{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "executionInfo": { "elapsed": 476, "status": "ok", "timestamp": 1720679526275, "user": { "displayName": "HUANG DONGHAO _", "userId": "00977795705617022768" }, "user_tz": -480 }, "id": "uWKRSV6eZsCn" }, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "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: /Users/inflaton/code/engd/papers/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": 3, "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: /Users/inflaton/code/engd/papers/rapget-translation/.env\n" ] }, { "data": { "text/plain": [ "True" ] }, "execution_count": 3, "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": 4, "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": [ "microsoft/Phi-3.5-mini-instruct None False datasets/mac/mac.tsv results/mac-results_rpp_with_mnt_2048.csv False 2048\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_rpp_with_mnt_2048.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(\n", " model_name,\n", " adapter_name_or_path,\n", " load_in_4bit,\n", " data_path,\n", " results_path,\n", " use_english_datasets,\n", " max_new_tokens,\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[nltk_data] Downloading package wordnet to\n", "[nltk_data] /Users/inflaton/nltk_data...\n", "[nltk_data] Package wordnet is already up-to-date!\n", "[nltk_data] Downloading package punkt to /Users/inflaton/nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "[nltk_data] Downloading package omw-1.4 to\n", "[nltk_data] /Users/inflaton/nltk_data...\n", "[nltk_data] Package omw-1.4 is already up-to-date!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "loading: /Users/inflaton/code/engd/papers/rapget-translation/eval_modules/calc_repetitions.py\n", "loading /Users/inflaton/code/engd/papers/rapget-translation/llm_toolkit/translation_utils.py\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[nltk_data] Downloading package wordnet to\n", "[nltk_data] /Users/inflaton/nltk_data...\n", "[nltk_data] Package wordnet is already up-to-date!\n", "[nltk_data] Downloading package punkt to /Users/inflaton/nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "[nltk_data] Downloading package omw-1.4 to\n", "[nltk_data] /Users/inflaton/nltk_data...\n", "[nltk_data] Package omw-1.4 is already up-to-date!\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "53d14cef4ed74d7e9f868cb856183aa4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Fetching 5 files: 0%| | 0/5 [00:00\n", "RangeIndex: 1133 entries, 0 to 1132\n", "Data columns (total 44 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/checkpoint-140/rpp-1.00 1133 non-null object\n", " 3 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02 1133 non-null object\n", " 4 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04 1133 non-null object\n", " 5 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06 1133 non-null object\n", " 6 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08 1133 non-null object\n", " 7 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10 1133 non-null object\n", " 8 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00 1133 non-null object\n", " 9 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00 1133 non-null object\n", " 10 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02 1133 non-null object\n", " 11 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04 1133 non-null object\n", " 12 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06 1133 non-null object\n", " 13 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08 1133 non-null object\n", " 14 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10 1133 non-null object\n", " 15 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00 1133 non-null object\n", " 16 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02 1133 non-null object\n", " 17 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04 1133 non-null object\n", " 18 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06 1133 non-null object\n", " 19 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08 1133 non-null object\n", " 20 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10 1133 non-null object\n", " 21 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00 1133 non-null object\n", " 22 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02 1133 non-null object\n", " 23 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02 1133 non-null object\n", " 24 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04 1133 non-null object\n", " 25 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06 1133 non-null object\n", " 26 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08 1133 non-null object\n", " 27 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10 1133 non-null object\n", " 28 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04 1133 non-null object\n", " 29 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06 1133 non-null object\n", " 30 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08 1133 non-null object\n", " 31 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10 1133 non-null object\n", " 32 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00 1133 non-null object\n", " 33 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02 1133 non-null object\n", " 34 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04 1133 non-null object\n", " 35 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06 1133 non-null object\n", " 36 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08 1133 non-null object\n", " 37 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10 1133 non-null object\n", " 38 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00 1133 non-null object\n", " 39 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02 1133 non-null object\n", " 40 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04 1133 non-null object\n", " 41 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06 1133 non-null object\n", " 42 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08 1133 non-null object\n", " 43 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10 1133 non-null object\n", "dtypes: object(44)\n", "memory usage: 389.6+ KB\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/inflaton/anaconda3/envs/rapget/lib/python3.11/site-packages/pytorch_lightning/core/saving.py:195: Found keys that are not in the model state dict but in the checkpoint: ['encoder.model.embeddings.position_ids']\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": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_columns = [col for col in df.columns[2:].to_list() if \"rpp\" in col]\n", "result_columns.sort()\n", "result_columns" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(['Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10'],\n", " ['chinese',\n", " 'english',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08',\n", " 'Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08',\n", " 'Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08',\n", " 'internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08',\n", " 'microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10'])" ] }, "execution_count": 7, "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": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 1133 entries, 0 to 1132\n", "Data columns (total 44 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/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00 1133 non-null object\n", " 3 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02 1133 non-null object\n", " 4 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04 1133 non-null object\n", " 5 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06 1133 non-null object\n", " 6 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08 1133 non-null object\n", " 7 Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10 1133 non-null object\n", " 8 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00 1133 non-null object\n", " 9 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02 1133 non-null object\n", " 10 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04 1133 non-null object\n", " 11 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06 1133 non-null object\n", " 12 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08 1133 non-null object\n", " 13 Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10 1133 non-null object\n", " 14 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00 1133 non-null object\n", " 15 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02 1133 non-null object\n", " 16 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04 1133 non-null object\n", " 17 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06 1133 non-null object\n", " 18 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08 1133 non-null object\n", " 19 internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10 1133 non-null object\n", " 20 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00 1133 non-null object\n", " 21 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02 1133 non-null object\n", " 22 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04 1133 non-null object\n", " 23 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06 1133 non-null object\n", " 24 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08 1133 non-null object\n", " 25 microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10 1133 non-null object\n", " 26 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00 1133 non-null object\n", " 27 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02 1133 non-null object\n", " 28 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04 1133 non-null object\n", " 29 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06 1133 non-null object\n", " 30 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08 1133 non-null object\n", " 31 shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10 1133 non-null object\n", " 32 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00 1133 non-null object\n", " 33 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02 1133 non-null object\n", " 34 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04 1133 non-null object\n", " 35 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06 1133 non-null object\n", " 36 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08 1133 non-null object\n", " 37 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10 1133 non-null object\n", " 38 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00 1133 non-null object\n", " 39 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02 1133 non-null object\n", " 40 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04 1133 non-null object\n", " 41 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06 1133 non-null object\n", " 42 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08 1133 non-null object\n", " 43 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10 1133 non-null object\n", "dtypes: object(44)\n", "memory usage: 389.6+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 42 entries, 0 to 41\n", "Data columns (total 13 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 model 42 non-null object \n", " 1 rpp 42 non-null float64\n", " 2 comet 42 non-null float64\n", " 3 meteor 42 non-null float64\n", " 4 spbleu 42 non-null float64\n", " 5 bleu_1 42 non-null float64\n", " 6 rouge_l 42 non-null float64\n", " 7 ews_score 42 non-null float64\n", " 8 repetition_score 42 non-null float64\n", " 9 total_repetitions 42 non-null float64\n", " 10 rap 42 non-null float64\n", " 11 translation_completeness 42 non-null float64\n", " 12 num_max_output_tokens 42 non-null int64 \n", "dtypes: float64(11), int64(1), object(1)\n", "memory usage: 4.4+ KB\n" ] } ], "source": [ "metrics_path = results_path.replace(\".csv\", \"_metrics.csv\")\n", "metrics_df = pd.read_csv(metrics_path) if os.path.exists(metrics_path) else None\n", "metrics_df.info() if metrics_df is not None else None" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Qwen/Qwen2-72B-Instruct', 'Qwen/Qwen2-7B-Instruct', 'internlm/internlm2_5-7b-chat', 'microsoft/Phi-3.5-mini-instruct', 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n", "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n", "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n", "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n", "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n", "You set `add_prefix_space`. The tokenizer needs to be converted from the slow tokenizers\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using existing metrics for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00\n", "Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00: {'model': 'Qwen/Qwen2-72B-Instruct', 'rpp': 1.0, 'comet': 0.7570169081439618, 'meteor': 0.4789208192601603, 'spbleu': 18.953782447211417, 'bleu_1': 0.1895378244721141, 'rouge_l': 0.4520943414365094, 'ews_score': 0.0, 'repetition_score': 0.0988526037069726, 'total_repetitions': 0.0988526037069726, 'rap': 0.7537966634953808, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02\n", "Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02: {'model': 'Qwen/Qwen2-72B-Instruct', 'rpp': 1.02, 'comet': 0.7573581492858762, 'meteor': 0.4796836675632054, 'spbleu': 19.0137490702917, 'bleu_1': 0.190137490702917, 'rouge_l': 0.4520458023287854, 'ews_score': 0.0, 'repetition_score': 0.0812003530450132, 'total_repetitions': 0.0812003530450132, 'rap': 0.7547074311557754, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04\n", "Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04: {'model': 'Qwen/Qwen2-72B-Instruct', 'rpp': 1.04, 'comet': 0.7574983964372501, 'meteor': 0.476362681282195, 'spbleu': 18.52063321160408, 'bleu_1': 0.1852063321160408, 'rouge_l': 0.4489040568717591, 'ews_score': 0.0, 'repetition_score': 0.1050308914386584, 'total_repetitions': 0.1050308914386584, 'rap': 0.7540766638515739, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06\n", "Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06: {'model': 'Qwen/Qwen2-72B-Instruct', 'rpp': 1.06, 'comet': 0.7563851308422812, 'meteor': 0.4679636383950649, 'spbleu': 17.982473951038504, 'bleu_1': 0.1798247395103851, 'rouge_l': 0.441062203630729, 'ews_score': 0.0, 'repetition_score': 0.0732568402471315, 'total_repetitions': 0.0732568402471315, 'rap': 0.7539950363948406, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08\n", "Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08: {'model': 'Qwen/Qwen2-72B-Instruct', 'rpp': 1.08, 'comet': 0.7554470169417962, 'meteor': 0.4597578197711645, 'spbleu': 17.067954025424825, 'bleu_1': 0.1706795402542483, 'rouge_l': 0.4317496244624469, 'ews_score': 0.0, 'repetition_score': 0.0476610767872903, 'total_repetitions': 0.0476610767872903, 'rap': 0.753890250753016, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10\n", "Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10: {'model': 'Qwen/Qwen2-72B-Instruct', 'rpp': 1.1, 'comet': 0.7550096405046973, 'meteor': 0.4515778511124262, 'spbleu': 16.22452191616505, 'bleu_1': 0.1622452191616504, 'rouge_l': 0.4242083184666598, 'ews_score': 0.0, 'repetition_score': 0.057369814651368, 'total_repetitions': 0.057369814651368, 'rap': 0.7531385283434515, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: {'model': 'Qwen/Qwen2-7B-Instruct', 'rpp': 1.0, 'comet': 0.7457721890965501, 'meteor': 0.442240791493943, 'spbleu': 14.38814929350883, 'bleu_1': 0.1438814929350883, 'rouge_l': 0.4160546438584113, 'ews_score': 0.0, 'repetition_score': 12.81288614298323, 'total_repetitions': 12.81288614298323, 'rap': 0.5490966301804292, 'translation_completeness': 0.994704324801412, 'num_max_output_tokens': 2}\n", "Using existing metrics for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02: {'model': 'Qwen/Qwen2-7B-Instruct', 'rpp': 1.02, 