybzee2RkJB4eHhw8eJDWrVsXus7i8vrrrzNhwgR++umnPEdIHXH48GFOnDhhG/H7byC5UFpaGp999hkxMXnPRnzw4EGOHj1KhQoVAFi3bh1ms5natWvj5eVFzZo17drXqlULLy8vYmNjefLJJwtU/2+//Ubnzp159NFHAWvI3LVrF5GRkbY27u7udue5sPr27UtMTAyL/p+9+46K4nobOP5dQaRXCxYElCp2sWEBowbs7acGiYotdkUllliwBDFRo0aTWANoTCxJFKOxEkFEgqKiRhEEUYxiRyNSRJj3D96dsNIWS4jmfs6Zk+zMnVtmZ2SfuXfu7NpFnz59cHR0JDIyslC97Ozs5HO0SpUqpKamytuvXLlCRkZGieUYGRlRrVo1Tp06Rfv27YH88/XMmTPyOz3VOWctLS1ftqmCIAjCP0wEk4Ig/B04KgNJ+Pu/R/1VP5ejqlWroqOjw4EDB6hVqxba2toYGRmxYMECJk2ahJGRER4eHmRnZxMTE0NaWhpTp04t72qzZ88eFi5c+Ep5WFpaolAo2Lt3L127dkVHRwcDAwN8fX2ZMmUKeXl5tG3blsePHxMZGYmhoSFDhw59TS14eZ999hnz5s3j+++/x8rKitu3bwP5r3LQ19cvcd/09HQWLFhAv379MDc3JykpienTp2NjY4O7u3upZW/fvp3nz5/LgduLtLW1GTp0KMuWLeOvv/5i0qRJDBgwAHNz82LTz5gxg+nTp6OlpUWbNm24d+8eFy9eLHKm2KLY2try448/cuLECUxMTPjiiy+4c+eOSjBpZWVFdHQ0165dQ19fH1NTUypUePnJ13V1dRk1ahR+fn707t2badOm0bx5cxYtWsTAgQOJiopizZo1KjMgv/fee6xZs4bWrVuTm5vLjBkziuz5fdHEiRMJCAjAxsYGBwcHVq9eTVpamtxD+6rn7IULF1ReJ6RQKGjUqNFLHhlBEAThVYlXgwiCAHm5qoGkkuv0/PV5r6+X5FVoamry5Zdfsm7dOmrUqCE/9zVy5Eg2btxIYGAgDRo0wNXVlaCgIPlVIuUpKSmJxMREtYKfktSsWZMFCxYwc+ZMqlWrxoQJEwBYtGgRc+fOJSAgAEdHRzw8PNi3b9+/ou0A33zzDc+ePeN///sf1atXl5dly5aVuq+Ghgbnz5+nZ8+e2NnZMWLECJo1a0ZEREShYbxF2bRpE3379sXY2LjI7TY2NvTt25euXbvy/vvv07BhQ5WAqihz585l2rRpzJs3D0dHRwYOHFjqc6YFzZkzh6ZNm+Lu7o6bmxvm5uYqr80A8PX1RUNDg3r16lGlShVSUlLUzr84EyZMIC4ujp07d9K0aVN27NjBtm3bqF+/PvPmzWPhwoXy62YAli9fjoWFBe3atWPQoEH4+vqq9VznjBkz8PT0ZMiQIbRu3Rp9fX3c3d1VnpF9lXO2ffv2NGnSRF7KOnxZEARBeL0U0osPRQiC8NbJysoiOTkZa2trtSc2Ef4ZX3zxBUeOHOHXX38t76oI7xgrKyt8fHxU3tX6b5OXl4ejoyMDBgxg0aJFb7y8t+GYCOJvliC8S0TPpCAIwhtUq1YtZs2aVd7VEN5RM2bMQF9fn8ePH5d3VQC4fv06GzZsICEhgQsXLjB27FiSk5MZNGjQGy138eLF6Ovrv5ZeXEEQBEF9omdSEN4B4i6v8DaKiIhQef3Gi5QzfwpFu379ujzraZ06dV7pucrX5caNG3zwwQf88ccfSJJE/fr1WbJkiTwhz5vy8OFDHj58CORPHvTia4GEfxfxN0sQ3h0imBSEd4D4wyy8jTIzM7l582ax21+cTVUQhHeD+JslCO8OMZurIAiCUC6Kev2GIAiCIAhvj/IfEyMIgiAIgiAIgiC8dUQwKQiCIAiCIAiCIJSZCCYFQRAEQRAEQRCEMhPBpCAIgiAIgiAIglBmIpgUBEEQBEEQBEEQykwEk4IgCIIgCIIgCEKZiWBSEIRy4+bmho+PT3lXo0RWVlasXLnyrcn3dVIoFOzevbu8q/FGzJ8/n8aNG7/WPK9du4ZCoSA2Nva15lscKysrFAoFCoWCR48e/SNl/lOU7TI2Ni7vqgiCIAglEMGkIAhwNADCPy96W/jn+dvfgJ9//plFixapnf6f/rH+ugUHB9O2bVsATp06xUcffaT2vmFhYW9l0LBhwwbatWuHiYkJJiYmdOrUiZMnT6q9v7e3txxYKBcPD48S9wkKCiq0j3K5e/fuqzbpjSvLTZaFCxeSmpqKkZER8Pd5olx0dHRwcnJi/fr1Kvt5e3vTu3fvMpUfFBSkEtzNnz+/yGPs4OBQYp3Xr1+Pm5sbhoaGxZ7Tqamp//qbLYIgCAJolncFBEH4F6igAUf98//fdfrf68M/z1/fYfYbKdbU1PSN5KuOnJwcKlas+I+WGRISQs+ePQGoUqXKP1q2kiRJ5Obmoqn5z/zzHxYWhqenJy4uLmhra/PZZ5/x/vvvc/HiRWrWrKlWHh4eHgQGBsqfK1WqVGL6gQMHFgo4vb29ycrKomrVqmVvxL+YgYEB5ubmhdbHx8djaGhIZmYmv/zyC2PHjqVu3bp07NjxtZbv5OTEkSNHVNaVdm5lZGTg4eGBh4cHs2bNKjKNubm5HCALgiAI/16iZ1IQ3mXPnha/5GT9nc51OrT/OD9w/O3T/O2/fZr/uf3H4DJRvXzL6MUeECsrKxYvXszw4cMxMDCgdu3aKj0q1tbWADRp0gSFQoGbm5u8bePGjTg6OqKtrY2DgwNff/21vE3Zo7l9+3ZcXV3R1tZm69atcu/MsmXLqF69OmZmZowfP56cnJxi66xQKFi3bh3du3dHV1cXR0dHoqKiSExMxM3NDT09PVxcXEhKSlLZLysri0OHDsnB5IvDXBUKBRs3bqRPnz7o6upia2vLnj175Pp36NABABMTExQKBd7e3gDk5eUREBCAtbU1Ojo6NGrUiB9//FHOV9lTtX//fpo1a0alSpU4fvw4bm5uTJo0ienTp2Nqaoq5uTnz588vtt3KY7hjxw7atWuHjo4OzZs3JyEhgVOnTuHs7Iy+vj5dunTh3r178n5bt25l3LhxNG7cGAcHBzZu3EheXh6hoaHFlvWiSpUqYW5uLi8mJiYlptfR0VFJr6GhwW+//caIESMKpV23bh0WFhbo6uoyYMAAHj9+XGLeeXl5fP7559jY2FCpUiVq166Nv7+/SpqrV6/SoUMHdHV1adSoEVFRUfK2Bw8e4OnpSc2aNdHV1aVBgwb88MMP8nZvb2/Cw8NZtWqV3NN37do1NY6SqqpVq2Jubo61tTWTJk3C2tqaM2fOlDmf0mhqaqoca3NzcypXrlziPj4+PsycOZNWrVq99voIgiAI/ywRTArCu2xxjeKXHYNV00Z9lf/fY0vztx9b+vfn7/6nmnZlg6LzfA2WL1+Os7MzZ8+eZdy4cYwdO5b4+HgAeXjkkSNHSE1N5eeffwbyA5Z58+bh7+9PXFwcixcvZu7cuQQHB6vkPXPmTCZPnkxcXBzu7u4AHD16lKSkJI4ePUpwcDBBQUEEBQWVWMdFixYxZMgQYmNjcXBwYNCgQYwePZpZs2YRExODJElMmDBBZZ/Q0FBq1qxZ4hDABQsWMGDAAM6fP0/Xrl3x8vLi4cOHWFhY8NNPPwH5PU6pqamsWrUKgICAADZv3szatWu5ePEiU6ZM4cMPPyQ8PLxQ25csWUJcXBwNGzYE8ofd6unpER0dzeeff87ChQs5fPhwiW338/Njzpw5nDlzBk1NTQYNGsT06dNZtWoVERERJCYmMm/evGL3z8jIICcnp0y90mFhYVStWhV7e3vGjh3LgwcP1N4XYPPmzejq6vK//6mex4mJiezYsYNffvmFAwcOyOdcSWbNmsWSJUuYO3culy5d4vvvv6datWoqaWbPno2vry+xsbHY2dnh6enJ8+fPgfybCs2aNWPfvn388ccffPTRRwwePFg+t1etWkXr1q0ZNWoUqamppKamYmFhUab2FiRJEgcOHCAlJYWWLVu+dD6CIAiCUBQxzFUQhH+Vrl27yj/oZ8yYwYoVKzh69Cj29vby0FAzMzOVoX1+fn4sX76cvn37Avk9mJcuXWLdunUMHTpUTufj4yOnUTIxMWHNmjVoaGjg4OBAt27dCA0NZdSoUcXWcdiwYQwYMECuY+vWrZk7d64coE6ePJlhw4ap7FNwiGtxvL298fT0BGDx4sV8+eWXnDx5Eg8PDzn4qlq1qvzcWnZ2NosXL+bIkSO0bt0agDp16nD8+HHWrVuHq6urnPfChQvp3LmzSnkNGzbEz88PAFtbW9asWUNoaGihdAX5+vqqtNPT05PQ0FDatGkDwIgRI0oMxmfMmEGNGjXo1KlTicdCycPDg759+2JtbU1SUhKffPIJXbp0ISoqCg0NDbXy2LRpE4MGDUJHR0dlfVZWFps3b5aH265evZpu3bqxfPnyIoeOPnnyhFWrVrFmzRr5vKpbt678HKySr68v3bp1A/JvEDg5OZGYmIiDgwM1a9bE19dXTjtx4kQOHjzIjh07aNGiBUZGRmhpaaGrq1tkHdRVq1YtIP8cycvLY+HChbRv3/6l8yvOhQsX0NfXV1n34Ycfsnbt2tdeliAIgvDvI4JJQXiXfXKr+G2KF36If5wIx1fk90RqaEHus/whrm2ngOKFQQw+F15/Xf+fstcM8od+mpublzhpytOnT0lKSmLEiBEqAeDz588LPXPl7OxcaH8nJyeVoKR69epcuFBy+wrWUdkr1aBBA5V1WVlZ/PXXXxgaGiJJEr/88gs7duxQO189PT0MDQ1LbHtiYiIZGRmFgr9nz57RpEkTlXVFtb1geZDf9tImqFGn7cXlsWTJErZt20ZYWBja2tollqP0wQcfyP/foEEDGjZsSN26dQkLC6Njx4506dKFiIgIACwtLbl48aLK/lFRUcTFxbFly5ZCedeuXVvluc3WrVuTl5dHfHw8V65coUuXLvK2devWYWtrS3Z2dqnPHRY8RtWrVwfg7t27ODg4kJuby+LFi9mxYwc3b97k2bNnZGdno6urq9bxUFdERAQGBgZkZ2dz8uRJJkyYgKmpKWPHjn2t5djb28vDsZUMDQ2B/BsiixcvltdfunSJ2rVrv9byBUEQhPIlgklBeJdp6amfNuqr/ECyw+z8ZyiVk+9oaKlOylPWfMvoxUlxFAoFeXl5xaZPT08H8mcNfXEY34s9V3p6hetd1vJe3EehUBS7TpnPyZMnef78OS4uLmrnq05dlG3ft29foclsXpyk5p9se1F5LFu2jCVLlnDkyJFCQWxZ1KlTh8qVK5OYmEjHjh3ZuHEjmZmZRbYH8p+lbdy4Mc2aNStTOc7OziqzBlerVk3tZxdLOheWLl3KqlWrWLlyJQ0aNEBPTw8fHx+ePXtWpvqVxtraWu7BdnJyIjo6Gn9/f7WCSUNDwyKfHX306FGhGzRaWlrY2NgUmc+YMWPkHnyAGjVez1B4QRAE4d9DBJOCIKjO2qoMHJX/LWqW13KipaUFQG5urryuWrVq1KhRg6tXr+Ll5VVeVStRSEgI3bp1U3tYZlGKanu9evWoVKkSKSkpKkNa/20+//xz/P39OXjwYJE9pGXx559/8uDBA7nHr6QZYdPT09mxYwcBAUW/2iYlJYVbt27JQc7vv/9OhQoVsLe3R0dHp1CQZGtri46ODqGhoYwcOfKl6h8ZGUmvXr348MMPgfwgMyEhgXr16slptLS0VL7n10FDQ0MOuktjb2/PoUOHCq0/c+YMdnZ2apdpamparjM2C4IgCG+eCCYFQYC8XNVAUkn5Oe/1/rB9WVWrVkVHR4cDBw5Qq1YttLW1MTIyYsGCBUyaNAkjIyM8PDzIzs4mJiaGtLQ0pk6dWt7VZs+ePSxcuPCV8rC0tEShULB37166du2Kjo4OBgYG+Pr6MmXKFPLy8mjbti2PHz8mMjISQ0NDledFy8tnn33GvHnz+P7777GysuL27dsA6OvrF3rW7kXp6eksWLCAfv36YW5uTlJSEtOnT8fGxkZ+brMk27dv5/nz53Lg9iJtbW2GDh3KsmXL+Ouvv5g0aRIDBgwo9llFbW1tZsyYwfTp09HS0qJNmzbcu3ePixcvFjlTbFFsbW358ccfOXHiBCYmJnzxxRfcuXNHJZi0srIiOjqaa9euoa+vj6mpKRUqlG2+vLt375KVlSUPc92yZUuhCYgeP35c6J2tZmZmjB07ljVr1jBp0iRGjhxJpUqV2LdvHz/88AO//PKLSvrnz5/L36mSQqEoNClRQbdv3+b27dskJiYC+c9dKmdvFsGnIAjC20UEk4IgQIei3/UG/Ct6JJU0NTX58ssvWbhwIfPmzaNdu3aEhYUxcuRIdHV1Wbp0KR9//DF6eno0aNBA7Re/v0lJSUkkJiaqFfyUpGbNmixYsICZM2cybNgwhgwZQlBQEIsWLaJKlSoEBARw9epVjI2Nadq0KZ988slrasGr+eabb3j27FmhQMbPz6/EV5FAfm/a+fPnCQ4O5tGjR9SoUYP333+fRYsWlfquScifeKdv377ycM8X2djY0LdvX7p27crDhw/p3r27yitlijJ37lw0NTWZN28et27donr16owZM6bUuijNmTOHq1ev4u7ujq6uLh999BG9e/dWGVbq6+vL0KFDqVevHpmZmSQnJ2NlZaV2GZDfuwj514yFhQWjR48udLzDwsIKPVs7YsQINm7cyLFjx5g9ezadOnXi2bNnODg4sHPnzkLv77x48aLcS6xUqVIlsrKyKM7atWtZsGCB/Fk5MVBgYKD8yhtBEATh7aCQJEkq70oIgvBqsrKySE5OxtraWu2JTYR/xhdffMGRI0f49ddfy7sqwjvGysoKHx+ff8VNkzchKCgIHx8fHj16VN5VEV4z8TdLEN4d4j2TgiAIb1CtWrWYNauEnl9BeAUzZsxAX1+/yAlz3mb6+vpl6vEVBEEQyocY5ioIgvAGFZzNUlAVERGh8vqNFylnqxWKFh4eTk5ODgAGBgblXJvXS/ks56tMWiUIgiC8eSKYFARBEMrFi6/fEMrG0tKyvKvwxhT3uhFBEATh30UEk4IgCEK5KOr1G4IgCIIgvD3EM5OCIAiCIAiCIAhCmYlgUhAEQRAEQRAEQSgzEUwKgiAIgiAIgiAIZSaCSUEQBEEQBEEQBKHMRDApCIIgCK/AysoKhUKBQqHg0aNH5V2dcjV//nz5WKxcubK8qyMIgiC8YSKYFARBlpsnEZX0gJDYm0QlPSA3T3rjZd64cYPhw4dTo0YNtLS0sLS0ZPLkyTx48OCNl62O69evo6OjI7/z8OHDh/j4+GBpaYmWlhY1atRg+PDhpKSklGs9r127xogRI7C2tkZHR4e6devi5+fHs2fPStzP29tb/vFfcHFycio2jZmZGR4eHpw/f77UOikUitf2+o+goCCMjY1fS17qcHNzw8fHR620CxcuJDU1FSMjIwDCwsJUjlmVKlXo2rUrFy5ceIM1fvOU7SouaPb19SU1NZVatWr9sxUTBEEQyoUIJgVBAODAH6m0/ew3PDf8zuRtsXhu+J22n/3GgT9S31iZV69exdnZmStXrvDDDz+QmJjI2rVrCQ0NpXXr1jx8+PCNla2ukJAQOnTogL6+Pg8fPqRVq1YcOXKEtWvXkpiYyLZt20hMTKR58+ZcvXq13Op5+fJl8vLyWLduHRcvXmTFihWsXbuWTz75pMT9Vq1aRWpqqrzcuHEDU1NT+vfvr5LOw8NDThMaGoqmpibdu3d/k016aaUF0G+CgYEB5ubmKBQKlfXx8fGkpqZy8OBBsrOz6dat2xuvX05OzhvNvyT6+vqYm5ujoaFRbnUQBEEQ/jkimBQEgQN/pDL2uzOkPs5SWX/7cRZjvzvzxgLK8ePHo6WlxaFDh3B1daV27dp06dKFI0eOcPPmTWbPng3AmjVrqF+/vrzf7t27USgUrF27Vl7XqVMn5syZI38OCQmhadOmaGtrU6dOHRYsWMDz58/l7QqFgo0bN9KnTx90dXWxtbVlz549heoYEhJCz549AZg9eza3bt3iyJEjdOnShdq1a9O+fXsOHjxIxYoVGT9+PAB79+7F2NiY3NxcAGJjY1EoFMycOVPOd+TIkXz44Yfy5+PHj9OuXTt0dHSwsLBg0qRJPH36VN5uZWXF4sWLGT58OAYGBtSuXZv169fL2z08PAgMDOT999+nTp069OzZE19fX37++ecSvwMjIyPMzc3lJSYmhrS0NIYNG6aSrlKlSnKaxo0bM3PmTG7cuMG9e/dKzL8gZa9WaGgozs7O6Orq4uLiQnx8vJzm3LlzdOjQAQMDAwwNDWnWrBkxMTGEhYUxbNgwHj9+LPf2zZ8/Xz42ixYtYsiQIRgaGvLRRx8V2YOm/B6uXbsmr4uMjMTNzQ1dXV1MTExwd3cnLS0Nb29vwsPDWbVqlVxewf3UVbVqVczNzWnatCk+Pj7cuHGDy5cvy9t/+uknnJycqFSpElZWVixfvlxlf4VCwe7du1XWGRsbExQUBPzd+7t9+3ZcXV3R1tZm69atPH/+nEmTJmFsbIyZmRkzZsxg6NCh9O7dW84nLy+PgIAAuTe7UaNG/Pjjj2VuoyAIgvDfJYJJQXgHSZJExrPnai1PsnLw23ORoga0KtfN33OJJ1k5auUnSeoNjX348CEHDx5k3Lhx6OjoqGwzNzfHy8uL7du3I0kSrq6uXLp0SQ5cwsPDqVy5MmFhYUB+T0xUVBRubm4AREREMGTIECZPnsylS5dYt24dQUFB+Pv7q5SzYMECBgwYwPnz5+natSteXl4qvaGPHj3i+PHj9OzZk7y8PLZt24aXlxfm5uYq+ejo6DBu3DgOHjzIw4cPadeuHU+ePOHs2bNF1le5TlnfpKQkPDw86NevH+fPn2f79u0cP36cCRMmqJSzfPlynJ2dOXv2LOPGjWPs2LEqgdiLHj9+jKmpaclfxAs2bdpEp06dsLS0LDZNeno63333HTY2NpiZmZUpf8gPypcvX05MTAyampoMHz5c3ubl5UWtWrU4deoUp0+fZubMmVSsWBEXFxdWrlyJoaGh3EPq6+sr77ds2TIaNWrE2bNnmTt3rlr1iI2NpWPHjtSrV4+oqCiOHz9Ojx49yM3NZdWqVbRu3ZpRo0bJ5VlYWJS5rUqPHz9m27ZtAGhpaQFw+vRpBgwYwAcffMCFCxeYP38+c+fOlQPFspg5cyaTJ08mLi4Od3d3PvvsM7Zu3UpgYCCRkZH89ddfhYLSgIAANm/ezNq1a7l48SJTpkzhww8/JDw8/KXbKQiCIPy3aJZ3BQRBeP0yc3KpN+/ga8lLAm7/lUWD+YfUSn9poTu6WqX/03LlyhUkScLR0bHI7Y6OjqSlpXHv3j3q16+Pqakp4eHh/O9//yMsLIxp06axatUqAE6ePElOTg4uLi5AfpA4c+ZMhg4dCkCdOnVYtGgR06dPx8/PTy7D29sbT09PABYvXsyXX37JyZMn8fDwAODXX3+lYcOG1KhRgzt37vDo0aMS6ytJEomJibRo0YLGjRsTFhaGs7MzYWFhTJkyhQULFpCens7jx49JTEzE1dUVyP9R7+XlJT+fZ2try5dffomrqyvffPMN2traAHTt2pVx48YBMGPGDFasWMHRo0ext7cvVJ/ExERWr17NsmXLSv0ulG7dusX+/fv5/vvvC23bu3cv+vr6ADx9+pTq1auzd+9eKlQo+z1Jf39/ue0zZ86kW7duZGVloa2tTUpKCh9//DEODg5A/rFQMjIyQqFQFArmAd577z2mTZsmf75x40ap9fj8889xdnbm66+/ltcVfFZUS0sLXV3dIstTl/LZQWUvc8+ePeW2ffHFF3Ts2FEOfu3s7Lh06RJLly7F29u7TOX4+PjQt29f+fPq1auZNWsWffr0AfJ793/99Vd5e3Z2NosXL+bIkSO0bt0ayL9Ojh8/zrp16+TvRxAEQRBKInomBUEoV6X1ZGppaaFQKGjfvj1hYWE8evSIS5cuMW7cOLKzs7l8+TLh4eE0b94cXV1dIH+o5MKFC9HX15cXZQ9TRkaGnHfDhg3l/9fT08PQ0JC7d+/K6woOcS1LfQFcXV0JCwtDkiQiIiLo27cvjo6OHD9+nPDwcGrUqCEHSufOnSMoKEilvu7u7uTl5ZGcnFxkfZVBVcH6Kt28eRMPDw/69+/PqFGj5PUF8x8zZkyh/YKDgzE2NlYZCqnUoUMHYmNjiY2N5eTJk7i7u9OlSxeuX78OQJcuXeS8CwZkRSnYjurVqwPI7Zg6dSojR46kU6dOLFmyhKSkpBLzUnJ2dlYrXUHKnsk3KSIigtOnTxMUFISdnZ3K0Oy4uDjatGmjkr5NmzZcuXJFHiKtroLtf/z4MXfu3KFFixbyOg0NDZo1ayZ/TkxMJCMjg86dO6ucF5s3b5aPuZOTk7y+S5cuZaqPIAiC8N8geiYF4R2kU1GDSwvd1Up7Mvkh3oGnSk0XNKw5LaxLHzKpU1G9iTdsbGxQKBTExcXJvScFxcXFUaVKFXn2Tjc3N9avX09ERARNmjTB0NBQDjDDw8NVelLS09NZsGCBSk+NkrKXD6BixYoq2xQKBXl5eUD+JC4HDhyQJ7BR1iUuLq7I9sTFxaGpqYm1tbVc32+//ZZz585RsWJFHBwccHNzIywsjLS0tEL1HT16NJMmTSqUb+3atdWqr9KtW7fo0KEDLi4uKs9UAiqzqhoaGqpskySJb7/9lsGDB8sBcUF6enrY2NjInzdu3IiRkREbNmzg008/ZePGjWRmZhZZzxcV3K6csEbZjvnz5zNo0CD27dvH/v378fPzY9u2bUWeIy/WryBlj2nB4P/FiWleHF79JlhbW2NsbIy9vT13795l4MCBHDt2TO39FQpFoRsYRU2w82L7S6OcnXjfvn3UrFlTZVulSpWA/J55ZVn/xLESBEEQ3j6iZ1IQ3kEKhQJdLU21lna2VahupI2iuLyA6kbatLOtolZ+L85mWRwzMzM6d+7M119/LQchSrdv32br1q0qQ/2Uz03u3LlTftbQzc2NI0eOyJOoKDVt2pT4+HhsbGwKLeoOywwLC8PExIRGjRoB+cHJgAED+P7777l9+7ZK2szMTL7++mv69OkjvxpC+dzkihUr5MBRGUyGhYUVqu+lS5eKrG9RgV1xbt68iZubG82aNSMwMLBQWwvmW7VqVZVt4eHhJCYmMmLECLXKUigUVKhQQf7uatasKedd0vOW6rCzs2PKlCkcOnSIvn37EhgYCOT3+qrbY1elShUAUlP/njzqxVeUNGzYkNDQ0GLzKEt56hg/fjx//PEHu3btAvKHRkdGRqqkiYyMxM7OTp4NtUqVKiptuHLlikrvelGMjIyoVq0ap079fZMoNzeXM2fOyJ/r1atHpUqVSElJKXTOKZ8NtbS0lNe9GHAKgiAIAohgUhD+8zQqKPDrUQ+gUECp/OzXox4aFdQLEstizZo1ZGdn4+7uzrFjx7hx4wYHDhygc+fO2NnZMW/ePDltw4YNMTEx4fvvv1cJJnfv3k12drbKcMF58+axefNmFixYwMWLF4mLi2Pbtm0qs72WZs+ePYWGuPr7+2Nubk7nzp3Zv38/N27c4NixY7i7u1OhQgX5GU4AExMTGjZsyNatW+X6tm/fnjNnzpCQkKDSMzljxgxOnDjBhAkTiI2N5cqVK4SEhBSagKckykCydu3aLFu2jHv37nH79u1CgW9xNm3aRMuWLVVmzS0oOztbzi8uLo6JEyeSnp5Ojx491K5jaTIzM5kwYQJhYWFcv36dyMhITp06JT+namVlRXp6OqGhody/f7/EoEoZFM2fP58rV66wb9++QjOlzpo1i1OnTjFu3DjOnz/P5cuX+eabb7h//75cXnR0NNeuXeP+/fuFeoHLSldXl1GjRuHn54ckSUybNo3Q0FAWLVpEQkICwcHBrFmzRmVioffee481a9Zw9uxZYmJiGDNmTKk9vwATJ04kICCAkJAQ4uPjmTx5MmlpafLNHgMDA3x9fZkyZQrBwcEkJSVx5swZVq9eTXBwcKn5X7hwQR72HBsby7lz517+wAiCIAhvL0kQhLdeZmamdOnSJSkzM/Ol89h/4ZbUavERyXLGXnlptfiItP/CrddY08KSk5OloUOHStWqVZMUCoUESH379pWePn1aKG2vXr0kTU1N6cmTJ5IkSVJubq5kYmIitWrVqlDaAwcOSC4uLpKOjo5kaGgotWjRQlq/fr28HZB27dqlso+RkZEUGBgoSZIkWVhYSIcPHy6U771796SJEydKFhYWkoaGhgRILi4u0oMHDwqlnTx5sgRIcXFx8rpGjRpJ5ubmhdKePHlS6ty5s6Svry/p6elJDRs2lPz9/eXtlpaW0ooVK1T2adSokeTn5ydJkiQFBgZK5M+XVGgpzaNHjyQdHR2V41PQ0KFDVfIzMDCQmjdvLv34448l5pucnCwB0tmzZyVJkqSjR49KgJSWlianOXv2rARIycnJUnZ2tvTBBx9IFhYWkpaWllSjRg1pwoQJKuf1mDFjJDMzMwmQ217UsZEkSTp+/LjUoEEDSVtbW2rXrp20c+dOuSylsLAwycXFRapUqZJkbGwsubu7y/WLj4+XWrVqJeno6BTar6Ciyi+qrZIkSSkpKZKmpqa0fft2SZIk6ccff5Tq1asnVaxYUapdu7a0dOlSlfQ3b96U3n//fUlPT0+ytbWVfv31V5Xz9MVjrJSTkyNNmDBBMjQ0lExMTKQZM2ZI/fv3lz744AM5TV5enrRy5UrJ3t5eqlixolSlShXJ3d1dCg8PL7KdBdv14qKhoVHqMREEpdfxN0sQhH8HhSSpOY+/IAj/WllZWSQnJ2Ntba3yTGBZ5eZJnEx+yN0nWVQ10KaFtekb6ZEsiZ+fH1988QWHDx+mVatW/2jZSmfOnOG9997j3r17pfYCbdq0iXHjxrF9+/YiJ64R3n1WVlb4+PjIs/H+G+Xl5eHo6MiAAQNYtGjRGy/vbTgmQvl5XX+zBEEof2KYqyAIMo0KClrXNaNX45q0rmv2jweSkP9ajy+//JLff//9lYcVvqznz5+zevVqtYYTjhgxgm3bthEXF1fo2U/hv2PGjBno6+vz+PHj8q4KANevX2fDhg0kJCRw4cIFxo4dS3JyMoMGDXqj5S5evBh9fX1SUlLeaDmCIAjCv4PomRSEd4C4yysI5ef69evyrKd16tR5qXdvvm43btzggw8+4I8//kCSJOrXr8+SJUto3779Gy334cOHPHz4EMifPEg5IZUgFCT+ZgnCu0O8GkQQBEEQXsGrzl77JlhYWBSaKfafYGpqiqlp6a8QEgRBEN4N5X/7VBAEQRAEQRAEQXjriGBSEARBEARBEARBKDMRTAqCIAiCIAiCIAhlJoJJQRAEQRAEQRAEocxEMCkIgiAIgiAIgiCUmQgmBUEQBEEQBEEQhDITwaQgCIIgCIIgCIJQZiKYFARBlpsnEZX0gJDYm0QlPSA3TyrvKgnCv56VlRUKhQKFQsGjR4/KuzqvlbJdxsbG5V0VQRAE4V9IBJOCIABw4I9U2n72G54bfmfytlg8N/xO289+48AfqW+03Bs3bjB8+HBq1KiBlpYWlpaWTJ48mQcPHrzRctV1/fp1dHR0SE9PB+Dhw4f4+PhgaWmJlpYWNWrUYPjw4aSkpJRrPa9du8aIESOwtrZGR0eHunXr4ufnx7Nnz0rcz9vbWw4YCi5OTk7FpjEzM8PDw4Pz58+XWieFQkFsbOzraCJBQUH/aFDj5uaGj4+PWmkXLlxIamoqRkZGAISFhakcMx0dHZycnFi/fr3Kft7e3vTu3btM5b94HObPn1/kd+jg4FBindevX4+bmxuGhobFBsKpqamsXLmyxHwEQRCE/y4RTAqCwIE/Uhn73RlSH2eprL/9OIux3515YwHl1atXcXZ25sqVK/zwww8kJiaydu1aQkNDad26NQ8fPnwj5ZZFSEgIHTp0QF9fn4cPH9KqVSuOHDnC2rVrSUxMZNu2bSQmJtK8eXOuXr1abvW8fPkyeXl5rFu3josXL7JixQrWrl3LJ598UuJ+q1atIjU1VV5u3LiBqakp/fv3V0nn4eEhpwkNDUVTU5Pu3bu/ySa9tNIC6DfBwMAAc3NzFAqFyvr4+HhSU1O5dOkSo0ePZuzYsYSGhr728p2cnFS+x9TUVI4fP17iPhkZGXh4eJR4jpibm8sBsiAIgiC8SASTgvAOy3j2vNglKycXyB/auuCXSxQ1oFW5bv4vl1SGvBaXZ1mNHz8eLS0tDh06hKurK7Vr16ZLly4cOXKEmzdvMnv2bADWrFlD/fr15f12796NQqFg7dq18rpOnToxZ84c+XNISAhNmzZFW1ubOnXqsGDBAp4//7uOCoWCjRs30qdPH3R1dbG1tWXPnj2F6hgSEkLPnj0BmD17Nrdu3eLIkSN06dKF2rVr0759ew4ePEjFihUZP348AHv37sXY2Jjc3PxjHBsbi0KhYObMmXK+I0eO5MMPP5Q/Hz9+nHbt2qGjo4OFhQWTJk3i6dOn8nYrKysWL17M8OHDMTAwoHbt2iq9XB4eHgQGBvL+++9Tp04devbsia+vLz///HOJ34GRkRHm5ubyEhMTQ1paGsOGDVNJV6lSJTlN48aNmTlzJjdu3ODevXsl5l+QsrcuNDQUZ2dndHV1cXFxIT4+Xk5z7tw5OnTogIGBAYaGhjRr1oyYmBjCwsIYNmwYjx8/lnve5s+fLx+bRYsWMWTIEAwNDfnoo4/ksgr2tim/h2vXrsnrIiMjcXNzQ1dXFxMTE9zd3UlLS8Pb25vw8HBWrVoll1dwP3VVrVoVc3NzrK2tmTRpEtbW1pw5c6bM+ZRGU1NT5Xs0NzencuXKJe7j4+PDzJkzadWq1WuvjyAIgvDfIIJJQXiH1Zt3sNhl7HenATiZ/LBQj2RBEvk9lCeT/+4lbPvZ0SLzLIuHDx9y8OBBxo0bh46Ojso2c3NzvLy82L59O5Ik4erqyqVLl+TAJTw8nMqVKxMWFgZATk4OUVFRuLm5ARAREcGQIUOYPHkyly5dYt26dQQFBeHv769SzoIFCxgwYADnz5+na9eueHl5qfSGPnr0iOPHj9OzZ0/y8vLYtm0bXl5emJubq+Sjo6PDuHHjOHjwIA8fPqRdu3Y8efKEs2fPFllf5TplfZOSkvDw8KBfv36cP3+e7du3c/z4cSZMmKBSzvLly3F2dubs2bOMGzeOsWPHqgRiL3r8+DGmpqYlfxEv2LRpE506dcLS0rLYNOnp6Xz33XfY2NhgZmZWpvwhPyhfvnw5MTExaGpqMnz4cHmbl5cXtWrV4tSpU5w+fZqZM2dSsWJFXFxcWLlyJYaGhnLPm6+vr7zfsmXLaNSoEWfPnmXu3Llq1SM2NpaOHTtSr149oqKiOH78OD169CA3N5dVq1bRunVrRo0aJZdnYWFR5rYqSZLEgQMHSElJoWXLli+djyAIgiD8m4hgUhD+4+4+KT6QfJl06rpy5QqSJOHo6FjkdkdHR9LS0rh37x7169fH1NSU8PBwIL+Ha9q0afLnkydPkpOTg4uLC5AfJM6cOZOhQ4dSp04dOnfuzKJFi1i3bp1KGd7e3nh6emJjY8PixYtJT0/n5MmT8vZff/2Vhg0bUqNGDe7du8ejR49KrK8kSSQmJmJkZETjxo3l4DEsLIwpU6Zw9uxZ0tPTuXnzJomJibi6ugIQEBCAl5cXPj4+2Nra4uLiwpdffsnmzZvJyvr7uHft2pVx48ZhY2PDjBkzqFy5MkePHi2yPomJiaxevZrRo0eX9lXIbt26xf79+xk5cmShbXv37kVfXx99fX0MDAzYs2cP27dvp0KFsv8Z8ff3x9XVlXr16jFz5kxOnDghtzMlJYVOnTrh4OCAra0t/fv3p1GjRmhpaWFkZIRCoZB73vT19eU833vvPaZNm0bdunWpW7euWvX4/PPPcXZ25uuvv6ZRo0Y4OTkxYcIEKleujJGREVpaWujq6srlaWholLmttWrVQl9fHy0tLbp164afnx/t27cvcz6luXDhgvz9KJcxY8a89nIEQRAEoSDN8q6AIAhvzqWF7sVuq/D/z3ZVNdBWK6+C6Y7P6PBqFStAkkqeMVZLSwuFQkH79u0JCwujU6dOXLp0iXHjxvH5559z+fJlwsPDad68Obq6ukD+UMnIyEiVnsjc3FyysrLIyMiQ0zVs2FDerqenh6GhIXfv3pXXFRziWpb6Ari6uspBb0REBAEBAezYsYPjx4/z8OFDatSoga2trVzf8+fPs3XrVpVy8vLySE5OlgPYgvVVBlUF66t08+ZNPDw86N+/P6NGjZLXFwy+PvzwQ5VhwgDBwcEYGxsXOSFMhw4d+OabbwBIS0vj66+/pkuXLpw8eRJLS0u6dOlCREQEAJaWlly8eLHYY1SwHdWrVwfg7t271K5dm6lTpzJy5Ei2bNlCp06d6N+/v1rBobOzc6lpXhQbG1vo2dDXLSIiAgMDA7Kzszl58iQTJkzA1NSUsWPHvtZy7O3tCw3TNjQ0BGDx4sUsXrxYXn/p0iVq1679WssXBEEQ/ptEMCkI7zBdrdIv8RbWplQ30ub246win5tUAOZG2rSw/nu4pDr5lsbGxgaFQkFcXBx9+vQptD0uLo4qVarIs1a6ubmxfv16IiIiaNKkCYaGhnKAGR4eLvfyQf4wzAULFtC3b99C+Wpr/x0UV6xYUWWbQqEgLy8PyJ/E5cCBA/LkJMq6xMXFFdmeuLg4NDU1sba2luv77bffcu7cOSpWrIiDgwNubm6EhYWRlpZWqL6jR49m0qRJhfIt+KO/pPoq3bp1iw4dOuDi4lJo5tCCs6oqAw0lSZL49ttvGTx4sBwQF6Snp4eNjY38eePGjRgZGbFhwwY+/fRTNm7cSGZmZpH1fFHB7coJa5TtmD9/PoMGDWLfvn3s378fPz8/tm3bVuQ58mL9ClL2mBYM/nNyclTSvDi8+k2wtraWz2EnJyeio6Px9/dXK5g0NDTk8ePHhdY/evSo0KQ4WlpaKt9PQWPGjGHAgAHy5xo1apShBYIgCIJQPDHMVRD+4zQqKPDrUQ/IDxwLUn7261EPjQovbn01ZmZmdO7cma+//loOQpRu377N1q1b8fb2ltcpn5vcuXOn/Kyhm5sbR44ckSdRUWratCnx8fHY2NgUWtQdlhkWFoaJiQmNGjUC8oOTAQMG8P3333P79m2VtJmZmXz99df06dNH/pGvfG5yxYoVcuCoDCbDwsIK1ffSpUtF1reowK44N2/exM3NjWbNmhEYGFiorQXzrVq1qsq28PBwEhMTGTFihFplKRQKKlSoIH93NWvWlPMu6XlLddjZ2TFlyhQOHTpE3759CQwMBPIDJuWkRqWpUqUKkP9qC6UXX1HSsGHDEmdWLUt56tLQ0Ch0vhfH3t6+yMl6zpw5g52dndplmpqaqnz3mpriPrIgCILweohgUhAEPOpX55sPm2JupDrk1dxIm28+bIpH/epvpNw1a9aQnZ2Nu7s7x44d48aNGxw4cIDOnTtjZ2fHvHnz5LQNGzbExMSE77//XiWY3L17N9nZ2bRp00ZOO2/ePDZv3syCBQu4ePEicXFxbNu2TWW219Ls2bOn0BBXf39/zM3N6dy5M/v37+fGjRscO3YMd3d3KlSowKpVq+S0JiYmNGzYkK1bt8r1bd++PWfOnCEhIUGlZ3LGjBmcOHGCCRMmEBsby5UrVwgJCSk0AU9JlIFk7dq1WbZsGffu3eP27duFAt/ibNq0iZYtW6rMmltQdna2nF9cXBwTJ04kPT2dHj16qF3H0mRmZjJhwgTCwsK4fv06kZGRnDp1Sh7ma2VlRXp6OqGhody/f5+MjIxi87KxscHCwoL58+dz5coV9u3bx/Lly1XSzJo1i1OnTjFu3DjOnz/P5cuX+eabb7h//75cXnR0NNeuXeP+/fuFeoHVcffuXW7fvs3169fZuXMnW7ZsoVevXippHj9+TGxsrMpy48YNxo4dS0JCApMmTeL8+fPEx8fzxRdf8MMPPzBt2jSVPJ4/fy5/P8rlzp07Jdbt9u3bxMbGkpiYCOQ/dxkbG/uveCWPIAiC8JaQBEF462VmZkqXLl2SMjMzXymf57l50onE+9Lus39KJxLvS89z815TDYuXnJwsDR06VKpWrZqkUCgkQOrbt6/09OnTQml79eolaWpqSk+ePJEkSZJyc3MlExMTqVWrVoXSHjhwQHJxcZF0dHQkQ0NDqUWLFtL69evl7YC0a9culX2MjIykwMBASZIkycLCQjp8+HChfO/duydNnDhRsrCwkDQ0NCRAcnFxkR48eFAo7eTJkyVAiouLk9c1atRIMjc3L5T25MmTUufOnSV9fX1JT09PatiwoeTv7y9vt7S0lFasWKGyT6NGjSQ/Pz9JkiQpMDBQIn/y3UJLaR49eiTp6OioHJ+Chg4dqpKfgYGB1Lx5c+nHH38sMd/k5GQJkM6ePStJkiQdPXpUAqS0tDQ5zdmzZyVASk5OlrKzs6UPPvhAsrCwkLS0tKQaNWpIEyZMUDmvx4wZI5mZmUmA3Paijo0kSdLx48elBg0aSNra2lK7du2knTt3ymUphYWFSS4uLlKlSpUkY2Njyd3dXa5ffHy81KpVK0lHR6fQfgUVVb6yrcpFU1NTsra2lnx9faX09PRij61yGTFihCRJf58XVapUkYyMjKSWLVsWOm/9/PyKzKNSpUrFfjcl7ae8BpQCAwMlIyOjEvMShLJ4XX+zBEEofwpJKmU2CUEQ/vWysrJITk7G2tpa5ZnAt5Gfnx9ffPEFhw8fLrf33505c4b33nuPe/fulfr836ZNmxg3bhzbt28vcuIa4d1nZWWFj48PPj4+5V2VNyIoKAgfHx+Vd3YKwqt4l/5mCcJ/nRjmKgjCv8qCBQv48ssv+f33319qWOHr8Pz5c1avXl1qIAkwYsQItm3bRlxcnNrPwgnvnhkzZqCvr1/khDlvM/GKEUEQBKEkomdSEN4B4i6vIJSf69evyzPF1qlT56XevflvpXyeUkNDQ56pWBBelfibJQjvDjGlmyAIgiC8gledvfbfrLjXjQiCIAgCiGGugiAIgiAIgiAIwksQwaQgCIIgCIIgCIJQZiKYFARBEARBEARBEMpMBJOCIAiCIAiCIAhCmYlgUhAEQRAEQRAEQSgzEUwKgvCv5O3tTe/evcu1DmFhYSgUihJf1j5//nwaN278j9Xp36Q82/5vOD/eJv+1c/natWsoFApiY2P/kfKsrKxQKBSlHuP/gvnz58vHYuXKleVdHUEQ3jARTAqCQM6tW2RevFjsknPrVnlX8V/L19eX0NDQ8q7GS8vMzERPT4/ExESCgoJQKBQ4OjoWSrdz504UCgVWVlbyurK0vTwCFeUP2heXpUuXFplGU1OT2rVrM3XqVLKzs1+5/K+++gorKyu0tbVp2bIlJ0+eLDH9zz//jLOzM8bGxujp6dG4cWO2bNmiVllnz56lf//+VKtWDW1tbWxtbRk1ahQJCQlq1/dtOpcTExMZNmwYtWrVolKlSlhbW+Pp6UlMTMxrLcfNzQ0fHx+10i5cuJDU1FSMjIyAvwN45VKlShW6du3KhQsXXmsd/2ml3Zjw9fUlNTWVWrVq/bMVEwShXIj3TArCf1zOrVskeXRBevas2DQKLS3qHthPxRo1/sGavR309fXR19cv72q8tMOHD2NpaYmNjQ3Hjx9HT0+Pu3fvEhUVRevWreV0mzZtonbt2ir7vom25+TkULFixdeSV2pqqsrn/fv3M2LECPr166eyPjAwEA8PD3Jycjh37hzDhg1DT0+PRYsWvXTZ27dvZ+rUqaxdu5aWLVuycuVK3N3diY+Pp2rVqkXuY2pqyuzZs3FwcEBLS4u9e/cybNgwqlatiru7e7Fl7d27l379+uHu7s7WrVupW7cud+/eZefOncydO5ft27erVee35VyOiYmhY8eO1K9fn3Xr1uHg4MCTJ08ICQlh2rRphIeHl0u9DAwMMDc3L7Q+Pj4eQ0NDbt26xccff0y3bt1ITExES0vrjdXldV5HZaU8jzQ0NMqlfEEQ/lmiZ1IQ/uOep6WVGEgCSM+e8Twt7bWX/eOPP9KgQQN0dHQwMzOjU6dOPH36VCXNsmXLqF69OmZmZowfP56cnBx5W3Z2Nr6+vtSsWRM9PT1atmxJWFiYvD0oKAhjY2MOHjyIo6Mj+vr6eHh4qAQZRfVcFex9Azh9+jTOzs7o6uri4uJCfHy8vK20Hre9e/dibGxMbm4uALGxsSgUCmbOnCmnGTlyJB9++CEADx48wNPTk5o1a6Krq0uDBg344YcfVPJ0c3Nj0qRJTJ8+HVNTU8zNzZk/f75KmsuXL9O2bVu0tbWpV68eR44cQaFQsHv3bpV0ISEh9OzZU/6sqanJoEGD+Pbbb+V1f/75J2FhYQwaNEhl3xfbHhYWRosWLdDT08PY2Jg2bdpw/fp1goKCWLBgAefOnZOPcVBQkHz8v/nmG3r27Imenh7+/v7k5uYyYsQIrK2t0dHRwd7enlWrVhV7jItjbm6usoSEhNChQwfq1Kmjks7Y2Bhzc3MsLCzo3r07vXr14syZM8XmO2jQIAYOHKiyLicnh8qVK7N582YAvvjiC0aNGsWwYcOoV68ea9euRVdXV+W4vsjNzY0+ffrg6OhI3bp1mTx5Mg0bNuT48ePF7pORkcGwYcPo2rUre/bsoVOnTlhbW9OyZUuWLVvGunXrVNKX5VxWDiV+lWvw+vXr9OjRAxMTE/T09HBycuLXX3+Vt//xxx906dIFfX19qlWrxuDBg7l//36x7ZUkCW9vb2xtbYmIiKBbt27UrVuXxo0b4+fnR0hIiEr6q1ev0qFDB3R1dWnUqBFRUVHyttKuNW9vb8LDw1m1apV83l67dq3YuhWnatWqmJub07RpU3x8fLhx4waXL1+Wt//00084OTlRqVIlrKysWL58ucr+RV23xsbG8jWkHNK7fft2XF1d0dbWZuvWrTx//pxJkyZhbGyMmZkZM2bMYOjQoSrDw/Py8ggICJCvtUaNGvHjjz+WuY2CIPx3iWBSEN5BkiSRl5Gh1iJlZamXZ1aWevlJklr5paam4unpyfDhw4mLiyMsLIy+ffuq7H/06FGSkpI4evQowcHBBAUFyT+gACZMmEBUVBTbtm3j/Pnz9O/fHw8PD65cuSKnycjIYNmyZWzZsoVjx46RkpKCr6+vSj2US2JiIjY2NrRv316lrrNnz2b58uXExMSgqanJ8OHD1WojQLt27Xjy5Alnz54FIDw8nMqVK6v84A4PD8fNzQ2ArKwsmjVrxr59+/jjjz/46KOPGDx4cKEhksHBwejp6REdHc3nn3/OwoULOXz4MAC5ubn07t0bXV1doqOjWb9+PbNnzy5Ut7y8PPbu3UuvXr1U1g8fPpwdO3aQkZEB5AflHh4eVKtWrdh2Pn/+nN69e+Pq6sr58+eJiorio48+QqFQMHDgQKZNm4aTk5N8rAsGY/Pnz6dPnz5cuHCB4cOHk5eXR61atdi5cyeXLl1i3rx5fPLJJ+zYsUPt4/6iO3fusG/fPkaMGFFiuoSEBH777TdatmxZbBovLy9++eUX0tPT5XUHDx4kIyODPn368OzZM06fPk2nTp3k7RUqVKBTp04qwUxJJEkiNDSU+Pj4QudjQQcPHuT+/ftMnz69yO3GxsYqn8t6Lr/qNTh+/Hiys7M5duwYFy5c4LPPPpN7Px89esR7771HkyZNiImJ4cCBA9y5c4cBAwYUW5/Y2FguXrzItGnTqFCh8E+Yotrr6+tLbGwsdnZ2eHp68vz5c6D0a23VqlW0bt2aUaNGyeethYVFicerJI8fP2bbtm0Acq/k6dOnGTBgAB988AEXLlxg/vz5zJ07V+UYq2vmzJlMnjyZuLg43N3d+eyzz9i6dSuBgYFERkby119/FQpKAwIC2Lx5M2vXruXixYtMmTKFDz/8sNx6dwVBeAtJgiC89TIzM6VLly5JmZmZkiRJUu7Tp9Ile4dyWXKfPlWrzqdPn5YA6dq1a0VuHzp0qGRpaSk9f/5cXte/f39p4MCBkiRJ0vXr1yUNDQ3p5s2bKvt17NhRmjVrliRJkhQYGCgBUmJiorz9q6++kqpVq1aovLy8PKlPnz5Ss2bNpIyMDEmSJOno0aMSIB05ckROt2/fPgmQj7Wfn5/UqFGjEtvatGlTaenSpZIkSVLv3r0lf39/SUtLS3ry5In0559/SoCUkJBQ7P7dunWTpk2bJn92dXWV2rZtq5KmefPm0owZMyRJkqT9+/dLmpqaUmpqqrz98OHDEiDt2rVLXhcZGSlVrVpVys3NlY+XkZGRJEmS1LhxYyk4OFjKy8uT6tatK4WEhEgrVqyQLC0t5f0Ltv3BgwcSIIWFhRXZhuKOEyD5+PgU23al8ePHS/369ZM/Dx06VOrVq1ep+yl99tlnkomJify9FSxfW1tb0tPTkypVqiQBUvfu3aVnz54Vm1dOTo5UuXJlafPmzfI6T09P+dy8efOmBEgnTpxQ2e/jjz+WWrRoUWI9Hz16JOnp6UmamppSpUqVpE2bNpXaLkB6+PBhiele5lx+HddggwYNpPnz5xdZp0WLFknvv/++yrobN25IgBQfH1/kPtu3b5cA6cyZMyW2Nzk5WQKkjRs3yusuXrwoAVJcXFyx+xV1rU2ePLnEsiRJkiwtLaUVK1aorFMecz09PUlPT08CJEDq2bOnnGbQoEFS586dVfb7+OOPpXr16smfX7xuJUmSjIyMpMDAQJW2rly5UiVNtWrV5H93JEmSnj9/LtWuXVu+brKysiRdXd1C5+mIESMkT0/PYtuqbFdaWlqxaSSp6GOi9OLfLEEQ3l6iZ1IQhHLRqFEjOnbsSIMGDejfvz8bNmwg7YWhtE5OTirP3VSvXp27d+8CcOHCBXJzc7Gzs5Of0dHX1yc8PJykpCR5H11dXerWrVtkHgV98sknREVFERISgo6Ojsq2hg0bquwPFJlHRESESl22bt0KgKurK2FhYUiSREREBH379sXR0ZHjx48THh5OjRo1sLW1BfJ7FRctWkSDBg0wNTVFX1+fgwcPkpKSUmydXmxXfHw8FhYWKs9vtWjRolB9Q0JC6N69e5E9PMOHDycwMJDw8HCePn1K165dC6UpyNTUFG9vb9zd3enRowerVq0q9MxicZydnQut++qrr2jWrBlVqlRBX1+f9evXFzoGSlu3blU57hEREYXSfPvtt3h5eaGtrV1o24oVK4iNjeXcuXPs3buXhIQEBg8eDEBKSopK3osXL0ZTU5MBAwbI3+/Tp08JCQnBy8tLrfaWxMDAgNjYWE6dOoW/vz9Tp06Ve7EXL16sUpeUlBS1RwIoqXsuK73qNThp0iQ+/fRT2rRpg5+fH+fPn5fzOnfuHEePHlXZ18HBAYCkpKQiv9fX2V51r7VXFRERwenTpwkKCsLOzo61a9fK2+Li4mjTpo1K+jZt2nDlyhV5aLy6Cl5Hjx8/5s6dOyrXvYaGBs2aNZM/JyYmkpGRQefOnVWO8+bNm+Xvz8nJSV7fpUuXMtVHEIT/BjEBjyC8gxQ6OtifOa1W2qy4OK57fVhqOsut36FdxCyfRZWtDg0NDQ4fPsyJEyc4dOgQq1evZvbs2URHR2NtbQ1QaAIJhUJBXl4eAOnp6WhoaHD69OlCEz0UnESkqDxe/EH63XffsWLFCsLCwqhZs2ahuhbMQ6FQAMj1KMjZ2VnlVQTKYaFubm58++23nDt3jooVK+Lg4ICbmxthYWGkpaXh6uoq77N06VJWrVrFypUradCgAXp6evj4+PDshedaSzo26tqzZw9LliwpcpuXlxfTp09n/vz5DB48GE3N0v9cBAYGMmnSJA4cOMD27duZM2cOhw8fplWrViXup6enp/J527Zt+Pr6snz5clq3bo2BgQFLly4lOjq6yP179uypMiz1xe8wIiKC+Pj4YieiMTc3x8bGBgB7e3uePHmCp6cnn376KVZWVirfqampKZB/fFxdXbl79y6HDx9GR0cHDw8PACpXroyGhgZ37txRKefOnTtFTtBSUIUKFeS6NG7cmLi4OAICAnBzc2PMmDEqQ0Br1KiBnZ0dkP+MbMEJk4qj7rlcVHrlPmW5BkeOHIm7uzv79u3j0KFDBAQEsHz5ciZOnEh6ejo9evTgs88+K1Ru9erVycvLK/S9Kp81vHz5Mk2aNHml9qp7rb0qa2trjI2Nsbe35+7duwwcOJBjx46pvX9R/2YVfG5V6cXrqDTKYdr79u0rdM1UqlQJgF9//VUu68WbbIIgCCCCSUF4JykUChS6uuqlLaKnprh0FdTMU10KhYI2bdrQpk0b5s2bh6WlJbt27WLq1Kml7tukSRNyc3O5e/cu7dq1e+k6REVFMXLkSNatW1dq0FMaHR0dORAoSPnc5IoVK+TA0c3NjSVLlpCWlsa0adPktJGRkfTq1UuekCcvL4+EhATq1aundj3s7e25ceMGd+7ckQPaU6dOqaS5cuUK169fp3PnzkXmYWpqSs+ePdmxY4dKT0ppmjRpQpMmTZg1axatW7fm+++/p1WrVmhpaand0xIZGYmLiwvjxo2T1xXsbX6RgYEBBgYGxW7ftGkTzZo1o1GjRmqVrwyMMjMz0dTULPI7dXFxwcLCgu3bt7N//3769+8vBy5aWlo0a9aM0NBQebKTvLw8QkNDmTBhglp1UMrLy5NfU2JqaioHs0rvv/8+lStX5vPPP2fXrl2F9n/06FGh5whfF3WvQQsLC8aMGcOYMWOYNWsWGzZsYOLEiTRt2pSffvoJKyurYm9WvPi9Nm7cmHr16rF8+XIGDhxYqFe9LO1V51ory3mrjvHjxxMQEMCuXbvkyZYiIyML1cvOzk4+D6tUqaLSy3/lyhX5eebiGBkZUa1aNU6dOiU/c5ubm8uZM2fkSZbq1atHpUqVSElJUbmhVZClpeXLNlUQhP8IMcxVEIRyER0dzeLFi4mJiSElJYWff/6Ze/fuFfmOw6LY2dnh5eXFkCFD+Pnnn0lOTubkyZMEBASwb98+tfK4ffs2ffr04YMPPsDd3Z3bt29z+/Zt7t279ypNK8TExISGDRuydetWeaKd9u3bc+bMGRISElR+yNna2so9tnFxcYwePbpQD1dpOnfuTN26dRk6dCjnz58nMjKSOXPmAH/3zoSEhNCpUyd0S7hBEBQUxP379+WhhyVJTk5m1qxZREVFcf36dQ4dOsSVK1fk79PKyork5GRiY2O5f/9+ie9xtLW1JSYmhoMHD5KQkMDcuXMLBcPq+uuvv9i5cycjR44sNs2jR4+4ffs2t27dIjw8nIULF2JnZ1fquTho0CDWrl3L4cOHCw1xnTp1Khs2bCA4OJi4uDjGjh3L06dPGTZsmJxmyJAhzJo1S/4cEBDA4cOHuXr1KnFxcSxfvpwtW7bIwU5R9PT02LhxI/v27aNnz54cOXKEa9euERMTw/Tp0xkzZkxph+ilqXMN+vj4cPDgQZKTkzlz5gxHjx6Vj+v48eN5+PAhnp6enDp1iqSkJA4ePMiwYcOKDeAUCgWBgYEkJCTQrl07fv31V65evcr58+fx9/cvNJlUSdS51qysrIiOjubatWvcv3+/zL3/L9LV1WXUqFH4+fkhSRLTpk0jNDSURYsWkZCQQHBwMGvWrFGZJOy9995jzZo1nD17lpiYGMaMGaPWaz8mTpxIQEAAISEhxMfHM3nyZNLS0uR/AwwMDPD19WXKlCkEBweTlJTEmTNnWL16NcHBwaXmf+HCBWJjY+Xl3LlzL39gBEF4a4lgUhD+4zRNTFCU8r4zhZYWmiYmr7VcQ0NDjh07RteuXbGzs2POnDksX768TM/lBAYGMmTIEKZNm4a9vT29e/fm1KlThd6HWJzLly9z584dgoODqV69urw0b978ZZtVLFdXV3Jzc+Vg0tTUlHr16mFubo69vb2cbs6cOTRt2hR3d3fc3NwwNzdXmcpfHRoaGuzevZv09HSaN2/OyJEj5dlclc8MvvhKkKIoX9miDl1dXS5fvky/fv2ws7Pjo48+Yvz48YwePRqAfv364eHhQYcOHahSpUqh150UNHr0aPr27cvAgQNp2bIlDx48UOmlLItt27YhSRKenp7Fphk2bBjVq1enVq1aeHp64uTkxP79+0sd2uvl5cWlS5eoWbNmoefeBg4cyLJly5g3bx6NGzcmNjaWAwcOqMyIm5KSotLj9PTpU8aNG4eTkxNt2rThp59+4rvvvisxEAbo1asXJ06coGLFigwaNAgHBwc8PT15/Pgxn376aYn7vqrSrsHc3FzGjx+Po6MjHh4e2NnZ8fXXXwP5w3QjIyPJzc3l/fffp0GDBvj4+GBsbFzkc7xKLVq0ICYmBhsbG0aNGoWjoyM9e/bk4sWLrFy5Uu26q3Ot+fr6oqGhQb169ahSpcpreZ5ywoQJxMXFsXPnTpo2bcqOHTvYtm0b9evXZ968eSxcuBBvb285/fLly7GwsKBdu3YMGjQIX1/fEm8CKc2YMQNPT0+GDBlC69at0dfXx93dXeW54UWLFjF37lwCAgLk72jfvn3yowYlad++vTwSoUmTJirPYwqC8N+hkMr6NLsgCP86WVlZJCcnY21tXeQEI6XJuXWrxPdIapqYULFGjVepolDOIiMjadu2LYmJiRgZGVG9enX+/PPPEl/3IQiCeqysrPDx8cHHx6e8q1KsvLw8HB0dGTBgAIsWLXrj5ZV0TF71b5YgCP8e4plJQRCoWKOGCBbfMbt27UJfXx9bW1sSExOZPHkybdq0oW7duiQkJPDFF1+IQFIQXqMZM2YwZ84cbt68iZGRUXlXRx5u7urqSnZ2NmvWrCE5OZlBgwa90XIXL17M4sWLS32uUxCEd4MIJgVBEN5BT548YcaMGaSkpFC5cmU6derE8uXLgfxn3ZSzgAqC8OrCw8PlWU9Lmgzqn1ShQgWCgoLw9fVFkiTq16/PkSNH1H4u/WUVnHW4SpUqb7QsQRDKnxjmKgjvADFkSBAEQXhbiL9ZgvDuEBPwCIIgCIIgCIIgCGUmgklBEARBEARBEAShzEQwKQiCIAiCIAiCIJSZCCYFQRAEQRAEQRCEMhPBpCAIgiAIgiAIglBmIpgUBEEQBEEQBEEQykwEk4Ig/Ct5e3vTu3fvcq1DWFgYCoWCR48eFZtm/vz5NG7c+B+r079Jebb933B+vE3+a+fytWvXUCgUxMbG/iPlWVlZoVAoSj3GbyNlu4yNjcu7KoIg/AuJYFIQBHJu3SLz4sVil5xbt8q7iv9avr6+hIaGlnc1XlpmZiZ6enokJiYSFBSEQqEo8qXmO3fuRKFQYGVlJa8rS9vLI1BR/gh+cVm6dGmRaTQ1NalduzZTp04lOzv7lcv/6quvsLKyQltbm5YtW3Ly5MkS0//88884OztjbGyMnp4ejRs3ZsuWLWqVdfbsWfr370+1atXQ1tbG1taWUaNGkZCQoHZ936ZzOTExkWHDhlGrVi0qVaqEtbU1np6exMTEvNZy3Nzc8PHxUSvtwoULSU1NxcjICPg7gFcuOjo6ODk5sX79epX9SroxUlz5QUFBKsHd/PnzizzXHRwcSqzz+vXrcXNzw9DQsNhAODU1lZUrV5aYjyAI/12a5V0BQRDKV86tWyR5dEF69qzYNAotLeoe2E/FGjX+wZq9HfT19dHX1y/vary0w4cPY2lpiY2NDcePH0dPT4+7d+8SFRVF69at5XSbNm2idu3aKvu+ibbn5ORQsWLF15JXamqqyuf9+/czYsQI+vXrp7I+MDAQDw8PcnJyOHfuHMOGDUNPT49Fixa9dNnbt29n6tSprF27lpYtW7Jy5Urc3d2Jj4+natWqRe5jamrK7NmzcXBwQEtLi7179zJs2DCqVq2Ku7t7sWXt3buXfv364e7uztatW6lbty53795l586dzJ07l+3bt6tV57flXI6JiaFjx47Ur1+fdevW4eDgwJMnTwgJCWHatGmEh4eXS70MDAwwNzcvtD4+Ph5DQ0MyMzP55ZdfGDt2LHXr1qVjx46vtXwnJyeOHDmisk5Ts+SfeRkZGXh4eODh4cGsWbOKTGNubi4HyIIgCC8SPZOC8B/3PC2txEASQHr2jOdpaa+97B9//JEGDRqgo6ODmZkZnTp14unTpyppli1bRvXq1TEzM2P8+PHk5OTI27Kzs/H19aVmzZro6enRsmVLwsLC5O3Ku/cHDx7E0dERfX19PDw8VIKMou7mF+x9Azh9+jTOzs7o6uri4uJCfHy8vK20Hre9e/dibGxMbm4uALGxsSgUCmbOnCmnGTlyJB9++CEADx48wNPTk5o1a6Krq0uDBg344YcfVPJ0c3Nj0qRJTJ8+HVNTU8zNzZk/f75KmsuXL9O2bVu0tbWpV68eR44cQaFQsHv3bpV0ISEh9OzZU/6sqanJoEGD+Pbbb+V1f/75J2FhYQwaNEhl3xfbHhYWRosWLdDT08PY2Jg2bdpw/fp1goKCWLBgAefOnZOPcVBQkHz8v/nmG3r27Imenh7+/v7k5uYyYsQIrK2t0dHRwd7enlWrVhV7jItjbm6usoSEhNChQwfq1Kmjks7Y2Bhzc3MsLCzo3r07vXr14syZM8XmO2jQIAYOHKiyLicnh8qVK7N582YAvvjiC0aNGsWwYcOoV68ea9euRVdXV+W4vsjNzY0+ffrg6OhI3bp1mTx5Mg0bNuT48ePF7pORkcGwYcPo2rUre/bsoVOnTlhbW9OyZUuWLVvGunXrVNKX5VxW9pi9yjV4/fp1evTogYmJCXp6ejg5OfHrr7/K2//44w+6dOmCvr4+1apVY/Dgwdy/f7/Y9kqShLe3N7a2tkRERNCtWzfq1q1L48aN8fPzIyQkRCX91atX6dChA7q6ujRq1IioqCh5W2nXmre3N+Hh4axatUo+b69du1Zs3YpTtWpVzM3Nsba2ZtKkSVhbW5d4fr0sTU3NQud85cqVS9zHx8eHmTNn0qpVq9deH0EQ/htEMCkI77C8jIzil1cYxldcnmWRmpqKp6cnw4cPJy4ujrCwMPr27YskSXKao0ePkpSUxNGjRwkODiYoKEgOQgAmTJhAVFQU27Zt4/z58/Tv3x8PDw+uXLkip8nIyGDZsmVs2bKFY8eOkZKSgq+vr0o9lEtiYiI2Nja0b99epa6zZ89m+fLlxMTEoKmpyfDhw9VuZ7t27Xjy5Alnz54FIDw8nMqVK6v84A4PD8fNzQ2ArKwsmjVrxr59+/jjjz/46KOPGDx4cKEhksHBwejp6REdHc3nn3/OwoULOXz4MAC5ubn07t0bXV1doqOjWb9+PbNnzy5Ut7y8PPbu3UuvXr1U1g8fPpwdO3aQ8f/faVBQEB4eHlSrVq3Ydj5//pzevXvj6urK+fPniYqK4qOPPkKhUDBw4ECmTZuGk5OTfKwLBmPz58+nT58+XLhwgeHDh5OXl0etWrXYuXMnly5dYt68eXzyySfs2LFD7eP+ojt37rBv3z5GjBhRYrqEhAR+++03WrZsWWwaLy8vfvnlF9LT0+V1Bw8eJCMjgz59+vDs2TNOnz5Np06d5O0VKlSgU6dOKsFMSSRJIjQ0lPj4+ELnY0EHDx7k/v37TJ8+vcjtLz7nVtZz+VWvwfHjx5Odnc2xY8e4cOECn332mdz7+ejRI9577z2aNGlCTEwMBw4c4M6dOwwYMKDY+sTGxnLx4kWmTZtGhQqFf8IU1V5fX19iY2Oxs7PD09OT58+fA6Vfa6tWraJ169aMGjVKPm8tLCxKPF4lkSSJAwcOkJKSUuL5JQiC8DYRw1wF4R0W37RZsdv0XNtT+4VeC3UlduxEbhE9lY6X49TOIzU1lefPn9O3b18sLS0BaNCggUoaExMT1qxZg4aGBg4ODnTr1o3Q0FBGjRpFSkoKgYGBpKSkUOP/h9/6+vpy4MABAgMDWbx4MZDfY7R27Vrq1q0L5P/4XbhwoVyGcliaJEn069cPIyOjQr05/v7+uLq6AjBz5ky6detGVlYW2trapbbTyMiIxo0bExYWhrOzM2FhYUyZMoUFCxaQnp7O48ePSUxMlPOvWbOmSrA7ceJEDh48yI4dO2jRooW8vmHDhvj5+QFga2vLmjVrCA0NpXPnzhw+fJikpCTCwsLk9vn7+9O5c2eVuv3+++8AhX7YNmnShDp16vDjjz8yePBggoKC+OKLL7h69Wqx7fzrr794/Pgx3bt3l491wWcv9fX15Z6TFw0aNIhhw4aprFuwYIH8/9bW1kRFRbFjx44SA42SBAcHY2BgQN++fQtt8/T0RENDg+fPn5OdnU337t2LHfIH4O7ujp6eHrt27WLw4MEAfP/99/Ts2RMDAwNu3bpFbm5uoeC7WrVqXL58ucR6Pn78mJo1a5KdnY2GhgZff/11oe+tIGXQVtqzcUplPZdf9RpMSUmhX79+8rVdsFd4zZo1NGnSRL5WAb799lssLCxISEjAzs7uldvr6+tLt27dgPxzysnJicTERBwcHEq91oyMjNDS0kJXV7fI81ZdtWrVAvJ7cfPy8li4cGGJNwhe1oULFwoNU/7www9Zu3btay9LEARBSfRMCoJQLho1akTHjh1p0KAB/fv3Z8OGDaS9EKA6OTmhoaEhf65evTp3794F8n845ebmYmdnJz/rpa+vT3h4OElJSfI+urq6cnDzYh4FffLJJ0RFRRESEoKOjo7KtoYNG6rsDxSZR0REhEpdtm7dCoCrqythYWFIkkRERAR9+/bF0dGR48ePEx4eTo0aNbC1tQXyexUXLVpEgwYNMDU1RV9