'comet': 0.7474080664545482, 'meteor': 0.4400998640836595, 'spbleu': 15.16172261831792, 'bleu_1': 0.1516172261831792, 'rouge_l': 0.4160749445105633, 'ews_score': 0.0, 'repetition_score': 7.1562224183583405, 'total_repetitions': 7.1562224183583405, 'rap': 0.605472251398711, 'translation_completeness': 0.994704324801412, 'num_max_output_tokens': 1}\n", "Using existing metrics for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04: {'model': 'Qwen/Qwen2-7B-Instruct', 'rpp': 1.04, 'comet': 0.7484375637974869, 'meteor': 0.4390136558190875, 'spbleu': 14.958631815014014, 'bleu_1': 0.1495863181501401, 'rouge_l': 0.4138111632957468, 'ews_score': 0.0, 'repetition_score': 0.1853486319505737, 'total_repetitions': 0.1853486319505737, 'rap': 0.742515336500048, 'translation_completeness': 0.999117387466902, 'num_max_output_tokens': 0}\n", "Using existing metrics for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06: {'model': 'Qwen/Qwen2-7B-Instruct', 'rpp': 1.06, 'comet': 0.7471612840233287, 'meteor': 0.4328321576515084, 'spbleu': 14.28087386760537, 'bleu_1': 0.1428087386760537, 'rouge_l': 0.4069074178015074, 'ews_score': 0.0, 'repetition_score': 0.2030008826125331, 'total_repetitions': 0.2030008826125331, 'rap': 0.7406965407448669, 'translation_completeness': 0.998234774933804, 'num_max_output_tokens': 0}\n", "Using existing metrics for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08: {'model': 'Qwen/Qwen2-7B-Instruct', 'rpp': 1.08, 'comet': 0.74519401609845, 'meteor': 0.423560805217557, 'spbleu': 13.659683698817108, 'bleu_1': 0.1365968369881711, 'rouge_l': 0.3966315425573522, 'ews_score': 0.0, 'repetition_score': 0.2215357458075904, 'total_repetitions': 0.2215357458075904, 'rap': 0.7381694832783203, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.10: {'model': 'Qwen/Qwen2-7B-Instruct', 'rpp': 1.1, 'comet': 0.7432071187016402, 'meteor': 0.4135053136541433, 'spbleu': 12.922649874705083, 'bleu_1': 0.1292264987470507, 'rouge_l': 0.3876193185383525, 'ews_score': 0.0, 'repetition_score': 0.1774051191526919, 'total_repetitions': 0.1774051191526919, 'rap': 0.737574218462684, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00\n", "internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.00: {'model': 'internlm/internlm2_5-7b-chat', 'rpp': 1.0, 'comet': 0.739699612254078, 'meteor': 0.4289996929258777, 'spbleu': 14.734881589173108, 'bleu_1': 0.1473488158917311, 'rouge_l': 0.4096466800937898, 'ews_score': 0.0, 'repetition_score': 12.751103265666371, 'total_repetitions': 12.751103265666371, 'rap': 0.5450982095784719, 'translation_completeness': 1.0, 'num_max_output_tokens': 2}\n", "Using existing metrics for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02\n", "internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02: {'model': 'internlm/internlm2_5-7b-chat', 'rpp': 1.02, 'comet': 0.740223803961056, 'meteor': 0.4266246904302194, 'spbleu': 14.583816688798017, 'bleu_1': 0.1458381668879802, 'rouge_l': 0.4071727106228415, 'ews_score': 0.0, 'repetition_score': 9.824360105913504, 'total_repetitions': 9.824360105913504, 'rap': 0.5706323412193933, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "Using existing metrics for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04\n", "internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04: {'model': 'internlm/internlm2_5-7b-chat', 'rpp': 1.04, 'comet': 0.7398856264610577, 'meteor': 0.4154585167056314, 'spbleu': 13.534659133050225, 'bleu_1': 0.1353465913305021, 'rouge_l': 0.3968657713589718, 'ews_score': 0.0, 'repetition_score': 6.527802294792586, 'total_repetitions': 6.527802294792586, 'rap': 0.6073521998554903, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "Using existing metrics for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06\n", "internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06: {'model': 'internlm/internlm2_5-7b-chat', 'rpp': 1.06, 'comet': 0.7379362287241489, 'meteor': 0.4039588647855378, 'spbleu': 12.346740971499404, 'bleu_1': 0.1234674097149939, 'rouge_l': 0.3872447044295494, 'ews_score': 0.0, 'repetition_score': 6.533980582524272, 'total_repetitions': 6.533980582524272, 'rap': 0.6056712925221626, 'translation_completeness': 0.999117387466902, 'num_max_output_tokens': 1}\n", "Using existing metrics for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08\n", "internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08: {'model': 'internlm/internlm2_5-7b-chat', 'rpp': 1.08, 'comet': 0.7319988705684732, 'meteor': 0.3873176839854818, 'spbleu': 11.075674965706344, 'bleu_1': 0.1107567496570634, 'rouge_l': 0.3724352909668609, 'ews_score': 0.0, 'repetition_score': 9.820829655781113, 'total_repetitions': 9.820829655781113, 'rap': 0.5643254582029298, 'translation_completeness': 0.999117387466902, 'num_max_output_tokens': 1}\n", "Using existing metrics for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10\n", "internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10: {'model': 'internlm/internlm2_5-7b-chat', 'rpp': 1.1, 'comet': 0.7295350462119345, 'meteor': 0.3769306874386757, 'spbleu': 10.305163787094209, 'bleu_1': 0.1030516378709421, 'rouge_l': 0.3634496155759507, 'ews_score': 0.0, 'repetition_score': 6.525154457193292, 'total_repetitions': 6.525154457193292, 'rap': 0.5988898943353679, 'translation_completeness': 0.999117387466902, 'num_max_output_tokens': 1}\n", "Using existing metrics for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: {'model': 'microsoft/Phi-3.5-mini-instruct', 'rpp': 1.0, 'comet': 0.7107840433177544, 'meteor': 0.3796831545348129, 'spbleu': 8.71296896471494, 'bleu_1': 0.0871296896471493, 'rouge_l': 0.3589874395901284, 'ews_score': 0.0, 'repetition_score': 28.42630185348632, 'total_repetitions': 28.42630185348632, 'rap': 0.4485492990665038, 'translation_completeness': 1.0, 'num_max_output_tokens': 6}\n", "Using existing metrics for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02: {'model': 'microsoft/Phi-3.5-mini-instruct', 'rpp': 1.02, 'comet': 0.7164765837070485, 'meteor': 0.3780585837553919, 'spbleu': 10.291240080163629, 'bleu_1': 0.1029124008016362, 'rouge_l': 0.3546952732427276, 'ews_score': 0.0, 'repetition_score': 10.696381288614296, 'total_repetitions': 10.696381288614296, 'rap': 0.5444787777612768, 'translation_completeness': 1.0, 'num_max_output_tokens': 2}\n", "Using existing metrics for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04: {'model': 'microsoft/Phi-3.5-mini-instruct', 'rpp': 1.04, 'comet': 0.7111233387336411, 'meteor': 0.3547161333845742, 'spbleu': 8.966881655527896, 'bleu_1': 0.0896688165552789, 'rouge_l': 0.3300979657678754, 'ews_score': 0.0, 'repetition_score': 3.7484554280670785, 'total_repetitions': 3.7484554280670785, 'rap': 0.6247493045810047, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "Using existing metrics for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06: {'model': 'microsoft/Phi-3.5-mini-instruct', 'rpp': 1.06, 'comet': 0.7024363270136286, 'meteor': 0.3298733737040869, 'spbleu': 7.076233088011138, 'bleu_1': 0.0707623308801113, 'rouge_l': 0.3019513312669543, 'ews_score': 0.0, 'repetition_score': 0.1076787290379523, 'total_repetitions': 0.1076787290379523, 'rap': 0.6991841213752065, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.08: {'model': 'microsoft/Phi-3.5-mini-instruct', 'rpp': 1.08, 'comet': 0.6882111219210848, 'meteor': 0.3054541022592767, 'spbleu': 5.105510599247868, 'bleu_1': 0.0510551059924786, 'rouge_l': 0.2736030007297014, 'ews_score': 0.0, 'repetition_score': 3.29567519858782, 'total_repetitions': 3.29567519858782, 'rap': 0.6124452738619192, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "Using existing metrics for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10: {'model': 'microsoft/Phi-3.5-mini-instruct', 'rpp': 1.1, 'comet': 0.6712992989638161, 'meteor': 0.2903831801547132, 'spbleu': 4.091958857999118, 'bleu_1': 0.0409195885799911, 'rouge_l': 0.251653275009876, 'ews_score': 0.0, 'repetition_score': 0.0776699029126213, 'total_repetitions': 0.0776699029126213, 'rap': 0.6690512007506374, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00\n", "shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00: {'model': 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'rpp': 1.0, 'comet': 0.7501818982248062, 'meteor': 0.4611110508507017, 'spbleu': 17.87914973742753, 'bleu_1': 0.1787914973742752, 'rouge_l': 0.4340662057009564, 'ews_score': 0.0, 'repetition_score': 0.088261253309797, 'total_repetitions': 0.088261253309797, 'rap': 0.747329847981863, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02\n", "shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02: {'model': 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'rpp': 1.02, 'comet': 0.7485114382045625, 'meteor': 0.4571517219079576, 'spbleu': 17.436884594979905, 'bleu_1': 0.174368845949799, 'rouge_l': 0.4311385932640979, 'ews_score': 0.0, 'repetition_score': 0.0926743159752868, 'total_repetitions': 0.0926743159752868, 'rap': 0.7455246732136059, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04\n", "shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04: {'model': 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'rpp': 1.04, 'comet': 0.7500591586357918, 'meteor': 0.4560467960364254, 'spbleu': 17.440173470996626, 'bleu_1': 0.1744017347099662, 'rouge_l': 0.4302844557731285, 'ews_score': 0.0, 'repetition_score': 0.1306266548984995, 'total_repetitions': 0.1306266548984995, 'rap': 0.7458552866168927, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06\n", "shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06: {'model': 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'rpp': 1.06, 'comet': 0.748812871571673, 'meteor': 0.4520416361219855, 'spbleu': 16.89523258317781, 'bleu_1': 0.168952325831778, 'rouge_l': 0.4260026774745837, 'ews_score': 0.0, 'repetition_score': 0.1253309796999117, 'total_repetitions': 0.1253309796999117, 'rap': 0.7447841638756355, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08\n", "shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08: {'model': 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'rpp': 1.08, 'comet': 0.7473851635144647, 'meteor': 0.4442106511292453, 'spbleu': 16.16623784482793, 'bleu_1': 0.1616623784482792, 'rouge_l': 0.4195129470585874, 'ews_score': 0.0, 'repetition_score': 0.1871138570167696, 'total_repetitions': 0.1871138570167696, 'rap': 0.7414159053529263, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10\n", "shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.10: {'model': 'shenzhi-wang/Llama3.1-70B-Chinese-Chat', 'rpp': 1.1, 'comet': 0.7465709781131172, 'meteor': 0.4379837926138161, 'spbleu': 15.60172257624066, 'bleu_1': 0.1560172257624066, 'rouge_l': 0.4132562932940978, 'ews_score': 0.0, 'repetition_score': 0.086496028243601, 'total_repetitions': 0.086496028243601, 'rap': 0.743788967986371, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00: {'model': 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'rpp': 1.0, 'comet': 0.7426396049131678, 'meteor': 0.433632501662176, 'spbleu': 15.209540658023398, 'bleu_1': 0.1520954065802339, 'rouge_l': 0.4089208235151474, 'ews_score': 0.0, 'repetition_score': 5.798764342453663, 'total_repetitions': 5.798764342453663, 'rap': 0.619577239776096, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "Using existing metrics for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02: {'model': 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'rpp': 1.02, 'comet': 0.7436477056353469, 'meteor': 0.4329054166518245, 'spbleu': 15.19102241646024, 'bleu_1': 0.1519102241646024, 'rouge_l': 0.4068967964789407, 'ews_score': 0.0, 'repetition_score': 5.77846425419241, 'total_repetitions': 5.77846425419241, 'rap': 0.6207074516423631, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "Using existing metrics for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04: {'model': 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'rpp': 1.04, 'comet': 0.7440943776351209, 'meteor': 0.4320478700956207, 'spbleu': 15.05135166158296, 'bleu_1': 0.1505135166158296, 'rouge_l': 0.4062008380201262, 'ews_score': 0.0, 'repetition_score': 0.1182700794351279, 'total_repetitions': 0.1182700794351279, 'rap': 0.7403141356055205, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06: {'model': 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'rpp': 1.06, 'comet': 0.7426502735395928, 'meteor': 0.4275429314912545, 'spbleu': 14.449130821290163, 'bleu_1': 0.1444913082129016, 'rouge_l': 0.4001409979222783, 'ews_score': 0.0, 'repetition_score': 0.176522506619594, 'total_repetitions': 0.176522506619594, 'rap': 0.7370491441666694, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.08: {'model': 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'rpp': 1.08, 'comet': 0.7408098006080129, 'meteor': 0.4206626658729054, 'spbleu': 13.933703757385222, 'bleu_1': 0.1393370375738522, 'rouge_l': 0.3964824268676203, 'ews_score': 0.0, 'repetition_score': 0.2188879082082965, 'total_repetitions': 0.2188879082082965, 'rap': 0.7339083936807739, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10\n", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.10: {'model': 'shenzhi-wang/Llama3.1-8B-Chinese-Chat', 'rpp': 1.1, 'comet': 0.7392685912871718, 'meteor': 0.4111211240399151, 'spbleu': 13.303738403756984, 'bleu_1': 0.1330373840375698, 'rouge_l': 0.3870959581563503, 'ews_score': 0.0, 'repetition_score': 0.1385701676963812, 'total_repetitions': 0.1385701676963812, 'rap': 0.7348764469929082, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.00: {'model': 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat', 'rpp': 1.0, 'comet': 0.7240239171358935, 'meteor': 0.4068335357738006, 'spbleu': 13.565136550617618, 'bleu_1': 0.1356513655061761, 'rouge_l': 0.3866395067055498, 'ews_score': 0.0, 'repetition_score': 0.1059135039717564, 'total_repetitions': 0.1059135039717564, 'rap': 0.7207261791424407, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.02: {'model': 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat', 'rpp': 1.02, 'comet': 0.7263097057327799, 'meteor': 0.4064914781094827, 'spbleu': 13.42987641622816, 'bleu_1': 0.1342987641622816, 'rouge_l': 0.3863697821025159, 'ews_score': 0.0, 'repetition_score': 6.238305383936452, 'total_repetitions': 6.238305383936452, 'rap': 0.5999878425713037, 'translation_completeness': 1.0, 'num_max_output_tokens': 1}\n", "Using existing metrics for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04: {'model': 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat', 'rpp': 1.04, 'comet': 0.7276128307708258, 'meteor': 0.4054859896994975, 'spbleu': 13.295092218891954, 'bleu_1': 0.1329509221889195, 'rouge_l': 0.3851203729935697, 'ews_score': 0.0, 'repetition_score': 0.1297440423654016, 'total_repetitions': 0.1297440423654016, 'rap': 0.7235619893938705, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06: {'model': 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat', 'rpp': 1.06, 'comet': 0.7276865132383193, 'meteor': 0.4014727027723293, 'spbleu': 13.10860799057166, 'bleu_1': 0.1310860799057166, 'rouge_l': 0.3804952786306688, 'ews_score': 0.0, 'repetition_score': 0.2074139452780229, 'total_repetitions': 0.2074139452780229, 'rap': 0.7212559915451495, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.08: {'model': 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat', 'rpp': 1.08, 'comet': 0.726393195584298, 'meteor': 0.3987018836449559, 'spbleu': 12.850537785783194, 'bleu_1': 0.1285053778578319, 'rouge_l': 0.3788945955746495, 'ews_score': 0.0, 'repetition_score': 0.2903795233892321, 'total_repetitions': 0.2903795233892321, 'rap': 0.717473994791502, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "Using existing metrics for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10\n", "shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.10: {'model': 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat', 'rpp': 1.1, 'comet': 0.7244012304511832, 'meteor': 0.3932239948456176, 'spbleu': 12.361161644811926, 'bleu_1': 0.1236116164481192, 'rouge_l': 0.3733413807007665, 'ews_score': 0.0, 'repetition_score': 0.1500441306266549, 'total_repetitions': 0.1500441306266549, 'rap': 0.7197459635880831, 'translation_completeness': 1.0, 'num_max_output_tokens': 0}\n", "CPU times: user 23.1 s, sys: 188 ms, total: 23.2 s\n", "Wall time: 25.8 s\n" ] }, { "data": { "text/html": [ "