fn4MHD5KSklJsnV5sV3x8PBYWFio/gAsGokohISF07969yB6e4cOHExgYSHh4OE+fPqVr166F0hRkamqKt7c37u7u9OjRg1WrVhV6ZrE4zs7OhdZ99dVXNGvWjCpVqqCvr8/69esLHQOlrVu3qhz3iIiIQmm+/fZbvLy8igyaVqxYQWxsLOfOnWPv3r0kJCTIQWJKSopK3osXL0ZTU5MBAwbI3+/Tp08JCQnBy8tLrfaWxMDAgNjYWE6dOoW/vz9Tp06Ve7EXL16sUpeUlBSVnnx1qHsuK73qNThp0iQ+/fRT2rRpg5+fH+fPn5fzOnfuHEePHlXZVxkkJiUlFfm9vs72qnutvaqIiAhiY2OJjY1l48aNLF68mG+++ea1lgFgb28vl6NclDfOijp3BEEQXgfRMykI7zD7M6eL31jgB2JZ2YQeKT1RKTQ0NDh8+DAnTpzg0KFDrF69mtmzZxMdHY21tTVAoYlYFAoFeXl5AKSnp6OhocHp06dVfuwCKnfni8rjxR+k3333HStWrCAsLIyaNWsWqmvBPBQKBYBcj4KcnZ1VXkWg7Jlyc3Pj22+/5dy5c1SsWBEHBwfc3NwICwsjLS1N7ikCWLp0KatWrWLlypU0aNAAPT09fHx8ePbCc60lHRt17dmzhyVLlhS5zcvLi+nTpzN//nwGDx5c6kQekD+RzaRJkzhw4ADbt29nzpw5HD58uNTnsfT09FQ+b9u2DV9fX5YvX07r1q0xMDBg6dKlREdHF7l/z549VXpXX/wOIyIiiI+PL3YiGnNzc2xsbID8H+RPnjzB09OTTz/9FCsrK5Xv1NTUFMg/Pq6urty9e5fDhw+jo6ODh4cHAJUrV0ZDQ4M7d+6olHPnzp1Se7gqVKgg16Vx48bExcUREBCAm5sbY8aMUemZrVGjhtx7d/nyZZUJk4qj7rlcVHrlPmW5BkeOHIm7uzv79u3j0KFDBAQEsHz5ciZOnEh6ejo9evTgs88+K1Ru9erVycvLK/S9Knt2L1++TJMmTV6pvepea6/K2tpaHn7r5OREdHQ0/v7+jB07ttR9DQ0Nefz4caH1jx49KjQpjpaWlnzuvKioc0cQBOF1EMGkILzDKujq/qvzVSgUtGnThjZt2jBv3jwsLS3ZtWsXU6dOLXXfJk2akJuby927d2nXrt1L1yEqKoqRI0eybt26V56EQkdHp8gfc8rnJlesWCEHjm5ubixZsoS0tDSmTZsmp42MjKRXr17yhDx5eXkkJCRQr149tethb2/PjRs3uHPnjhzQnjp1SiXNlStXuH79erFDKE1NTenZsyc7duwo0zC5Jk2a0KRJE2bNmkXr1q35/vvvadWqFVpaWvIkRKWJjIzExcWFcePGyesK9ja/yMDAAAMDg2K3b9q0iWbNmtGoUSO1ylcGRpmZmWhqahb5nbq4uGBhYcH27dvZv38//fv3lwMXLS0tmjVrRmhoqPzKh7y8PEJDQ5kwYYJadVDKy8uTX1NiamoqB7NK77//PpUrV+bzzz9n165dhfZ/9OjRG3s/oLrXoIWFBWPGjGHMmDHMmjWLDRs2MHHiRJo2bcpPP/2ElZVVsTcrXvxeGzduTL169Vi+fDkDBw4s1Ktelvaqc62V5bxVl4aGBpmZmWqltbe359ChQ4XWnzlzpshhwMUp6twRBEF4HUQwKQhCuYiOjiY0NJT333+fqlWrEh0dzb1794p8x2FR7Ozs8PLyYsiQISxfvpwmTZpw7949QkNDadiwofycVElu375Nnz59+OCDD3B3d+f27dtA/o+9KlWqvFL7CjIxMaFhw4Zs3bqVNWvWANC+fXsGDBhATk6OSs+kra0tP/74IydOnMDExIQvvviCO3fulCmY7Ny5M3Xr1mXo0KF8/vnnPHnyhDlz5gB/986EhITQqVMndEu4MRAUFMTXX3+NmZlZqWUmJyezfv16evbsSY0aNYiPj+fKlSsMGTIEyH+pe3JyMrGxsdSqVQsDAwMqVapUZF62trZs3ryZgwcPYm1tzZYtWzh16pTcY10Wf/31Fzt37mT58uXFpnn06BG3b98mLy+PK1eusHDhQuzs7Eo9FwcNGsTatWtJSEjg6NGjKtumTp3K0KFDcXZ2pkWLFqxcuZKnT5+qPBs6ZMgQatasSUBAAAABAQE4OztTt25dsrOz+fXXX9myZUuJQyL19PTYuHEj/fv3p2fPnkyaNAkbGxvu37/Pjh07SElJYdu2beocqjJT5xr08fGhS5cu2NnZkZaWxtGjR+XjOn78eDZs2ICnp6c8M3FiYiLbtm1j48aNhXo7If/8DQwMpFOnTrRr105+lUp6ejq//PILhw4dUvvVIOpca1ZWVkRHR3Pt2jX09fUxNTUtclh4Se7evUtWVhbZ2dmcPHmSLVu28L///U8lzePHj1V6wAHMzMwYO3Ysa9asYdKkSYwcOZJKlSqxb98+fvjhB3755ReV9M+fP5f/DVNSKBQlTpx1+/Ztbt++TWJiIpA/dNnAwIDatWuL4FMQBLWIYFIQ/uM0TUxQaGmV+p5JTROT11quoaEhx44dY+XKlfz1119YWlqyfPlyunTponYegYGBfPrpp0ybNo2bN29SuXJlWrVqRffu3dXa//Lly9y5c4fg4GCCg4Pl9ZaWli/1CoCSuLq6EhsbK8/aampqSr169bhz5w729vZyujlz5nD16lXc3d3R1dXlo48+onfv3kUOdSuOhoYGu3fvZuTIkTRv3pw6deqwdOlSevToIT8zGBISwtChQ0vMR0dHp9Dzo8XR1dXl8uXLBAcH8+DBA6pXr8748eMZPXo0AP369ePnn3+mQ4cOPHr0iMDAQLy9vYvMa/To0Zw9e5aBAweiUCjw9PRk3Lhx7N+/X+1joLRt2zYkScLT07PYNMoAT6FQYG5uTvv27eVnI0vi5eWFv78/lpaWtGnTRmXbwIEDuXfvHvPmzeP27ds0btyYAwcOqPywT0lJUQlMnj59yrhx4/jzzz/R0dHBwcGB7777rtBrSF7Uq1cvTpw4QUBAAIMGDeKvv/7CwsKC9957j08//bTEfV9Vaddgbm4u48eP588//8TQ0BAPDw9WrFgB5A+1jIyMZMaMGbz//vtkZ2djaWmJh4dHiQFbixYtiImJwd/fn1GjRnH//n2qV6+Oi4sLK1euVLvu6lxrvr6+DB06lHr16pGZmUlycnKhVweVRnl9a2pqYmFhwejRowu9yicsLKzQsN0RI0awceNGjh07xuzZs+nUqRPPnj3DwcGBnTt3ysOqlS5evCg/F6pUqVIlsrKyiq3b2rVrVSa7Uk4MVNL1KQiCUJBCKuvT7IIg/OtkZWWRnJyMtbW1WjOMvijn1q0S3yOpaWJCRfGMzVstMjKStm3bkpiYiJGREdWrV+fPP/8ssddCEAT1WFlZ4ePjg4+PT3lX5Y0ICgrCx8eHR48evZb8XvVvliAI/x4imBSEd4D4wyy8aNeuXejr62Nra0tiYiKTJ0/GxMSE48ePk5CQwMGDB5k4cWJ5V1MQ3glWVlakpqZSsWJFbt68WWhynLeZvr4+z58/R1tbWwSTgiAUIoa5CoIgvIOePHnCjBkzSElJoXLlynTq1El+btDOzq5Mk3cIglCy8PBwcnJygMKTBr3tlM9yFvUMqyAIguiZFIR3gLjLKwiCILwtxN8sQXh3lG1KMkEQBEEQBEEQBEFABJOCIAiCIAiCIAjCSxDBpCAIgiAIgiAIglBmIpgUBEEQBEEQBEEQykwEk4IgCIIgCIIgCEKZiWBSEARBEARBEARBKDMRTAqC8K/k7e1N7969y7UOYWFhKBSKEl/UPX/+fBo3bvyP1ak8ubm54ePjU97V+M+5du0aCoVCft9fUYKCgjA2Nv7H6vSmKRQKdu/e/Y+U5ebmhkKhKPUY/xcEBQXJx0Jc64IgqEMEk4IgCK/A19eX0NDQ8q7GS8vMzERPT4/ExMS3KiDp2bMntWvXRltbm+rVqzN48GBu3bpV4j7r16/Hzc0NQ0PDUm8SFHTq1Ck6duyIsbExJiYmuLu7c+7cOXm78qaDctHR0cHJyYn169erlX9iYiLDhg2jVq1aVKpUCWtrazw9PYmJiVFrf4CBAweSkJCgdvrydPv2bSZOnEidOnWoVKkSFhYW9OjR47VfR2W5ITVq1ChSU1OpX78+8HcAr1xMTU1xdXUlIiLitdbxn1bajYmBAweSmppK69at/9mKCYLw1hLBpCAIKqJuRdFrdy+ibkWVd1XeCvr6+piZmZV3NV7a4cOHsbS0xMbGpryrUiYdOnRgx44dxMfH89NPP5GUlMT//ve/EvfJyMjAw8ODTz75RO1y0tPT8fDwoHbt2kRHR3P8+HEMDAxwd3cnJydHJW18fDypqalcunSJ0aNHM3bs2FIDpJiYGJo1a0ZCQgLr1q3j0qVL7Nq1CwcHB6ZNm6Z2PXV0dKhatara6cvLtWvXaNasGb/99htLly7lwoULHDhwgA4dOjB+/Phyq5euri7m5uZoamqqrD9y5AipqakcO3aMGjVq0L17d+7cufNG6/LiefVP0tHRwdzcHC0trXKrgyAIbxcRTAqCIJMkiVVnVnH18VVWnVmFJElvtLwff/yRBg0aoKOjg5mZGZ06deLp06cqaZYtW0b16tUxMzNj/PjxKj+0srOz8fX1pWbNmujp6dGyZUvCwsLk7cqetoMHD+Lo6Ii+vj4eHh6kpqbKaQr2PigXKysrlTqcPn0aZ2dndHV1cXFxIT4+Xt5W2jDXvXv3YmxsTG5uLgCxsbEoFApmzpwppxk5ciQffvghAA8ePMDT05OaNWuiq6tLgwYN+OGHH1TydHNzY9KkSUyfPh1TU1PMzc2ZP3++SprLly/Ttm1btLW1qVevHkeOHCly6GBISAg9e/Ystv4l2bJlC87OzhgYGGBubs6gQYO4e/euvF3ZY3fw4EGaNGmCjo4O7733Hnfv3mX//v04OjpiaGjIoEGDyMjIkPc7cOAAbdu2xdjYGDMzM7p3705SUpJK2VOmTKFVq1ZYWlri4uLCzJkz+f3330v8Ie7j48PMmTNp1aqV2m28fPkyDx8+ZOHChdjb2+Pk5ISfnx937tzh+vXrKmmrVq2Kubk51tbWTJo0CWtra86cOVNs3pIk4e3tja2tLREREXTr1o26devSuHFj/Pz8CAkJUUl/9epVOnTogK6uLo0aNSIq6u8bPi/2KivPyy1btmBlZYWRkREffPABT548kdPk5eUREBCAtbU1Ojo6NGrUiB9//FHenpaWhpeXF1WqVEFHRwdbW1sCAwPl7Tdu3GDAgAEYGxtjampKr169uHbtWonHc9y4cSgUCk6ePEm/fv2ws7PDycmJqVOn8vvvv6ukvX//Pn369EFXVxdbW1v27Nkjb8vNzWXEiBFy3e3t7Vm1apVK+4ODgwkJCZGv64L/NqjLzMwMc3Nz6tevzyeffMJff/1FdHS0vD08PJwWLVpQqVIlqlevzsyZM3n+/Lm83crKipUrV6rk2bhxY5XrVaFQ8M0339CzZ0/09PTw9/cH4NNPP6Vq1aoYGBgwcuRIZs6cWejfmo0bN+Lo6Ii2tjYODg58/fXXZW6jIAjCqxDBpCC8gyRJIiMno8zL0ZSjXHxwEYCLDy5yNOVomfNQNwBNTU3F09OT4cOHExcXR1hYGH379lXZ/+jRoyQlJXH06FGCg4MJCgoiKChI3j5hwgSioqLYtm0b58+fp3///nh4eHDlyhU5TUZGBsuWLWPLli0cO3aMlJQUfH19VeqhXBITE7GxsaF9+/YqdZ09ezbLly8nJiYGTU1Nhg8frvZ30a5dO548ecLZs2eB/B+flStXVvlhGx4ejpubGwBZWVk0a9aMffv28ccff/DRRx8xePBgTp48qZJvcHAwenp6REdH8/nnn7Nw4UIOHz4M5P/Q7t27N7q6ukRHR7N+/Xpmz55dqG55eXns3buXXr16qd2egnJycli0aBHnzp1j9+7dXLt2DW9v70Lp5s+fz5o1azhx4oQcgKxcuZLvv/+effv2cejQIVavXi2nf/r0KVOnTiUmJobQ0FAqVKhAnz59yMvLK7IeDx8+ZOvWrbi4uFCxYsWXaktx7O3tMTMzY9OmTTx79ozMzEw2bdqEo6NjoZsOSpIkceDAAVJSUmjZsmWxecfGxnLx4kWmTZtGhQqF/xy/OOR49uzZ+Pr6Ehsbi52dHZ6eniqBy4uSkpLYvXs3e/fuZe/evYSHh7NkyRJ5e0BAAJs3b2bt2rVcvHiRKVOm8OGHHxIeHg7A3LlzuXTpEvv37ycuLo5vvvmGypUrA/nfvbu7OwYGBkRERBAZGSnfrHn27FmR9Xn48CEHDhxg/Pjx6OnpldreBQsWMGDAAM6fP0/Xrl3x8vLi4cOHQP65W6tWLXbu3MmlS5eYN28en3zyCTt27ADyh58PGDBAvnmUmpqKi4tLsceqNJmZmWzevBlA7rW7efMmXbt2pXnz5pw7d45vvvmGTZs28emnn5Y5//nz59OnTx8uXLjA8OHD2bp1K/7+/nz22WecPn2a2rVr880336jss3XrVubNm4e/vz9xcXEsXryYuXPnEhwc/NLtFARBKDNJEIS3XmZmpnTp0iUpMzNTkiRJevrsqVQ/qH65LE+fPVWrzqdPn5YA6dq1a0VuHzp0qGRpaSk9f/5cXte/f39p4MCBkiRJ0vXr1yUNDQ3p5s2bKvt17NhRmjVrliRJkhQYGCgBUmJiorz9q6++kqpVq1aovLy8PKlPnz5Ss2bNpIyMDEmSJOno0aMSIB05ckROt2/fPgmQj7Wfn5/UqFGjEtvatGlTaenSpZIkSVLv3r0lf39/SUtLS3ry5In0559/SoCUkJBQ7P7dunWTpk2bJn92dXWV2rZtq5KmefPm0owZMyRJkqT9+/dLmpqaUmpqqrz98OHDEiDt2rVLXhcZGSlVrVpVys3NlY+XkZFRsfVwdXWVJk+eXOz2U6dOSYD05MkTSZKKPn4BAQESICUlJcnrRo8eLbm7uxeb77179yRAunDhgsr66dOnS7q6uhIgtWrVSrp//36xeRSkrFdaWppa6S9cuCDVrVtXqlChglShQgXJ3t5e5bxV5qenpyfp6elJmpqaUoUKFaRPP/20xHy3b98uAdKZM2dKTJecnCwB0saNG+V1Fy9elAApLi5OkqTC352fn5+kq6sr/fXXX/K6jz/+WGrZsqUkSZKUlZUl6erqSidOnFApa8SIEZKnp6ckSZLUo0cPadiwYUXWacuWLZK9vb2Ul5cnr8vOzpZ0dHSkgwcPFrlPdHS0BEg///xzie2VJEkCpDlz5sif09PTJUDav39/sfuMHz9e6tevn/x56NChUq9evUotq6jzWnnMdXR0JD09PUmhUEiA1KxZM+nZs2eSJEnSJ598UugYfPXVV5K+vr58TVlaWkorVqxQybtRo0aSn5+fSlt9fHxU0rRs2VIaP368yro2bdqo/FtTt25d6fvvv1dJs2jRIql169bFtlXZrrNnzxabRpJKv9Zf1Yt/swRBeHuJnklBEMpFo0aN6NixIw0aNKB///5s2LCBtLQ0lTROTk5oaGjIn6tXry4Po7xw4QK5ubnY2dmhr68vL+Hh4SpDInV1dalbt26ReRT0ySefEBUVRUhICDo6OirbGjZsqLI/UGQeERERKnXZunUrAK6uroSFhSFJEhEREfTt2xdHR0eOHz9OeHg4NWrUwNbWFsjvVVy0aBENGjTA1NQUfX19Dh48SEpKSrF1erFd8fHxWFhYYG5uLm9v0aJFofqGhITQvXv3InvF1HH69Gl69OhB7dq1MTAwwNXVFaDEularVg1dXV3q1Kmjsq7g8bxy5Qqenp7UqVMHQ0NDuQfwxXw//vhjzp49y6FDh9DQ0GDIkCGvNDS7S5cu8nfn5OQE5PdIjRgxgjZt2vD7778TGRlJ/fr16datG5mZmSr7R0REEBsbS2xsLBs3bmTx4sVyb9LWrVtVzo2IiIgy11Xd81DJysoKAwMDlX2U6RMTE8nIyKBz584q9dq8ebN8/YwdO5Zt27bRuHFjpk+fzokTJ+S8zp07R2JiIgYGBvK+pqamZGVlkZSUVOS18Crt1dPTw9DQUKW9X331Fc2aNaNKlSro6+uzfv36QufIq9q+fTtnz57lp59+wsbGhqCgILn3Oy4ujtatW6NQKOT0bdq0IT09nT///LNM5Tg7O6t8jo+PL3TNFvz89OlTkpKSGDFihMpx/vTTT+Xvr6jzWRAE4XXTLD2JIAhvGx1NHaIHRZee8P9JksSwg8OIT4snT/p7KGEFRQXsTewJdA9U+cFUWtnq0NDQ4PDhw5w4cUIe5jh79myio6OxtrYGKDRkUaFQyEMd09PT0dDQ4PTp0yoBJ+RPiqNUVB4v/qj97rvvWLFiBWFhYdSsWbNQXQvmoTwORQ25dHZ2VpklsVq1akD+M47ffvst586do2LFijg4OODm5kZYWBhpaWlyEAawdOlSVq1axcqVK2nQoAF6enr4+PgUGjpY0rFR1549e1SGPZbF06dPcXd3x93dna1bt1KlShVSUlJwd3cvsa4KhaLUuvfo0QNLS0s2bNhAjRo1yMvLo379+oXyrVy5MpUrV8bOzg5HR0csLCz4/fffX3omyo0bN8oBorKO33//PdeuXSMqKkoOur///ntMTEwICQnhgw8+kPe3traWh2o6OTkRHR2Nv78/Y8eOpWfPnipDXmvWrMnly5eB/OcymzRpUmr91D0Pi0qv3Kfg9QOwb9++Qud8pUqVgPxg5Pr16/z6668cPnyYjh07Mn78eJYtW0Z6ejrNmjWTb5gUVKVKFbS0tApdCzk5OSgUCrndZWnvi/Xftm0bvr6+LF++nNatW2NgYMDSpUtVnmd8HSwsLLC1tcXW1pbnz5/Tp08f/vjjD/kYlaZChQqF/r0p6rneoob9lkT5/W3YsKHQUGrlv4dFnc+CIAivmwgmBeEdpFAo0K2oq3b6yJuRxD2MK7Q+T8oj7mEcsfdiaVOzzeusIpBfzzZt2tCmTRvmzZuHpaUlu3btYurUqaXu26RJE3Jzc7l79y7t2rV76TpERUUxcuRI1q1bV6aJWYqio6NT5KyoyucmV6xYIQeObm5uLFmyhLS0NJVZOyMjI+nVq5c8IU9eXh4JCQnUq1dP7XrY29tz48YN7ty5Iwe0p06dUklz5coVrl+/TufOncvcTsgPgB48eMCSJUuwsLAAKNOrLIrz4MED4uPj2bBhg/y9Hj9+vNT9lEFGdnb2S5dd1I2EjIwMKlSooHIzRfm5tOBdQ0ND/jFvYGCg0ksI+ROx1KtXj+XLlzNw4MBCPcSPHj16Y69qqVevHpUqVSIlJUXlZsaLqlSpwtChQxk6dCjt2rXj448/ZtmyZTRt2pTt27dTtWpVDA0Ni9y3qGvB3d2dr776ikmTJhUKoMrS3sjISFxcXBg3bpy87sVJmrS0tOSJr16H//3vf8ybN4+vv/6aKVOm4OjoyE8//YQkSfL5ERkZiYGBAbVq1QLyj1/BCb/++usvkpOTSy3L3t6eU6dOMWTIEHldwWu4WrVq1KhRg6tXr+Ll5VVkHkWdz4IgCK+bGOYqCP9xkiSx+uxqFBTd86hAweqzq1/7zK7R0dEsXryYmJgYUlJS+Pnnn7l37x6Ojo5q7W9nZ4eXlxdDhgzh559/Jjk5mZMnTxIQEMC+ffvUyuP27dv06dOHDz74AHd3d27fvs3t27e5d+/eqzStEBMTExo2bMjWrVvliXbat2/PmTNnSEhIUPkxb2trK/fYxsXFMXr06DK/iqBz587UrVuXoUOHcv78eSIjI5kzZw7wd49WSEgInTp1QldX9aZDbm6uPFRTucTFFb7RULt2bbS0tFi9ejVXr15lz549LFq0qEz1LIqJiQlmZmasX7+exMREfvvtt0I3F6Kjo1mzZg2xsbFcv36d3377DU9PT+rWrSv3St68eRMHBweViYtu375NbGwsiYmJQP5Q6djYWHlSl6J07tyZtLQ0xo8fT1xcHBcvXmTYsGFoamrSoUMHlbR3797l9u3bXL9+nZ07d7Jly5YSJzdSKBQEBgaSkJBAu3bt+PXXX7l69Srnz5/H39//pSdGUoeBgQG+vr5MmTKF4OBgkpKSOHPmDKtXr5YncJk3bx4hISEkJiZy8eJF9u7dK1+fXl5eVK5cmV69ehEREUFycjJhYWFMmjSpxCGeX331Fbm5ubRo0YKffvqJK1euEBcXx5dfflmmHmVbW1tiYmI4ePAgCQkJzJ07