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modelrppcometmeteorspbleubleu_1rouge_lews_scorerepetition_scoretotal_repetitionsraptranslation_completenessnum_max_output_tokens
0Qwen/Qwen2-72B-Instruct1.000.7570170.47892118.9537820.1895380.4520940.00.0988530.0988530.7537971.0000000
1Qwen/Qwen2-72B-Instruct1.020.7573580.47968419.0137490.1901370.4520460.00.0812000.0812000.7547071.0000000
2Qwen/Qwen2-72B-Instruct1.040.7574980.47636318.5206330.1852060.4489040.00.1050310.1050310.7540771.0000000
3Qwen/Qwen2-72B-Instruct1.060.7563850.46796417.9824740.1798250.4410620.00.0732570.0732570.7539951.0000000
4Qwen/Qwen2-72B-Instruct1.080.7554470.45975817.0679540.1706800.4317500.00.0476610.0476610.7538901.0000000
5Qwen/Qwen2-72B-Instruct1.100.7550100.45157816.2245220.1622450.4242080.00.0573700.0573700.7531391.0000000
6Qwen/Qwen2-7B-Instruct1.000.7457720.44224114.3881490.1438810.4160550.012.81288612.8128860.5490970.9947042
7Qwen/Qwen2-7B-Instruct1.020.7474080.44010015.1617230.1516170.4160750.07.1562227.1562220.6054720.9947041
8Qwen/Qwen2-7B-Instruct1.040.7484380.43901414.9586320.1495860.4138110.00.1853490.1853490.7425150.9991170
9Qwen/Qwen2-7B-Instruct1.060.7471610.43283214.2808740.1428090.4069070.00.2030010.2030010.7406970.9982350
10Qwen/Qwen2-7B-Instruct1.080.7451940.42356113.6596840.1365970.3966320.00.2215360.2215360.7381691.0000000
11Qwen/Qwen2-7B-Instruct1.100.7432070.41350512.9226500.1292260.3876190.00.1774050.1774050.7375741.0000000
12internlm/internlm2_5-7b-chat1.000.7397000.42900014.7348820.1473490.4096470.012.75110312.7511030.5450981.0000002
13internlm/internlm2_5-7b-chat1.020.7402240.42662514.5838170.1458380.4071730.09.8243609.8243600.5706321.0000001
14internlm/internlm2_5-7b-chat1.040.7398860.41545913.5346590.1353470.3968660.06.5278026.5278020.6073521.0000001
15internlm/internlm2_5-7b-chat1.060.7379360.40395912.3467410.1234670.3872450.06.5339816.5339810.6056710.9991171
16internlm/internlm2_5-7b-chat1.080.7319990.38731811.0756750.1107570.3724350.09.8208309.8208300.5643250.9991171
17internlm/internlm2_5-7b-chat1.100.7295350.37693110.3051640.1030520.3634500.06.5251546.5251540.5988900.9991171
18microsoft/Phi-3.5-mini-instruct1.000.7107840.3796838.7129690.0871300.3589870.028.42630228.4263020.4485491.0000006
19microsoft/Phi-3.5-mini-instruct1.020.7164770.37805910.2912400.1029120.3546950.010.69638110.6963810.5444791.0000002
20microsoft/Phi-3.5-mini-instruct1.040.7111230.3547168.9668820.0896690.3300980.03.7484553.7484550.6247491.0000001
21microsoft/Phi-3.5-mini-instruct1.060.7024360.3298737.0762330.0707620.3019510.00.1076790.1076790.6991841.0000000
22microsoft/Phi-3.5-mini-instruct1.080.6882110.3054545.1055110.0510550.2736030.03.2956753.2956750.6124451.0000001
23microsoft/Phi-3.5-mini-instruct1.100.6712990.2903834.0919590.0409200.2516530.00.0776700.0776700.6690511.0000000
24shenzhi-wang/Llama3.1-70B-Chinese-Chat1.000.7501820.46111117.8791500.1787910.4340660.00.0882610.0882610.7473301.0000000
25shenzhi-wang/Llama3.1-70B-Chinese-Chat1.020.7485110.45715217.4368850.1743690.4311390.00.0926740.0926740.7455251.0000000
26shenzhi-wang/Llama3.1-70B-Chinese-Chat1.040.7500590.45604717.4401730.1744020.4302840.00.1306270.1306270.7458551.0000000
27shenzhi-wang/Llama3.1-70B-Chinese-Chat1.060.7488130.45204216.8952330.1689520.4260030.00.1253310.1253310.7447841.0000000
28shenzhi-wang/Llama3.1-70B-Chinese-Chat1.080.7473850.44421116.1662380.1616620.4195130.00.1871140.1871140.7414161.0000000
29shenzhi-wang/Llama3.1-70B-Chinese-Chat1.100.7465710.43798415.6017230.1560170.4132560.00.0864960.0864960.7437891.0000000
30shenzhi-wang/Llama3.1-8B-Chinese-Chat1.000.7426400.43363315.2095410.1520950.4089210.05.7987645.7987640.6195771.0000001
31shenzhi-wang/Llama3.1-8B-Chinese-Chat1.020.7436480.43290515.1910220.1519100.4068970.05.7784645.7784640.6207071.0000001
32shenzhi-wang/Llama3.1-8B-Chinese-Chat1.040.7440940.43204815.0513520.1505140.4062010.00.1182700.1182700.7403141.0000000
33shenzhi-wang/Llama3.1-8B-Chinese-Chat1.060.7426500.42754314.4491310.1444910.4001410.00.1765230.1765230.7370491.0000000
34shenzhi-wang/Llama3.1-8B-Chinese-Chat1.080.7408100.42066313.9337040.1393370.3964820.00.2188880.2188880.7339081.0000000
35shenzhi-wang/Llama3.1-8B-Chinese-Chat1.100.7392690.41112113.3037380.1330370.3870960.00.1385700.1385700.7348761.0000000
36shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.000.7240240.40683413.5651370.1356510.3866400.00.1059140.1059140.7207261.0000000
37shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.020.7263100.40649113.4298760.1342990.3863700.06.2383056.2383050.5999881.0000001
38shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.040.7276130.40548613.2950920.1329510.3851200.00.1297440.1297440.7235621.0000000
39shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.060.7276870.40147313.1086080.1310860.3804950.00.2074140.2074140.7212561.0000000
40shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.080.7263930.39870212.8505380.1285050.3788950.00.2903800.2903800.7174741.0000000
41shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat1.100.7244010.39322412.3611620.1236120.3733410.00.1500440.1500440.7197461.0000000
\n", "
" ], "text/plain": [ " model rpp comet meteor \\\n", "0 Qwen/Qwen2-72B-Instruct 1.00 0.757017 0.478921 \n", "1 Qwen/Qwen2-72B-Instruct 1.02 0.757358 0.479684 \n", "2 Qwen/Qwen2-72B-Instruct 1.04 0.757498 0.476363 \n", "3 Qwen/Qwen2-72B-Instruct 1.06 0.756385 0.467964 \n", "4 Qwen/Qwen2-72B-Instruct 1.08 0.755447 0.459758 \n", "5 Qwen/Qwen2-72B-Instruct 1.10 0.755010 0.451578 \n", "6 Qwen/Qwen2-7B-Instruct 1.00 0.745772 0.442241 \n", "7 Qwen/Qwen2-7B-Instruct 1.02 0.747408 0.440100 \n", "8 Qwen/Qwen2-7B-Instruct 1.04 0.748438 0.439014 \n", "9 Qwen/Qwen2-7B-Instruct 1.06 0.747161 0.432832 \n", "10 Qwen/Qwen2-7B-Instruct 1.08 0.745194 0.423561 \n", "11 Qwen/Qwen2-7B-Instruct 1.10 0.743207 0.413505 \n", "12 internlm/internlm2_5-7b-chat 1.00 0.739700 0.429000 \n", "13 internlm/internlm2_5-7b-chat 1.02 0.740224 0.426625 \n", "14 internlm/internlm2_5-7b-chat 1.04 0.739886 0.415459 \n", "15 internlm/internlm2_5-7b-chat 1.06 0.737936 0.403959 \n", "16 internlm/internlm2_5-7b-chat 1.08 0.731999 0.387318 \n", "17 internlm/internlm2_5-7b-chat 1.10 0.729535 0.376931 \n", "18 microsoft/Phi-3.5-mini-instruct 1.00 0.710784 0.379683 \n", "19 microsoft/Phi-3.5-mini-instruct 1.02 0.716477 0.378059 \n", "20 microsoft/Phi-3.5-mini-instruct 1.04 0.711123 0.354716 \n", "21 microsoft/Phi-3.5-mini-instruct 1.06 0.702436 0.329873 \n", "22 microsoft/Phi-3.5-mini-instruct 1.08 0.688211 0.305454 \n", "23 microsoft/Phi-3.5-mini-instruct 1.10 0.671299 0.290383 \n", "24 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.00 0.750182 0.461111 \n", "25 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.02 0.748511 0.457152 \n", "26 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.04 0.750059 0.456047 \n", "27 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.06 0.748813 0.452042 \n", "28 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.08 0.747385 0.444211 \n", "29 shenzhi-wang/Llama3.1-70B-Chinese-Chat 1.10 0.746571 0.437984 \n", "30 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.00 0.742640 0.433633 \n", "31 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.02 0.743648 0.432905 \n", "32 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.04 0.744094 0.432048 \n", "33 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.06 0.742650 0.427543 \n", "34 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.08 0.740810 0.420663 \n", "35 shenzhi-wang/Llama3.1-8B-Chinese-Chat 1.10 0.739269 0.411121 \n", "36 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.00 0.724024 0.406834 \n", "37 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.02 0.726310 0.406491 \n", "38 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.04 0.727613 0.405486 \n", "39 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.06 0.727687 0.401473 \n", "40 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.08 0.726393 0.398702 \n", "41 shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat 1.10 0.724401 0.393224 \n", "\n", " spbleu bleu_1 rouge_l ews_score repetition_score \\\n", "0 18.953782 0.189538 0.452094 0.0 0.098853 \n", "1 19.013749 0.190137 0.452046 0.0 0.081200 \n", "2 18.520633 0.185206 0.448904 0.0 0.105031 \n", "3 17.982474 0.179825 0.441062 0.0 0.073257 \n", "4 17.067954 0.170680 0.431750 0.0 0.047661 \n", "5 16.224522 0.162245 0.424208 0.0 0.057370 \n", "6 14.388149 0.143881 0.416055 0.0 12.812886 \n", "7 15.161723 0.151617 0.416075 0.0 7.156222 \n", "8 14.958632 0.149586 0.413811 0.0 0.185349 \n", "9 14.280874 0.142809 0.406907 0.0 0.203001 \n", "10 13.659684 0.136597 0.396632 0.0 0.221536 \n", "11 12.922650 0.129226 0.387619 0.0 0.177405 \n", "12 14.734882 0.147349 0.409647 0.0 12.751103 \n", "13 14.583817 0.145838 0.407173 0.0 9.824360 \n", "14 13.534659 0.135347 0.396866 0.0 6.527802 \n", "15 12.346741 0.123467 0.387245 0.0 6.533981 \n", "16 11.075675 0.110757 0.372435 0.0 9.820830 \n", "17 10.305164 0.103052 0.363450 0.0 6.525154 \n", "18 8.712969 0.087130 0.358987 0.0 28.426302 \n", "19 10.291240 0.102912 0.354695 0.0 10.696381 \n", "20 8.966882 0.089669 0.330098 0.0 3.748455 \n", "21 7.076233 0.070762 0.301951 0.0 0.107679 \n", "22 5.105511 0.051055 0.273603 0.0 3.295675 \n", "23 4.091959 0.040920 0.251653 0.0 0.077670 \n", "24 17.879150 0.178791 0.434066 0.0 0.088261 \n", "25 17.436885 0.174369 0.431139 0.0 0.092674 \n", "26 17.440173 0.174402 0.430284 0.0 0.130627 \n", "27 16.895233 0.168952 0.426003 0.0 0.125331 \n", "28 16.166238 0.161662 0.419513 0.0 0.187114 \n", "29 15.601723 0.156017 0.413256 0.0 0.086496 \n", "30 15.209541 0.152095 0.408921 0.0 5.798764 \n", "31 15.191022 0.151910 0.406897 0.0 5.778464 \n", "32 15.051352 0.150514 0.406201 0.0 0.118270 \n", "33 14.449131 0.144491 0.400141 0.0 0.176523 \n", "34 13.933704 0.139337 0.396482 0.0 0.218888 \n", "35 13.303738 0.133037 0.387096 0.0 0.138570 \n", "36 13.565137 0.135651 0.386640 0.0 0.105914 \n", "37 13.429876 0.134299 0.386370 0.0 6.238305 \n", "38 13.295092 0.132951 0.385120 0.0 0.129744 \n", "39 13.108608 0.131086 0.380495 0.0 0.207414 \n", "40 12.850538 0.128505 0.378895 0.0 0.290380 \n", "41 12.361162 0.123612 0.373341 0.0 0.150044 \n", "\n", " total_repetitions rap translation_completeness \\\n", "0 0.098853 0.753797 1.000000 \n", "1 0.081200 0.754707 1.000000 \n", "2 0.105031 0.754077 1.000000 \n", "3 0.073257 0.753995 1.000000 \n", "4 0.047661 0.753890 1.000000 \n", "5 0.057370 0.753139 1.000000 \n", "6 12.812886 0.549097 0.994704 \n", "7 7.156222 0.605472 0.994704 \n", "8 0.185349 0.742515 0.999117 \n", "9 0.203001 0.740697 0.998235 \n", "10 0.221536 0.738169 1.000000 \n", "11 0.177405 0.737574 1.000000 \n", "12 12.751103 0.545098 1.000000 \n", "13 9.824360 0.570632 1.000000 \n", "14 6.527802 0.607352 1.000000 \n", "15 6.533981 0.605671 0.999117 \n", "16 9.820830 0.564325 0.999117 \n", "17 6.525154 0.598890 0.999117 \n", "18 28.426302 0.448549 1.000000 \n", "19 10.696381 0.544479 1.000000 \n", "20 3.748455 0.624749 1.000000 \n", "21 0.107679 0.699184 1.000000 \n", "22 3.295675 0.612445 1.000000 \n", "23 0.077670 0.669051 1.000000 \n", "24 0.088261 0.747330 1.000000 \n", "25 0.092674 0.745525 1.000000 \n", "26 0.130627 0.745855 1.000000 \n", "27 0.125331 0.744784 1.000000 \n", "28 0.187114 0.741416 1.000000 \n", "29 0.086496 0.743789 1.000000 \n", "30 5.798764 0.619577 1.000000 \n", "31 5.778464 0.620707 1.000000 \n", "32 0.118270 0.740314 1.000000 \n", "33 0.176523 0.737049 1.000000 \n", "34 0.218888 0.733908 1.000000 \n", "35 0.138570 0.734876 1.000000 \n", "36 0.105914 0.720726 1.000000 \n", "37 6.238305 0.599988 1.000000 \n", "38 0.129744 0.723562 1.000000 \n", "39 0.207414 0.721256 1.000000 \n", "40 0.290380 0.717474 1.000000 \n", "41 0.150044 0.719746 1.000000 \n", "\n", " num_max_output_tokens \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 0 \n", "5 0 \n", "6 2 \n", "7 1 \n", "8 0 \n", "9 0 \n", "10 0 \n", "11 0 \n", "12 2 \n", "13 1 \n", "14 1 \n", "15 1 \n", "16 1 \n", "17 1 \n", "18 6 \n", "19 2 \n", "20 1 \n", "21 0 \n", "22 1 \n", "23 0 \n", "24 0 \n", "25 0 \n", "26 0 \n", "27 0 \n", "28 0 \n", "29 0 \n", "30 1 \n", "31 1 \n", "32 0 \n", "33 0 \n", "34 0 \n", "35 0 \n", "36 0 \n", "37 1 \n", "38 0 \n", "39 0 \n", "40 0 \n", "41 0 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "variant = \"rpp\"\n", "metrics_df = get_metrics(\n", " df,\n", " max_output_tokens=max_new_tokens,\n", " variant=variant,\n", " existing_metrics_df=metrics_df,\n", ")\n", "metrics_df" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cometmeteorspbleubleu_1rouge_lews_scorerepetition_scoretotal_repetitionsraptranslation_completenessnum_max_output_tokens
count42.00000042.00000042.00000042.00000042.00000042.042.00000042.00000042.00000042.00000042.000000
mean0.7365850.41813413.8364010.1383640.3939480.03.3242133.3242130.6806060.9996220.547619
std0.0186710.0426153.4432850.0344330.0430120.05.6062065.6062060.0812330.0011721.063872
min0.6712990.2903834.0919590.0409200.2516530.00.0476610.0476610.4485490.9947040.000000
25%0.7276310.40209412.8685660.1286860.3816520.00.1063550.1063550.6086251.0000000.000000
50%0.7426450.42708414.3345120.1433450.4031710.00.1862310.1862310.7224091.0000000.000000
75%0.7481800.44371816.0251090.1602510.4186530.06.1284206.1284200.7434711.0000001.000000
max0.7574980.47968419.0137490.1901370.4520940.028.42630228.4263020.7547071.0000006.000000
\n", "