t9ANEysrK86fP098fDz3799/5VduKBQKJk2axJIlS8jIyGDcuHHcuHGDiRMncvnyZUJCQvDz82Pq1KnyjYH33nuPLVu2EBERwYULFxg6dGihkRRFmThxIps2bSI4OJgrV67w6aefcv78eZWbGgsWLCAgIIAvv/yShIQELly4QGBgIF988UWp+cfHxxe6zsvzlSSCILy9RDApCP9xOXk53H56G4mig0UJidtPb5OT93p/aBgaGnLs2DG6du2KnZ0dc+bMYfny5XTp0kXtPAIDAxkyZAjTpk3D3t6e3r17c+rUKWrXrq3W/pcvX+bOnTsEBwdTvXp1eWnevPnLNqtYrq6u5ObmysGkqakp9erVw9zcHHt7ezndnDlzaNq0Ke7u7ri5uWFubq72i9eVNDQ02L17N+np6TRv3pyRI0fKs7lqa2sDxb8SJD09nSZNmqgsPXr0KJSuSpUqBAUFsXPnTurVq8eSJUtYtmxZmepZlAoVKrBt2zZOnz5N/fr1mTJlCkuXLlVJo6ury88//0zHjh2xt7dnxIgRNGzYkPDwcHn4YU5ODvHx8SqvHFm7di1NmjRh1KhRQH5A36RJE5VXTrzIwcGBX375hfPnz9O6dWvatWvHrVu3OHDggPzcopK9vT3Vq1fHxsaGGTNmMHr0aJVZaovSokULYmJisLGxYdSoUTg6OtKzZ08uXrxY6JUSr9uiRYuYO3cuAQEBODo64uHhwb59++Rh5lpaWsyaNYuGDRvSvn17NDQ02LZtG5D/HRw7dozatWvLzwCPGDGCrKysYnsqAerUqcOZM2fo0KED06ZNo379+nTu3JnQ0NBCs5WWZPTo0fTt25eBAwfSsmVLHjx4oNJLCTBq1Cjs7e1xdnamSpUqREZGvsRRUjV06FBycnJYs2YNNWvW5Ndff+XkyZM0atSIMWPGMGLECPnGDcCsWbNwdXWle/fudOvWjd69e6s8w10cLy8vZs2aha+vL02bNiU5ORlvb2/5+oX8Vwpt3LiRwMBAGjRogKurK0FBQfL3V5IPPvig0HX+pt+fKQjCu0khve7uBkEQ/nFZWVkkJydjbW2t8mNDXbef3uZhVvG9M6bappjrmRe7Xfj3i4yMpG3btiQmJmJkZET16tX5888/5WGwgvBf5ebmRuPGjd948P6qOnfujLm5OVu2bHnjZb3pY/Kqf7MEQfj3EM9MCoKAuZ65CBbfMbt27UJfXx9bW1sSExOZPHkybdq0oW7duiQkJPDFF1+IQFIQ/t/XX3/Nxo0biYqKokGDBuVdHTIyMli7di3u7u5oaGjwww8/cOTIEfldsm/K1q1bGT16NJmZmTRu3PiNliUIwrtBBJOCIAjvoCdPnjBjxgxSUlKoXLkynTp1Yvny5UD+86Z2dnblXENB+HfYunWrPFGSukPk3zSFQsGvv/6Kv78/WVlZ2Nvb89NPP9GpU6c3Wm7BWYff1ORPgiC8W8QwV0F4B4ghQ4IgCMLbQvzNEoR3h5iARxAEQRAEQRAEQSgzEUwKgiAIgiAIgiAIZSaCSUEQBEEQBEEQBKHMRDApCIIgCIIgCIIglJkIJgVBEARBEARBEIQyE8GkIAiCIAiCIAiCUGYimBQE4V/J29ub3r17l2sdwsLCUCgUPHr0qNg08+fP/8+83NvNzQ0fH5/yrsZ/zrVr11AoFMTGxhabJigo6J16L6BCoWD37t3/SFlubm4oFIpSj/HbyMrKSm5bSf+OCYIgvCwRTAqCILwCX19fQkNDy7saLy0zMxM9PT0SExPfqoCkZ8+e1K5dG21tbapXr87gwYO5detWifusX78eNzc3DA0Ny/Tj+tSpU3Ts2BFjY2NMTExwd3fn3Llz8nblTQfloqOjg5OTE+vXr1cr/8TERIYNG0atWrWoVKkS1tbWeHp6EhMTo9b+AAMHDiQhIUHt9OXp9u3bTJw4kTp16lCpUiUsLCzo0aPHa7+OynJDatSoUaSmplK/fn3g7wBeuWhpaWFjY8Onn35Kwddzl3QzqbjyX7xJFRQUpFKWcint/Ys///wz77//PmZmZsUGwqdOneKnn35S6xgIgiC8DBFMCoKgIupWFL129yLqVlR5V+WtoK+vj5mZWXlX46UdPnwYS0tLbGxsyrsqZdKhQwd27NhBfHw8P/30E0lJSfzvf/8rcZ+MjAw8PDz45JNP1C4nPT0dDw8PateuTXR0NMePH8fAwAB3d3dycnJU0sbHx5OamsqlS5cYPXo0Y8eOLTVAiomJoVmzZiQkJLBu3TouXbrErl27cHBwYNq0aWrXU0dHh6pVq6qdvrxcu3aNZs2a8dtvv7F06VIuXLjAgQMH6NChA+PHjy+3eunq6mJubo6mpqbK+iNHjpCamsqVK1dYsGAB/v7+fPvtt6+9fENDQ1JTU1WW69evl7jP06dPadu2LZ999lmxaapUqYKpqenrrq4gCIJMBJOCIMgkSWLVmVVcfXyVVWdWqdyBfxN+/PFHGjRogI6ODmZmZnTq1ImnT5+qpFm2bBnVq1fHzMyM8ePHq/yAz87OxtfXl5o1a6Knp0fLli0JCwuTtyt72g4ePIijoyP6+vp4eHiQmpoqpymqR8DKykqlDqdPn8bZ2RldXV1cXFyIj4+Xt5U2zHXv3r0YGxuTm5sLQGxsLAqFgpkzZ8ppRo4cyYcffgjAgwcP8PT0pGbNmujq6tKgQQN++OEHlTzd3NyYNGkS06dPx9TUFHNzc+bPn6+S5vLly7Rt2xZtbW3q1avHkSNHihw6GBISQs+ePYutf0m2bNmCs7MzBgYGmJubM2jQIO7evStvV/bAHDx4kCZNmqCjo8N7773H3bt32b9/P46OjhgaGjJo0CAyMjLk/Q4cOEDbtm0xNjbGzMyM7t27k5SUpFL2lClTaNWqFZaWlri4uDBz5kx+//33QgFeQT4+PsycOZNWrVqp3cbLly/z8OFDFi5ciL29PU5OTvj5+XHnzp1CP/arVq2Kubk51tbWTJo0CWtra86cOVNs3pIk4e3tja2tLREREXTr1o26devSuHFj/Pz8CAkJUUl/9epVOnTogK6uLo0aNSIq6u8bPi/2KivPyy1btmBlZYWRkREffPABT548kdPk5eUREBCAtbU1Ojo6NGrUiB9//FHenpaWhpeXF1WqVEFHRwdbW1sCAwPl7Tdu3GDAgAEYGxtjampKr169uHbtWonHc9y4cSgUCk6ePEm/fv2ws7PDycmJqVOn8vvvv6ukvX//Pn369EFXVxdbW1v27Nkjb8vNzWXEiBFy3e3t7Vm1apVK+4ODgwkJCZGv64L/NqjLzMwMc3NzLC0t8fLyok2bNiV+py9LoVBgbm6uslSrVq3EfQYPHsy8efPo1KnTa6+PIAiCukQwKQjvsIycjGKX7NzsQmmPphzl4oOLAFx8cJGjKUfJyMkg63mWWvmWRWpqKp6engwfPpy4uDjCwsLo27evSgB79OhRkpKSOHr0KMHBwQQFBREUFCRvnzBhAlFRUWzbto3z58/Tv39/PDw8uHLlyt91zchg2bJlbNmyhWPHjpGSkoKvr69KPZRLYmIiNjY2tG/fXqWus2fPZvny5cTExKCpqcnw4cPVbme7du148uQJZ8+eBSA8PJzKlSur/LANDw/Hzc0NgKysLJo1a8a+ffv4448/+Oijjxg8eDAnT55UyTc4OBg9PT2io6P5/PPPWbhwIYcPHwbyf2j37t0bXV1doqOjWb9+PbNnzy5Ut7y8PPbu3UuvXr3Ubk9BOTk5LFq0iHPnzrF7926uXbuGt7d3oXTz589nzZo1nDhxQg5AVq5cyffff8++ffs4dOgQq1evltM/ffqUqVOnEhMTQ2hoKBUqVKBPnz7k5eUVWY+HDx+ydetWXFxcqFix4ku1pTj29vaYmZmxadMmnj17RmZmJps2bcLR0bHQTQclSZI4cOAAKSkptGzZsti8Y2NjuXjxItOmTaNChcJ/jl8ccjx79mx8fX2JjY3Fzs4OT09Pnj9/Xmz+SUlJ7N69m71797J3717Cw8NZsmSJvD0gIIDNmzezdu1aLl68yJQpU/jwww8JDw8HYO7cuVy6dIn9+/cTFxfHN998Q+XKlYH8797d3R0DAwMiIiKIjIyUb9Y8e/asyPo8fPiQAwcOMH78ePT09Ept74IFCxgwYADnz5+na9eueHl58fDhQyD/3K1VqxY7d+7k0qVLzJs3j08++YQdO3YA+cPPBwwYIN88Sk1NxcXFpdhjpY6YmBhOnz5d4ncqCILwnyMJgvDWy8zMlC5duiRlZmaqrK8fVL/YZezhsSppnbc4F5vWe7+3Stp2P7QrMl1ZnD59WgKka9euFbl96NChkqWlpfT8+XN5Xf/+/aWBAwdKkiRJ169flzQ0NKSbN2+q7NexY0dp1qxZkiRJUmBgoARIiYmJ8vavvvpKqlatWqHy8vLypD59+kjNmjWTMjIyJEmSpKNHj0qAdOTIETndvn37JEA+1n5+flKjRo1KbGvTpk2lpUuXSpIkSb1795b8/f0lLS0t6cmTJ9Kff/4pAVJCQkKx+3fr1k2aNm2a/NnV1VVq27atSprmzZtLM2bMkCRJkvbv3y9pampKqamp8vbDhw9LgLRr1y55XWRkpFS1alUpNzdXPl5GRkbF1sPV1VWaPHlysdtPnTolAdKTJ08kSSr6+AUEBEiAlJSUJK8bPXq05O7uXmy+9+7dkwDpwoULKuunT58u6erqSoDUqlUr6f79+8XmUZCyXmlpaWqlv3DhglS3bl2pQoUKUoUKFSR7e3uV81aZn56enqSnpydpamr+X3t3H9PU9T9w/F2q+KNQNhlsoAFFhMrjqI9xDIUowYehm8ui/kwgBpU4EzenzmxDt8T5kCg+zs0p0TmHgZnhcFPnzAyKgEzBysIQLDKYW6oMMQ4VZfR+/+DL/VopD9Xtq/L9vJL+0fac23Pac9t+7vnccxUnJyflww8/7HS7WVlZCqCUlJR0Wq66uloBlPT0dPWxsrIyBVDKy8sVRWn/2b3//vuKTqdTbty4oT62dOlSZdSoUYqiKEpTU5Oi0+mUgoICm9dKTk5WZs6cqSiKoiQkJCizZ8+226a9e/cqBoNBsVqt6mN37txRXFxclKNHj9qtU1RUpABKdnZ2p/1VFEUBlNTUVPV+Y2OjAihHjhzpsM6CBQuUV199Vb2flJSkTJ06tcvXsjeu295zFxcXxdXVVendu7cCKPPmzbMp19n+39Hr3z/+2r6n2sZP223ChAldtv3etp47d87u846O9/+Gjn6zhBBPHpmZFEIAYFXsz/r8U55//nnGjRtHeHg4r732Gjt37qShocGmTGhoKFqtVr3v4+OjplH+9NNPtLS0EBQUhJubm3o7ceKETUqkTqcjICDA7jbu9e6771JYWEhOTg4uLi42z0VERNjUB+xuIy8vz6YtGRkZAIwdO5bc3FwURSEvL49p06YRHBzMqVOnOHHiBP369SMwMBBonVVcuXIl4eHheHh44ObmxtGjR6mtre2wTff3q6KiAl9fX7y9vdXnR44c2a69OTk5vPTSS3ZnxbqjuLiYhIQE/Pz80Ov1jB07FqDTtj733HPodDoGDRpk89i97+fFixeZOXMmgwYNwt3dXZ0BvH+7S5cu5dy5c3z//fdotVoSExMfKjV74sSJ6mcXGhoKtC5QlJycTFRUFKdPnyY/P5+wsDAmT57M7du3bern5eVhMpkwmUykp6ezevVqPvnkEwAyMjJsxkZeXp7Dbe3uOGwzcOBA9Hq9TZ228mazmVu3bhEXF2fTrs8//1zdf+bPn09mZiaRkZG8/fbbFBQUqNs6f/48ZrMZvV6v1vXw8KCpqYmqqiq7+8LD9NfV1RV3d3eb/m7bto1hw4bh5eWFm5sbO3bsaDdGHlZWVhYmk4nz58/z5ZdfkpOTY5Oi/nfR6/Xq2Ll3DIH9sSOEEI+LXl0XEUI8qYr+v6jD57RO/wnSFEUh4OkAKhoqbIJKJ40Thr4GPh73sU3d71797qHbptVqOXbsGAUFBWqa43vvvUdRURH+/v4A7VIWNRqNmurY2NiIVquluLjYJuCE1kVx2tjbxv1/ar/44gs2btxIbm4u/fv3b9fWe7eh0WgA7KZcDh8+3GZFxbZznmJiYti1axfnz5+nd+/eDBkyhJiYGHJzc2loaFCDMIB169axefNmNm3aRHh4OK6urrz55pvtUgc7e2+66+DBgzZpj464efMm8fHxxMfHk5GRgZeXF7W1tcTHx3faVo1G02XbExISGDBgADt37qRfv35YrVbCwsLabdfT0xNPT0+CgoIIDg7G19eX06dPM3r06AfqU3p6uhogtrVx3759/PLLLxQWFqpB9759++jbty85OTnMmDFDre/v76+maoaGhlJUVMSqVauYP38+U6ZMsUmP7N+/PxcuXABaz8s0Go1dtq+749Be+bY69+4/AIcOHWo35vv06QO0Btc1NTUcPnyYY8eOMW7cOBYsWMD69etpbGxk2LBh6gGTe3l5eeHs7NxuX2hubkaj0aj9dqS/97c/MzOTJUuWkJaWxujRo9Hr9axbt46ioo6/8x6Er6+vujhVcHAwVVVVLF++nA8++KDL1Vbd3d3tLqJz/fp1tFqtTaqvk5NTh4tg2Rs7QgjxuJBgUogeTNdb161yBb8XUH6tvN3jVsVK+bVySq6WENU/yuHtdkWj0RAVFUVUVBQrVqxgwIABHDhwgLfeeqvLukajkZaWFq5evUp0dPQDt6GwsJA5c+bw6aefOrQwiz0uLi52/xC2nTe5ceNGNXCMiYlh7dq1NDQ02KzamZ+fz9SpU9UFeaxWK5WVlYSEhHS7HQaDgV9//ZUrV66oAe2ZM2dsyly8eJGamhri4uIc7ie0BkD19fWsXbsWX19fAIcuZdGR+vp6Kioq2Llzp/q5njp1qst6bUHGnTt3uijZMXt/0m/duoWTk5MavAHq/a6Cd61Wqwaner3eZpYQIDIykpCQENLS0pg+fXq7GeLr16//Y5dqCQkJoU+fPtTW1toczLifl5cXSUlJJCUlER0dzdKlS1m/fj1Dhw4lKyuLZ599Fnd3d7t17e0L8fHxbNu2jYULF7Y7b9KR/ubn5/PCCy/w+uuvq4/dv0iTs7OzuvDV30Wr1fLXX39x9+7dLoNJg8FAZmYmd+7cUQN0gJKSEvz9/bt9fq+9sSOEEI8LSXMV4n+coihsPbcVDRq7z2vQsPXc1r99ZdeioiJWr17N2bNnqa2tJTs7m7q6OoKDg7tVPygoiFmzZpGYmEh2djbV1dX8+OOPrFmzhkOHDnVrGxaLhVdeeYUZM2YQHx+PxWLBYrFQV1f3MF1rp2/fvkRERJCRkaEutDNmzBhKSkqorKy0+TMfGBioztiWl5eTkpLClStXHHq9uLg4AgICSEpKorS0lPz8fFJTU4H/zGjl5OQwfvx4dDrbAwMtLS3t0u3Ky9sfaPDz88PZ2ZmtW7dy6dIlDh48yMqVKx1qpz19+/blmWeeYceOHZjNZo4fP97u4EJRUREfffQRJpOJmpoajh8/zsyZMwkICFBnJX/77TeGDBlis3CRxWLBZDJhNpuB1lRpk8mkLupiT1xcHA0NDSxYsIDy8nLKysqYPXs2vXr1IjY21qbs1atXsVgs1NTUsH//fvbu3dvp4kYajYbdu3dTWVlJdHQ0hw8f5tKlS5SWlrJq1aoHXhipO/R6PUuWLGHRokXs2bOHqqoqSkpK2Lp1K3v27AFgxYoV5OTkYDabKSsr49tvv1X3z1mzZuHp6cnUqVPJy8ujurqa3NxcFi5cyOXLlzt83W3bttHS0sLIkSP56quvuHjxIuXl5WzZssWhGeXAwEDOnj3L0aNHqaysZPny5e0OmAwcOJDS0lIqKir4448/Ol3ptyP19fVYLBYuX77MkSNH2Lx5M7GxsTYB9O3bt9vtM1VVVcyaNQuNRkNiYiLFxcWYzWZ27drFpk2b2l32RVEU9fvn3ltnByyuXbuGyWTi559/BlrT200mExaLxeF+CiHEg5JgUoj/cc3WZiw3LSjYDxYVFCw3LTRbHf8j1hl3d3dOnjzJpEmTCAoKIjU1lbS0NCZOnNjtbezevZvExEQWL16MwWDg5Zdf5syZM/j5+XWr/oULF7hy5Qp79uzBx8dHvY0YMeJBu9WhsWPH0tLSogaTHh4ehISE4O3tjcFgUMulpqYydOhQ4uPjiYmJwdvbu9sXXm+j1Wr5+uuvaWxsZMSIEcyZM0ddzbVtNqWjS4I0NjZiNBptbgkJCe3KeXl58dlnn7F//35CQkJYu3Yt69evd6id9jg5OZGZmUlxcTFhYWEsWrSIdevW2ZTR6XRkZ2czbtw4DAYDycnJREREcOLECXUGqLm5mYqKCptLjmzfvh2j0cjcuXOB1oDeaDTaXHLifkOGDOGbb76htLSU0aNHEx0dze+//853332nnrfYxmAw4OPjw+DBg1m2bBkpKSk2q9TaM3LkSM6ePcvgwYOZO3cuwcHBTJkyhbKyMjZt2uTIW+ewlStXsnz5ctasWUNwcDATJkzg0KFDapq5s7Mz77zzDhEREYwZMwatVktmZibQ+hmcPHkSPz8/9Rzg5ORkmpqaOpypBBg0aBAlJSXExsayePFiwsLCiIuL44cfflDPL+2OlJQUpk2bxvTp0xk1ahT19fU2s5QAc+fOxWAwMHz4cLy8vMjPz3f4PRo/fjw+Pj4MHDiQefPmMWnSJLKysmzKVFZWtttnUlJSePrpp8nLy6O5uZkpU6YQGRnJli1b2LBhAykpKTbbuHHjhs13UNuts3NiDx48iNFoZPLkyQDMmDEDo9HI9u3bHe6nEEI8KI3yd083CCH+65qamqiursbf37/L1Ct7LDctXGvqeHbG4/888Hb17vB58fjLz8/nxRdfxGw289RTT+Hj48Ply5e7vJadED1dTEwMkZGR/3jw/qjk5uYSGxtLQ0PDP5Y27aiH/c0SQjw+5JxJIQTert4SLPYwBw4cwM3NjcDAQMxmM2+88QZRUVEEBARQWVnJhg0bJJAU4t8+/vhj0tPTKSwsJDw8/FE3528TGhrKpUuXHnUzhBA9mASTQgjRA/35558sW7aM2tpaPD09GT9+PGlpaUDr+aZBQUGPuIVCPB4yMjLUhZK6myL/pDh8+LB6rmhn6cdCCPGgJM1ViB5AUoaEEEI8KeQ3S4ieQxbgEUIIIYQQQgjhMAkmhehBJNFACCHE405+q4ToOSSYFKIH0Gq1ANy9e/cRt0QIIYToXNtvVdtvlxDiySUL8AjRA/Tq1QudTkddXR29e/fGyUmOEwkhhHj8WK1W6urq0Ol09Oolf0OFeNLJAjxC9BB3796luroaq9X6qJsihBBCdMjJyQl/f3+cnZ0fdVOEEA9JgkkhehCr1SqprkIIIR5rzs7OkkEjRA8hwaQQQgghhBBCCIfJYSEhhBBCCCGEEA6TYFIIIYQQQgghhMMkmBRCCCGEEEII4TAJJoUQQgghhBBCOEyCSSGEEEIIIYQQDpNgUgghhBBCCCGEwySYFEIIIYQQQgjhsH8Bwa8mmT7LXO4AAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics_vs_shots(\n"," metrics_df,\n"," models,\n"," markers,\n"," [\"rouge_l\", \"bleu_1\"],\n"," [\"Rourge-L\", \"BLUE-1\"],\n",")"]},{"cell_type":"code","execution_count":54,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics_vs_shots(\n"," metrics_df,\n"," models,\n"," markers,\n"," [\"total_repetitions\", \"num_max_output_tokens\"],\n"," [\"Mean Total Repetitions\", \"Number of Answers with Max Output Tokens\"],\n",")"]},{"cell_type":"code","execution_count":55,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["### Analyzing: Qwen/Qwen2-7B-Instruct/epochs-01\n","*** Found 0 rows with total_repetitions > 50 for Qwen/Qwen2-7B-Instruct/epochs-01\n","\n","*** Found 0 rows with output_tokens >= 300 for Qwen/Qwen2-7B-Instruct/epochs-01\n","### Analyzing: Qwen/Qwen2-7B-Instruct/epochs-02\n","*** Found 3 rows with total_repetitions > 50 for Qwen/Qwen2-7B-Instruct/epochs-02\n","他说我以前的说话中有扬州腔调，恐怕…… 恐怕…… 那么他眼睛给我弄瞎这回事，他知不知道？”\n","================================================================================\n","'I thought he said just now that I used to have a Yangzhou accent. Perhaps . . . perhaps he does know that I blinded him.'\n","================================================================================\n","'I used to have a bit of a Yangzhou accent in my speech. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 126-598: `. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man`\n","Group 2 found at 598-1070: `. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man`\n","Group 3 found at 598-1070: `. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man. You can't turn your back on a man just because he's a man`\n","(0, 944, 944)\n","那男孩略一迟疑，道：“我叫…… 叫小玄子。\n","================================================================================\n","After a moment's hesitation the boy replied: 'Mine's . . . People call me Misty.\n","================================================================================\n","The boy hesitated for a moment. 'I'm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n"," 50 for Qwen/Qwen2-7B-Instruct/epochs-03\n","钱老板道：“正是。 沐王府小公爷的嫡亲妹子。\n","================================================================================\n","'Young Lord Mu's little sister,' said Butcher Qian.\n","================================================================================\n","'Yes,' said Butcher Qian, 'it's the real thing. It's the real thing, I tell you. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 79-541: `. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing`\n","Group 2 found at 541-1003: `. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing`\n","Group 3 found at 541-1003: `. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing. It's the real thing`\n","(0, 924, 924)\n","短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n","================================================================================\n","short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n","================================================================================\n","Short, long, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long,\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 51-457: `hort, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, s`\n","Group 2 found at 457-863: `hort, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, s`\n","Group 3 found at 457-863: `hort, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, short, short, short, long, long, short, long, long, long, s`\n","\n","Group 1 found at 863-870: `hort, s`\n","Group 2 found at 870-877: `hort, s`\n","Group 3 found at 870-877: `hort, s`\n","\n","Group 1 found at 881-887: `, long`\n","Group 2 found at 887-893: `, long`\n","Group 3 found at 887-893: `, long`\n","\n","Group 1 found at 900-906: `, long`\n","Group 2 found at 912-918: `, long`\n","Group 3 found at 912-918: `, long`\n","\n","Group 1 found at 918-925: `, short`\n","Group 2 found at 932-939: `, short`\n","Group 3 found at 932-939: `, short`\n","\n","Group 1 found at 939-945: `, long`\n","Group 2 found at 945-951: `, long`\n","Group 3 found at 945-951: `, long`\n","(0, 939, 939)\n","老头子跪在地上，哀求道：“八路老爷饶命，八路老爷饶命……”\n","================================================================================\n","He rose to his knees and begged, 'Spare me, Eighth Route Master, spare me!'\n","================================================================================\n","The old man knelt on the ground, imploringly: 'Please, Eighth Route Army, spare me! Please, Eighth Route Army, spare me!'\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n"," 50 for Qwen/Qwen2-7B-Instruct/epochs-04\n","短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n","================================================================================\n","short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n","================================================================================\n","Short, long, long, long, long, long, short, short, short, short, long, long, long, long, long, long, short, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long,\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 133-532: `, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long`\n","Group 2 found at 532-931: `, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long`\n","Group 3 found at 532-931: `, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long`\n","\n","Group 1 found at 931-937: `, long`\n","Group 2 found at 943-949: `, long`\n","Group 3 found at 943-949: `, long`\n","(0, 944, 944)\n","\n","*** Found 1 rows with output_tokens >= 300 for Qwen/Qwen2-7B-Instruct/epochs-04\n","--------------------------------------------------\n","chinese: 短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n","--------------------------------------------------\n","english: short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n","--------------------------------------------------\n","Qwen/Qwen2-7B-Instruct/epochs-04: Short, long, long, long, long, long, short, short, short, short, long, long, long, long, long, long, short, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long, long, long, short, short, short, long, long, long, long,\n","--------------------------------------------------\n","output_tokens-Qwen/Qwen2-7B-Instruct/epochs-04: 300\n","### Analyzing: Qwen/Qwen2-7B-Instruct/epochs-05\n","*** Found 3 rows with total_repetitions > 50 for Qwen/Qwen2-7B-Instruct/epochs-05\n","这些人嘴里尊称自己是香主，满口什么静候香主吩咐云云，其实各人肚里早就有了主意，只盼得到自己赞同，于是一切便推在韦香主头上，日后他们就不会担当重大干系。\n","================================================================================\n","It was all 'Master this' and 'Master that' and respectfully waiting to be told by the Master what they should do; but invariably they had already decided what they wanted to do and only wanted the Master's approval for doing it, so that if there was any question about it later, the Master would have sole responsibility for what they had done.\n","================================================================================\n","'Well, gentlemen,' said Trinket, addressing them all in turn, 'I hope you'll all be very patient with me. I'm afraid I'm not very good at this sort of thing. I hope you'll all bear with me. I'm afraid I'm going to have to ask you to do a lot of things for me. I hope you won't mind. I'm afraid I'm going to have to ask you to do a lot of things for me. I hope you won't mind.\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 188-281: `. I'm afraid I'm going to have to ask you to do a lot of things for me. I hope you won't mind`\n","Group 2 found at 281-374: `. I'm afraid I'm going to have to ask you to do a lot of things for me. I hope you won't mind`\n","Group 3 found at 281-374: `. I'm afraid I'm going to have to ask you to do a lot of things for me. I hope you won't mind`\n","(0, 186, 186)\n","短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n","================================================================================\n","short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n","================================================================================\n","Short, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long,\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n"," 50 for Qwen/Qwen2-7B-Instruct/epochs-06\n","老头子跪在地上，哀求道：“八路老爷饶命，八路老爷饶命……”\n","================================================================================\n","He rose to his knees and begged, 'Spare me, Eighth Route Master, spare me!'\n","================================================================================\n","The old man knelt on the ground and pleaded for his life. ' Eighth Route, please spare me! Eighth Route, please spare me!'\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 165-564: ` 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the`\n","Group 2 found at 564-963: ` 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the`\n","Group 3 found at 564-963: ` 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the`\n","(0, 798, 798)\n","短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n","================================================================================\n","short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n","================================================================================\n","Long, short, long, short, long, short, short, long, long, short, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long,\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 1-14: `ong, short, l`\n","Group 2 found at 14-27: `ong, short, l`\n","Group 3 found at 14-27: `ong, short, l`\n","\n","Group 1 found at 30-37: `, short`\n","Group 2 found at 37-44: `, short`\n","Group 3 found at 37-44: `, short`\n","\n","Group 1 found at 44-50: `, long`\n","Group 2 found at 50-56: `, long`\n","Group 3 found at 50-56: `, long`\n","\n","Group 1 found at 953-960: `, short`\n","Group 2 found at 960-967: `, short`\n","Group 3 found at 960-967: `, short`\n","(0, 950, 950)\n","这是深入肌肤，已经谈不上是亲是近，反有些起腻，暗底里生畏的，却是有一股噬骨的感动。\n","================================================================================\n","This is a feeling that, having penetrated the flesh, goes beyond closeness. One begins to weary of it. It breeds a secret fear, but hidden within that fear is an excitement that gnaws down to the bone.\n","================================================================================\n","It was as if she had been soaked in the water, and the skin was already too soft to be called tender. It was as if she had been soaked in the water, and the skin was already too soft to be called tender.\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 4-14: ` sky—green`\n","Group 2 found at 14-25: ` sky—green `\n","Group 3 found at 14-24: ` sky—green`\n","\n","Group 1 found at 1-45: `You've got a successor for your brother Yin.`\n","Group 2 found at 46-90: `You've got a successor for your brother Yin.