" ], "text/plain": [ " comet meteor spbleu bleu_1 rouge_l ews_score \\\n", "count 42.000000 42.000000 42.000000 42.000000 42.000000 42.0 \n", "mean 0.736585 0.418134 13.836401 0.138364 0.393948 0.0 \n", "std 0.018671 0.042615 3.443285 0.034433 0.043012 0.0 \n", "min 0.671299 0.290383 4.091959 0.040920 0.251653 0.0 \n", "25% 0.727631 0.402094 12.868566 0.128686 0.381652 0.0 \n", "50% 0.742645 0.427084 14.334512 0.143345 0.403171 0.0 \n", "75% 0.748180 0.443718 16.025109 0.160251 0.418653 0.0 \n", "max 0.757498 0.479684 19.013749 0.190137 0.452094 0.0 \n", "\n", " repetition_score total_repetitions rap \\\n", "count 42.000000 42.000000 42.000000 \n", "mean 3.324213 3.324213 0.680606 \n", "std 5.606206 5.606206 0.081233 \n", "min 0.047661 0.047661 0.448549 \n", "25% 0.106355 0.106355 0.608625 \n", "50% 0.186231 0.186231 0.722409 \n", "75% 6.128420 6.128420 0.743471 \n", "max 28.426302 28.426302 0.754707 \n", "\n", " translation_completeness num_max_output_tokens \n", "count 42.000000 42.000000 \n", "mean 0.999622 0.547619 \n", "std 0.001172 1.063872 \n", "min 0.994704 0.000000 \n", "25% 1.000000 0.000000 \n", "50% 1.000000 0.000000 \n", "75% 1.000000 1.000000 \n", "max 1.000000 6.000000 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics_df.to_csv(metrics_path, index=False)\n", "metrics_df.describe()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Qwen/Qwen2-72B-Instruct', 'Qwen/Qwen2-7B-Instruct',\n", " 'internlm/internlm2_5-7b-chat', 'microsoft/Phi-3.5-mini-instruct',\n", " 'shenzhi-wang/Llama3.1-70B-Chinese-Chat',\n", " 'shenzhi-wang/Llama3.1-8B-Chinese-Chat',\n", " 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat'], dtype=object)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "models = metrics_df[\"model\"].unique()\n", "models" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# list of markers for plotting\n", "markers = [\n", " \"o\",\n", " \"x\",\n", " \"^\",\n", " \"s\",\n", " \"d\",\n", " \"P\",\n", " \"X\",\n", " \"*\",\n", " \"v\",\n", " \">\",\n", " \"<\",\n", " \"p\",\n", " \"h\",\n", " \"H\",\n", " \"+\",\n", " \"|\",\n", " \"_\",\n", "]\n", "markers = {model: marker for model, marker in zip(models, markers)}" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "model_orders = {\n", " \"microsoft/Phi-3.5-mini-instruct\": 5,\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": 15, "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_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " columns,\n", " titles,\n", " log_scales=[False, False],\n", " sync_y_axis=False,\n", "):\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(\"Repetition Penalty Parameter (RPP)\")\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(\n", " zip(labels, handles), key=lambda x: model_orders[x[0].split(\" \")[0]]\n", " )\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, -0.75 if len(columns) > 1 else -0.435),\n", " )\n", "\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"comet\", \"rap\"],\n", " [\"COMET\", \"RAP-COMET\"],\n", " sync_y_axis=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"comet\"],\n", " [\"COMET\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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kcfvHpw54zsVfOyMlRg0RG7R4WitLXDbbkydU0d4bzwjYtG08mVO9d/WubloLCNMptQGb2Lz1mffYsjeU9TmgxOVgQo2fv910ijl+/4uG4A2kBGzaC1viclBZ4mL+1BrTtiMUx6lIlLgcpke5P15avYefv7YtRzzoOvz8tW0cM7rikLtu9peDJWo1LSVqE1mi1LIeSajEElpe0WsI2Dyi1uqxLShq+65cva/oGB7OiXe+iMsh43YY3lV3zrohZt0OBbez730ei43bYmM7xplZdymyiHYpUsw839IJ1GxpF3m+AsERhBCbRUaxeKkEhx4LZ9Rz9rQ6UbijAPVl3v6NUjz86WPyjqc9X1YeufwYuiMJQnFDlPbGVHpjCUIxlaosEVsT8BCOq6anVku1WumNJYnG7cV2XlnXyubW/EW5Gso8vHnHWeb2df/vHbPYV4lLsYX+1gTctpzYZ97ZQUtPlF8uzRWaIPpsHgxkWTK8igc4HNsqavN6YW05tln5s1n7d3SE2dhHkTgraWEbPMAhyNlIEjZBahesFiFbSAhnvw5CJDsVkdZRCJHnKxAc2QixWYQcbl4qwcFDkSVOmlAFPVtAeL+HnLTny0q6/+lA+P3nTzTXdV0nkjCEZ280aQtlBbh5/kRaeqI5Oa69MZWKrFDliEWohuIqobhqelvryzw226ffaWLVjq4+zzPdZ/PBlzdQX+ZldKWP0ZU+Gsq9Zs9ZQfEzlKJ22ZZ2Lv/FW/3aPXrVscwcVU4s5VmNJVViSUPExpKasSQMz2wsPWbZl7EzPLvR1Gv2Puvc6aJjug7RhGbz6B4sZIm8HllPHx5ZdwEhnC2APRYBbBXJ6X3FHLYs8nwFRzqLFi3iBz/4Ac3NzcyaNYtHHnmEuXPn9nvc008/zeWXX86FF17Is88+a44Xeqj1/e9/n69//esAjB07lo8++si2//777+f222/f9w+yHwixWaQIL5VAcHgjSRI+lwOfy0FNIHf/RceMHPBcL91yGrGkZgpXqzjN/l1aOL0OtyLz1rbCLZLSPP/+HnZ0hM1tWTI8xI2VXsaP8PM/n5hp7gvFksOWfyo48MwdV0l9maffCsYH2xuu6zpxNS1ic4WoKVATGQGbTwBHE2re4/OKXMtxaTQd04MMByZUuRCKLPUZtuweSNhyHiFcaJ/VW9zXv7Wq6dzzfN95viKCQlCIwyH0+plnnuG2227j0Ucf5YQTTuChhx7inHPOYcOGDdTU1BQ8bvv27Xzta1/jtNNOy9m3Z4+9f/uLL77I9ddfzyWXXGIbv/fee7nhhhvM7UAgz43GQUKIzSJGeKkEAsFAsOYaVvvdfdreOG8CR48q560BeKmOG1PO5Fo/OzrCNHVEiCRUdnVF2NUVobnb3kv3yl++zcaWIKMrfTSmPKHmUuUTbWgOcawVjCXsddPTt38DqWA81EiSlBJECnj6tx9K0mH1Vk+sTaz25ZHtx1ubLZKjCfv7xNWM0FU1PdWm6uD3vXUqUo5H1pXyusYTqhE6W4B0BMVX//Aeoyt9KLJstiBzyNZXOdVmTM4aT1Xdl2WzQn3u8bJZ9T7nWFlGUYztdPu0gea8Cw4sh0vo9YMPPsgNN9zAtddeC8Cjjz7KCy+8wBNPPFHQy6iqKldeeSX33HMPS5cupaury7a/rq7Otv23v/2N+fPnM378eNt4IBDIsR0uhNgUCASCI4yBeql+cOlsUzzouk5bbzwlPMPoWUfu7IwQjqusbw6yvjlo2zemyseSr883tx/+1yZ0dJsgHRFwC69okbNwRj0/u+rYzE1girpD8CZwKLC3/ilczOxAoGmGRze/KM323No9snbPrUXIZoU3RxMqcYuYTh+XUDP/7ydUnYSapDd/jbQB8ex7u4fgLzI0SBI5QjUtQvOK1ZTATYtVqwC22ucenyucbfuU3H39HZt9TgXnzvM5ZJmczztcFHvodTAYpKcn01ve7Xbjduc+5I3H46xYsYI77rjDHJNlmQULFrBs2bKC8997773U1NRw/fXXs3Tp0j7PpaWlhRdeeIEnn3wyZ98DDzzAfffdx+jRo7niiiu49dZbcTiGR/YJsSkQCARHGPvipZIkiREBNyMCbuaMya3V+sbt89nVGTHF6A5ziTA6qw3Nb97aTltv3DbmccqMqvBx/NgK7r/4aHP8o/YQ1X43JW7xc1UMiBSP4kCWJTzyge9xmw9V0wt6Z60hyR/u6ubhVzb1O9/CGbXUBDwkNR1V1VF1HVXTjW1NI6latzNLUtNs433uVy37U/PnQ9fTAloHDn7ub7GQLbplyagSX8hDnFeMW0S3KcaVwqLb6LkOTy3fUdSh19OmTbNt33XXXdx99905dm1tbaiqSm1trW28traW9evX55379ddf5/HHH+e9994b0Lk8+eSTBAIBLr74Ytv4l7/8ZY499lgqKyt58803ueOOO9izZw8PPvjggOYdasSvt0AgEByBDLWXyu1QGD/Cz/h+wmXT/VGtgnR3V4RoQmNzay+1pfYnxJf8bBltvTGq/S4aK300VmS8oZNq/Rwz+kA2KRHkQ6R4HNkocjrfvG+7+VNr+MO7Tf1GUCy6Ys5BFw66rucVqklNQ9PIFbKqZb+u5wjgtDBW8x2r6aiqRlLTjWOzxK8pqjUdLe85ZUS3eXzWOeUX24X3W9fz/32KU3SnQ6+Xb+swvoOGgbVr1zJyZKamQj6v5r4QDAa5+uqr+cUvfkF1dfWAjnniiSe48sor8XjsOQS33XabuX700Ufjcrm48cYbuf/++4fsfAeDEJsWFi1axKJFi4jH4/0bCwQCwSHOcHipJEnipvkTbWMJVWNPV5QdHWGcSua9Y0mVpGbc6LT1xmnrjdsq6Z40vspW4ffLv19FqddhCtLGVL5oqefghjgKBILizfMF43vIoUg4Dr5juKjIFt2qni2E+xKy+b3OhY61i2ktr+je2BLk3+tb+z3v1mDhXOADTSAQoLS0tF+76upqFEWhpaXFNt7S0pI3l3LLli1s376d888/3xzTUr9/DoeDDRs2MGHCBHPf0qVL2bBhA88880y/53LCCSeQTCbZvn07U6ZM6dd+qBFi08JNN93ETTfdxM6dO2lsbBzu0xEIBIIDTjF4qZyKzOgqQxhacTsU3vv2x+iOJGjKCc8NM2tUuWkbTag8937+3K9yn5NzZ9bbque+tbWdhjIv9eUenEXcOkIgOJQReb7FTbGJ7mVb2gckNmsCB7ka2D7gcrmYM2cOr7zyChdddBFgiMdXXnmFm2++Ocd+6tSpfPjhh7axb37zmwSDQR5++OEcXfL4448zZ84cZs2a1e+5vPfee8iy3GcF3AOJEJsCgUAgKGrKvE7KRpYxY2RZn3bfv+RoU4g2dRritK03Tlc4QdJSvTOaUPn0z41qvIos0VDusXlDjxldzskTBhbGJBAI+kbk+QoGykCL180dV3mwT22fuO2227jmmms47rjjmDt3Lg899BChUMisTvuZz3yGkSNHcv/99+PxeJgxY4bt+PLycoCc8Z6eHv74xz/yox/9KOc9ly1bxttvv838+fMJBAIsW7aMW2+9lauuuoqKiuFJOxFiUyAQCASHPB6nwqeOz41ICcWSNHWGcVm8l53hOBNr/DR1hIklNZo6IjR1RHhzSzsAl84ZZYrNaELl4v99k8ZKr5krmm7tMrLCa7TcEAgEfVIMERSC4qeYQ6/3hcsuu4y9e/fy7W9/m+bmZmbPns1LL71kFg3asWMHsjz4yJqnn34aXde5/PLLc/a53W6efvpp7r77bmKxGOPGjePWW2+15XEebCRd1/NnBx/BpMNom5qaGDVq1HCfDlxwATz33HCfheBQQlwzgsFyBF4zmqaztzdmeEPbDW/ojo4wp0yo5pI5xnf/lr29nPWjJXmPlyS49uRxfPt8ozphPKnxfx/uMcVotd91eLdzOQKvGcF+Iq4ZwQCw9dlMMdx9NotOGxxCCM+mQCAQCI5IZFmittRDbamH48fmD8uqLfXwxGePY0e70cYlHZ67oyNMOK5S5s0UH9rZGeaWZ94zt71OxfSINlb6mD+lhtMnjzjQH0sgEAgOaUTo9eGFEJsCgUAgEBTA73Zw5tTanHFd12kPxZEtnsuEqnPi+EqaOiLs6Y4QSahsbOllY0svAKUepyk2t7eFuPSxZTmhuY0VXkZX+agNeIa1sbpAIBAMJyL0+vBBiE2BQCAQCAaJJElU++39yqbUBXj68ycBRkjt7q5IpmBRR5gTx2dumHZ0hNkbjLE3GGPFR50583/lrEncevZkANp6Yzy7aldGkFb68LvFz7dAIBAIih/xayUQCAQCwRDjcsiMrS5hbHVJ3v3Hj63k+ZtPtbVySYfn7uqK0FiZaQOzfk+Q77ywznZ8ZYnLFJ+XHdfIqZOMgkZJVUOSpAMabqZquhHeVjqBmi3tIrxNIBAIBAURYlMgEAgEgoOM16Uwc1QZM0fltnNJqhqqpXaf3+PgP46uN8VoZzhBRyhORyjO+01dnD4p06bl7W0dXPPEckZWeLPCc43X8SNKKNkPr6itcMeoBfCLt4a9cIdAIBAIihchNgUCgUAgKCIcimz7cZ7dWM5PrzjW3A5GEzR1RExv6Jwxmd5pOzrCJDWdj9rDfNQezpn7+5ccbbaIWd/cw19XZsJzR1f6aCj34nLkL8X/0uo9fPG3K3P63zV3R/nib1fys6uOFYJTIBAIBDaE2BQIBAKB4BAi4HEyrcHJtIbSnH2XHdfIGVNGpKrnZkJzmzoNcWoNz31vRxePvbbVdrwsQX2Z4RW99ezJZvP07kiCb/9tTd5G6zpGD7x7nl/L2dPqREitQCAQCEyE2BQIBAKB4DBBliXqy7zUl3k5YXzfFRwn1fr57MljLYI0TDShsasrwq6uCF9SNdP2fxdvpjUYKziXDuzpjrJ8W4dRQVIgEAgEAoTYFAgEAoHgiGTOmErmjMn0F9V1nb29MVN8HlWf8Zzu6ooMaM7WYJR/r2/hr6t201jhpTGVL9pY6aWh3ItTyR+iKxAIBILDEyE2BQKBQCAQIEkSNQEPNQGPTYQCXHnCGP7+wZ5+56gJeFi2pY3n39+dsy8dovvoVXPMwkg72sPs7Y3SWOFjRMCNJIkQXIFAIDicEGJTIBAIBAJBn8wdV0l9mYfm7mjevE0JqCvzMHdcJT6Xgt/joKkjQlOnkTe6szNCLGmE6JZ6M7cef1rRxE/+vRkAt0NmZIXX9IQ2Vvi4ZM6onH6mAoFAIDh0EGJTIBAIBAJBnyiyxF3nT+OLv12JBDbBmfZF3nX+NBRZYlZjObMay23Ha5pOW2+Mps4wI8u95rjbqTCqwsue7iixpMbWvSG27g2Z+8+ZXmeKzZ+/toVnV+02hejoqkyI7qgKHx6ncmA+vEAgEAj2GSE2i5xN77bweu0NnLailYlzaob7dAQCgUBwhLJwRj0/u+rYTJ/NFHUD6LMpyxI1pR5qSj228ZvmT+Sm+RNJqBp7uqKmJ9R4jdBgEabrm4Os3dPD2j09ed9jydfPYExVCQBvbmmjqSOcEqM+6ss8OES+qEAgEBx0hNgsYsI9cV793Qbiso9Xf7eehknl+Epdw31aAoHgMEM81BIMlIUz6jl7Wh3Lt3XQetd3qLnnm8wdV7nf7U6ciszoKsNbWYhbzprMeTPrU2I0YnsNxZPUlWWE7J9X7OLPK3ea24osUV/mMT2hd547jTKfE4BoQsXtkEW+qEAgEBwAhNgsUnRdZ8lT60nEkiBJxKNJlvx+Ax+/ceZwn5pAIDiMEA+1BINFkSWjvUnPFjiIbU4KiVFd1+mJJHE7MmG0R9UHOH3yCHam8kXjqsbOzgg7OyO8tQ3uu2iGaXvnX1fzwoe7GVXhy6mgO6rCx1H1paJ3qEAgEOwjQmwWKZtXtLL1vTZzW9dg66q9bHq3hUnH1Q7jmQkEgsMF8VBLcDggSZLppUzzudPG87nTxgNGvmhrMGaG6Lb3xm3CdGeqv+jm1l42t/bmzL/+voUosmH/m2Xb2dERzhGkIl9UIBAI8iPEZhGS9jTkY8lTGxg5uUJ4HgQCwX4jHmoJjgRkWaKuzENdmYfjx1bm7P/N9SewpztCU0eEHWa+qBGiG09qNiH5wod7eGtrR84cNQE3oyt9PHPjSaYXdMveXtwOmfoyr/CMCgSCIxYhNosMm6chD7Fwkqfve5uRkytweR24vA7cXsVY9zgsYw5cXsUcUxyiMIJAcKSj6zqJmEoiqtLTFmHxb9bntVv8m/X4ylwEKjw43QoOt4LDKXLaBIcnLofMmKoSs7hQX1w6p5Fp9WW2li69sSStwRiATVR+86+rWba1HYcs0VDuNbyg5am2LpU+LpjVIP6fEggEhz1CbBYZHbtDNk9DPiLBBJtXtA5qXsUpZ0SoRzFFqcuy7Ta3U0LVOuZ1iJtNgWAY0HUdNakRj6gkYkniEZV4NEk8qpJIvcYjSRIx4zUeTZKIZmxs+2IqeZskZpGIqTz7o1X2QQkcLgWnSzYEqEuxvTpdMg63gtOlmK/GfhmnJ9+4Zb9LQRKeH8EhwCVzRnHJnMy2rut0hRM0dYYJRu0PiSUJXIpMXNXY0RFmR0cYaAdgRMDNhbNHmrb/9acP2NsbY3Slj1FZeaMBjz1EWCAQCA4lhNi0sGjRIhYtWkQ8Hh+2c6hsKGH87Gq2fdCGruXulySobgww5YQ642YyYiyx9A1oxDIWVUnGVADUhEYkESfSs++fTZYlnF4lS5QawtRt8aq6LF5Vtzdr3C1uKgVHBpqqGWIvLf5SYi8eyRKDVnEYsQjIaEY4auoAFOJgyG6UWADFIaEmU4Y6JGPGd0okmBja8wEczmyxKpteVbtQlfMIXQWHW84VtKl5ZNHyYsgRFYwNJEmiosRFRUluastTN5yIpum0BKM0dURsLV18LnuO55tb22jqiOR9j4k1fv512zxz++W1LTgVicZKHyPLvSJfVCAQFDVCbFq46aabuOmmm9i5cyeNjY3Dcg6SJDHviqk0rV9GIqrm7Hd5HfzHzbMGnLNp3vCmPB6mME2L0uwxm4DN3CTrulFkIRZKEgvlD/Ed2AcEl9viWfVkQoGdXodNtLq9Cs4swer2OnB6FRRx81gQcRO47+iaTiKu5vEiZgnCPjyM8ZhKIpIkmcjztGg/cboVMxLB6baEz3uM/1dy91nGU/9vOT0KikPiHz9fXfihlgzjZo3g4zfORNN0knGVRExNvWrmdmZMJRnXjLG4IUgzr1qWXerYuGY+DANIJjSSCY0oQy9kZYeU41HNrNtFqk3UFvLUWuY5ElMURAXjgSPLEvVlXurLvMwdl5svmuaBi49me3vIEKXpnNGOMJ3hBAGP/Vbtvr+vTXlJDWpL3TRW+BhdaVTOveH08eY+XddFRJJAIBhWhNgsQnylLo46qZ4PFu/M2TflxLpB/ajLioynRMZTsu9hOOk8L0OEGjfYsYjVi5pnLHVTbh3TVB10Ul4bFTpj+3xOjlRYsDUU2J21bc9fzQ0PVg7DsOAj8SZQ13XUhJbrJUyHkNo8hVnCMGr3JCYGGGY6GBSnnCv60tvpa9Xcn7FxehVc7kyUgHOIowLmXTGVnRveIh7JfXjk8jiYd/kUwLhZdqXObajRdd0QmTHVIlQ1m2DNEbWp/bkCVssRunrq31JL6sSSSWLh/XhQVgBZlkwPqsNt9bT24XHN8tDaxW/mOKUIez+KCsYHhlMmVnPKxOqc8d5Ykp5I5gGMrutMqy/F61Ro6gwTjqu09MRo6Ynx7kedzG4L2cTm2T9+jYSq2SrnGiG6XkZX+qjyuw/K5xMIBEcuQmwWIeGeOOvfas67b92be5h8fC1lI3y4vMpBCQ+TJMvNZsW+z5NMGB6jtNfUHvar5hkzPK4Ji5BNxrXUXBrJRJzw/oQFK1L+/FRLeHAmzzV/iPBQC4D94VC7CVRVzfScZ/INs8NKM57C9EOKRDTzMCMeS5KIqGja0CpESZYs3kAFp0X0FfYiGl5Dl3Wfp3i98L5SF2dcOYV//nJNzr55V0w5KA8pJCnlcXQpeANDO3c61zWfOLV6YjOe1own1ip0c9eN/elrTtP01PfV0J4/GGkTgwojzhmz59Jm58rui5AVFYwPLn63A787c6smSRKPXm0kjeq6TkcoTlNnJkS30pf5/1bVdD5qD5FQdT5qD+fMPauxnL/ddIq5/dC/NuJ3O2isNLykjZU+23vvD6qms3xbB62lE6jZ0s7ccZWiQq9AcIQgxGaR0V812kRU5U/fW2FuO9wKV91zIiXlxtPJtW/sZteGTkMg+Ry4vU7cvpSHz+egfkIZjlSuyMEOr3E4FRxOZb9uYq0Cxe5JLTxmF7eGiEEHTdWJhhJEQ/sRtieREaz5clSziy/lLcg0NA8NDsZNoK6lvNzR/OGl2Z5FuxfRvk89EGGm2Z7DtIfbbYRp53gWs8JL0/sOR693DovvZ6KksHn2QjOcNh0+Oyn0JCxWYf4dw32W+4wkSeZ3joehL7CiJrPDgwuEEefxuCaywpHtgldDTRr/b+i68Z2fL6ViKMgOCbZ5WvMUfNJ1nRUvfZR3rld/u57qUX7KRnhFjuxBQpIkqvxuqvxuZjeW5+yXJVjy9fk0pYoTNXVG2GnJGx1T6TNtVU1n0eLNJLLywyt8ThorfZw2qZqvnzPVHG/qCFNb6sE1gDDyl1bv4Z7n17KnOwqjFsAv3qK+zMNd509j4Yz6ff8DCASCQwIhNouMgVSjtZKMqTg9meIAzVu62bi8paD9Z/7nZAKVhv0bf97MmqW7caeEaEagGstx540zhWHHnhChzlhmv8+wPdheG0WRUfY3LDglmGwCNEeUWsajySwha4xrWiosODUO+xEW7JILilK7dzXfmAM1qRbuzfq7DdSNK0VxKjlVSwvlG+aEnab3HYCbXodTzgi9rHxDm7cwy8OYEYepfaKi6eCQFaTF32XeSQ52bjiOeDiBy+Nk3tiXYfF3Yf6dw32GRY3iMMJc2Y/vokJoqpbxsOYI2IGHESeyPLXJmGrLJU7GtVS0yP7nycajKk/d/TZg/G2c6fBwd+r/2/R66kFPOv84d7/d1uV2IDukw//hzwFAkoyWKw3lXk4YX5WzX9czwjKe1Lju1HHstOSMdoYTqaWbRosw1TSds360hISmUVfqobHCx6hKbypU18fUugAzRpYBhtD84m9X5mQnNHdH+eJvV/Kzq44VglMgOMwRYrPI6Lcabcrz8LHPTScRUYlFEjjdGbE5aW4tFfUlhjgKJ4lFEsTDhlCKhZO4fZl/8ng4aVaXDHXlCqVjzhljrq99Yzfv/6spx8bhknF7HVx027GU1xo/Rlvf20vTug67ePU5ze3KhhKcruGrnifJkinY9pV0nqBNgGaLUotnNSNk7WPpGz/jpi9OuHvoKyHHIkl+feeyIZ0zXZnYlmOYFsOmFzGPYLSEl6bHizXM9JBG1yEZhUTEWNLr1tcRU+GoC/Etu4czRn+B19efxGljl+NbtghmfBIa50LTO+DygasEnCXGutNnxHcKDhiyIuP2Gt+tQ026CFbBMOJYfk9tsDPKtgE+CFWTGmqvRrR3aIo9ybJkiNRsMerO5DNnxK0jY5uz37FfIcSHG9a/gdelcMfHj7LtD0YT7OyMsKMjTKWl2m57KI4iS8RV2NMdZU93lOXbM8edO7OO/71yDqqmc/dza/OmwesYRbHveX4tZ0+rEyG1AsFhjBCbRUa6Gm1/hTsURUbxy3j89qfqjVMraZxauOKdlVMuncScj48hFs6IIXM9nLTN7fU7qRpZkhKwSdPDlRZJijMjGPZs7mL1kl0F3/fT35pL1Ug/ACv/+REfvNKEKyVGrSG/bq+DGfNG4q/wABDsiBLujttshqsSpCRJOFxG2FlJ2b4XWFBVLfXQILsK8MCrBscH4W3MCS/NCicdqIexGAuXFDWaZgi8bNGXiEAyAologdc+xGJfNsnooE5vUvejTKp/FDpSA6v/ZCyFsApPl7/AeklKpOZZL7RfcQkhe4CRzIJPgztO13VeeuzDPh+Ejj26mjOvOsrIpY6mhGs0lVudXo9a1lOviZS9sZ3Zn34Yp2m68dsT3r8IEvNcJTLhwh67VzXjUc2/35X2zlqFbBHl7g8lAY+To+qdHFVfahsfEXCz9t5zaOuNs7MzbOaM7kyF584aVQ7A8m0dNPcU/i7SMcTq8m0dnDShCk3T+de6FqOA0RDmiwoEguFF/J9chByswh3pcNmBMGfhWOYsHGtup1uqpMWpryxzTo3TKnG4FZtH1epptXpXIz1xQt3Gko9Jx9fiTxUl2vDWHt5+bpttv8Mpm97Ts6+bzojRRpWRXRs72bG2I4+ANXJY/ZVuHEXQm6zQQ4PBoKkaLz76IR+taS/Ym3XMzCrO/cLRh+UN0T6hafsh8rJF4gBs1P2/Qd5nZAc4vOD0WF494PQai8MLm/5hJPlKEow9DeJhSIQh3ptZT1gKjCRCxjLUSEqWYE0J2HzrzpRALbheYrdVxM/d/jCQB6FnXDEVj9+5X99nVtLhxOlQ/0RMta9bxax1vyli7eI2kWq1o1urog9RNInDJRcWo6lwYLvHNVvcOizHHZzif/uDJEmMCLgZEXBzzOj8lQNbgwN76JW229sb4/O/ydSkSOeLpsN0T5lQzemTR+z/yQsEgoOK+PUtUibOqWHzuy25hTuKpNpfXy1VRk+rYvS03PyQfBzzsTFMnltnePZSYjTtPY2H7SJWcSr4K93EwxlvXjKhkew2wk+tQmrP5i5WFihkAfCJrx5DwyTjB3Ldm3tY9c+PbB5Vq6d14pwaSqu9AER7E0R642ZYsNWjO1zIisz88f/kt+tmkdBy/5d2OZLMH/dPJHnWMJzdANHUvsXdgD2B0QHYREAd+nDlASM7UyLPkyUAU69OX0YM2l4HYuPNFZL9iawl34eNL4ImgawbYnPeN3LtNC0jOq0iNB4ylv7W+9qf/vfQVYh1G8tQo7gHKVizwocLrR9BYcUHu4LxUIcTp0OIEwXEqLmeKoKWsHha0/nrtv3RpNleJx3lM1RFidN5r5ncVkfG42rdLpD3mhG0mX6wBzsapSYwMPd52q43lmTmyDKaOsN0WfJFP9hpfB9omm6KzdZglAseeYPGVK7oqFQ7l7RXtK7UI0JzBYIiQYjNIsX2FDlduCPV9+5wwlfqGvANyjFnj+aYs0cDxo9OIpq0CdOyEV7TtmZsKUefOcrmXc0I2iQub0Ykh7qidDbnloVPUze+1BSbm95t4bWnN5r7FKds856eeukk6sYbhRH27giyY227LV/VauvxO4csX9Hn0znK+SIfJM/P2TfF8X/4fA2DmzBb/O1TuOcgbIZT/CmuXI+f7dWX3yvYp00fr8XkYVvyfVj8XTZN+CGvv1bHaac3M3Hx14x92YJTlsHtNxZqhvY81IRFhKbEbM76AARtPGx4XONp+xCmu1+NQSQGkc6hPXfoI6y4j1DiQzGs+BCvYCxZe8aW7f981h6/hgi1hgMb2/Gomut1zfbQpoVvLImWNNTrcOW9mttDkPc6d1wl9WUeowptAerLPMwdZ6T+TBjh5/kvnQoY+aJNlmJFOzsjnDwh04e0qSNMc0+U5p4o72zP/X/6htPGced50wDoDif47dsfMSotRit8VPtdIhVEIDhIFNFdjyCb9FPk1x9bzmlXnnBQ+t4dKsiyZIg4X/5wrcF4V6eeVE/9hPKskN+EKU7TOaNg3Fy4vA4zjExNaIQt/T41NRPH2ry1m7ee3Vrwfc/94kzGzTKe0m7/oI13X9yeV5S6fU5GT6s0BW8iphIPx3E74zjUXogFCdeezvpEF5myC+YZsyF+NnPaluJ79j8HHhKqDc0Nzj6huPsWbKZXbyA2fXj+0q/y8IdTDwspoRk+6S5efWkKcTnBq6um0HDOXfgW32PY5PNwHggUJ3jLjWUo0XVIxjLC0xSjA1kP24+zzXGEhhWLCsY2rLn7Q0W6pU66VVS+vNfs/fF03mu2B/YA5r2Synt15XhS7Xmvl1VX8FDXHvMYk5RH+D9nj6ZrTwjFKZsVnhWnjNchc1R9gGkNpTlvDTCtvoxnbzrF7C/a1BFJ5YyG2dUVsVXP3by3lx/8w16t3etUTPH5qeMaWTijDoCEqhFJqJR6hr7KtGDwbHq3hddrb+C0Fa1MnDPEDzkFBw1Jt9a+FgCwc+dOGhsbaWpqYtSoUcN9OnDBBfDcc8N9FgILOZ7VlFBtmFRuhhY3re1g4zvNeQowJYhFVD5xXQ0NDXGI9fDh8givvVq40NC5E//EON8qiPawoX0G/2q/EQCZBC4pRFJ3k8SD/dfcPFvKlD1M9CxDJoksqcioSJLKGPdKKh07AQiqVeyOz0BGRZaSSGjGukNGVhxU+Dop8cTA6SUuBQhqtcgOJ7LLhexMLS43ktOF0+NCcbvzh3X25/mThz80+Yhg8f3oksJL63O9VB+f+qLh3S5iL9WwUzCseIAhxgMJKz6Q7GtY8eZ/w7q/san2G7y+aianzd3CxJ13wxl3wBm3H/jzFgwKLdXqK184cLyQmM3enyVuB8tGp8or3ji9lq/2gAZnRlxMTvQt1GWHlBGhKSFqrGfGHU4Z2dwvISkSkiLjToUP74rF+fueDlqjCVqjcdqjCVuF3K8cP5bLjm5Adsisa+/l2j+9R6nHwagyrylIR1f5GFNdwrSG0gGHBwv2j3BPnN/dZUT3uUucXHH3icPqdCk6bXAIIcRmHorughJiszhQkxDrSS1BiKZe02O2bev+bvu2lkDXDVEoScb/fj3qCNoS44jrJcS0EuK6j5hWQkwvIa6VcLz/Gaqd2wFYEz6bJT03orP/T9MXnKsxZaYhCrduknjxmcK5cmdcOYXpp40EDCH93E/eK2h7yicnMnuBEfLcvLWbv/5wJbJi3ATIioQsS8iKjCxLHPOx0cw8w/j/rKslzMtPrDH2WWyl1OuEY2uYcoLxBDrcE+ft57eipPen5ksfVzuu1PRuJ2IqG95uts2ZtpcUidIqj1khWVM19u7oNW0lWbLN63Qrpkdd13U0TTfmOQRDsja925I3/+5jn5teNPnhRyQHI6z4QOAuA28ZeCvAU57yVqfXK7K2LevuQHGFCwsKki/vNTtcOJ372tMWYf2yZgA0dHY6NEKSTokuMSopI6cejrq8DiMkOamZYcQHkiQ6QVmnS9bplnUakzJVmqGENzhVnisp/LBnQczFiZIbxSHTrugslaJUKQpVDgfVTgcjXE6q3E5cTiUljAuJZUMY54ylhbRTsR/rtL5Kh31F+Ozq1+aD0BtnDts5FZ02OIQQYbSCwx9NM27QcoTgIIVjcqhKP6Tuq9wBcJeCO0Cpp5RSyzae0tR6evs7pv10dynTXAES+IglHETDSZY+s5HmLd3kfXQkQVm1lzEzqtBUQxxpqoam6ZTNGAXjjOQlT7SLxmnbjX2qjqbq6FraXrcVg5Jk8Aacpl3aRteME5CVzI9g+r00Tc/bOz4eTdrWWz8KFvy7pQUhQCycYO3S3QVtZ53VaIrNaCjBkqc2FLSddloD86+cmjoHlT99792CtpPn1nL2ddMB0JI6j37pVcD4N5UVGUmRUFIidezR1Zz1mUzvuqfvWw4SNvGaXq8ZU8qJF00wbRf/dj2aqpnC2CrUy0Z4TeEPsPq1XahJzT5vSkx7/E4aj8q0Q2re2o2m6sSjSRb/Zn3ez7jkqQ2MnFwhQveHi4MZVjzgEOMs210rILuDYrq4U9eOwZ2XpBQWommRmlewVhgREYKDxmDyXnVdJx5Jsu2DNmRNYnTS/oA0n4DQNR1V1VCTRj6smkwt5rqeZyy9nnXMQI5NWMYTGsckNabGXbSrKh2aSrek061odKfEaXkCYknjN2u7M8n7JQnQMH7bUrcIsg4BTWJe1MmUlOc2LOl0yhplmkyJDlLeKKTBkeP17UukWsVtjsCVcj3EKRtH6rj0uCNLGMsOyThuiKsnb17RylZLX19dg62r9rLp3RbxIPQQRIhNQfGSbkxfyENoCsHuAh7F9GuQnJui/cHpswlFQxgGjKf6tu1CwrHUCEvbj3BRCXCllkAVLPz8TH5356vEEzJgnVfD7dC4+Otz+hUODRPLueDLswf0/qOmVnLdD07LGU97+qw/o7Vjy7jm/lMyojMtYlNCtaQ8Ez5cNsLLef95dI4oTtuOaAyYtp4SJ3PPH2cXu2rmmHShJjAqO46fPSJnvvSxpVWWG1YdAlUe2znolvewCWktc13pupFvRRLS8jlhEdK6rtO+q7fg31TKuh42Lm8mGc/vhWqYVG4Tm8uf30okmD/PdsTogE1s/vPxNQTb+25JEI8mWfL7DciyRKg7ZsklNloHuX0OfKUuJs+tM48JdcdQHDIurwNZVIEsTiQpldPsAQaW056XJd+HXe9mKhjPux2O/xxEu4wCTJHUa7Qraz21z1zvNEKGdRXC7cYyWByewkK0oEhNjRdTsa7DkIH2DbcdI0s4ZAWHE/DmHHLQ0dTCAndza4jGrW3s7okaS2+U1nCchKbTrejMOLme4yoDqEmNpXu6eGqz8XDUJUlUOR1UKQ4qFYVKWWa6w00lMkmL+NVS75NMvWe211dL6mhJlQSDD20eaiQJU6DKjrRIlQsLX0cer27KXk3qrHo5/wMr8SD00ER80woODGqiDyFYyKMYzPUqark/UPuM7LQIwUGKQ+t+pfgKB/hWPcQZvlf5Z/fXsvbIzPP9CN+q9w5KsRdJMrx6VhSnjL+icD6qFbfPydijq/s3BLwBF8efN25Atr5SFx//wsDCbzx+J5/57skDsnW4ZD734Gk2wZsW06qq4XTbn+RfeOsxuZ7j1LHWNj8AJ144wbjBULNEt6ZTWmW/Cxs/ewSxSBJd1VHNeY1jymt8Ntt0oam+BGf6KXJJuYtQV/6QstJqj01svrDoA/buMLzSLo9iE6f+SjdnXzvdtN2yspV4VDWFq7UYlsutiH6wxUyqsBTz74QfvQ5fPdXYlpXBf8foulGQLK8Q7epDpKbWdc14INnbbCyDxRVICdFBhv66S0XY7wA52O1yhhojpYOc73KA6lEBTjy2zjamaTotwShNHREm1/op9xmfb9eqXTTs7WBPT5S4rrMnnmCPJdTn3Kvn8LHpxlz/WtvCj/+1kcYKn9HaJd1rtMJLQ8CDU5JMAZpetKRuH8vn9c23L6mjJtT+vb55jtOzHrYmE5pZkOpAkX4QOpzhtILBI8RmMbL4/sI/3Eu+f2ALd2gaxIMDCy3ty6s4hCGnIBUWfv16Fcsy2w734XuDoKlM/PgZbF5fnduSYOp845oRDDmSJBWsiJzPdtSU/M3P8zHrrMYB256RCgEeCBfdekxOPkw26Wtn1pmjiAQTZhXLWCRBPJwkGk7i9ds/t5rMTBSPGsVFelNVL0ur7aGOK176yBSm2Xj8Tq7/YcZr/safN9OzN2Kr0pzuh+sucTJ2ZubhhJrQkB2HZv7sIYFVaM77hiE2079Ti79rvA5GcEpSqvCQD0oH254p9VuVT5QW9Kp2G+uxHmOOeNBYBtvWVZLtHtLBeFWd3sP3d6gAxd43fCiRZYn6Mi/1ZfYHghcdM5KLjhlJPKmxuytiVtBNt3aZVJuJ2tnU2sua3T2s2d2T9z2e+OxxnDnV+NttaA6yamenKUjryz04hziktRB9eX3VhG4Tw7kCN8++hEaoO2YLn80m/SC0fXcvVQ3+gnaC4kKIzWJEVvL/cFt/6LNJPyEu5EEciFcx2mP88A4lTl8eYXhwQ06PCObfgQTMOzae25u1VDwBFNgZaHjbYLwOl3/7BNSkZlZmTovTWDiZE1bbMLEcb8BpaTVkVGtWExouj92DsGtDZ0Fh6i5x8LkfnW5u/33R++za2JXTQsjtdeD2O828XIDdm7qIR5NmH1y3zzjG4Ty8C2/sF5qaEZpW0tsH86GWLBsPEz1lUDFmcMeqSeNBaV+e00KCNRk17ngjHcYyWBR33+G9fXlVizCqZiAcKX3DB4LLITO2uoSx1SUFbS46poHJtf5UW5eI+bqzI0wwlqSuNCNkF29o5YEXM7n3iixRV+oxPKIVPr5wxgQmjDBEWTyp4UgVvBsK+vL67isDfRAqhOahhRCbxYj1SXHbRqjdAU8shB3LoGa6UZjhiY/b8xhjwQMYcpoSf4P1KrpLRU7MQUb0ZhUMlAMR3qY4ZLwBF95A38ee+qlJeceTCZVkzH6HMfc/xtHbFTN636ZbDaVeHU77Q6hYOImu6URDCaIhew6r2+ewic13XtjGzvW5zeBlRcJT4uSz3zvFFJ3v/WsHnS1hu3j1OU1BWzu29MgI/bVE1OT0vztYPVmHAsUBJVXGMlgSEYsw7RqcYNVVUGPQ22Isg8XlzxKi5QMrqOQuG74HtqlILd+8b+T+Nh3oSK1DlHyeUTCEWHckgd+dua9qKPcyb/IImjrD7OyMEE9q7OqKsKsrwlt08NlTxpq2/+/NbfzwnxuNdi7pEN0Kn+kVnVTrx+Mc3r7T+5LnKyh+hBIoVqyCcySwY5ux3brGWAoi5ReGIuT0iGHScbVMuvcXMOf84T4VQZFTbOFtDqeCI+tmZ6A5vACf+NqxhhANp/vaJkzPaXal5vIaX454TefQqknN5t38aHV7XmEKxtfkFxfNN7dffmINTes7c0J+XSkP6twLxqGkwtzad/eSjGmWnFUHiqP4ozjCPXFe/d0G4rKPV3+3noZJ5UfOg610z+DS+sEdp+tGVfSBFFCy7esyHipDqodrL/TsHORJS8bve39Fk/J5VZ2+/bsXsERqTZr3jcxvU1+RWoK8SJJk5oCmuWBWAxfMMkLQNU1nb28s5Qk1wnTHVGU8qE0dhhjdujfE1r2hnPn//qVTmTHSKKz38toW3traTmOqz+iolDj1uQ68bDjU83wFuQixWczM+wYsecB48ifJcPrX+/cqipBTgUAwQA638DanS8HpUmwVjgsx7wr759R13egRGEnmNK6fdmoDDZPKUwI2LU4NTytg82qGe+JEUks2kgQnXjje3H7n79vYsnKvzcbhkk1xeukdx+F0GeJ74/JmOnaHLOHBTltxpdJq70GpAqzrOkueWk8ilgRJEgU7BookZR78lo8e3LGamj/sN1uU5tuXCAO6sR7tgvzPTAojO/sP783rVS03Hlpn5/RCbu6vYEiQZYnaUg+1pR6OG1uZs//b50/jhtPGm3miOzszOaNNnREaKzPF5F7buJffvPVRzhxVJS5GVfr46eXHmPa7uiIkkhoN5V5cQ/SwbOKcGja+08zSta30ouNH4rTptYdlnu+RgBCbxUw6xESTQNZAdsDJNw/3WQkEgsMIEXptIEmW/oFZDOYGZ8FnpxHpjZt5q5kc1oThMbUIQrfPib/STTycJB41BG4yrpGMxwn3xHFYbty2vrc3R5haueHHp+PyGue+7K+b2f5hu8Wram9bM/20kWaeVagrhprUcHkdA2pbI/rfDQOyAr5KYxksydjA81Gz7bSEsYT2GstgcfoyQrRstCEwjwEWL4Fx84zPs/rPuWJ1OMN+D2OciszoKh+jq3z92p4xZQQep2wrYtQTTdIeitMeilPqyeQP/3zJFp5c9hGyBHWlHkalwnLTYboLZ9RR4h6c3PjHmmbu7dhLS0nmod3i9laU1XtYOGOQUQWCYUeIzWKlUHl5EE8CBQLBkCJCr4eOknL3gDyrAPOvyuSQappOPJIRp/Fo0iZMx86sxlfmToUJJzJe1tQx1iId3XsjdOzODZNLM+2UTOXX5c9vZe0be8zt7LY1Cz8/w8zB3fxuC688uS7vnKL/XZHicEOg1lgGg65DPDT4AkqRLsMLi254VRNh6NmVmTd9SW9bYix5sYb95qv0W6D6r7fCCHEW7DdnHVXLWUfZr5nuSIKmjjC7uiKUWaqwJzUdj1MmmtDY3R1ld3eU5ds6LHPVmOs//fcm3t7WYeaJWvNGK3xOJEnipdV7+OJvV+Z0R28Nxvjib1fys6uOFYLzEEOITQuLFi1i0aJFxOP5+8odNIa6vLxAIBD0QU9bKxFJx9vWSml1Tf8HCIYcWTYKE3lK8lccnXpSPVNPGtgN1okXTmD66SOJhazVfjMtbGzVI2UJh0smGTcKM2W3rZFT3lVd13nzL1tQC/TRi4WTvPLkWs7/0mwA2nf1Egsn8Fd68Je7kQ9SOwbBECFJ4PYbS9mowR2raUaeqVWIrngS1j4LOobgrD/a8HbaRGxnnrDfbYN7b4cnV4AWDAG2bpcZHmRBQcq8TspGlpl5nWm++4mZfOeiGal80Qg706G5HRH29sYo82a+01bt6GLppvytTUpcCq/ffib3PL82R2hC5tK55/m1nD2tDuVIKMp2mCDEpoWbbrqJm266iZ07d9LYOPAed0NOMZWXFwgEhzU9ba08ccuNqB4d5ZYbue6hx4TgPMQpr/VRXtt/qBzA/CunMv/KqQXb1rhSwrRjd4hgR7TPuXas6TD7333w7ybTYyrJEv5yN4Eqj7kcs2C0Gfar67poN3M4IcsZkcc44wH62mdzI7Wmnp97n5MT9pvtSbVsZ4/pqtGaprfZWAaLu8wiUMvzi9IDUUTpMECSJGoCHmoCHuaMKdxP+stnTeKc6XWGIDXbuoRp6YkhSRLr9/Swp7vw94wO7El5Tk+asA/VpIeBRYsW8YMf/IDm5mZmzZrFI488wty5c/s97umnn+byyy/nwgsv5NlnnzXHP/vZz/Lkk0/abM855xxeeuklc7ujo4MvfelLPP/888iyzCWXXMLDDz+M3z88LWOE2CxG+ioDLjyagn4QXirBYIj09KAmjDYhaiJBpKdHXDdHIP21ralsKGH87OrC/e8kGDc70//OXeKkbISXYEcUTdUJdkQNsbrJsD/2Y5nemEue2sBHq9sJVKbEaGVGlJZWeSkdcXCKHwkOAION1NqfsN9YsI8iSvmEa2o93mvMEes2lq7cwjh9orj68Jz2MeYpP+Law81qLGdWY3nOeDShsjcYY+WOgVWwag32/eCrWHjmmWe47bbbePTRRznhhBN46KGHOOecc9iwYQM1NYV/Z7dv387XvvY1TjvttLz7Fy5cyK9+9Stz2+22p25ceeWV7Nmzh5dffplEIsG1117L5z//eZ566qmh+WCD5Mi6ygWCwxzhpTqy0HUdXdPQVBVNU41XVc2MWcZ1VUWzjAc72oj1Bulutff72/7+Sno72/FXVlM1ajQO56HZSF4wtPTb/85r73938sUTOfniieiaTqg7bojN9gjBjiiRnoQtlLenLUJvZ4zezhh7tnTnzP35h+chp+zXvr6b7r1hAlVemyhNV+0VFBkHK1JLkoyq/J5SYEy/5jbURP6c1IF4U7UEqHEItRrLYHEFUuKzrLDnNN+Yy39YeVM9ToXGSh87OyMDsq8JeA7wGQ0NDz74IDfccAPXXnstAI8++igvvPACTzzxBLfffnveY1RV5corr+See+5h6dKldHV15di43W7q6uryHr9u3Tpeeukl3nnnHY477jgAHnnkEc4991x++MMf0tDQkPe4A4kQmwLBYcSR5KXSdR1d19BULSWkVJvA0tU+RJiWdYym7uM81jFjDvM4m+DLnTvbPkcQFhCJxjml5tTy58/tD68//Wvbtqw4cHk8OL1eXB4vLq8Xpyez7kqNOz2Z9Xw26W3F6RQhk4co+9L/TpIl/BVu/BVu6ieU5ewHOPu66XS3RQi2RzNLR5Se9ijJuGoTpptXtNC0Ltf74Q04CVR6uPjrc8xepe27DI9VoMqTt8qw4CBwKERqKU7wjzCWwZBTRGkg3tROiHRbeqcGjSX3GUvfyI5BelMt247iLeI1d1wl9WUemrujefM2JaCuzMPccftQmXmICAaD9PT0mNtutzvHswgQj8dZsWIFd9yR+X9AlmUWLFjAsmXLCs5/7733UlNTw/XXX8/SpUvz2rz66qvU1NRQUVHBmWeeyXe+8x2qqoyw4mXLllFeXm4KTYAFCxYgyzJvv/02n/jEJwb9mfcX8e0rEBwG9LS1Eurqou0jezGFpjUf0N3agtPrxVdaliV4NItwyTNmEWEZcWQRW1rGPiOKMvPoWaKt4FiOwNMyQizPuVjtBYWRFQeyoiArMrKsICmKsS0r6JpKb2dH/5MAmpokGuolGuodovNSDHGaFqbWdW+uaC0oZL1CvA4HE+fUsPndFjOcVpJh3KwR+9X2JB2+Wzcuvxi1Mun4OsrrSizCNEI8qhIJJtB1TKEJ8MafN9O01rjO3SUOApVGWG7aI3r0maPEtSPYd/aniJKaNKr2DsSbahOunYYnVUtCuM1YBouzJMtzWj4w4eouPeDeVEWWuGvcer743hgkJJvgNN5Z565x61Hksw7oefTFtGnTbNt33XUXd999d45dW1sbqqpSW2v/bqytrWX9+vV553799dd5/PHHee+99wq+/8KFC7n44osZN24cW7Zs4b//+7/5+Mc/zrJly1AUhebm5pwQXYfDQWVlJc3N+5DLPAQIsSkQHAB0TSOZiJOMp5dYwfWEZV1NJPLbJrJtLftiURKxWN7zWPLbJw7yJy8O0qJKsogtWUlty32M2Y5TkGUZKcteVpTMWI59fnGXtpVkY84+37e/uc33t49LsuWYfnrUmeHWKS+4JElmkRZdN37eFaeTK//nx7h9JSSiUeLRMPFIhHg0QiISIR6NEo+ESUQj5ng8GiURCRvrkUjqOGM9GTeuUU1VD4x4tYpTU8h6cHp9GaFqemh9FiHrwWWxEeK1b2zhtOEELo/TFj57oDnq5HqOwl6VNxZOEOyIEgvZw3udbgV3iYNYKJlaemlrMq47j9/JrLMyhQBfeuxDulrt4bmlloJGXn/xeoMEhyCKA0qqjGUw6DokIvtWQMlsSRMylp6dg3tvSe6/qm8hb6pz4GGvC+tD/GzNQ9yj3MyeaCaNo84T5y51EQvrPza48x5i1q5dy8iRI83tfF7NfSEYDHL11Vfzi1/8gurq6oJ2n/70p831mTNncvTRRzNhwgReffVVzjpr+ER4XwixWeSIYi/7j67rKREXtwjAWL8i0G5vGc+ZI3ddTebmNA033tIynG63RdTINsFiFWZSvn192OeIsJwxiyDKEko58/Q5dwGhKMvmMZIkC7HQD6XVNVz30GNEenro2NXE//30R4Dx/8q5N3+VypGNeEtLh/Q7R1NVQ6hGoylxahGv6bG0eDVtIhnxGo2mRO6BF69OjyePIE0L2dS42xizilfjOK8pXp0eDw6n67C7Hn2lLk64oJ7lT63nhAumDntvTbfPiduXm1v88RtnAhCPJnPCc7P/Sdp3h+hqCdO+K7c/qbvEwed+dLq5/cHiJpJxLVNdt9KDr/Tw+3cWFCGSBC6fsZQOMvdOU/N7U23b2WOp8WQEdA0iHcYyWBzePkRq1tjEBSyMdHD2ss+y/Pjv0PrXLdRcPIG5738TZcF/D3v4dSAQoLS0tF+76upqFEWhpcVeF6GlpSVvvuWWLVvYvn0755+f6XetpVJlHA4HGzZsYMKECTnHjR8/nurqajZv3sxZZ51FXV0dra32/OFkMklHR0fBPM8DjRCbRczhWuxFTSb7EHR9iL+8Ii/j9ct/nLEfPV/0/8FBVhw4XK7U4jZenS7LmGW8r3Vn/v3R3iB//u63UZN9e6muuv/Hh8X1IxgaSqtr8l4PlSMbqR0/ccjfT1YUPCV+PCVDU3pdU1USsbRINcRrwiJSTfFqs0mL16jFQ2ssyVhGvMZCIWKhXNGxL0iynBKq2YLUIl4tY/nDi32mV7YYxGtPWyv/fvwbqIkEr/zSyZgZxf3b5PI4qBrpp2pk4Wvv3C/OpMeaM5oqZtTTHqWkzO65+PDVXXS1hG1jilMmUOmhutHPOZ+bYY537A7h8jooKXMhiYq6guFEVsBXaSyDJRHdtwJK0S5DpCYjEIxAcPeA31KR4KQP74QJwAfAmXkKTRUxLpeLOXPm8Morr3DRRRcBhnh85ZVXuPnmm3Psp06dyocffmgb++Y3v0kwGOThhx8u2JJx586dtLe3U19vRHycdNJJdHV1sWLFCubMmQPAv//9bzRN44QTThjCTzhwhNgsYg5GsRdd00jG4yTyiDU1SwQmssVcHpGXDgPNG+6ZWj8QRU0GiiTJBURdYTHX57qzf8EoH4RG0dc9fHC9VILDB29pKYrTiZpIoDideAfwxLYYkBUFt68Et69kSObTNNXiYY2kPKwRm3i1jeWxySdedU07IOLVVoApX1GmPPmtViGbFrb7Il4Px0JkFXUlVNTlv5Y0zf6wcvLcWrpawqkKu1F6u2KoCY2ulrCtmBHAi499SFdLGFmR8FemQnNTYboVdSVMnHNo/90ERwhODzjrIDBIz5imGQWQBlRAqdu+nUh9Z0oY7WUOIaGZ5rbbbuOaa67huOOOY+7cuTz00EOEQiGzOu1nPvMZRo4cyf3334/H42HGjBm248vLywHM8d7eXu655x4uueQS6urq2LJlC9/4xjeYOHEi55xzDgBHHXUUCxcu5IYbbuDRRx8lkUhw88038+lPf3pYKtGCEJtFSU9bqykcrGx4cylNaz9EcThwuj19Cr9EH6KxmMI9+xNrSp79zj69f24UlxNnIeGnOIbdK3AgONheKsHhgxlSe/31eBcVt4fqQCLLB1C8WoVoX0I2kiVeLesHVLxmFWnKX5TJg5bUAJ1o2B6yvGvjWpKJOP7KKspG7HuhoGIlu8fn8eeNs22rSY3ezhjBjqgZTZJGkoyKvJqq07M3Qs/eTGuH6ka/TWw+9/Aq1KROaZUHv5kzauSQ+ivdKErfudgCQdEhy+ApM5aKsYM7dvH9sOQB0CQgbvRsPcQE52WXXcbevXv59re/TXNzM7Nnz+all14yiwbt2LEDuZ8aC1YUReGDDz7gySefpKuri4aGBj72sY9x33332XJHf/e733HzzTdz1llnIcsyl1xyCT/5yU+G/PMNFEnP/mYUsHPnThobG2lqamLUqEFWGNtPsgt3HEzyhnvmW3c6B+T1czotojFfyGgRhIMdblivH8XpPGxCrwUHgQsugOeeG+6zEBTAEK8xM9c140W1F2WKR6Mk0vmw2TmxljzZZIGiYvuL2x/AFyjFXWIId3eJH0+J8er2leAp8eMuKcHjK8Ht9+P2pfeXoDgOz56umqrR2xWjNxWWmw7V9Ve4mXv+eMCIRPn5l5eQTOSP/BkxOsCn/vt4c/v9V5pwuGSjum7KW6o4DwExKr5nBANhyfdh8XeNHq0/eh2+empme5gE53Bqg0Md4dksMqzhSX3RMOUoSsorLOJvIDl/2eP24w5GuKfgwCK8VALB4YnhefXh9vmGZL4c8VqgKJOxL0x3awub33mr33ljvUFivcF9OieH222I0BJ/RqT6DCHqSYlVdyrvNy1mPSnB6vJ5i/Y3TFYMUVha5aVhUgEjHS74ymwzTzQdopsuauSvyHgtdF3nrWe35AhTX5mLQKWHkVMqOOmiTCGR7r1hfGVunK7h/ftsereF12tv4LQVrSJ8WFAYq9Cc9w1DbKYF5uLvGq+HmIfzSEeIzSLDmj8FhYu9nPflrwshIchLaXUNpboE4voQCAQFGKx47WlrZdt7K/r+bXI4ufDr38TpchMNh4iFeomFeomGQsRS28Z6L7FQiGjIeI1HjGI7yViM3lhswD1gs3F5fSnxaRWo2cI0j7fV78fp9gxrpI0kS9RPLM9q6mKg6zrJeEZYakmdqSfX26rrJmMq4e444e64rTqwrus8fe9ykgkNb8CZyhf1mq1dqkb6aZhUfsA/X7gnzqu/20Bc9vHq79bTMKl82KsYC4oUTc3vwUxva6LH9qGGEJtFxnC0JBAIBAKBoC8O5G+TpqnEwuFULmovsXBGiGYL1Fg4RLS31yZe021w4pGwKVwHiyTLhgg1PavWUF+LZ9WftrF4WX0lOFwHTjhJkmQrPKQ4ZVtvU13XiYYSpifUXZIJR46Fk8iKBAmIBBNEgglaP8p4nsfNqjbFpq7r/OUHK/GVuswiRtb2Lm7fvtU80HWdJU+tJxFLgiQRjyZZ8vsNZmsagcDG/DsK7xMezUMSITaLEFHsRSAQCATFxoH6bZJlBa8/gNcf2Kfjk4kE8XDIEKVpb6rNk2pZD/XmbGuqiq5pRIM9RIM9+3QODqfLkqeazk31Z3lUS1I5qilvqyU8WFb2PcRVkiS8fhdev4uaMfZq0p4SJzc8NI9YOJHV2sXwitZNKDNto6EEzVu7C77PxONqzLYuuq7zwb934q9wm4LUU+LMK0Y3r2hl63tt5rauwdZVe9n0bguTjjv8CkoJBAI7QmwWMYdqSwKBQCAQHL4U22+Tw+nEUVaOr6x80McaIaoxiyc15VU1w4Ct2xaPazoUOBwCXTcqwnfFCXV17tNncHq8tlzUjGDNI1CzclddHi9SPxUt3T4nI3xORjQWFvROl8J5/3l0Jm+0PWKK0kgwgS+Q8d5GQwle/+Mm2/EOt2J4RCs9jJtVzYzTR5rhs/lY8tQGRk6uEOG0AsFhjhCbRYwo9iIQCASCYuNw+m0yQlQ9ON0eApXVgz5e1zTi0YhFiKa9qlkhwL2WcUuYcCJqtEJJpFrdBNv37sNnkI382xJLPmo6V7UkE/Zr9bZaxazD5UaSJBwuhbFH5/8bJGIqatKeNzrpuBqzmFG4O04yptK5J0TnnhBlNV57+GweYuEkf3toFfMun0zDpArj75nK/xWV6gWCwwchNoscUexFIBAIBMWG+G0ykGTZ7M9aOmIf8lVV1eY5zXhSe7M8qWnx2msTrGoiga5rRFP7oGXQ5yArjqxQX4tX1ZKXmu1tPfXSUWbLmmRCpbcjRrA9Sk97hIr6Ejp2h2zhs/no2B1izdLdptiMBBP8+r/fxFfqwlfmoqTMTUmZC1+ZG1+ZixGNAUaM3rdwa4FAMDwIsVmMLL4fZCV/IvSS76cqdfWRQC0QCAQCgaDokRUFX2kZvtKy/o3zkIzHLZ7STGhvrNdSaCm1bfO4psSrrmloapJwdxfh7q59OodCLWtcPj+BinqCnX4gv6fSV2r3poa6Y6hJzWj90hHNsT/6zFGm2Az3xPnDd5fjyxKkaYFaUV9Cec3QtAoSCAT7jhCbxYis5O8lZO09JBAUYNnuZTxw9k5u372MkxpOGu7TEQgEAsEBIt0nu6S8YtDH6rpOIhbNqe4bK5CjavOq9vYOrGWN5MVdei1IbltorK7roMfo2PErnvtBBJfXh8vnw+n2UVpeieIqQ1b8SJIfXfKiq25U1Umkeyvrlu7C5fMRCToJdccJdcfJF3w868xGTv2U0dg03BPnuYffS4lSQ5BaRWrZCK/IHRUIDhBFITYXLVrED37wA5qbm5k1axaPPPIIc+fOzWt7xhlnsGTJkpzxc889lxdeeCFn/Atf+AKPPfYYP/7xj7nllluG+tQPDNnNa8va4MnzYdtrMOljEKiDD/4ADg84vTD2NHB6DNtQOyTCxrjDDQ4vKEXxzyw4COi6zsMrH2ZraYKHVz7MifUnitwXQb+IBxQCwZGHJEm4PF5cHi8wYtDHa5pKPBwxhGivRaCmclQ7djXx4eKXSYT/hcv/HznvHQ/9C3QjZ9XetmZHwfds2Qgf/iu95UBSqpDkEiSpBOQSZCWA4ihFkv2sf2MVTR824/L5gCrad82gfVf+eScc4+PYc2pw+3yoSSevPb2dkgoPJaVuizhNeU3L3bZWNAKBoG+GXYU888wz3HbbbTz66KOccMIJPPTQQ5xzzjls2LCBmprc/Ie//OUvxONxc7u9vZ1Zs2Zx6aWX5tj+9a9/5a233qKhoeGAfoYDgkVwahNA3pYa3/RPY7HytU0ZsbnkAVj+c/t+2WEIU4cHbngFKsYa4+/8EtY8mxKlHrtAdbjh5C8ZwhZg93vQssYYt9l5jPeuHG+MA6hJkGTopzrekYyu6yT1JEktiaqpJLWkuZ1eVD13vD/b9R3rWdO+BoA17Wt4YPkDTKqYhCIpyJKMLMnGuiybYwVf5X72SwqSJA3YXpZkIXyLEPGAQiAQ7AuyrODx+/H4/ZTlSVftaWtl7euvoiY2osY3ITsnIEkyuq6hJTajJTaiOJ18+t7v4/b6iEcixCNhYqnXuPlqXY8QyxnbQzwaBV1HBRKp948A3c3ps3EhOzYiyYYolSS/IVLlEpBKWP/GYtb8exUAklKDu/QqIH8bmNLKFurGtuPy+ZAUH7s3VeDxK/gCTnxlLvwVXgJVJZRWl+CvDOD2+ZBlIU4FRy7DLjYffPBBbrjhBq699loAHn30UV544QWeeOIJbr/99hz7yspK2/bTTz+Nz+fLEZu7du3iS1/6Ev/4xz8477zzDtwHOIDop3+d5Kv/g1PX0QDp6MuQkjFIRiERgWQMkhFD8FlR3KDGMttaEuK9xiJnmj3Tthm2Ly18AsdekxGb656HpT8sbHvDYhh5rLG+7Kfwr7tAcWWEq9NjrDs9cP5PoGG2Ybv5XxkvbVq4pux0xU1y8kKSZfWGoOpqQmrfRFJ2kFAcqLKDRGo9KSvEFAeqJNkEWEJLZERalkDrU9Bl2+oWoWexN4/PHu/HVtXVgV4GA+KLnV1oSDxVYc/7eWr9U9zY2Y2Mzs8qyof0PfcFm+At9JpHCA/EppBY3i9BLfdzHgMU5X2d74A/U4H9+ysM39z9pu0BxZu73+SUkacMxT+3QCA4gjGrFvf00LxlB0v/GEXHDXqceZdPpm7CQ3hLS4ekmrGuaSRi0ZQQTYnQcIR4NJ9QTW+3ZgnaCmKRMMl4D/HQi0hSiSlIJclviFS5hPad62ndsgIASanFXXpl6ixUDIkbAYyQ4mT0HZKRpTjcblzeCiTHcTicKk6Pjtuj4y5R8AYceAMuPD4fLq/XCCnOenWn1p1uT79tbg4netpaiUg63rbWQ7rq9ZHOsIrNeDzOihUruOOOTLEbWZZZsGABy5YtG9Acjz/+OJ/+9KcpKSkxxzRN4+qrr+brX/8606dP73eOWCxGLJYRZ8FgcBCf4sCx4+83M0bXiQMu4COnkzEX272Wmq6haiqJRNgQRGf+N8kzvkFSjaMmQqiJMGo8hJ6IoCXChMJ7SEb2kNSTuEdOxz3/65CIoCejSMkoJGNIqeXDXYuJtL5FUk8yPtzEuNopKMk4spbAoSZQ1AQONYlDTfCLD39B89YyklqSs7a+w8cB1LixxOyf679evY11Pj9JLcmFrU3c2Jw/ZEYC/vP9H/OW1xDTl/YE+XZ74R5mX6mp5t8lRjGABaEwt7d3EpOk3EWW+H9lAVZ6jHknxuOc2xtGlSRUWSIuSUQt9mvcLpodxv8qXk2jNqkSzbJTh8gT5JAdOCSH8So7UCTFXE/vU2TFtu2QHYxU13PhjtUAPGYRnDd2dnNzVzfPjz6aUxqmo+qqcc1YXzUtZ3wgNvmO6Y+0XZL8pfAFg0ci17s8UAEtIdEUbLLN91+v/RfnjT+Pcnc5pe5SSl3GUuYuM9ZTYy5F5DcJBIK+Ka2uMUVCIvy/OH3zSYT/Td2Em6gdP3HI3keS5ZQ42/+CQJqqEo9meVfDYaPFTSRMLHQsidhU4pEI4a44nXubiEchEVNQEw40zYWueUDyoGshwMhrVZM67tLJqCrEotBreU9d10hG30KNvpX6QB4c7mPQtV50PYSuhVJzRXB5XOZnzRajueNenKnXbBGbbnlTrPS0tfLELTeienSUW27kuocO7TZLRzLDKjbb2tpQVZXa2lrbeG1tLevXr+/3+OXLl7N69Woef/xx2/j3vvc9HA4HX/7ylwd0Hvfffz/33HNP7o5rrwWvd0BzDDV63XbGNHzET8vLeKyizBANK37Lzzc+zy/Ly0lKOqoM2oH8nnh/nX3b/A6XAXdqSdHyurm6GJ37R4/Epet4dB23puPWjcWj67wfbSGYMNL5/y3H6Kksx2OxSdu5dZ0WJRN6EpRlNjmdGRtNx4WxLgOBmIOxmhOHBpOiMrVqYe/hjlgltZTg1CVmad18ip6Ctq9FG9mWqMShwSilh3n+rTk2mg6aLvNR12g6emtw6BJ+R4iRVdtBk0GXjVdNRtJkJE0h2V2F1FuBQwNFSaCUtSFpSspWMibVtZRn2gFJGdAAFaSoYZeq8KdTyR9OquTmLuNpqnnNdHXzB3cllz5bzvnsLvgZc5EY7NeDjuGB1yTQJB1VMtZVSU+9GuP5xtSCx+SzS40zmLn7mzPXrq/P0N/57M9nzD5G7+f/cR0jJBs9dXnsJ93xbp5a/1S/dt6kRCAuU5qQKY3LlCUUSlPbZXGZ0riS2ReXKbXsd/T3oQSHBsuXwwUXDPdZCA4BvJKO5NaJJTai6OC99db+v9yGCRnwpJb9IYlCQgJdl0hI0KFE2Sy/TVguIaKUEJVLiCklJCUfkiRTp8YpSUJcgrCjjB5vbv68UVgpQiS0nN6Olcag5EZxHYWu7UXXekFPC9O+I6gk3biLc6ZeXbrh2DBfU+tupNx9unU/KAWqDe8PEUlH9Rh9V9VEgsj11xvtloaLSGT43vsQZ9jDaPeHxx9/nJkzZ9qKCa1YsYKHH36YlStXDviJzR133MFtt91mbu/atYtp06bBr34Fo0YN+Xn3y5LvIy1eYgpNyHirbu7qJq7YvVfZyJJs84A5ZafNQ2bzlqU8Y/m8Zf3aWuxsttbj0+cgOc31a1K2OeclKzglp+24U6zvKyko+fIedB3UBN+R5EwxpHAHdO3IhBonY7bQ42vGn5HJXd29Ct5/xrBLRLPso5w+7784feJZhu2Gl+CvnzfsLKHKsgSypDHhmtuYMOcaY3Dzv+C3lxT+d77iy3DSfxrrO96CJ84pbDv/mzDv68Z684fw6KnGeipUOSHLnJzooUOWubmrm893deMCflUaYHIiTOeFESp9NUalY8Vp5PHKTph4JsxInWO0G5Y+mNrnMP6W6XXZCbXTYNzphm0yDuueS9kZ80mygiI7UWSHEX5dNSHz79O2yXhvi725ONzGIsiLrusD9kgX2p/Ppm75r1iy63W+7zMEaxoJiVt644wPjOH50TPoiffQHeumJ95DT7yH3ngvOjoRh07EodLazw1NPkqcJabHtNRdSpmrLL8XNWu/3+nP/x0gGB4uuACee264z0JwCFAKXNfWSuT66/E+/vgR4aFyYL/JLgPG5bHTVI1wTwKH6zQ8JUaqU2dziPdfaSLUHSfcHTNee2LGk0rJx5zzLmLsjE8Sj0bYuyPEin/kzivJSWQ5htu9BfQNhrc2nCSp1hpiVOslqoWISgn6jufT+9wLoDgUs6Kwy5Pyqvp8OD1ew+tqGc/rdfX5cHmMfb2d7UR6eujY1YT82POmN7zj5gtgZOOQhV4Pmp07obHx4L/vYcCwis3q6moURaGlxd6EuKWlhbq6uj6PDYVCPP3009x777228aVLl9La2sro0aPNMVVV+epXv8pDDz3E9u3bc+Zyu9243Zmb3Z6ewl6ug4GuJfljwyR+4UkYnq0Uv6iooNJbydVjFvLJ027JEZBO2WmGyB1RSBI4skL6fJXGMhAajjGWgTBlIdyeCvvVNENwpkQpySh4Le9ZNws+/VQqxzaasUlvjzo+Y+spg6POt9tZ132WsvZJS1xyKlTZBaQfi6gYTxzjwLMBP3/btQea3sn/ebzldrH5xkOFP/tx12XEZiwIf76+sO3Rn4aLH0udbxQWHV/Y9qjz4bLfZra/W58qMKVkhK7sMLbHnQYXLsrYPnk+qInM/rSt4oCaaTD/vzO2//yW8W+lOLNsnVDaAMdclbH98E9GVWfz/S1C2V0KYy05jS1rjH8H2Zkr1BU3+C1VHpNxYy5JNq7bASBJEg5p6L+qP5L+H1e1fESX5aEWwOc7u7iuq5uPRp/Fj874Uc5xqqbSm+ilJ2aIz+54t7neE++hJ5Y7lharoYQRUhZKhAglQuwJ7RnUOUtI+J3+jDB19y1Orfv8Tn9Rh4wJBIc7pdU1hmfqCBCag0FWZPwV9geuFXUlnHHlVNuYrulEehOEe2J4A0ZlXICy2l66WrcRSovS7jhqUkPXHKiag2M/cQmzzjJEUvPWbv78/RW2eRWnhMcn4fLq1I3TqKg1wocjwQjdbYDWi5oMkoj1kIjaizYlYkYvVDWZJBLsIRIcwvtnS9scp+9s/m/R/4IeQXE6RUjtIcawik2Xy8WcOXN45ZVXuOiiiwAj3/KVV17h5ptv7vPYP/7xj8RiMa666irb+NVXX82CBQtsY+eccw5XX321WYSo2Hlz8jzu2/H7nIdJGhr3e2DMzPM5paRvMS44CMgyyN5MFd5s/CNg6gCLU9UcZRdcfdFwLNyxyywUFY/38sUXryEa7eKSYC8X94bMPN/zekP8d3UlZU4/Xz32Kzh03QjLTS8Nx2bmdfnhxJss+xOgqYaY05J2QS5JhvBUrbbJjH3Acn1qKnjKjVfTzpKzKVu+hjTNEHmF6LX/+NK03Pg75CPSZd9e9VuI5OkDBzByjl1s/utu6G7KbztiKtz0dmb7j9dC24b8tmWj4dYPM9tPfMzwpINd7MoKlNTAzcsztn/9Auz5II9HWAFnCVzxdMb2jYehZW1mf7b3eMHdGXG7/gX09i0sbl3BOK+Xm7u6OSoe58USHydHolzcG+Kn5WW8LrXze13PEWiKrFDmLqPMPfgm9EktSTAetHlK+xKn6f098R4iyQg6OsFEkGAiyC4K9DAogCzJBFwBQ4gOUKim93sdXiFUBQLBsCLJEr5SV04