`\n","Group 3 found at 46-90: `You've got a successor for your brother Yin.`\n","(0, 89, 89)\n","\n","*** Found 3 rows with output_tokens >= 300 for internlm/internlm2_5-7b-chat/epochs-01\n","--------------------------------------------------\n","chinese: 但这时，绍琳却做出了一件出人意料的事，与一位受迫害的教育部高干结了婚，当时那名高干还在干校住“牛棚”劳改中。\n","--------------------------------------------------\n","english: But then Shao did something that no one expected. She married a persecuted high-level cadre from the Education Ministry. At that time, the cadre still lived in a 'cowshed' for reform through labor.\n","--------------------------------------------------\n","internlm/internlm2_5-7b-chat/epochs-01: But at this point, Shao Lin did something unexpected: she married a high-ranking official from the Ministry of Education who was being persecuted and was living in a 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the 'cattle shed' in the\n","--------------------------------------------------\n","output_tokens-internlm/internlm2_5-7b-chat/epochs-01: 301\n","--------------------------------------------------\n","chinese: 短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n","--------------------------------------------------\n","english: short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n","--------------------------------------------------\n","internlm/internlm2_5-7b-chat/epochs-01: Long, short, long, short, long, short, short, long, long, short, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long,\n","--------------------------------------------------\n","output_tokens-internlm/internlm2_5-7b-chat/epochs-01: 301\n","--------------------------------------------------\n","chinese: 青天哟——蓝天哟——花花绿绿的天哟——棒槌哟亲哥哟你死了——可就塌了妹妹的天哟——\n","--------------------------------------------------\n","english: A blue sky yo – a sapphire sky yo – a painted sky yo – a mighty cudgel yo – dear elder brother yo – death has claimed you – you have brought down little sister's sky yo –.\n","--------------------------------------------------\n","internlm/internlm2_5-7b-chat/epochs-01: Blue sky—green sky—green and blue sky—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big stick—big\n","--------------------------------------------------\n","output_tokens-internlm/internlm2_5-7b-chat/epochs-01: 301\n","### Analyzing: internlm/internlm2_5-7b-chat/epochs-02\n","*** Found 2 rows with total_repetitions > 50 for internlm/internlm2_5-7b-chat/epochs-02\n","短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n","================================================================================\n","short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n","================================================================================\n","Long, short, long, short, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short,\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 1-14: `ong, short, l`\n","Group 2 found at 14-27: `ong, short, l`\n","Group 3 found at 14-27: `ong, short, l`\n","\n","Group 1 found at 22-314: `o, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, n`\n","Group 2 found at 314-606: `o, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, n`\n","Group 3 found at 314-606: `o, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, n`\n","(0, 584, 584)\n","\n","*** Found 2 rows with output_tokens >= 300 for internlm/internlm2_5-7b-chat/epochs-02\n","--------------------------------------------------\n","chinese: 短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n","--------------------------------------------------\n","english: short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n","--------------------------------------------------\n","internlm/internlm2_5-7b-chat/epochs-02: Long, short, long, short, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short,\n","--------------------------------------------------\n","output_tokens-internlm/internlm2_5-7b-chat/epochs-02: 301\n","--------------------------------------------------\n","chinese: 她就爬起来说，不行，这样两个人都要病。\n","--------------------------------------------------\n","english: So she sat up and said, Enough. Both of us will get sick this way.\n","--------------------------------------------------\n","internlm/internlm2_5-7b-chat/epochs-02: She got up and said, No, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no, no,\n","--------------------------------------------------\n","output_tokens-internlm/internlm2_5-7b-chat/epochs-02: 301\n","### Analyzing: internlm/internlm2_5-7b-chat/epochs-03\n","*** Found 4 rows with total_repetitions > 50 for internlm/internlm2_5-7b-chat/epochs-03\n","短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n","================================================================================\n","short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n","================================================================================\n","Long, short, long, short, long, short, short, long, long, short, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long, long, short, short, long,\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 1-14: `ong, short, l`\n","Group 2 found at 14-27: `ong, short, l`\n","Group 3 found at 14-27: `ong, short, l`\n","\n","Group 1 found at 30-37: `, short`\n","Group 2 found at 37-44: `, short`\n","Group 3 found at 37-44: `, short`\n","\n","Group 1 found at 44-50: `, long`\n","Group 2 found at 50-56: `, long`\n","Group 3 found at 50-56: `, long`\n","\n","Group 1 found at 953-960: `, short`\n","Group 2 found at 960-967: `, short`\n","Group 3 found at 960-967: `, short`\n","(0, 950, 950)\n","不看僧面看佛面，不看鱼面看水面，不看我的面子也要看豆官的面子上，留下吧，你要我…… 我也给你…… 你就像我的爹一样……”\n","================================================================================\n","'If not for the sake of the monk, stay for the Buddha. If not for the sake of the fish, stay for the water. If not for my sake, stay for little Douguan. You can have me, if you want. . . . You're like my own father. . . .'\n","================================================================================\n","'You must see my face for the sake of the Buddha's. You must see my face for the sake of the fish's. You must see my face for the sake of the bean-girl's. If you don't want to see my face, you must see it for the sake of the bean-girl's. If you don't want to see my face, you must see it for the sake of the bean-girl's. You are like my father to me.'\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 121-204: ` for the sake of the bean-girl's. If you don't want to see my face, you must see it`\n","Group 2 found at 204-288: ` for the sake of the bean-girl's. If you don't want to see my face, you must see it `\n","Group 3 found at 204-287: ` for the sake of the bean-girl's. If you don't want to see my face, you must see it`\n","(0, 167, 167)\n","士隐慌忙起身谢道：“恕诓驾之罪，且请略坐，弟即来奉陪。”\n","================================================================================\n","Shi-yin hurriedly rose up and excused himself: 'I seem to have brought you here under false pretences. I do hope you will forgive me. If you don't mind sitting on your own here for a moment, I shall be with you directly.'\n","================================================================================\n","'Oh, I beg your pardon!' said Shi-yin, jumping up. 'I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon! I beg your pardon!\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 59-90: `lease, please, don't kill me, p`\n","Group 2 found at 90-121: `lease, please, don't kill me, p`\n","Group 3 found at 90-121: `lease, please, don't kill me, p`\n"," 50 for internlm/internlm2_5-7b-chat/epochs-04\n","短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n","================================================================================\n","short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n","================================================================================\n","Short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, short, short, long, long, long, long, short, long, long, long, short, long, long, long, short, long, long, short, short, long, long, long, short, long, long, long, short, long, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long,\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 105-111: `, long`\n","Group 2 found at 111-117: `, long`\n","Group 3 found at 111-117: `, long`\n","\n","Group 1 found at 117-124: `, short`\n","Group 2 found at 124-131: `, short`\n","Group 3 found at 124-131: `, short`\n","\n","Group 1 found at 131-143: `, long, long`\n","Group 2 found at 143-155: `, long, long`\n","Group 3 found at 143-155: `, long, long`\n","\n","Group 1 found at 212-218: `, long`\n","Group 2 found at 218-224: `, long`\n","Group 3 found at 218-224: `, long`\n","\n","Group 1 found at 224-231: `, short`\n","Group 2 found at 231-238: `, short`\n","Group 3 found at 231-238: `, short`\n","\n","Group 1 found at 350-625: `, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long`\n","Group 2 found at 625-900: `, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long`\n","Group 3 found at 625-900: `, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long`\n","\n","Group 1 found at 900-906: `, long`\n","Group 2 found at 906-912: `, long`\n","Group 3 found at 906-912: `, long`\n","\n","Group 1 found at 919-925: `, long`\n","Group 2 found at 931-937: `, long`\n","Group 3 found at 931-937: `, long`\n","(0, 918, 918)\n","不看僧面看佛面，不看鱼面看水面，不看我的面子也要看豆官的面子上，留下吧，你要我…… 我也给你…… 你就像我的爹一样……”\n","================================================================================\n","'If not for the sake of the monk, stay for the Buddha. If not for the sake of the fish, stay for the water. If not for my sake, stay for little Douguan. You can have me, if you want. . . . You're like my own father. . . .'\n","================================================================================\n","'You ought to spare my face for the sake of the Buddha's. You ought to spare my face for the sake of the fish. You ought to spare my face for the sake of the bean-girl. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of your own. You ought to spare my face for the sake of\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n"," 50 for internlm/internlm2_5-7b-chat/epochs-05\n","短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n","================================================================================\n","short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n","================================================================================\n","Short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, short, long, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, short, long, long, long, long, short, long, long, long, short, short, long, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long,\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 112-124: `, long, long`\n","Group 2 found at 124-136: `, long, long`\n","Group 3 found at 124-136: `, long, long`\n","\n","Group 1 found at 211-274: `, short, short, long, long, long, long, short, long, long, long`\n","Group 2 found at 274-337: `, short, short, long, long, long, long, short, long, long, long`\n","Group 3 found at 274-337: `, short, short, long, long, long, long, short, long, long, long`\n"," 50 for internlm/internlm2_5-7b-chat/epochs-06\n","短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n","================================================================================\n","short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n","================================================================================\n","Short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, long, short, long, long, short, short, long, long, long, long, short, long, long, long, short, long, long, short, long, long, short, short, long, long, long, long, short, long, long, long, short, short, long, long, long, long, long, short, long, long, long, long, short, long, long, long, long, long, short, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long,\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 105-111: `, long`\n","Group 2 found at 111-117: `, long`\n","Group 3 found at 111-117: `, long`\n","\n","Group 1 found at 117-124: `, short`\n","Group 2 found at 124-131: `, short`\n","Group 3 found at 124-131: `, short`\n","\n","Group 1 found at 131-143: `, long, long`\n","Group 2 found at 143-155: `, long, long`\n","Group 3 found at 143-155: `, long, long`\n","\n","Group 1 found at 162-168: `, long`\n","Group 2 found at 174-180: `, long`\n","Group 3 found at 174-180: `, long`\n","\n","Group 1 found at 180-199: `, short, long, long`\n","Group 2 found at 199-218: `, short, long, long`\n","Group 3 found at 199-218: `, short, long, long`\n","\n","Group 1 found at 218-225: `, short`\n","Group 2 found at 225-232: `, short`\n","Group 3 found at 225-232: `, short`\n","\n","Group 1 found at 232-244: `, long, long`\n","Group 2 found at 244-256: `, long, long`\n","Group 3 found at 244-256: `, long, long`\n","\n","Group 1 found at 263-269: `, long`\n","Group 2 found at 275-281: `, long`\n","Group 3 found at 275-281: `, long`\n","\n","Group 1 found at 281-288: `, short`\n","Group 2 found at 288-295: `, short`\n","Group 3 found at 288-295: `, short`\n","\n","Group 1 found at 295-307: `, long, long`\n","Group 2 found at 307-319: `, long, long`\n","Group 3 found at 307-319: `, long, long`\n","\n","Group 1 found at 381-387: `, long`\n","Group 2 found at 387-393: `, long`\n","Group 3 found at 387-393: `, long`\n"," 50 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/epochs-01\n","“有…… 没有…… 有…… 没有……\n","================================================================================\n","'Yes . . . no . . . yes . . . no . . .\n","================================================================================\n","'If there's a chance, there's no chance. If there's a chance, there's no chance. If there's a chance, there's no chance. If there's a chance, there's no chance.\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 1-80: `If there's a chance, there's no chance. If there's a chance, there's no chance.`\n","Group 2 found at 81-160: `If there's a chance, there's no chance. If there's a chance, there's no chance.`\n","Group 3 found at 81-160: `If there's a chance, there's no chance. If there's a chance, there's no chance.`\n","(0, 159, 159)\n","不过…… 不过……”\n","================================================================================\n","'But. . . but—'\n","================================================================================\n","But, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but, but,\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n"," 50 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/epochs-01\n","莺儿满心委屈，见姑娘说，不敢出声，只得放下钱来，口内嘟囔说：“一个做爷的，还赖我们这几个钱，连我也瞧不起!\n","================================================================================\n","Oriole smarted with the injustice of this, but her mistress had ordered it, so she had to pay up without arguing. She could not, however, forbear a few rebellious mutterings: 'Huh! One of the masters! Cheating a maid out of a few coppers! Even I should be ashamed!\n","================================================================================\n","She was so humiliated that she couldn't even speak up. She could only hand over the money and mumble, 'I'm not going to let you get away with this. I'm not going to let you get away with this.\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 103-147: `I'm not going to let you get away with this.`\n","Group 2 found at 148-192: `I'm not going to let you get away with this.`\n","Group 3 found at 148-192: `I'm not going to let you get away with this.`\n","(0, 89, 89)\n","“有…… 没有…… 有…… 没有……\n","================================================================================\n","'Yes . . . no . . . yes . . . no . . .\n","================================================================================\n","'Yes, I have. No, I haven't. Yes, I have. No, I haven't.'\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 1-28: `Yes, I have. No, I haven't.`\n","Group 2 found at 29-56: `Yes, I have. No, I haven't.`\n","Group 3 found at 29-56: `Yes, I have. No, I haven't.`\n","(0, 55, 55)\n","一般总是严家师母说，王琦瑶听，说的和听的都入神。\n","================================================================================\n","Madame Yan did most of the talking while Wang Qiyao listened, but both were equally absorbed in the conversation.\n","================================================================================\n","'She's always been a dreamy girl,' said Yan-er-shi. 'She's always been a dreamy girl,' said Yan-er-shi.\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 0-51: `'She's always been a dreamy girl,' said Yan-er-shi.`\n","Group 2 found at 52-103: `'She's always been a dreamy girl,' said Yan-er-shi.`\n","Group 3 found at 52-103: `'She's always been a dreamy girl,' said Yan-er-shi.`\n","(0, 103, 103)\n","短长长长长、短长长长长、短短短短短、长长长短短、长长短短长长、短短长长长、短短短短长、长长短短长长、短短短长长、长长短短短，这是1108：21：37。\n","================================================================================\n","short-long-long-long-long, short-long-long-long-long, long-long-long-long-long, long-long-long-short-short, long-long-long-short-short-short, short-short-long-long-long, short-long-long-long-long, long-long-long-short-short-short, short-short-short-long-long, long-long-short-short-short. That's 1108:21:37, Wang thought.\n","================================================================================\n","Long, long, long, long, short, long, long, long, short, long, long, long, long, short, long, long, long, short, long, long, long, long, short, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long, long,\n","================================================================================\n","----detect excessive whitespaces----\n","----detect text repetitions----\n","\n","Group 1 found at 113-119: `ong, l`\n","Group 2 found at 125-131: `ong, l`\n","Group 3 found at 125-131: `ong, l`\n","\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
epochsmeteorbleu_1rouge_lews_scorerepetition_scoretotal_repetitionsrapnum_max_output_tokenseval_time
count18.00000018.00000018.00000018.00000018.018.00000018.00000018.00000018.00000018.000000
mean2.4444440.4038430.1324760.3866730.01.1478381.1478380.3863861.3333331.328430
std2.1205500.0341000.0209500.0290810.00.8796970.8796970.0338001.0846520.189255
min0.0000000.3285000.0831380.3183380.00.0714920.0714920.3198180.0000000.980583
25%1.0000000.3783610.1183760.3682860.00.3331860.3331860.3649010.2500001.226831
50%2.0000000.4137810.1406340.3989820.01.0092671.0092670.3901211.0000001.262577
75%4.0000000.4302390.1486410.4077540.01.7248461.7248460.4134852.0000001.551192
max6.0000000.4440960.1551480.4187990.02.6990292.6990290.4330253.0000001.598411
\n",""],"text/plain":[" epochs meteor bleu_1 rouge_l ews_score \\\n","count 18.000000 18.000000 18.000000 18.000000 18.0 \n","mean 2.444444 0.403843 0.132476 0.386673 0.0 \n","std 2.120550 0.034100 0.020950 0.029081 0.0 \n","min 0.000000 0.328500 0.083138 0.318338 0.0 \n","25% 1.000000 0.378361 0.118376 0.368286 0.0 \n","50% 2.000000 0.413781 0.140634 0.398982 0.0 \n","75% 4.000000 0.430239 0.148641 0.407754 0.0 \n","max 6.000000 0.444096 0.155148 0.418799 0.0 \n","\n"," repetition_score total_repetitions rap num_max_output_tokens \\\n","count 18.000000 18.000000 18.000000 18.000000 \n","mean 1.147838 1.147838 0.386386 1.333333 \n","std 0.879697 0.879697 0.033800 1.084652 \n","min 0.071492 0.071492 0.319818 0.000000 \n","25% 0.333186 0.333186 0.364901 0.250000 \n","50% 1.009267 1.009267 0.390121 1.000000 \n","75% 1.724846 1.724846 0.413485 2.000000 \n","max 2.699029 2.699029 0.433025 3.000000 \n","\n"," eval_time \n","count 18.000000 \n","mean 1.328430 \n","std 0.189255 \n","min 0.980583 \n","25% 1.226831 \n","50% 1.262577 \n","75% 1.551192 \n","max 1.598411 "]},"execution_count":57,"metadata":{},"output_type":"execute_result"}],"source":["metrics_df.describe()"]}],"metadata":{"accelerator":"GPU","application/vnd.databricks.v1+notebook":{"dashboards":[],"environmentMetadata":null,"language":"python","notebookMetadata":{"mostRecentlyExecutedCommandWithImplicitDF":{"commandId":-1,"dataframes":["_sqldf"]},"pythonIndentUnit":4},"notebookName":"10_eval-lf-medium-py3.11","widgets":{}},"colab":{"gpuType":"L4","provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.9"}},"nbformat":4,"nbformat_minor":0}