/0OpRfhbeONPc1nWdWDhJuDtOqCdGWbXXNkfDpHJC3THC3XESMRU1oRPq1gl1w/TTJhcUpopDxlfmoqzB6E069cQ6xsyoJB6NEO4O0b6rG8URR5JiKVGari5sL9JkLdaUsFQXVhMJrDh9C0ByIUkSOi6cvrNIhP5uhNT29AixeQgx7GG0t912G9dccw3HHXccc+fO5aGHHiIUCpnC8DOf+QwjR47k/vvvtx33+OOPc9FFF1FVVWUbr6qqyhlzOp3U1dUxZcqUA/thhgBd13lk1SNISLbQtjQSEo+seoSTG04WNz9HKrIMbr+xYIjK737yOeTXfkjN27+g9YQbaPv9h1RfPpPPp7a107+Go78HFL5KWPg/AzsHXyVc8/zAbN1+uP0j+5ieykdV7T8uSBLcstouiFWLkHUH7PaX/r/U/pQwttr77bngnPJliIcs81reozwrNGb8GRDaa5nPIpTLx9ht/TVGpWebbUqAK067rVVka6nzTqbyQLIL7nRsg9Y1+f6i4Mr6O2x9Fbb8O7+tJMPZlpz0955CWv93PmsxOSsc4aywcR6PlZXyWEUZVaFmtH/fh/LRMgjUgr8u97V68qD6+DpkBxWeCio8g29An1AThii1CFBTlPbhWe2OdRPX4mi6Rnesm+5Y/nYGfZ635MjxphYqnJQtXj2KR3xXCwSCg4YkSXhKnHhKnFQ2lNj21Y4t5RNfzTxkjkcNURruMbyiIxozvy2aplNRX0K4O0YsnERNagTbowTbjQe8DZPKkRUFT4mfrhaVfz5u/F5JspRqA1NOSVkNvjI3E4+roXGqEfmlJjQivXG8pS4UJROJpyYTtO9s4qk7b0OXxqO4Jlk+k4zimowan4zENrylpUP/hxMcMIZdbF522WXs3buXb3/72zQ3NzN79mxeeukls2jQjh07kLPKPG/YsIHXX3+df/7zn/mmPKRJaAmaQ815hSYYuVXNoWYSWkJUgxSY1L37a3j7FzD/TmrmfYOan10AH/8h+GqoWfxd8NVkercWA5IEkmJ44bLHs4VfX0z5+MBtT7114LYX/nTgtp/9+8Btr33REKRqwi6orSI0zce/B9Gu/N7jbOZcCxPOzBW7WtIWig/A2FPB6SOS6CWRiCBpSfzbXjcfb5129UucJklUeipR/nYL7Hiz8Oe5vQmU1I/+0gdh57spIZpaAnWW17r96r3rVJxUe6up9lYP+thoMppfpGZ7UvPsT7cv6oh20BEt4BnvA5fs6rOqb1+eVfEdLxAIDiQujwOXx0F5bW4V34aJ5Vxx1wkAJBNqSpTGTa9ow6Ry0zYRV/EGnER6E+iaTqg7Tqg7zt7U/qqRJabYbN0R5C8/WAESeP1OfGVuSsoMb2lJqYuP/eePeP0PO0jEcu+DS6rO58Jbpwiv5iGGpOt6/5m/Rxg7d+6ksbGRpqYmRg1DgaDmULP9pubWW+HHPzY3Kz2V1IkwWoGVxfcbwi0tKK2FO5Z83xAg8+8ofLzgyGXJ92Hxd43CE7IO8+/MXEd73of2LdDbAsFm+2ssCLd8mAnPfeoy2PhS4fe5Y5fpjeetR41CV9meUn+NIUwLhaYfZHRdJ5KMFAztzetZTY0H48H97qfrdXgJuAKDFqoBVwCn7Oz/DfaDZbuX8cCfb+L2SxZxUkNu1UyBIC+iqNRhjapqRHoSpqc0Xdxo7MwqasYYDya3f9jGiz/7EE3LLz+qRpbQsSeU85wUjECdcbNG8HFL2PDBYri1waHMsHs2BbnUldTZxWSXG6qmDd8JCYqfvoRkMXk0BcVFWmjOvxN+9Dp89VRjG4zrpn6WsQyEk78Ek86GYIshRq3CNBHOCE0wQn435SmfmOa/d4MrFf614klo25jxjloFqrt0wIWW9gVJkvA5fficvkE/4NN1nVAilFeoFsxRTY0F40Gj4m8yQiQZoTXcOuhz9zl8fYvTAuJ1IBV/dV3n4ZUPs7U0wcMrH+bE+hNFqLBAIEBJFTvKLnhkZezMar7w0zPMYkdWUdqxK8Smd1sKHqtrsHXVXtp391LV4C9oJyguhNgUCASCIxGr0Jz3DUNsph9MWAXnQBl7qrHkQ8t6RD3ns9B4fEqYNtsFquzICE2A9X+HTQVSJhxe+K9tGU/oB3+Ero9yhamvar9CePcFSZLwu/z4XX4a/A2DOlbTNYLxYEEx2leOam/CaBUfToYJJ8ODrvgLEHAG8uaopsVpa6SVNe1Gftaa9jW8uftNThl5Sj+zCgQCgYG12FG1xUmo6zpqUmXbB219ejaF0Dy0EGJTIBAIjkQ01R4ymya9nS83dF/JFnpTzzWWbHTdCM+1MuOTRiGinDDeHkOYWkNuP3gGNr+c5/0dRrXfr7yX6em6/gVjnuww3uyiTsOALMn7XfG3YI5qH57VSKpY1WAr/n5l8Vc4d9y5zKiewfTq6Uwun4yzCP6OAoHg0EKSJOZdMZWdG94iHsmtZeDyOJh3efEX+xTYEWJTIBAIjkSKMfRaksCTVWVw1mXGkk08DOF2+9ikjxmC0SpMw21GoaR4b0ZoArz7BGz+V+68vipDeN64JCM8t/zbaKVjLXjkKsk9tgjY34q/+XqnWj2rm7s289aet2zHxdQYf938V/66+a8AOGUnUyqmML16OtOrpjO9ejoTyib0G54rEAgEvlIXZ1w5hX/+Mrca+7wrpuS0fhEUP0JsCgQCgeDQw+UzFisnfD7XTk1Ab6tR2dfK6JOMdjNpYdrbYojScLtRAdjqmXvzp7Dllaz3D2Q8op/5W6YFzI63jRzVtDD1VhzQvNKhxKk4qfJWUeWtyrtf13Uuf+FyZElGs8S4SUhUeauYVD6JNe1r6In3sLp9NavbV5s2XoeXoyqPYlrVNMMDWjWd0aWjkaWDG94sEAiKn4lzatj8bosZTpsOn510XG3/BwuKDiE2i5yetlYiko63rVWUehYIBILBojihbKSxWDn9a/ZtTYNIhyE+Yz32fbXTDQFpLXgUD0J70OjHau01uuQBe89TxZ3yhqY8opf+OhNW3LwadNXYXzIitxVQkfHm7jfNXE0rOjptkTa+c8p3OLnhZHb27mRN2xrWtK9hddtq1ravJZwMs7J1JStbV5rHBZwBplVPY3rVdFOA1pfUi2JDAsERji2cNpzA5XGK8NlDGCE2i5ietlaeuOVGVI+OcsuNXPfQY0JwCvpFPKAQCPYBWYaSamPJ5mP3ZdbTeaVpb2g8ZLctHw0jphrCNNoFagy6dxiLp9yev/rytzLCVJINwZkO0w3UwX88nLHv2GaIUX+tPRz4IKHrOo+segTJ7MhqR0LikVWPcHLDyTQGGmkMNLJw3ELAKHi0vXs7q9tXs6ZtDavbV7OhYwPBRJC397zN23veNuep9FTavJ8zqmfsU29VgUBwaJMOp339seWcduUJInz2EEaIzSIm0tODmkgAoCYSRHp6hHgQ9Il4QCEQHGDSeaWeUqielLv//Icz64movQ1MMma39ZQZ4jG016jpn7Zt/sAQphc8krH9+62wdbGx7q0wjrMK0wX3ZMJ1e1uNwknuwJB97ISWYOH2VZyajPBYRW7hos93duEPriKhJXAp9ptCWZIZXz6e8eXjuWDCBeZ8W7q2mOJzTdsaNnVuoiPaweu7Xuf1Xa+bx9f6am3ez+nV0/epeJJAIDi0mHRcLZPu/QXMOX+4T0WwHwixWYT0tLUS6emhY1eTbXzVP/6Ov7IKt9eHr6wcWZZBlpl4/Ik4XcaT7ramj+hpa0WWZCRZQZLllJ2ELMvUjJ2Aw2XcCIS6Oon2BpFk2bTLrCt4A6XIihHWpSYTaJqWsZFkEepUhIgHFIJ9QXjDDxBOD1SMMZZ8XPr/jFc1aRQyshY20hJ2W0kyckzVOEQ6jWXvemOftxLOvjdj+5cbYOur4Cyx9yX1p4TpKV/JCNN4CJy+fvNKXYqLS6Z8isAbP+FTUz5F29zr4NZb4cc/pnr5E9Rs+wXBU67JEZoF/zSyk6mVU5laOZVLuAQwCg1t6NhgC7/d0rWFlnALLeEW/t2UCU8e5R9lE5/TqqZR4izOok0CgUBwJCPEZpFheqZSgkGSJHTdCFla82qeyonAFx77jSk233/5/3jvHy8UnP/6n/yS8lqjOfm7f/8r7z7/l4K2n/nBTxkxeiwAb//1jyz701N2A0kyxedldz9A/UQjnv69f7zAsj//PkfEyimRuvA/b6V+kmG78e03eOe5P+fapYTyyZdeYc7btPZD3v/n/xUQxzIzzzyH2vETAdi7Yzvrli7OK6IlWWbcMceZn61nbytbV72bM196vXb8RCrqjD55kd4gzZs35thIkrEdqB6Bv6ISgEQ8Rs/eVvPzZM/v9Hhwuj0A6JqGmkza5h0MhR5QpLe9paVCRAjyIrzhRYDiyHgoC3H1X40Q3kinvahRsBmyw1qjqZzTRAg6thpLGl8VnHpLZvv3l8NHb2bySq3CtLQejv2MaRpYcC+4AtQs/i41vhrocsPqv8Pbv4D5dxLYzyrGbsXN0SOO5ugRR5tj4USYdR3rWN222swD3RHcwc7enezs3clL218CjDDecWXjmFE9wwzDnVIxBY/Ds1/nJBAIBIL9Q4jNIsPqmQJMoZlN/aSpuLxedE01PZUAgaoR1I6fiKZp6KnFWFfRNQ3Fkfknd7jcePyBjI1uP0a2CJ6856HraKoKqopE5ql4PBoh3N1V8DMmE3FzPdTZQfPmjQVtj1n4H+Z6d0szG5YtLWjbOH2WKTY7djXxznN/LmjrKys3xebeHdt55fH/LWh75nVfMMVm20fb+Mv9dxW0Pe2KzzL3wk8atju289SdXy1oe9InL+fkS680znf3Tv7fV//Ttt8qvOecdyGnftq46etp28tTd95mCldd0+ntaMuZX5Ik/u+nP0pvUD9xCk6PB1nJCN/RM2Zz7MeN8BQ1meDlny8y3lfJCOT0es2YcRx12nxz/rf/+oeUbWo+c16F0hE1jD36GNN28ztvoaMjy3ZbWVZw+/3mvwVA+84mQLe8v2K+j+Jw4vFnmjmryYThZZeFp31fEd7wQwhJAl+lsdROK2z3+cUQ67X0JW02QmuDzUZuqJXeVsOL2rPTWKz4qmxik99cBC1rjJ6li78LxwCLlxi9UI863xDDQ/z/oc/pY07tHObUzjHHumPdrG1fy5r2NWYYbnOoma3dW9navZXntjwHgENyMLFioun9nFE1g4kVE3HKogeoQCAQHCyE2CwyvKWlKE5njmfT6uFUnE7+45Zv5L0hnHvhJ02x0x+nfOpKTvnUlQOyPfHiT3H8+Z/II2KNxVee6ek2Y/7ZjDvmOIudarMfMWacaTv+2OMJVNfkCN30+ojRGdv6SVOY/9nP59ik569uHG3aVtSPZM55F6Jret5zTotHgJKyciYef5J5DlZ7XdMIVGaKUzjdHmrGTkDX1IydnjnGU5IRQpIk4ynx5/+b6ZrNe6lpmTYCaXRNQ9U0IGmI+rRtMkmoq7PffzPbAwJdZ8+m9Tk2Hn8mp0tNJFizJL/3HGDySaeZYlPXNF5/+tcFbccfe7xNbP794e/ZHqJYaZw2k0/ddb+5/fTd/0U02JPXtm7CJK78nx+b249/+fME2/cCxt/bFMmKTFXjGK6474em7R/vu5PuvS2mh90qYv2V1Vz09W+atq888TO6Wpot3nbFFPcef4AF13/RtF3xwt/o3tts82Cn53a43Lb/Hze/8xbB9r2Z95Yz5yArClNOOs20bdm2hUhPd15bSZapGTPOvIbC3V0kYjHbZ0ofI8syDrc7R4wLb/hhjttvLFUT+ra78TUItUKwxRClweaMQFWyChH17DHyS9OkL6nVfzJ6lt7+UWbfO7802s5UTjDOoXy0vZ3MflDmLuOkhpM4qeEkc6wt0sba9rWGBzQVhtsR7WB9x3rWd6znz5uMh48u2cXUyqm2IkTjysaJHqACgUBwgBBis8gora7huoceM28C054pXdc59+avUjmycVhuAhWHE8UxsBsFX2kZvtKBFW8oq6mjrKaP0DELVaNGUzVqdP+GQM3Y8dSMHT8g27qJk7nwa3cO2Pbq7z3cvyGGMLrpiafz7sv2FFeNauTmXz2TI3TT2y5fpp+gv6qaq7/3E9Mm2NHO3x/+HloyCeR/QCErCmd85nOm+NU0FV3VqKjPiG5ZcXDaFZ813ldVTY+4ltqusTwk0NGZMf9su23qVdNU6ibYC6c0TD6KZCJu2ltfA9UjbLZevx90PfP5LfNmhxfrWkaE67qGmjTEOUAyGrXZBtv30t3SnPffIxrqtW3v2rCOvdu35rUtKa+wic2Nb7/B7g1r89q6vF6b2Hzvny/w0Qer8tpKkmwTm2/9+Wk2v7Msry3AV37zFzOq4dXfPM66pYsL2v7nL5/CGygF4F+//F8+/Pc/bA8wrKS/cxSnk4/d+GV6O9rx+P14/AE8JQE8fj/eQCkevx+HK1fECg4xHC4oG2Us/fHZFyC4B5b9FD54xojelTBCbmuOstsu+1/o2JLZlh1QPsYQnvWz4MzMw52h8IhWe6s5fdTpnD7q9NSUOi3hFpv4XNO+hmA8yAdtH/BB2wewwTg23QN0RvUMU4A2BhrFtS0QCARDgBCbRUhpdU1eMVk5stEMExUc2mTfxMiygts3sOIWDqfTJqTrgOsf/vl+P6BwuFwD9orLssI5X/jKgGwBPvXt/xmw7XUP/bzgvmyR/tkHH0VTk6YwTQtYXdNyhOn5t95BIhbLeNottorT/iDl1MuuJhLssdimhLeq2cLWAabPO5PGaTNz5tVUNWfexmkzcftKDBvdbpt9s106ooYRo8emhHYmFD59LtbPJ8sKDqfL5jm3YrVVk8mCQtOKmkiwZcVyNvYRuv7ZB39G1chGAFYvfpnN776NNxBICdOUQPUH8AYCZhi34BDGPwJW/MoQmvPvhB+9Dl891QipPf56u+3MTxoFjNq3GEsyYojPji1G6K5VbD52ulH4qGoiVI43BGnVRMMrGqjbJyEqSRJ1JXXUldSxYMwCwPj+aAo22QTouo51RJKR3B6groBZAXdG1QymV0+n1lcrBKhAIBAMEiE2ixhrSK3idOItLR3uUxIUKUfKA4rsGz23xePbH9bw7f4Yf+zxA7Y9+qyFA7Y94ROfGrDt/GtuGLDtwv+8hYX/eYu5rac9wykx63BnwiHnXX0dM8/8GH+45w7UZCq0WZIy3iVLuP7IyVNxutxEenuI9vYS7Q2ai6aqprcUoGXbZra8+1bBc7z2x49S2WB4z97689Os+sffbWI07TX1+APMPPNjlKRC88M93SSiUTz+AC6vV9zsDydLvm8Iy/l3wrxvGGIzXRRo8XeN1/T2/P/OHKdphke0IyU8nZb/bzUVWtcZeaN7c0P9GTUXPvdyZnvd341+pFUTjJzSQVwPkiQxunQ0o0tHc+74cwFQNZVt3dvM9itr2tewvmM9wXiQt/a8xVt7Mtd0lafKzP2cXj2d6VXTqfJWDfj9BQKB4EhEiM0ixgypvf56vItEhUhB/4gHFAIwbqqlVB5oNp4SPw2Tp3Ldw7nh+gzQG67rOoloxKymDHDUqfOpbhxLtDdIxBSlGYFqzQ8OdXcS7u4qWEhs8omnmGJz1UvP89afjXD0dM6sNyVSPX4/Z1xzg5mD3bp9Kx27mkwRm7Zx+0qESB0KNDUjNK2kt7UCHnNZhrKRxjLudPs+SYab38kI0faU97N9M3TtgNJMqD+aBn++HpKpEHlPWSondKIhPkceB5MWDOojKbLCxIqJTKyYyEUTLwIgoSbY1LUpU4CobTWbuzbTHm3ntZ2v8drO18zj60rqbOJzevV0Sl3ie1cgEAjSCLFZ5KyJb+GBBbu4Pb6FkxBiU9A34gGFYKDsjzdckiRcXrtXuWHyVBomTx3Qe5/0ySuYeeY5hhgNBYkG7QLVV1Zu2qbDkdVEAl3TiPR0E+npNvfPuzoTvrlp+ZumMLWdr2wU67rkzvuoHWcUzNn23gq2vfcuXn9pJic1JU69/lL8VdU4nKJqqY35dxTet69tTyQJKscZy8QsoZiMQ9ySTx3rgca50L7VqJwb7YbdK40FjIq4abGp6/DrC6GsEarGZ8JyK8eDq++ICKfiZFrVNKZVTePSyZcCEE1GWd+x3hSga9rXsK17G82hZppDzfxrR6a42ujAaFN8zqiewVGVR+FzDjwKQyAQCA4nhNi0sGjRIhYtWkQ8Hu/f+CCg6zoPr3yYraUJHl75MCfWnyiezgv6pbS6hlJdAiE0BQNgOLzhgykidtrl13Da5deQiMcy3tKgEdYb6Q3aqkUHqkbQOP1oosEeIiHDq5qMxQyRGuyxeWJ3b1jLqhefL/i+l9/3Q1M8r371X7z/8v+ZuajpAklpgTp21rHm51GTCbMSsGA/cbjAUZnZ9pbDNal/s3gYOrfZPaEjj8vYBvfAtiX55y0dCbOvyOSN6jq0bYSKseBw5z3E4/Awu2Y2s2tmm2O98V7Wdawz26+saVvDzt6d7AjuYEdwBy9uexEAWZIZXzbe1oJlcuVk3NnVfgUCgeAwRIhNCzfddBM33XQTO3fupLGxcbhPhzd3v8ma9jUArGlfw8sfvcy8xnm4ZJcQnQKBYEg4VLzhTpcbZ6XbJi6zOfqsczj6rHNsY8l43AzlLavJfLZRR81k7kWasS8YJBoKEjHDfnttYb/dLXv67Ad8xXd+ZIrN9/7xAq/++pe4S0rMCr5m0SS/n2M/fgEV9SMBCLa3EWzfm/Gqlvjzhj4XIz1trUQkHW9b6/BcMy4f1E43lny4A/DJJ3JDcyOd0LMrE4oLRjuXRXONkN6yRnuBoqoJxntYw3lT+F1+jq87nuPrMjneXdEuowVLSnyubl9Na7iVzV2b2dy1mb9t+RsADtnBpPJJthzQCeUTRA9QgUBw2CHEZpGi6zqPrHoEWZLRUpUlv7rkqwBISHgcHjyKB7fDze/P+z3VXuMG7A8b/sDSnUvxODy4Fbdp53EYy6WTL6XMbdwUbenawu7e3XYbi22JswQ5uwG4QCA47DicveEOlwt/ZRX+SnshlzFHz2bM0bMHNMe0eWdRO2GyrUCSkZtqiNMSS5/haG8QgFgoRCwUoht7u51pp51prm9YtpQlv3nctt/l9Zni9Kzrv0j9xCkAtGzdTNPaD7MKKmWKKimOg/dz3tPWyhO33Ijq0VFuuZHrHirChxTuAMy4JHc83GGIT5/FY9qzG1x+I2S36yNj2fLvzP4Tb4KFqYrakU5Y8gN7aG7pSCMvFSj3lHPyyJM5eeTJ5uF7w3tt7VfWtK2hM9bJuo51rOtYx5/4k3HKipuplVPN8NvpVdMZWzZW/A4LBIJDGiE2ixSrVzMbHZ1IMkIkGYEYtieh6zrW8erOVwvOe+64c02x+ddNf+XJtU8WtP3LBX9hUoXRL/HJNU/y+/W/zxWwKcH7pWO+RGPA8Aa/1/oeK1tX5th4FS9uh5spFVPwu/yAkQej6ipuxY1DFpejQCAoPirqGswiRP1x4iWXc8zC81M5qL05ArV0REaUOZwuymrriAaDxMIhAOKRMPFImO7WFqOPZYqmtR/mCFMrl/z3vYyddSwA299bwYeLXzaFqDerYFL16LF4Svz78JcwiPT0oCaMSsZqIkGkp6f4xGYhfJV2oQnQMBvu2Am9LXYvaPsW6Nhq7yHatgneWmQ/3uExckErx8MxV8GUjxvjqcrOI3wjOMN3Bmc0npEa1tkT2sPqttWsbl/N2ra1rGlfQ2+il/f3vs/7e983py5xlpg9QNN5oKP8o0R0k0AgOGQQd/dFSD6vJhh5H1MqprDorEXE1BjRZJSYGsPvzNw0XDjhQmZUzSCqRokmo0TVKLFkjEgyQkyNEXBlQsNG+EZwVOVRpk1UjZp2mq7hcWTym9qj7ezq3VXwnK+fkSnS8faet/npez8taPvrj/+aY2qOAeBPG//E9975HmCEFaUFaVqo3nXSXWaOzFt73uJvm/+GW3HjdXhN763X4cWtuDlt1GmM9BvhaW2RNpqCTTke27RYPpyfFC/bvYwHzt7J7buXcVLDScN9OgLBEYXicOArK7cVOSrE7HPOY/Y55wFGIaRoqNcmUCtHjjJtK+pHMvWUeYZN0NKKJhwCXcddkunT27ZzBxvfer3g+158xz2Mmz0HgHVLF7P097+25KD6bUWTJs09mfK6egDad+6gp20voc4O23wdu5oABtTPt2iRJKOnZ6AOxp5S2M5bYXg604K0c7sRktu61ljGzcvY7lppFCmyekGrJiBVTaShcjwNYz/Gx8Z+DABN19jRs8PWgmVd+zpCiRDvtrzLuy3vmtOWucuM/E9LDmhtSe0B+sMIBALB/iHEZhFSyKup6RrrOtaxsXMjp4zM/2OYXcCgL66Zfg3XTL8mZ1zXdRJawuZpvHLqlSwYvYCYagjXtNBNr9eV1Jm2kyomccGEC0ybtOjNJ46jaiZvJqklCWpBgomgbSzNlq4t/H3r3wt+nkX+RabYfH3X63zrjW8VtP3hvB9yzlgjt+uNXW/w4IoHc0Sp1+HFo3i4YOIFzBoxC4Bdvbt4Y9cbeUOP3YqbupI603Osp55qH8wn0KKolEBwaCIrSp+FkybMmcuEOXNzxjVNJRYO4/J4zbHRM2Yx/7M3GmI0Ve3XLK4UCtreI9TVSbB9L8H2vXnft3r0WMrr6ulpa+XX3/gSmprb3iTdOkdxOLju4Z9TWl1DMpFAkkBxHGY5iNWTMiG1AGoSundkckOtrV06tkA8CHveN5Zszv0hzDX66crBFsY2rWBs5QT+Y9Y8cAdIakm2dm81xefqttVs6NxAd6ybN3e/yZu73zSnGuEdYYrP9GulpzL3PQUCgeAgI8RmkZH2akpI6NYYqhQSEo+seoSTG04+YCJCkiRciss2VltSO+Anp2eOPpMzR5/ZvyGGR/Sqo66yCVLr6+TKyabtsTXH8rXjvpbfNhml1pc5P4/ioTHQaHh11QixZIy4lqky7JIzn68j2sHGzsLFP46pPcYUm+s71nPfW/cVtP3Wid/iU1M+BRie2BtfvtEWSmwVqFdNu8oUvE3BJp5c86TppfU4PLb1aZXTGF8+HjBCj3cGdxqhyRYbp+zMKSr15u43Cz6YEAgEhz6yrOC1FDMCqBk7npqx4wd0/LR5ZzHqqBlGDmrIEvYbTBdVMr5XIz09eYWmFTWZNENqN7z5Gi/97CF8pWUEqqrxV1YTqKpKvVYzevrROXm0hySKIxNCO+ls+75pF0L9rPyhuT27oHxMxvajN4weomn8tTgqJzC5ajyTqybyiaMuhxMnEFfjbOrcZMsB3dK1hb2Rvby681VbGk1DSYOtBcu0qmm26CaBQCA4GAixWWQktATNoea8QhOMfM3mUDMJLZEjCA9FJEkyCxL1x1FVR3FU1VH92gEsHLeQheMW2sZUTTU8rWqUEmcm5OykhpN47OzHbJ7YdDhxNBllSsUU07bKU8WZjWeaXt1sz631hzymxnLya62cFz3PXG8ONfPMhmcKfp5bjr3FFJtburfw6b9/OsdGRkZHNx9UyJLMT1b9hGA8yOTKyYwOjBZ5sQKBwMZA29BYW+SA8d2t67oRfpqK4lAcmdY5vR3toOuEu7sId3fRsnWzbb5L7rjHFJsbli3lrb88QyBVyCktSP2VVQQqqyirq8fpOgTbhDjcMGKKsWQTD4H1+9jpg8YTDUEabjPyR3tbYEfKezliKlRNwKW4mN65m+lv/YZPVU2E6vnEJn6GLQq8F+/kg671rGlbw/ae7ewO7WZ3aDcvf/Sy+TZjS8faBOiUiimiB6hAIDigiDvPIsOluHj6P56mI2rJibn1Vvjxj83NSk/lYSE0DzaKrOCTfTk/rNXearOab3/MrpnNw2c+PCDbUxpOYfGnFpueVzPsOJUjO7ki47Wt89XxhVlfMG2zPbfp4ksAmqZR4a4w96UfTGhotvfXdI217Wv5+mtfBwxv7oTyCUyqmMSk8klMqpjEtKppVHgqEAgEgr4wW+T09NCxq8kMnUXXOffmr1I5stGWszn3okuZedY5BNvb6O1oI9jeTm9He2q9jbLaTOpF557dtO3YTtuO7Xnf21b86P2VrHv9VdNbmhakgapqvIFSJPkQycd3ldi3p55rLACRrpQndGvGI2otUrTnfdj2mrEAbmAaME1SuKJ8NHziMYJ101jXvo7Nu5axde+HvBlqoim0m+0929nes50Xtr4AGLUgJpRPMMRnqgXL5IrJ4h5DIBgiFi1axA9+8AOam5uZNWsWjzzyCHPn5qZEZPP0009z+eWXc+GFF/Lss88CkEgk+OY3v8n//d//sXXrVsrKyliwYAEPPPAADQ2ZInZjx47lo48+ss13//33c/vttw/pZxsoQmwWIXUldbYcSLrcUDVt+E5IsE84FeeARWxjaSM3zb5pQLYzR8zktU8bNxnp/NpwIszn/vk5NnVtsheVQsatuNHRiapRs9R+mq/O+SqfnfFZAFpCLSzdtZRJFZOYWD7R5v0VCASC0uqavAWAKkc2Ujt+om1MkiTTa1o7bkKf804/4yzqxk8k2NlOb3s7wY42Q5i2txHsaCdQlfkebd6yibWv/TvvPIrDwSV33kfjtJmG7eaN7Nqwzgzf9VdW4a+oLP5ept5yGDnHWPIx7SKj76cZlpvKF02EoXMbeEoJuALMrZ/L3C1vwNt/BMWFWt5Il7+aJqeLdVKCd+IdvE6YTZ2b2NS5iWc3PwsYxfqmVEyxhd9OKJ8gImMEgkHyzDPPcNttt/Hoo49ywgkn8NBDD3HOOeewYcMGamoKF1Pbvn07X/va1zjttNNs4+FwmJUrV/Ktb32LWbNm0dnZyVe+8hUuuOAC3n33XZvtvffeyw033GBuBwLDF0IvvjkEgkOYdH7tO83vsKFzQ85+DY2IGuF/z/pfxpSOYVPnJjZ2bTRvLqw5sataV3HPsnvM7ZH+kaYHdFLFJI6vO37A4lkgEBy+WENqFWcmdHZfCVRWE6gc2HfLmJmzkRUly2PaRqi7CzWZtIUEb39/JW/84be24yVJpqS8HH9lFWd//ktmbmtX8x6CHW0EUqLU4Spiz171RGOxousQbDaEZ6VF3MdDoLhBjaG0b6GqfQtVwGzgcqD9s8/zvpxkddtqlE0vE2hdxyZJZXt4Jf9q/YA/yDJIEh7Fw9TKqbYWLGNKxxzWld0Fgv3lwQcf5IYbbuDaa68F4NFHH+WFF17giSeeKOhlVFWVK6+8knvuuYelS5fS1dVl7isrK+Pll1+22f/0pz9l7ty57Nixg9GjR5vjgUCAuro6igEhNgWCQ5yBFJVa9N4ifn/e7xldOpqzxpyVdx6/y8/JDSezqXMTeyN72dW7i129u8yCEw/Nf4izRhvHrm1fy7Ldy5hUMYnJFZOp9dWKqrcCwRGCGVJ7/fV4Fz12UNud1E+aQv2k3BxINZkk1NVBSXmmAmvlyFFMPuk0etvb6O00wng1VaW3s4Pezg4UR+YWaN0br/LmH35nbnsDpUaIbip3dO6Fn6SsxrhxM3qiSrh9RZTrKElQWm8sVs78Jpxxh1GQyFqgKLVe1XAcZ7p8RlG/XVug/TXb4WHFwXaHg+0Ome/HQ7y39z0AFF3H6wowrWqaLQe0oaTB/luw+H6QFZj3jdy2XEu+D5oK8+84wH8cgWDoCAaD9PT0mNtutxu3OzenPB6Ps2LFCu64I3N9y7LMggULWLZsWcH57733Xmpqarj++utZunRpv+fT3d2NJEmUl5fbxh944AHuu+8+Ro8ezRVXXMGtt96KwzE8sk+ITYHgEGeoikqdOvJUTh15KgBd0S42dW1iY2fKC9q1yVYo6fVdr/PIqkfM7YArYHpBJ1dM5qzRZ1HlPQwqTQoEgryUVtdQqktQJH01FYcjR/ROPvFUJp94qrmtaxrhnm56O9oJtrdRWpOpYO50e6iobyDY3k4yHiMS7CES7GHvR9sAOPbjF5q2K198jjf/8DtcXi/+iir8VYZnNh2uO+mEkwdUdOmgIStQPtpYJvRRKX7CmSApmXzR7iZ8apJpapJpMeD8h/mgZyur21Zz4frXOKt3Fzs+2sxHzhfZ4HTwssNBR0kVgfqjmVRzDNOrpjNXjVKy5CGjLVfvqkxbro2vIb36PzD/zoP2ZxAIhoJp0+xpbXfddRd33313jl1bWxuqqlJba+/kUFtby/r16/PO/frrr/P444/z3nvvDehcotEo//Vf/8Xll19OqSXC5Mtf/jLHHnsslZWVvPnmm9xxxx3s2bOHBx98cEDzDjVCbAoEhzgHoqhUuaec4+uO5/i64/Pun1A+gYVjF7KpcxPbe7YTjAdZ2bqSlf+fvfuOj6rMGjj+u9MnmZRJr5QEEpp0iaAIKM2KrgUryqprgbXgNte2uvuurh2V1X1de193fW0oLlJsINgQpYROKOk9k2Tqff+4kzszKUAQSALn+/nMh9x7n7lzJ0ySOXPOc56y7wAYkTJCDzaXFi1lbflavRy3b2xfzMajbO09IUS3pxgMRMc7iY53tpljOvrMcxl95rmoqorb5dLmjVZW6PNHY5OS9bFNwayGp6mJqqbdVO3dHXGurIFD9GBz9bv/Zu2SRXp5bku2tGU7qXef7tNpd9AM7dbC26zNAa3cArV7OH3AhQRbGBEoPxtD3ackuD0Md4eWFaO8EnZs4oTeX+EKNmt6KC6Racv/ytkxDjYnODlpywqUmo9oPvlWrCf/FqmJET3J+vXryczM1Lfby2oejPr6ei6//HKeeeYZkpL2P63A6/Vy4YUXoqoqTz31VMSxefPm6V8PHToUi8XCtddey3333XfIrrczJNgU4ihwpJtKndrrVL2k1uP3sL12u5YFrdnM1pqt9Inro49dWrSUd7e+q2+bFBN94vroXXEvGnCRrP0mhOgWFEXB5nBgczhI7tWn3TGnzL6Wky6epWdItS67wa+rK4lJDFV11JaW6Lf2XPnIUyRmat3Gf1z2X7Z//40WiCYm6UvBxCQmEe1MxGQ+wh/SmW1aF9yUtkuOGS56LVSOG2xQFKjcTKBiCz7Vz+T+57Kuch3barcR7XEBcEl9AxfXN6AA200mlv/wv+zc8CJfJvfGaU/CaXOSYEuIuCXaE3FanSTYtW27yX5kvwdCtBITExORRexIUlISRqOR0tLSiP2lpaXtzqXcunUrO3bs4KyzztL3BQJaw0eTyURhYSG5udp87JZAc+fOnSxdunS/11NQUIDP52PHjh3k57ezFNNhJsGmEOJnsRgt5Cfkk5/Q/i+wCdkTsBqtbK7RmhI1eBvYUrOFLTVbWMQiLh14qT72xXUvsrNuZ8TyLHHWblSOJoQQgMVmJyEji4SMrH2OG3vBJQw8eZLeWTfUZTfYaTchFJgWby5k86oVHZ5r9qP/ICFDy6hs+/5ryndsj8iWOhISsdiOUDBmdUD6UO0WZAjeTO4G/mJ1ANDobWT7vy7hp51fMtjj0bOYfX0++tbWU2tw8Z9oOyVN5QDcWFVDXCDANrOJ1WYz2yxmSo1G1OA8ULvJ3iYgbbk5bU4SbYl6YOq0OqWKRnQZi8XCqFGjWLJkCeeccw6gBY9Llixh7ty5bcYPGDCAH3/8MWLfHXfcQX19PfPnzyc7W/tQqiXQ3Lx5M8uWLSMxcf9TltasWYPBYNhnB9zDSYJNIcRhNaX3FKb0ngJozYxKXCX6fNDKpsqIdU+XFi3VS3FbpESlaHNB4/O4aeRNGA3dfNkCIYQIcjgTcDgT9j8QGDxhMknZffS1SBvCloLxe704nKE1kbesXsmPS//b5hzWqGgcCYmc98d79SVjSrdtwVVbrWdMbdGOw9vQLRhoghYc/jnOxvjoKHq5FOp8JmJNPr6LM9DkSObkrIm8ceJ1VDVVUdVcxaR35hHbUBFxuiaDgR0mMz9azfw5KUFvXqeoqh6EdiTWEts2MLUn6NnSRFuivj/OGifddcUhNW/ePK644gpGjx7NmDFjeOyxx3C5XHp32lmzZpGZmcl9992HzWZjyJAhEfdvafrTst/r9XL++efz3Xff8cEHH+D3+ykp0aomEhISsFgsrFy5klWrVjFp0iRiYmJYuXIlt9xyC5dddhlOZ9esqy7BphDiiFEUhXRHOumOdE7OOrnN8VmDZzEydaS+NMte117KGssoayxjc/Vm5o0OzUO4Z+U91HvqI5ZnyXRkypsFIUSPlJk/kMz8tiWrqqrS3FCPxR76YC5r0HEEAoGwUt4KPE1NuBtduBtdWKND6yT/sPjDiMDUZLFqzYyCzY0mXXEN9hitDK+hukpfI1Ux/PzfpSv2ruCkLSu4vLyZZ7aOBtUASoBrcr/hJUstsaMu4sTEwaE7TPNC2Xqo2ATlm6BqK/aAj4EeN3mJAxh77qtUNldS1VzFyLd/Db5myqPi2W2LZrvFTKFRZR1ednvr8Kt+6jx11Hnq2FG3Y7/XalAMxFvjtfLdliA0LDAN3++0OXGYD3PQLnq8mTNnUl5ezl133UVJSQnDhw9n0aJFetOgoqIiDJ34OduzZw/vvfceAMOHD484tmzZMiZOnIjVauWNN97gT3/6E263m759+3LLLbdEzOM80iTYFEJ0G+FzQQEaPFrJ7abqTfhVf8TY5buWU9FUwcd8rO+LMkXRL74fI1NHcuvoW4/UZQshxGGjKIoeDLYYNH4Sg8ZPitjnbmzUynSrKyPKaR0JiST3yaGhsoKm+jp8HjfVxXupLt4LwJSr5+hjV/zrFX5c+l8MRiPRzgS9kVFLp92hk6fr51ZVdZ/Blqqq7Fl4E3NranncnqYFmgCqgRfsTm6sKeFfC29Cvebr0HmOOz/yJH4vVO+A8kKMBiPZsdlkx2Zr++tKIeAlvqGc/kD4d0PtO4HamS9R1VxFZXMlgaJVlJiM7FECVLmrqWquirjVumsJqAF9ewtb9vv/YjaYI7KlibbI+aUtwWnLXFSbybbfc4qjz9y5c9stmwVYvnz5Pu/7wgsvRGz36dMHVW1/5YEWI0eO5KuvvurMJR52EmwKIboth8XB8JThDE8ZHrFfVVX+fOKf2VwdWp5lW+02Gn2NrK1Y26bz7mUfXkaUKUrPgPZ39ic3Llf++AshjhrWqCisUVEkZmVH7B93waWMu0CbG+/zeLR1RoPzRhtrazDbQr8HvW43imIg4PdTX1FOfUV5xLmGTT5N/3rxM0+y7dvVwXmjoaVfYhKTcDgTSe7fj/q6Jh43pbHE4CS8lmWJwQkmiK5r2veyXEYzJPXXbuEMJrj5R6gohIrNUF6oZUMrNkF9MUpUIvG2eOJt8eQEesM/zwRfM1gcwfPlQ9IQ6J0PqYPxxmdT01zTJghtcwuW+zb6GvEGvJQ2llLaWNr+tbcSZYrSA9MEa0JEUNr6Fm+Lx2yQ+abi6CDBphCix1EUJWJdUNDWGy2qK2Jz9eaIjoUur4sfyn8AYGVxaCFlg2KgV0wvpvSewo0jb9T37+/TeiGE6KlMFgvxqWnEp7bthglwxo2/5bQ583DVVIfNG9WaGTU31EcEpvWVFbhqqnHVVFO6rW0mcPYjT1G3pj8Br4/WkyZO/iEJL0nUmUw0V9dg6ex6rYoCsenaLWdi5LHmWvA0hrYbqyAuW+ue62mAvd9rtxYDz8I88xWSo5JJtifBsv+BhFxIHgQ5/cHWttNns6+Z6uZqPXPaEoxG7GsKBanegJdGXyONDY3sbtjd5nztibPG6Y2OEu2JbZohhZf1xlpjZQqJ6LYk2BRCHBXMBjO58bnkxudG7Lcarbx6+qvaPNBgR9zN1Zupdlezo24Hlc2V+liP38OENyfQO7Z3REfc/s7+JNn3v+6VEEL0dAajUVsLNHHfv/NOn3srdRXlwYZGwU67weZGnuYmvG43Aa9vn+cI+Hy8efcfuPLRp/T1RmvLSjBbbdhj4w7ugz9bnHZr4UiGX38DPo+2bmh4FrRiE6QPD42t2wufPRh5vpgMLRuanA/9pkDeVGwmm95/YH9UVcXldemBZ0tw2hKYtgSllc2VVDdXU+2uJqAGqHXXUuuuZTvb9/sYRsWI0+aMWD4mfH5pxD57AlGmKPlQVRwxEmwKIY5qJoOJoclDGZocatGvqiqVzZVsqt5EvDVe37+9djsN3gbWVa5jXeW6iPMk2BK4bOBlXDP0GgACaoBmX3NEN10hhDhW2GNiscfEkto3t93jdRVlGM1m/F6vtkNRoJ35Zu7mJj3QBPjkn39nxw/fYY2KxpmRiTM9E2d6BgkZWTjTM0nu3ffgAiWTRQsYk/e1zqAKo68KBaINpVC/V7tt/xRMNsibqg1tKIfXL4KkPEjO0/5NygNnXzCG3l4rioLD4sBhcdArttd+L7Ml0AwPTlsHpuG3Oo/WDKmiqYKKpor9nh/AYrC0KeMNn18aMQ/V5sRqtO7/pEJ0QIJNIcQxR1EUkuxJbbKV/eL78d4577XJgu6q30VVc1XEG5yiuiLOfudssmKyIjKg/Z396RXTC5NBfr0KIY5dsUkp/PKxf9BUV0fVnl18+OTD+rHT596KMyOLgM+HYows//R5PKAouBtdlGzZRMmWTfoxmyOGOc++rm+v+XghAb9PC0gzsohNTsbwc5bHisuCMx8JbTfVaHNCK4LZ0NxTQsfKN8Keb7RbOIMZEnJg3K9h5OXaPr8XfO6IZWE6YlAMepYyl/YD+XBev5fq1k2PwoLS1uW+Tb4mPAEPJa4SSlwlB/BNgWhzdIfzS/V5qC3zTa3xh+zv38q9K7l/ym7+sHclYzPGHpJziiNP3g2FWbBgAQsWLMDj8XT1pQghuoDRYKRvXF/6xvVlKlP1/Y3eRrbVbiPRFlo8eVvtNlRUdtXvYlf9LpbuWqofsxqt/Hb0b5k5YCYATb4m6j31JNuTpXRJCHHMiE1KIbad+ZgJmdmk5vRr9z4z/3Q/Po+HmhKtY27V3t1UF++hqngPtqjoiLHfffSu3lUXwGgyEZ+WgTM9g5S+uYw97+Kf9wTs8ZB9vHZrLWUQXPBiZDBasRm8jdp2wBsau+c7eG4qxGaFZUFbGhXlgSNFy/weBLPRTEpUCilRBzbvtdHbSLW7OhSENrWdcxoenPoCPlxeFy6vi131u/Z7fgVFn2/a3vzS1uucxlhi2p1vqqoq87+bz7ZYL/O/m88J6SfI388eSoLNMHPmzGHOnDns3r2b7Ozs/d9BCHFMiDJHMSQpcrHlU3qdwqczP43oiLu5ejNba7fS5GvCaQstnvx1ydfMWTKHOGtcZBY0+HW0Obr1QwohxFHDHhurl9QazWbssW2b7oQzWSwk9epDUq8++xyXP+5kKncXUb13D9Ule/F7vVTuLqJydxH1lZURweZrd/4GAirO9AycwZLchIxM4tPSMVsPojN5dCIMPidyXyAAdbu1wDN5QGh/dXDeZd1u7bZ1aeT9zngYjr86OKYYitcES3L7wM/J1LYjyhxFlDmKTEfmfseqqkq9tz6ijLfNnNOwW427hoAaoMZdQ427hm212/b7GCbFpAek4WW8LVNaANZVrmPF3hWcmHniz37+4siTYFMIIQ5Sgi2BgvQCCtIL9H0BNcDu+t0k2BL0fSWuEgyKgVp3Ld+UfsM3pZFlVw9PeJipfbRMakVTBTXNNfSO6y2t74UQRwW9pPaqq7Av+Ee72c6DceKFl+lfBwJ+6isqqN67m6rivVijQvPpA34/pVu3EPD7KN5S2OY8fYaP4rzb7tG3d29cR0xCIjFJnSzLNRggvpd2CzfsIug/NTILWh6cF1qzExLDsrzbP4X/u1b72mjRjoVnQfueDDGpB35NP4OiKMRaYom1xNI7tvd+x/sDfmo9te3OLW3vVu+px6f6KG8qp7ypvMPzGhQDT3z/BOMyxkl2sweSYFMIIQ4hg2Jo0wTiwvwLOTv3bLbVbtMzoJtrNrOlegtlTWUR4z/e8TH3r74fs8FMTlxOmyxoalSq/LEVQvQ4sUkpxKoKHKJAszWDwUhcSipxKan0GT4q4piiKFx2/2NU790dUZpbvXcPza4GLPZQYKoGAvznL3fi83owms3Ep6brWVBneiYpfXNJ6ZPT+QuMSoBeBdotnLc5MntpMEHacVCxBXxNULZeu7W49D+hYHPHF7BxYag5UXI+RCUedEnuz2U0GPXM5IHw+D3tZkjXlq/lvzv/q48LqAHJbvZgEmwKIcQRYDPZGJQ4iEGJgyL21zTX4LCEmkY0ehuJMkXR6GuksLqQwurIT+FfOf0VhiUPA2BbzTZq3DX0d/YnxhJz+J+EEEL0QIrBQHKvPiS3KstVVZWm+jqtKVFQU0M9calp1LQqy23Rv2AcZ8/7o37///7jCeJT0/TOufFp6RHddffL3KqE97jztVsgALW7glnQsOVawrvpbv8cvvp75P3tzlDwOX6e1qyom7IYLaRGp5IaHcrUqqrKxQsvxqAYCKgBfb9kN3suCTaFEKILxdviI7avGXoNVx13FXsb9rbpiruzfif94kPlVm8WvslrG18DIC06rc180Nz43APqCigd/4QQxyJFUYiKjYvYFxUbx5UP/z1YlltO9V6tOVF18R6qi/eS0T80F7OhupKflv239UmJTUrGmZ5J3gknMvTU6YAWRKGqKIa2zXDaZTCAs7d26z+l/TG9x8IJc4KBaCHU7IKmati1SruddEto7Ion4Ic3wkpyg2uHJvYDs/3ArukIWLF3RZulx0Cymz2ZBJtCCNHNGBQDWTFZZMVkManXJH2/1+/FbAzN47Sb7KRGpVLaWKq3sf98z+f68U9nfqqXM60uXk2Tr4n+zv6kR6frnwxLxz8hhGhLK8tNIy4lrU1ZbgujycyJMy/XS3KrinfjdrmoKy+jrryM5N599bGNtTX8c+5VxKel61lQbe3QDJzpmdhj9t00qV05E7VbC08jVG4JZUHjw+ZZlvwIpT9ptwiKNsf0yoUQH2yOWVcMJqtW+nsEqarKE98/gYKCSts1WRUUyW72QBJsCiFEDxEeaALcPOpmbh51M7XuWrbUbImYD1rdXB0xb+b5dc/zxZ4vAHCYHfSL70d/Z3+MilE6/gkhxEGIio3jhF/M1LdbynJbAs+k7FCwV713Dz6vh4pdO6nYtbPNucaccwHjL74CAE9TIzvXrsGZnkF8WgYmi+XALsgSBelDtVtrp9wJg38RCkRbynOba6B2t7b8Soulf4E1r2jzP8OzoC1LtsT10jKvh5g34KXEVdJuoAmgolLiKsEb8GIxHuD3RHQ5CTaFEKKHi7PGMSp1FKNS2//0HaBPbB9KG0vZXrudBm8Da8rXsKZ8TcQYAwYefv8+9mScT8xxqeQ78+kV2+uQLdAter66JUXULd5J7JTexLbePrXXfu8vxNGspSw3KjaOzAGR8/MzBgzkqsf/GWxStIeqvaHS3PrK8ogOveVFO3nvkb+2nJTYpBS9QZEzI5Neg4eRmNXJJfris7Vb/vTQPlUFV4XWEdcUNs+0uUb7t7ESilZot9CzhD/u1QJbgE0fa2uLJuVBQm7bOaidYDFaeOPMN6hqrgrtvOUWePRRfTPBliCBZg8j7yCEEOIY8Psxvwe0UtwddTtY+8VKlm5fymdx3+pjAgTYbN/J30v/SWV1LQAWg4Xc+FzyE/LJc+YxKHHQPoNacfRqCSwB6hbvxN3rQtxh24AEnEJ0wGAwEp+aRnxqGn1HjI445m1ujthW/X7S+uVRvXcP7kYXdeWl1JWXsuOH7wA45ZfX6cFmRdEOVv77db00t6U81+ZwsF+KAo5k7RbuolfB4wou1dJquZaALxRoAnw5H3Z+GTyfQSvdTcqD5DwtKzrisk51x01b/TxpBiNM+J22o8YKLY31Pn0AAn6YdNsBn090PQk2hRDiGGI2munv7I/ty2Je7VOBQVUIKKGSJYOq4DP4yW/sQ1FsKU2+JjZUbWBD1QYABiYM5M0z3kSrclJ5ecMrJFgTyHfm0Tu2N2alpdRXRQ2vhFLDvmhvf9jgyPupbcd2cD61o8fZx/nUDvbv7/HVdq77wO7XifFhT6jt91KNHNvB+dQO9re9X9v9ocfUvlEtAWULd3RkYFm3eCfRx6eiWIwoZiOKUeZUCXEgzLbIbGDWoCFc+j+PaGW5dbXBpVr26hnRlD65+tiyndvZtOrLNue0x8TizMhi7PkX02foCACt666iYDIfwBrOlmjIGK7dwkX8MgLSh4PfowWi7lqo3q7dNn8MMRkw8vLQ2I9v14LY5PxQo6LYzMiSXIMRlv2P9nVLwAlaoLnsf2DS7fu/dtGtSLAphBA9iBpQUb1+VHcA1eMn4PGjevyonuC2O7QdOhbcdvuD9/XzfdImNtvbzhsKKCq1pgZ+u/dKRuwcQIm5gu22PWy37mGbbQ/ZFans+VKb++nDz6P5j+Iz+AAwBUz09qTTtzmTvu5MBjbmMLC5b5vHEEeJdrIVxX9dHdowKRgsRi34tBhQLMaOt60GFLMRgzV0LHQ8chuTIs1BxDFBURSi4uKJiosna+CQdsek5fZn4qxrqC4Olec2VFXSVF9HU+F6VL9fH7v565V89MTDxKakBLOgGSSkZ+nluTEJifvvltv6Z296sNxXVaGhLNQZt2JzZGkuwE//gfriyH3mKC3wzC6A0x8MBZgtASdEBprhAajoESTYFEKIw0D1q3pgF2gJBt1+AsF9enDYOlj0tBxvP2BUvYH9P/j+rg2VF/q8g6IqqIra5riiKryY/D4jXQPJ8KaQ4U3hxPoRbcY1G9xMqx3LdqsWjDYZ3Wy17WKrbRcA4+tGMnDP1YBWovtS8vv0cqfT151JljsV88H8CVLa+1rpcL/SyfH64c7eTwnb1dH4lmPhJ4+4X9v9+3p85SAeJ/yOSgf79/X43uIG1GY/bRgVFLMB1eOHlpeoTyXg80Gjr+34n8OAljm1theMhr6O2LYGt80G/es2480GFIMEsaJnScjIIiEjK2Kfp7lJz4Sm5vbX99eWlqCqAWpLS6gtLWHHmm8j7nfO7+4kd1QBoJXnlu3Yppfn2qL3U5arKBCTqt36jm97XFVh8j1aIFoeDEartmrzPYt/gLD1ppnwO2390GX/A8MVWPapBJo9mASbQohjmuprCfICelCnZQADetAXCAsGQ8HjvgNGfO130ztkFNp/w2zd/xtun8lHxXc1HXf8U1Qqo2pJum1kqBFDWCASHpP8lVNAUQgQYK+rmE01m9hUu4nNNZs5IW0sGf3HAbC7YTdvvv+xfj+TwURObA55zjzynHmMSR3DoMRB7QY5ksXqHuqWFOHZXtv+Qb9KzClZxJySDX41Iose+aFJOz8zHf5Mhf1Mhv9MBdDO6/bz8z96iaSYw35WzIZgpjWUjd1nptZqxGBu+TkLP25AMR76zp1CdMRis5PaN5fUvrkR+wvOvZDjTpnaau1QLRtaW1qMMz0UtG75ZhVfvvmyvh0VF68v0+JMz2TQyafgcHZiaRRFgWEzI/f5vVC9Q8uGGsOyoJ5GaKrRvjaoYLRIoNmDSbApxFHiaO4SqaqqliVpryzU0yogDL7JDbjbvlmNDBgDwSzMYQ4KDUoo4LO296a1nW1rO8etxrBsjgFMhp8VhM1/87fUmhpCO1Q1IoqM88VgjzuABhMtTxPoZe9Nr6TeTKbtAuRGi4mL8i9iU/UmNlVvosHboAWmNZtgO1xz3DUMThkMQFVzFc/++KzelCgnLke6D3YDredstn7N1C3eqf2uMSkYTQbgAOaFdYJeLdDy4VBYQBv+YVGb461KyNurGNAfwxusHnB5D+m1Y1Qig8/gz7Mh/Ov9lBAfjt8DR8LR/Lepp1EUheh4J9HxTrIGRZblBvz+iNeSIyGR7EHHUV28h4bqKhpra2isrWHPxvUA5I4aoweba5d8zJbVK3BmZAUbFGkBqSMhcd+vT6M5OHezf+R+sx3GzaXu0/+lyWvGbvYS++kDEnD2UBJsCnEU6C5dIlVV1d6stZSCeiMDwog3eW4/gbDsYUR2sZ37dpCEO3SMStgbuX3ML2uTtWj/eMsxjN1zflnupBERwYO1YQduR2hNuNgpvdu720HLdGRy+wlaYwdVVSl2FVNYVagHnyNTR+pjN1Zu5KX1L+nbJsVEn7g+evA5IWsCufG5bR5DHF6xU3pHvmZcO3E7+kQcP5wUo4JiNIHNhPEQnlcNqHqFQ9ty9n2Uu++zGqLVh1l+FbXJh7/pEJcU6xUO+/gAq+V3VquAdn/zZw9FSXF3+dsk9s9gjPypGjJxMkMmTga0dT/DGxRVF+8hLiVNH7t30wa2r/mW7a3Kck1WK870TM757R360i6NtTUYzWasUdEdX8xnD1L36f/y3PYC/H4Vo1Hhl/99iFiQgLMHkmBTiKPAgXSJDP+DrjeZ2WcJm9aEpk02sXX5W/gcRO8RCApNBgwtb4bam7MVLH/T52i102CkdUB4LJa5tbwe9AzD/Aepu+nJI5JxUBSFDEcGGY4MJvWa1OZ4oj2RSwZcQmG1FozWe+rZUrOFLTVbWMhCnFanHmxuqt7EO1veIc+ZR74zn5z4HKxGa5tzip+vK18zh5MSrD7AcihDWM2BlOm3Pr7PD+W8fgLuAPiC2Vg1vKT40GZjtZLifTdrUsJK9NubD9vZv02ie7LYo0jN6UdqTr92j4+YfhYZ/QdopbnBzrm1ZSX43G7Kd2zDHhOrj/3izZf5ccnHwbLczLD1Q7O0Mt1Nr2H49K80jbgR/5bvAfD7VZpGXEtse11qRbcnwaYQPZDqCxBo9OJ3+Qi4vNiPS6Lpx4rQgFaZNEO0meK/rQ59En8Imszsz36bdkSUg7UTMHb0pkYaeBwysaf2Cr3Rm99quwvlJ+RzW4G2jpqqqpQ2lupZ0MLqQoYkhcq/viv9jpfXh+YVGRUjfeP60t/ZnzxnHqf1PY1MR+YRfw5Hq+76mumuFJMBxWTAELX/sZ2hBtSOm4jpAe0BfGDY6sPF8A8MQyXFhzAb2+pvkzHBSuWrGzDYTdotyoTBbkbRvw7bZ+n+JcPHqvbmh/p9PmrLtPVBzdbQ0i5NdXUAYWW56yLud+XMEfiG3EhV6inA9/p+bRvstY3EInoSCTaF6GJqQCXQ5CPQ6CXg8hJw+YKBZMu2l0CjL2JbdbfTDXIfAi4vuNo50FEJVgefUh/QcatRe4MlQaE4BBRFIS06jbToNCZkT2hzPD8hn8sGXqZnQWvdtXoW9KPtHzEiZYQebH6550u+2POF1pQoIY/cuFxsJlubcwrR3SkGBcVmAhuHtqQ4fCrEPjtmdzAfvp1tf723w7nx/io3TVXuA7s4gxIKQO0mDFHmVkGqCaWdfQa76ZirXOkOjCYTCRla5jLcjN/cjruxkZqSvcH1Q0OluW6Xi5ff/gm/10t4oKkoCh8++bB2XrOZX44r08tyRfcnwaYQh5Cqqtonxy6vHjz6wwLIlmDRrx/X9h9U6amiZSwNUWbtD3pNx3+wo0alEF2QHlE2arAae0RzCSH2ZUTKCEakaMuyqKpKWWOZngHdVL2J/s5Q44kv9nzBKxte0bcNioHesb31Etzz8s4jwdaJ7opCHGUU5dCWFIfP2WyPfUgS1pw47e9hky/4wWvw3yav/jV+FQIqgQYvgYbOlwsrVmNkEBoWlCph2dPQ8eAxi1H+Rh4G1qj2y3JLt23hldtubjNeVUNvkvxeL011dRJs9iASbAqxD1q5ajuZxnayjS1lrfpcmk5SbEYM0WaMUWYtiIw2Y4jW/igao8P2RZkwRptRbCY9e7j7D5+3uvDILpGN35aRcEH+QX8fhOgJFEUhNTqV1OhUxme1XedtfOZ4FEXRmhJVbaLaXc322u1sr93Oxzs+5px+5+hj/2/z/7GhagP5Tq0pUT9nP+wm+xF8NkL0fPvrYNz0UwWJlw3c5zlasq16ENroRY0ITL2tglSfHry2rAmruv343fv+ULZd+8imKu0ErpJN/XnssbEYzeZgZlP7na6qqv4vaJlNe6wU0vYkEmyKY4YaUFGbgwFio0/7hLSxVZaxJfMYzEK2u3j5gTApWoAYZcbgMIcCxihTWCBpDo2JMqGYDv4PU1d3iRSiJxiXOY5xmdq6n6qqUtFUoWdBi+qKSLIn6WOXFi1l+e7l+raCQu/Y3vR39iffmc8Vg6+QElwh9uNQ/G1qybYaLEaI71zzL9WvEmhuFYCGB6ZtMqqhwPWQZlPDAlOlTWBqjpifeixnU2OTUvjlY/+gqa6Oqj279NJZVVU5fe6tJGRmY4+NlaxmDyPBpuiR9E86wzKL/kZfRJYx0NASNAb/oDR6OagVwBW0gDDa1DbzGAwmjS1BZHBbMR/Z8tSjtUukEIeLoigkRyWTHJXMiZkntjl+Tv9z6B3bWw9Gq5qr2FG3gx11O/hizxdcM/QafexTa56iqrmKvIQ88px59I/vT5T5EHeEEaIH6uq/TYpR++DXGG0GDrwyQX+PEQw81bCS3v1lVA9JNrVVlrQlexrZOKmdOatHQTY1Niml3WAyITO7w264onuTYFN0C6o/WCLjCitXDcs2+sPmQAZcWnbyoMtVrcZWmUVT20xjS2DZqly1O5MukUIcOqf2OpVTe52qb7dkQTdVbaLR14hBCb2p+2jHR2yv3a5vKyhkx2ST58xjcNJgrj7u6iN67UJ0Jz3xb1NENjXu4LOpanvZ0/Dt8MA1PJsafB/U6eu2GFsFqcFOvm32RWZUFWv3y6aGl9RK6WzPJsFmN9UyqT52Sm9iW29381/SerlqeKYxbE5jRPYxGEgedLlq8FNLQztzGiOyj9FmjMH5jz+nXFUIcWxKsieRZE9iXMa4NseuG3odG6s26lnQiqYKiuqL9Ft4sHnXl3dhNpi1pkQJ+fR39ifavI/FzYUQPUpkNvXAhWdTI4LUduaiRuxv9KE2a8vTqB4//v00DGyXgcgGSWEZ1TZlv+EZVfvPmwLUkZb3vBdecDfG5+7Ef8nd1D1UCFOau/17YNGWBJthFixYwIIFC/B4PF16HeHd2+oW78Td60LcYdvAEf1hC3j8ellq+9nHYBDZGNp38OWqJj04bC/T2LqMVdbdCunJH1AI0ZOdnnM6p+ecrm9XNlWyuWYzm6o2YTeHSvd8AR8fbv8Qtz/yjWCmI5N8Zz4F6QVcMvCSI3bdQoju42dlU4Mf8rcbmLY3PzUso4pPhQA/L5vaUZDaTpZVn5vaQTY1/D1wYGU95uyZeFfWa8e64D2w+Pkk2AwzZ84c5syZw+7du8nOzu6y62jdvc0d3avN8YP9QWtTrtpBY5zwBjqq9xCUq4bPaWwJIqMj9xnsPaNctTvqbh9QCHEsS7QnkmhP5IT0EyL2q6rKvePujViapayxjD0Ne9jTsAeDYtCDTVVVuWbxNWTHZOsdcfs7+xNjiemKpySE6MYUg6KtMRrVuWwqgOr1R2RJA63np7ZbCuxDdftADcum1h5MNtXUJqPauKY8YtihfA8suoYEm92QNTcO99ba0I7Wn/wosOdPK/TNpNlDAO1TKdeqYtw76rT24qr2j/a1tn1Q6zkGHxNFQTEqYFS0oNCoaJPRjQqOgnTMGdEYosx4dtXTtLYCjEro8hVF/+UVOyoVS7pWNta8qZq6L3dq528ZrKB/2uUYn4klwwGAe2cdrq9LQgGpEhoPED06DUumNtZT7KLxu9LQ+cLHo63t1TLWV9FE4w/BX26G4EClZaiCtV+8PtZf66bxpwrt+hRCJw5+bcmK0a/X7/LSvLEq9L3Tr0HbNqdGYU7Vvg8Btw/3lprQ/3XYc1MUBaPTijlZaziiegO4i+r07yvKgX1AETUiJfR/Z9D+VUwKivlQLgkuehLJhh9ZZqNZy4ISyoJWN1ezuXozm6o3kekILX5e7CpmVfEqVhWvijhHpiOT/s7+TO09lbNyzzpi1y6EODopZiPGOCPGQ5FNbQlU91n6G55N9RFw+fZzgZHvgaW7fs8jwWY3FBFotkclYo5j+VM/dO4BFO3TJFUFtanjH/KEi/Kx9IrFEG2i/rPd1C/ZhRpQwds2ZrX2jcOSrX3i7t5cjXtrTYfndZwUekPlq2yi6ceKDsfahyVDRnBseRON35R2ONbaNy4UQJY30vD5ng7HmhJt+lhvRdM+F52On5EbMbb2/W0djo2d3icUbFY1U/3Wpg7Hxpzai7gpWrDpr3FT+fKGDsc6xmcSf0aONrbeQ8UzP3Y4Fmj7AQVQ8sDXbfZFjUghYaa2/qbq9bPn7pV6IIpBQTGib9sGJOA8t79+39LHv4scG/wXg4IlO4a4sD8I1W9vRvWrwTGhc2JUMCXacRSk62MbVu5F9QXaPbfBYcaen6CPdW+rQfWr7Y5VLAY9QG/5vqECBkIflhgMwWvmmCvHlmx49+C0ORmTPoYx6WMi9sdaYnnw5Af1DGhhVSGljaV6FrRvXF99bHVzNXOWzCHPmaff+jv7E2eNO9JPRwhxjPjZ2dSwLGlEoNrkw/VtKYG6tlParP3i5e9SDyTBZjfUJrO5P2YDRkewFNVi1JbdaJm4bTNitJlQbCYMNhOWPrEYYywoBgVfZRP+Wo++UK4WQYYyoJbesRisWtYrangKlsyYiDFq2NemxNB6c7YBCRhirRAIO2/wMVRVxZwcmsNk7RtH/IxcCKj6qcMfI3ysOdNB7NTerc4XPKiqmFNCgYUpyY7j5CztPIHQmJbrMYWPjbcSPSZNO9TONZuSQtdgdJixD02KGKOGZYzNYWMVmxFrnjPiccMzziZn6HummI1YesXo3349Ew0QUDHGhn3iaFQwpdgjM9Wqiq/W036HXoOCYjZo3+OA1ulOv19Y2bJ+rOX/Iuz0AIGwDybUgIp3r6vtY7U8n1bl0K7vyjrsHmzNiYsINusW79S68rXDnOWICDar/rWpw0YIppQo0uaN0rfLn1mLr6yp3bHGeCvpfwi92S//37V4S1yRQXQwK2yINpNy3TB9bM17W/EUu7Ssf0Sgrn3fEy7M18c2rNyLt6wxLNiNvE/MpGw96G3eVI2vujnifOFjbfkJ2j7AW95IoNEXEfArYUG90WnT/08CHj+o6mEt1xc/n8PiYHrf6UzvO13fV+uu1TriVm9iSNIQff+m6k38WPEjP1ZEfgiVFp1GvjOfC/IuYEL2hCN27UIIsS+K2YjRbIx8bxNUt6So3UATwL2lhrolRfK3qYeRYLMbOpBAM+XGEXrzHMV8cJ3ATIl2TIkHtu6UOTkqIku0z7Gp0Xp56H7HpkVjTjuwsZb0aL38dr9jMxx6hvFArsH5i/77H4j23BIvGXhgY5OjSP7lkP0PBEwJNlJuGH5gY+OspM0bHbEvPEvVRkAl5uSsiF/OakCNDGjRfvmn/3GMdswfCkzVgHYOgy2s3FaBpF8OaTO2JaA1xloiLiFuWh9UfyBiTMu/4UE3gH1oMqrbHxrjD40ND+YBzKlRWpY+/LzB8UZHq09bW0qf2yslN0YGx/qi3u0wNEfu9+xtwLOjrt2xijWyRLlpfSXuzTXtjkWB2FNC/0cNq4ppXlfZ/lgg888n6tddv3QXjd+XdTg2/c4T9M6ItQu34VpV0s7jty1VavyxHPe2Wgy2YIMHmwnFbtS3zanRB/37R3RenDWO49OO5/i04yP25znzeGjCQxRWFeoluXtdeylxlVDiKmFS9iR97E8VP/Hnr/6szwNt6Yrb2Szoyr0ruX/Kbv6wdyVjM8YekucnhBBt3suoasTfJ/kgtOeRYLMb2l9m05obd8CBlDg2dPaXs5bligwuFIPS7qeM7VEUBVue84CvL2Z85v4HBTnPOfBFm1vmKx+ItFu0LKceaIcHp60kzhqkNcZqFeziV4PzekNip/TWOvi1HhtQIzLHEKwQyI6BAKiBQGSg3oolO1hJEGgbzLc+t8FhxpRoa/P4Lf8qYcG02s7zba2lVKn63S24VhZ3OC711lH6h1B1S4twrSrWqijsoeC0pcLCMTYDY4z2IYSvxk3A5Q21zrcapTnYz+C0OZnWZxrT+kzT99V56vTAc0xaKGu/vnK9fguXEpVCvjOfa4Zew4iUEft8PFVVmf/dfLbFepn/3XxOSD/hmCtDF0IcHrFTeke8p7G6duJ29Ik4LnoWCTa7oTaBZqvAoVMltuKYIL+cD5weaBtbh9shrbOt+2LLjT/gsdGjUg94bOzEA++IHX9GDgTn9O6P89z+OGf0o25pEfXLdrU7pqVUyTYgQcscNwfn17QsVB7812AP/Qnx13vw13qgtv3yp6gRKXqw6VpdTP3SsMdWgt2rg8FpwsUD9LL45q01eLbXhoLYlgDWbsJgN2rTAoySXW0t1hLLqNRRjEodFbF/UvYknDanPg90U/Um9jTsoayxjLLGMq4cfKU+dtGORTz343MRGdA8Zx7rK9ezrnIdAOsq17Fi7wpOzDzxSD49IcRRquWDcb1Z3fwHqbvpSWle14NJsNkNSeAgOkt+OYsD1dJRuk2g2U42POv+8RFzZPcl9pReRI9K1YNStSkyQDU6QqXVitGAIdaC2uTTMsjBpmf+5uBi5GGfAri31kQGpq0k3zAMa69YAFxfl9DwVTEGmzGYUY0MUO1DEvXsfaDJh+rxo9hN2jz3YyQzlxyVzJTeU5jSe4q+r8HToK8LOiBxgL5/fcV6NlRtYENVZPMykxJ662BQDDzx/ROMyxh3zHwPhRCHV+ypvULvW+a32hY9jgSb3ZAEDuJgyC9n0RmH+kMtY4xFz1zu97HDXpuqL6AHpFrW1I8pPlTObcmKIbogLRi4+lHDAtjW2VVfdTPePQ0dPq45y6EHm65vSqhduF07YFAwBOeitjRXizutrz5dwbO3AU9RXeh4q1Lhnj5v1WFxMCJlRJvy2UsGXsKw5GER64Luqt+FTw3NWw6oAdZVruPJNU9iN9kpSCtgUOIgjAZZUkkIIYQEm92WBA5CiMOpu3yopZgMGB2WiMxnOPugROyDEts9pnfSDooelYqlV6xe5qsFpX59O7xxlba8Dlq36oDaZr03dUqoe7J7a00oMG1H0i+H6HOYmzZU0rCyOBiItsqw2k1Y+8bpQbka7NCsmLpnsJoWnUZadBqn9j4V0L7fMz+YSWFVIQFC3x+DYuC1Da/R4NUC/RhzDKPTRlOQXsAJ6SeQE5cjWU8hhDhGSbAphBDHqJ7+oVbrAKYzHbZjJ/UiZmI2qicQLPsNBqeN2r/hnY9NCTbsgxNDGdXgHFa12QeqtsxRC19FE+5N1R0+btIvh+jBZuP3ZVT/Z3NouaqIjKkRx0mZWLK09Yt9Vc149jToGVg9iLWZIhpAHU4r9q5geGEfHqqYy8vJ7/NG0iIuLj+NyyrO5JWkD1g/cC/bardR761n2a5lLNu1DIBMRyYLz10o2U4hhDgGSbAphBDimKQoitaYyGqEuI47MdsHJ2EfnNRmvxpQtXmfYWW0tvwEDHZzm2ZKLQGqIazUOBBcRkf1BlC9njZry0WNDDWUcm+tofo/m9t/HhYjCTPzsQ/WMsDunXW4vioONVKyac2UWgJUc2pUh5nkjqiqyoZ3VzKr4iwArig/m6GuPEY0anM8Z1WcxaKdq3jh2hfYWL2Rr4q/YlXxKr4v+54sR1ZEoHnj0htJsidRkF7AmLQxOG0H3tlaCCFEzyLBphBCCHEQFIOCYov8M2pOidI76e6P48RMralSS7ffiODUhynsPIYoE5Y+sdqYliZMHq2UVfX4UUyh7KavrHGf664mXJxP1LAUAJrWVVD11qaIrGp42W/U8GQsWTF4A16mFY2JOM/wxvyI7WlFYwgQYEjSEIYkDeHq467G7XdT3RzK9FY2VeoZz7c2vYWCwoCEARSkF1CQXsDIlJFEmQ/s+yeEEKL7k2BTCCGE6AKKQUGJMmOIMu93bHvZVdUf0APV8OZMluwY4k7r26rxUiiINYRlNVuaMumdgFuxZDuwZMVgMVowDI5BXRdqwKS0WjzIMNCBxaid27O7nrrFO1EsRiwWI9WWBhSLEcUY4OWEJ/nK9gMfNy5jS80Wisp3oOx285nhE8b1OYnfjP0tisWAalYIKAHMhv1/f4QQojtasGABDz74ICUlJQwbNownnniCMWPG7Pd+b7zxBhdffDEzZszgnXfe0ferqsrdd9/NM888Q01NDSeeeCJPPfUU/fv318dUVVXx61//mvfffx+DwcB5553H/PnzcTgch+Mp7pcEm0IIIUQPpBgNGKMNGKMjgzFzWjTmtOgDOof9uGQsvSMzpoEmvz6P1ZwaOk/CqF5UbdqoLVfTDuewLP1rf42b5sL2564mYeCycy/guik3UtFUwbpvviF3YfBxtkPxslX6WI/iZXn/HzAWJHBC+gn08WRS++42DBaDFrxajCgWA4bg19Z+8Vh7a0vhBNw+PEX12hhzaIzScl+DNC0SQhw+b775JvPmzePpp5+moKCAxx57jGnTplFYWEhKSkqH99uxYwe/+c1vGD9+fJtjDzzwAI8//jgvvvgiffv25c4772TatGmsX78em01bI/zSSy+luLiYxYsX4/V6mT17Nr/61a947bXXDttz3RcJNoUQQohjlMFqxJB8YGWr3mJXh4EmgLe0Uf/anOnAeX5/VLefgDeA6vGjelr+9WNO1howJdmTKMg4gerEzRFjCDYatqhmNtVtZuE3nwNwomckd2y/usNriDUqerDpK2+i4tmfOhwbc2ov4oJL/Piqmql8bUObgNQQ/NqaE693HA54/Lg314SCVosxMvg1GySQFULwyCOPcM011zB79mwAnn76aRYuXMhzzz3HH/7wh3bv4/f7ufTSS7nnnnv4/PPPqamp0Y+pqspjjz3GHXfcwYwZMwB46aWXSE1N5Z133uGiiy5iw4YNLFq0iK+//prRo0cD8MQTT3D66afz0EMPkZGRcXifdDsk2BRCCCHEfoWvywqAqkJYR+D6ZbuIm9YHAJPThml02gGd15YbT/pvjw87rQq+AD63j+3lWxlScwK1lSrfln7LOt9m7st8FlvAwi/zZpNtz0L1+HG56lG86GujAqAomNOiCQQDXNUTQPWGAtnwJWcCTT68uzteoxWUULBZ56Hy5fUdjowem45zRj8A/C4v5f9YqzWiMhvaBLKWvrFEHZesPW9/gKYfK1DMwTHWYLAbvJ/BZkQx97yOvnVLikJLKrXe7kHdr4UAqK+vp66uTt+2Wq1YrW0bzHk8Hr799ltuu+02fZ/BYGDy5MmsXLmyw/Pfe++9pKSkcNVVV/H5559HHNu+fTslJSVMnjxZ3xcXF0dBQQErV67koosuYuXKlcTHx+uBJsDkyZMxGAysWrWKc88996Ce988hwaYQQggh9it2Su+IgNPq2onb0Sfi+KGgKAqYjZjNRvIcg8hjEJcxC6/fy48VP7KqeBXfln5Lv8kjsRq1N3lPr/4br2x4hX4b+lFQU0BBWgGj00aTevPIiHO3BLIBTyCiqZIpwUbirEGoXi0ojQhQPX4sfWLDLlCbFxvw+LVOwmFjAQyWUECoNvvwlYUyvq1FB1Q92Aw0+ah6o7DDsVEjUkiYqTVlUn0BSh7+pt3MqsFixNIrhujjQ8G+6+sSLYA1ty09NtiMBzRv+GC0BJagfVjh7nUh7rBtQAJO0aMMGjQoYvvuu+/mT3/6U5txFRUV+P1+UlNTI/anpqaycePGds/9xRdf8Oyzz7JmzZp2j5eUlOjnaH3OlmMlJSVtSnRNJhMJCQn6mCNNgk0hhBBC7FdLUKBnpeY/SN1NTx6xLJXZaGZk6khGpo5sc6yiqQIFhS01W9hSs4VXN7yKUTEyOHEwBekFXDfsOixGix7IGltlCA12E/ZBiQd0HaZEOylzhrfZrwZUVF9kmbEhxkLS1cdFBKRakKp9bcmOiRhvzY0LGxNAdQfv5w2gWEKZWNXjx1/dtqFTi4DXrwebqj/Q4bI5ALYBCSRdOVjfLr5/NRgUbZ6rNaw02GLEkukg5uTQ3NyG1cXaEkJhgax2HwMGu6lNNtwdHfkaqVu8U4JN0aOsX7+ezMxMfbu9rObBqK+v5/LLL+eZZ54hKantUls9WbcINjvTqWnixIl8+umnbfaffvrpLFy4EK/Xyx133MGHH37Itm3biIuLY/Lkydx///1dUqcshBBCHC1iT+0VCg7mt9ruQg9OeJDbC25ndclqVhWvYlXJKnbW7WRtxVpKG0v59Yhf62M/2fkJadFpDEwYGLH+58+lGBQUS6sg1mLE1i/+gO5vdFhIvmZou8fUgKqVLbc8ltVI8g3DWs2FDWVkw5ffUf0qtgEJqB5/8HhwfDDgVazGiMdpryuxfrzZFxFs1r6/rcN5vJY+sW2y4eFl1wCW3jHUf7obU6IN+5DQG2zVr6IYZd6r6H5iYmKIjY3d77ikpCSMRiOlpaUR+0tLS0lLazvFYOvWrezYsYOzzjpL3xcIaD9bJpOJwsJC/X6lpaWkp6dHnHP48OEApKWlUVYWufSVz+ejqqqq3cc9Ero82Oxsp6a3334bjye08HVlZSXDhg3jggsuAKCxsZHvvvuOO++8k2HDhlFdXc1NN93E2WefzTfffHPEnpcQQgghjpx4WzxT+0xlap+pABQ3FPNV8Vf4VJ+W0QT8AT93r7ibOk8dMZYYjk89noL0Ak5IP4G+cX31cd2N1nAodG2K0YC11/7f8IIW8IZnLltTw4JYgJSbRkZkYsODVGO8NeJ+tkGJevY1IpD1+DFEmYk9tRfu7bW4t9S0+9ienfV4dtZj6R0bEWyWPLCagNuP0WHBEG3G4DBjdJgxRJsxJ0cRNSL0/jDQ7JPuwqLbsVgsjBo1iiVLlnDOOecAWvC4ZMkS5s6d22b8gAED+PHHHyP23XHHHdTX1zN//nyys7Mxm82kpaWxZMkSPbisq6tj1apVXH/99QCMHTuWmpoavv32W0aNGgXA0qVLCQQCFBQUHL4nvA9dHmx2tlNTQkJCxPYbb7xBVFSUHmzGxcWxePHiiDFPPvkkY8aMoaioiF69uv4TWCGEEEIcXumOdM7tH9kMo95Tz6jUUXxT8g31nnqW7lrK0l1LAUixpzBzwEx+NfRXXXG5XSY8wFYMCpb0A1s2R1EUEi8esM8xdUuKOgw0ASy9YjAl2jEl2vR9qqrib/CCX8XX3AQVTZH36R0bEWyWPvIt/gYPhmgzxmgLBkcwOI02Y0qJwlEQygD569woNlPEvFohDpd58+ZxxRVXMHr0aMaMGcNjjz2Gy+XSY55Zs2aRmZnJfffdh81mY8iQIRH3j4+PB4jYf/PNN/OXv/yF/v3760ufZGRk6AHtwIEDmT59Otdccw1PP/00Xq+XuXPnctFFF3VZhWeXBpsH26kp3LPPPstFF11EdHTHvxxra2tRFEX/T2vN7XbjdofKRurr6w/sCQghhBCix4i3xfP4KY/jC/jYULmBVSWr+GrvV3xf9j1lTWW4/WHvBTz1zP9uPgXpBYxJG0OcNa4Lr7xn2l8HY09RPSk3DG9zv4zbC/C7vAQavPgbvAQaPNq/Li8mZ2R21e/yQgAC9V4C9d6I81j6xEYEm6VPriFQ59HmlDosGINZU0O0GXNaNDEnhebiecsbMdhMGKLMUtIrDsrMmTMpLy/nrrvuoqSkhOHDh7No0SK9wU9RUREGg2E/Z4n0u9/9DpfLxa9+9Stqamo46aSTWLRokb7GJsCrr77K3LlzOfXUUzEYDJx33nk8/vjjh/S5dYaitq6fOIL27t1LZmYmK1asYOzYsfr+3/3ud3z66aesWrVqH/eG1atXU1BQwKpVqzqc49nc3MyJJ57IgAEDePXVV9sd86c//Yl77rmnzf5dkyeTZbd34hkdJqtXQwfPT4h2yWtGdJa8ZkRnHUWvmWZDgDWJbjIaTfRyaZ1Zl6W7uHGcNvdJUWFAjYUTyuwUlNsYUWEjyt+5N4nHorqksdSlnKRvW/euxZ0RmpcaW/YFsRUHllzoiIqBgMmO3xhNwBSF3xRFwKj9a/LW46j+PjgO9ubfiGpsv6GLxbWLlJ1v6Nt7+19HwKw1cDL4GjH4GzH6GjH4GjG7y4mt+Eof67GloAQ8GH2NKAEPEpoeQt3k98zupiayP/mEXbt2kZWVtf87CF2Xl9H+HM8++yzHHXdch4Gm1+vlwgsvRFVVnnrqqQ7Pc9tttzFv3jx9e8+ePVpr4+efh+7wgjr7bHjvva6+CtGTyGtGdJa8ZkRnHUWvGRtwQqt9GVWFXLL5bVYVr2Jr7VY2OD1scHp4Pr8Wk8HEQxMe4tRep3bF5fYYsQDh62rOf5C6K84K62A8/mc/hgIYg7f9jctQVW1+qZ4x9eJ3eQg0eDHG9IfjLwGC81jvWw31HlAhYIoiYIrCF4xT/X3HEHvtH/VzV/zPKgL1wX4iRkWbX+qwYHSYMWc49PVnAdw7alHMRr3UN3y9V9GO7vJ7ZvduyM7u6qvokbo02Oxsp6ZwLpeLN954g3vvvbfd4y2B5s6dO1m6dOk+O0e1XpA1fLFWIYQQQhx78hPyua1Am+ZT3ljOqpJVWqfb4lUUu4rpH99fH/t/m/+PxTsX682G+jv7Y1AkiIDu1cFYURQUqwmD1YQpsePKNUVRyPhjAWpAJdAYVs7r0sp5jdGhdUlVVcVgM6K6jageP/hV/LUe/LUevEDAE9mtt/LVDRHlvorNqDVCcpixZDqIPytXP9a8qRrFpGBoaZRkN0kjJNFl3n77bf70pz+xdu3aTt2vS4PNznZqCvfWW2/hdru57LLL2hxrCTQ3b97MsmXLSEw8sLWzhBBCCCFaS45K5sycMzkz50xUVWV3/W6yYkKVT5/u/pTP93zO53s+ByDBlsCYtDEUpBdQkF5AdoxkRHoixaBgdFgwOiyYOxqjKKTdOhqAgMdPoGWuqUuba2qwh95qq6qKMdYKKARcXgioqM1+vRFS60Cy6l+FBBrC5qEaFK0RksOMJTsG5y9CH3g0/VQRzKqGOvhKIyTRWf/4xz9YvHgxFouFm266iYKCApYuXcqtt97Kpk2bmDVrVqfP2eVltJ3p1BTu2Wef5ZxzzmkTSHq9Xs4//3y+++47PvjgA/x+PyUlJYDWydZisRyZJyaEEEKIo46iKGTHRgaPNwy/gREpI1hZvJLvSr+jqrmKRTsWsWjHIoyKkS8v/pJos9bI0OP3YDHKe5GjkcFi1AI8p63d44qikPrrEYC2pqna7Iso5zVYIwNTc0oUfruWTVWbfBBQCdR7CNRHBrEA1e9siQxMQW+EZOkVQ+JFoc7Bru9KUQxKcEmZYHAabZas6THu/vvv56677mLo0KFs3LiRd999l9tvv50nnniCm266iWuvvRan09np83Yq2MzJyeHrr78+pJnCg+nUVFhYyBdffMF///vfNufbs2cP7wVru1vWoGmxbNkyJk6ceMiuXQghhBAiz5lHnjOPKwZfgdfvZW3FWlYVr+Kr4q8wKkY90AS4ctGVNPubKUjTSm5HpY7CYXF04dWLrqAYFJQoM4YoM7RdVh5FUUj+VaiZkuoLEGj04q/XuvKGz/VUVRVLdgz+ek+w5NcDPhXVE8Bf1UwgPrIpUu3C7VpmNeIBwRBlxtI7lqRZg/TdDV/tBSVsHmowa6pYjYdtXdq68Hm+rbe7qAT7WPD888/zzDPPcMUVV/D5558zYcIEVqxYwZYtW/a56sf+dCrY3LFjB36//6AfrCNz587tsGx2+fLlbfbl5+e3WYS4RZ8+fTo8JoQQQghxOJmNZkaljmJU6ihuGH4DATU0Z8/ldbG+cj1+1c/m6s28suEVjIqRIUlDKEgvYHzmeIanDO+6ixfdlmIyYIy1BstwWx1TFJKuGKxvqy2NkOq1ct7wjKWqqlj7xROo9+jLywQavVojJJcX1e2LOHfd4p0EXJH7ADApWPvGkXzVcfqu+s92A0RkTI3BpWUOtBFSS2DZ8tjuXhfiDtsGJOA8TIqKijjllFMAGD9+PGazmXvuuednBZrQDcpohRBCCCGOVuGNgqLN0Sy9cCmrS1brzYZ21e/ih/If+KH8B3bW7dSDTVVV2VC1gXxnPkaDzL0TBy6iEVKSvc2xxIsHROxTA6o217RVtlNVVeyDk7SMqSvUwVf1+MGnauvJhKlfvotAYzuBKWDpHUvK9cP07bpPdqKqBDOmZozRWpOk1muzuqMjA8u6xTsl2DxM3G53xHqdFouFhISEn33eTgebH3/8MXFx+17Y+Oyzzz7oCxJCCCGEOFol2BKY3mc60/tMB2Bvw1695HZi9kR93Pba7cz8YCaxlliOTzte73TbJ7bPYStfFMcmxaBgjLFgjImcS6woSkQTohaB4PIxhFUSqqpK1MhUAg2hjGlLB18CoJgjM5sNK/Z2GJi2uoiIzdgpvTvxzERn3XnnnURFRQHg8Xj4y1/+0ibue+SRRzp1zk4Hm1dcccU+jyuKclhKbYUQQgghjjYZjgzO7X8u5/Y/N2L/rvpdOMwO6jx1LClawpKiJQCkRKVwQvoJXDLgEgYnDW7vlEIcVgaLEUNCZLZdURTiz8xpM1YNqASafOAPlZOrqkr02AwCDZ6wzr1acKo2+1DsJq0hUivWfvGS1TyMTj75ZAoLC/XtcePGsW3btogxB/NBV6eDzZKSElJS2pnJLIQQQgghDokJ2RP4/KLPWV+5Xi+5/b7se8oay3hv63tM6zNNH7u1Zivba7dzfNrxxFn3XX0mxJGkGJSIdUlBC1jiOshQ1i7eSf2SonaPubfUULekSALOw6S9PjmHQqeCTSnbEEIIIYQ4MkwGE0OThzI0eSjXDL2GZl8z35d9z6riVYxOHa2Pe2/rezz303MoKAxMHKiV3KadwIjUEdhN9n08ghDdS5tAU1UjSmllzuaRU1FRAUBSUtLPOk+ngk3p8ipE9+TduxdfdXVoR3MzrFunb5qcTswZGV1wZUIIIQ4Vm8nG2IyxjM0YG7E/wZZATlwO22q3sb5yPesr1/P8T89jNpgZljyMRyc+SrwtvmsuWohOiJ3SO6JJkNW1E7ejT8RxcfjU1NRw++238+abb1IdfF/pdDq56KKL+Mtf/kJ8fHynz9mpYPOKK67AbpdPyIToTrx797J1+mmoHk/kgfPO179ULBZyF30kAacQQhyFrhh8BVcMvoJSVymrS1bzVfFXrCpeRWljKdtqtxFrjdXHvrjuRQyKgYL0AvrH95eqNdGttGQt9XU15z9I3U1PyjqbR0BVVRVjx45lz549XHrppQwcOBCA9evX88ILL7BkyRJWrFiB0+ns1Hk7FWyedtppWK2h9X12795NRkYGBoPWYaqxsZEnn3yS3/3ud526CCHEwfNVV7cNNFtRPR581dUSbAohxFEsNTqVs3LP4qzcs1BVlZ11O9nbsFdffkVVVV5Y9wIVTVp5XIItgYK0AgrStVtWTFZXXr4QgBZw6kHl/Fbb4rC59957sVgsbN26ldTU1DbHpk6dyr333sujjz7aqfMe2AqrQRdffDE1NTX69qBBg9ixY4e+XV9fz2233dapCxBCCCGEEIeWoij0ievDuMxx+j5fwMesQbM4MeNE7CY7Vc1VfLTjI/608k+c9vZp/HrJr7vwioUQXemdd97hoYceahNoAqSlpfHAAw/wf//3f50+78+asylzOIUQQgghegaz0czsIbOZPWQ2Xr+XH8p/YFWJ1un2x/If6RPXRx/b5GviykVXMip1FCekn8Co1FFEm6O77uKFEIdVcXExgwd3vJzSkCFDKCkp6fR5O730iRCiawWam3Fv2kTzunU0r1+P65tvDuh+xX+4DfuokdgGDMCan48tLw9DtLxxEEKIY5HZaGZ02mhGp41mzvA5uLwu3H63fvz70u/1ZkMvr38Zk2JiSNIQveR2WPIwLEZLFz4DIcShlJSUxI4dO8jKar+cfvv27SQkJHT6vBJsCtGNBRobad5YqAeWzevX496yBfz+Tp/LvXkz7s2bQzsUBUuvXlgHDMA2MBiADhyIKTVVGkYIIcQxJtocHZG5HJw0mAdPflBvNrS7YTdrytewpnwN/1j7D35//O+5bNBlAHj9XgyKAaPB2OH5V+5dyf1TdvOHvSvbdNMVQnS9adOmcfvtt7N48WIslsgPktxuN3feeSfTp0/v9Hk7HWx+/PHHxMVpCwYHAgGWLFnCTz/9BBAxn1MI0Tn+hgbcGzbQ1BJYrluPZ/t2CATajDU6ndgGD8Y2aBCG2FjKH3pov+dPuuVm1IYGLXjduAF/eQWenTvx7NxJ/ccfh84dF6cFoAMGhALRnBwUi3yCLYQQx4o4axzT+05nel/tzeXu+t2sKtZKbleVrKIgvUAf+/6293n4m4cZkzZGW+Mz/QR6x/bWP7hUVZX5381nW6yX+d/N54T0E+RDTSG6mXvvvZfRo0fTv39/5syZw4ABA1BVlQ0bNvD3v/8dt9vNyy+/3OnzdjrYvOKKKyK2r7322oht+eUhxP75a2tp3rBBy1iuW0/zunV4du5sd6wxOQn7oMHYBg/SA0xTWpr+s9a0bh3lB/CYjpNOwh5Wi++rrKR540bcGzfSvLEQ98YNuLdtx19bS+OqVTSuWhW6s9mMNScnFIAOyMc6YACmTra/FkII0TNlxWSRFZPFeXnntenZ8W3pt9R56vik6BM+KfoEgNSoVD3wjDZFs65SW/t5XeU6VuxdwYmZJx7x5yCE6FhWVhYrV67khhtu4LbbbtN/zhVFYcqUKTz55JNkZ2d3+rydCjYD7WRYhBD75quu1gPKllJY765d7Y41padjGzQI26CBemBpTknZ5/lNTieKxbLP5U8Ui6VNYGhKTMRx4ok4Tgz9wQ+43bi3bAkFoBs20FxYSKC+HndhIe7CQnj33dA5UlPbBKCWXr1QjB2XUgkhhOjZWicW7hl3DxfkXaBnPdeUraG0sZT3tr7He1vfY0DCAAyKgYAaQEHhvlX38czUZ0iLTpMkhRDdSN++ffnoo4+orq5mc3DqVb9+/Q5qrmYLmbMpxCHkKy+nef36iFJYX3Fxu2PNWVlaYBkMKm2DBmJKTOz0Y5ozMshd9BG+6urQzltugbB1kExO5wGtsWmwWrEPHhyRAVVVFd/evTRv3BjMhBbSvHEj3l278JWW0lBaSsOnn+rjFbsdW15eRAAqzYiEEOLoZTKYGJ4ynOEpw7l22LU0+Zr4vux7VhWvYn3ler4q/kofq6Kys34nU/8zlWhzNDlxOeTE5ZAbn0tufC4nZ53chc9ECAHgdDoZM2ZMxD5VVSkvLydlP0mQ1joVbH722WcHNO7kk+UXhTi6qaqKr7RUCyh/agks1+Erb7+g1dK7d0QZrG3gQIzx8YfseswZGZHBpM0G+2hf3RmKomDOzMScmUnMqafq+/0NDbgLCyMCUPemTahNTTT98ANNP/wQfpJQM6KWAHTAgIhyYCGEEEcHu8nOuIxxjE0fy8ULL9azmq25vC5+rPiRHyt+BCAtOo3F5y/Wjz+z9hkAcuJzyI3LJSsmC5NB8iRCHA5RUVHs3LmT5ORkAM444wz++c9/kp6eDkBZWRkZGRn4O9mkslM/sRMnToyY7N0eRVE6fRFCdGeqquLds5fm9cH5lcHA0l9V1XawomDJyQlmLAeFAsuYmCN/4YeZ0eEgatQookaN0vepPh+enTsjA9CNG/GVl++nGVE+1gEDtX9zc6UZkRBCHAVW7F2hz9Vsz91j7ybWEsvW2q1sq9lGnDUu4virG16lsrlS3zYbzPSO7U1ufC7Dkodx+aDLD9u1C3GsaW5ujojvPvvsM5qamiLGdBT/7Uungk2n00lMTAxXXnkll19+OUlJSZ1+wO5swYIFLFiwAM8+5r6Jo5saCODdtUsPKFtKYf21tW0HG41Yc3NDpbCDB2HLzz+my0UVkwlrbi7W3Fw44wx9f6gZUSgAdW/b1n4zouA5IgJQaUYkhBA9iqqqPPH9EygoqLR9g6qg8O9N/+b1M15nqjK1zfGAGuCyQZexrWYbW2u3sr12O02+JrbUbGFLzRaqm6sjgs2rPr6KWEusngXNic+hT2wfbCbbYX2eQhxLDqYarVPBZnFxMf/3f//Hc889xwMPPMDpp5/OVVddxfTp04+KUrg5c+YwZ84cdu/efVDdlkTPovr9WhYuvHnPhg0E6uvbDjabsfbvh23QIOzBUlhrfj4Gm/wROxD7bkZUSHPhRtwbNmrNiOrqwpoRvRc6R2oq1gH52PJb1gUdgKW3NCMSQojuyBvwUuIqaTfQBG3uZomrBG/Ai8XYtprFoBi4+rir9e2AGqDYVczWGi0LmmgP9ThweV2sLlmtbRSFzqGgkBWTxZTeU7hl1C36/iZfE3aT/Wc+QyHEgehUsGmxWJg5cyYzZ86kqKiIF154gblz5+J2u7niiiu45557MJmkll50P6rPh3vbNj1T2RJYqo2NbcYqFgvW/PywUtjBWPP6Y5DSzkNqn82IWuaCBgNQb1ERvtJSfKWluD4NzR1X7Hasef0jAlBbvjQjEkKIrmYxWnjjzDeoag6bctKqeV2CLaHdQLM9BsVApiOTTEdmmyZCZoOZf0z+B1trt7K1RsuCbqnZQp2njl31u6h1h6qTmn3NjH1tLClRKXoWNDc+V2tUFJ9DrCX25z1xIXooRVEikoettw/WQUeGvXr14q677uLyyy/nqquu4v777+fWW2/9Wa1xhTgUVI8H99atoVLYdetpLixEbW5uM1ax2bANGBBRCmvNzUUxm7vgykVEM6JTTtH3+xsacG/aFBGAtjQjav5hLc0/rA0/CeZe2ZEB6EBpRiSEEEdaWnQaadFpoR01VkgcdMgfx2K0MC5zHOMyx+n7VFWlsrmyzVzQovoi/KqfYlcxxa5ivtzzZcS5LhlwCbcV3AZo2dkfyn4gNz4Xp02mcoijm6qq5OXl6e+VGhoaGDFiBAaDQT9+MA4q2HS73fznP//hueeeY+XKlZxxxhksXLhQAk1xxAXcbtybNkesYekuLET1etuMNURFYR00MKIU1tK3L4pk47s9o8NB1MiRRI0cqe9rKYN2b9xI84aNWinuxkJ8ZWV4dxbh3VlE/X//q483xMVhy88PBaAD8rH06ycZayGEOAopikKSPYkke2R/kTxnHp/P/Jxttdv0xkRba7ayrXYbpY2lpESFlnXYVbeL2R/PBrQsbMsyLTnx2lIt+c58CULFUeP5558/LOft1Lvs1atX8/zzz/PGG2/Qp08fZs+ezb/+9S8JMsUREWhqwl1YSJPevGcD7s2bwedrM9YQE9NqDctBWPr0Rgl+OiN6PsVoxJqTgzUnh9jTT9f3+6qqtAB0YyHNGzfg3liIe9s2ArW1NK5eTePq1aGTmExYc3IiAlDrgAGY5HeaEEIcteJt8Yy0jWRk6siI/fWe+og5prWeWjIdmexp2ENVcxVVzVV8U/qNfnzO8DlcN+w6ACqaKvhw24d6aW5atFTTiJ6lb9++jBs37pBPiezU2U444QR69erFjTfeyKjgcgdffPFFm3Fnn332obk6ccwKuFw0b9wY0bzHvW0btLOsjjEuLlgCO1hfbsScnS2/5I9RpoQETOPGET0uVE4V8HjwbNkSEYA2b9yoNSPatAn3pk1AWDOilBSsAwdopbjBrrjSjEgIIY5uMZbIZcpGpIxg0XmLaPQ2sqNuh54BbZkX2j++vz52XcU6HvzmQX07yhSlZ0Fz4nKYlD2JnPicI/ZchOisSZMmUVxcTEpKyv4Hd0KnQ9eioiL+/Oc/d3hc1tkUneWvr6d5/YaIUljP9u3QTm24MTFRCyiDGUv7oEGYMjIksBT7ZLBY9Aw3nAsEmxEVF7cJQL1FRfjKyvCVlbVtRtS/P7YBA7SuuAMGYs3Lw+iQZkRCCHE0izJHMShxEIP2Md80xhLDlN5T2FazjZ11O2n0NfJT5U/8VPkToM1fbQk2fyj/gdc2vEZufK6+TEt2TDYmg0zrEV3nYOdk7k+nXtWBQOCwXIQ4dviqq3Fv2EBTWGDp3VnU7lhTampkKezgwZhSkiWwFIeEoiiYMzIwZ2QQc8okfb+/wRVsRrQhtCxLYbAZ0dq1NK9dG3Eec69eEQGobUA+pvR0eZ0KIcQxZGRqqCzXG/Cyq26X3h13W802BiYO1Mf+WP4jH27/MOL+JoOJPrF9yI3P5erjrmZAwoAjev1CwMGto7k/8hFKN+TduxdfdXVoR3MzrFunb5qcTswZGV1wZZ3jq6yM7Ai7fj3ePXvaHWvOyIjIWNoGDcKUlNTuWCEOJ6MjmqiRI4gaOULfpzUjKsK9cYOWCQ2uC+orK8NbVIS3qP1mROHrgkozIiGEODaYDWatfDY+hym9p7Q5fnza8dw88ma9JHdb7TaafE1sqdnClpotXDHoCn3sW5ve4qV1L5ETpzUlapkT2ieuj6wVKg65K6+8EqvVus8xb7/9dqfOeVDB5ltvvcXrr7/Opk2bAMjLy+OSSy7h/PPPP5jTiTDevXvZOv00VI8n8sB5oe+tYrGQu+ijbhVwekvLaF4fCiqb16/HV1LS7lhzr15ha1gGA0undHMT3ZfWjKgv1py+HTYjchdqXXH314woPACVZkRCCHHsyU/IJz8hX98OqAFKXCV64Jkbn6sf21y9mR11O9hRt4Olu5bq+xUUMh2ZPHHKE/Rz9gOgprkGs9FMtFmmd4iDExMTg91+aD/E6HQZ7cUXX8xbb71FXl4eAwZoKf5169Yxc+ZMLrjgAl5//XUpH/sZfNXVbQPNVlSPB191dZcEm/o8t/XrI0ph/eUVbQcrCpY+fVp1hR2IMVYWTBZHhw6bEW3dqgWehS3LshQSqK3VmxHV8X7oHCkpbQJQS+/e0oxICCGOEQbFQIYjgwxHBuOzxkcc+9XQXzEpe5KeBW0JSGvcNexu2B2xtMszPz7DS+tfIi06TZ8LmhuXS258Ln3j+kasNypEex5//PGubRA0f/58PvnkE9577z3OPPPMiGPvvfces2fPZv78+dx8882H8hpFF1FVFe/u3REdYZvXr8cfXuLbwmDAmpuDbVCoI6x1wEBpniKOOQaLBdvAgdgGhubnqKqKr6SkVQC6Ee/OsGZEn32uj1dsNqx5eVop7sAB2pzQvHz5eRJCiGNMy1qhYzPGRuyvaq5ie+124m3x+r7yxnIASlwllLhK+HLvlxH3WXbhMj04XVu+FrffTW58Lgk2qbARh2e+JnQy2Hz++ed58MEH2wSaoC138sADD0iweYRUPP0PzKmpKGYzSTdcjzFGa9ftWrUa9+bNKBYzitmi/WuxoJjNGCwW7CNGYAimx31VVQQaGlDMZjCZ8JaUaBmZjYVaaeD69QTq6to+uMmEtV+/iDJY24AB+nnFkXe0zPM9WimKgjk9HXN6ervNiMIDUPemzftuRhQWgNry8w+6G7O8ZoQQoudKsCW0CRIfmPAAt59wO9tqt7GtZhtba7fq/zZ6G0m0Jepjn/nxGZbvWg5AvDVenxOaG59LTlwOY9LGYDRIhc2xpFt0o928eTOTJ0/u8PjkyZOZO3fuz74osX8NixfrXydefZX+df3Hi6h+7fUO75e7+L+YMzLwbN9O2UMP0bD8030+jmI2Y83LQzGb8RQVYYiKwuBwoFgtWlamuBjXZ5+T8vvfY83pq13bl1/SsGSpFuQGA93wr2OmTMacmgqAZ/fuYHAcCojD72NKSdGDWDW4pI6UF0bqqfN8xX6aERVujFiWxVdaGmpGFPbzb4iNDQWg+VpXXGv//vtsRiSvGSGEODrFWeMYkTKCESkjIvY3+5ojPphMsaeQ5chiT8Meatw1fFf2Hd+VfQeA3WTnq0u+0sf+q/BfNPma9IA0LToNg2I4Mk9IHDHLli0j4TD0kehUsGm326mpqaFXr17tHq+rq8Nmsx2SCxP7Fn/RTIxOJ6rHgyEqSt9vHTiQmGnTUL1eVI8H1ePBX1dHoL6egMvFnlvm4d66FbWpab+PkfXkkzhOHo9isVD22GM0rVmDv6qq3bFJN/5a/7r5p3VUv/Zah+e15efpwWbDsuWU/s//dDg2+x9P45gwAYDad96l+PbbwWCIDGKD/6bdeSeO8ScB4PpqFZX/+w9oCWDNkePjzj0H+3HHAeDZuZP6T5a0DY7NZhSLGVt+vv6GO+By4d27t93HV8xmFNORb/Dc3ef5is6JaEZ02mn6fl91dagZUbArrnvrVgJ1dTR+/TWNX38dOonJhLVvX6wDBoQtyzIAU2Kifi55zQghxLHDZop8f37n2DsBaPI1saN2RygLWrMVo8EYEUy+vvF1ttRs0bftJrseeOY785k1eNaReRLisPrb3/7G66+/TlycNrf3/vvv57rrriM+Ph6AyspKxo8fz/r16zt13k69Mx47dixPPfUUTz31VLvHFyxYwNixY9s9Jg6Mr7z8gMY5Jk4kZuLEiH2qxxNctJ7gHMsNuAsLUd1ufYy/pgYAJSpKK8MLNu6xDhqItVcvVH8A1etB9XgxJTi1ElvAOXMmjpNPRvV4g8c9oYDW68WSmak/RtTIESTdcD2qx0Og1TjV48WYGJrMbnQ6sQ0Z0mpM6F/FGvrlqHqDb44DAdTmZtTm5sjn7w29efaVleJasbLD7599xAg92GzetImyBx/scGzaPffgnHkhAI1r1rDrqqs7HJt62x9IuEJrWd7040/s/vWv2w9KLWbizzufuDPPALRMU8VTT2nHzG2DXvuIUPbL3+DC9cUXenDc0XIy4uhicjoxjR1LdNjvWL0ZUXgAunEj/tpa3Js34968mbr3w5oRJSdrHXBlWSEhhBBogePAxIER64C2dnrf0ymsLmRrzVZ21O2gydfEusp1rKtcR39n/4hg83ef/Q5Ab0yUE5dDdmw2ZoO509e2cu9K7p+ymz/sXdlmzqo49D7++GPcYTHDX//6Vy688EI92PT5fBQWFnb6vJ0KNm+//XYmTpxIZWUlv/nNbxgwYACqqrJhwwYefvhh3n33XZYtW9bpixAh/vr6Axrnq66mae3ayHUsN28Gr7fNWIPDoTUsGTxYX8ty390u2zYhaZlvdiCijj+eqOOPP6CxcWeeoQdc+xP/i1+EZW29elDcEpha+vbRx9pHjiTjwQdajQsFyda8vNBzS00lbsbZWmDcznlNyaE35oqiaBnlsMxxBHPol2mgsbHD5V8AHCeeqH/tq6yk5q1/dzg26Ybr9WDTV1rCHpkXLWjdjOgcIKwZ0caNYZnQjXiKivCVlx/wB1pCCCEEwDVDr9G/9ga87K7frc8FDV9mJaAGWFa0jGZ/ZDLAZDDRO6Y34zLH8bvjf6fv9wV8mAzthyKqqjL/u/lsi/Uy/7v5nJB+gqx2cZi1nrN5qOZwdirYHDduHG+++Sa/+tWv+M9//hNxzOl08vrrr3Ni2Bto0XktjX72p+SPt0M7LwJDXBy2QQOxtyw1Mngw5uxsFEPPr61XLBZM+5iHFs6SlYUlK+uAxtqHDsU+dOgBjY0eN468lSv0bVVVwecLy8SGFsK1DR5Mn3//OxS8RmRuPdiCSweBtvxF8s03tQmOAx4PeL1YwzqbKmYz9lGj9PP56+vxHUB2s+n7NdgGDJA5r0e5iGZEk0LNiAIuF82bNuHeuJGGFSsj5n13xFfVTudpIYQQxyyzwUzfuL70jevLqZwacSygBnhwwoP68iwtAWmTr4mttVvpE9dHH6uqKhP/NRGn1UlOXA458Tl6aW7fuL58V/od6yq1pnXrKtexYu8KTsyUGKMnUtSDCFsbGxv5+OOP2bx5MwB5eXlMnTqVqLC5gz3Z7t27yc7OZteuXWQdYMByqDStW8eOsCYd+2JMSAhbvzIYWGYeXGdK0XN15jVjSk4m9qyziJsxA1t+3v7vII5KnXnN2IYMwTFpIjGTJmEdOFB+v4iQs8+G997r6qsQPYm8Zo45ATVAqatUz4K2NC4qdZUy+d8dNx2Nt8ZT56kjoAYwKAYGJgzk9TNe77K/QV0ZGxwpRqORkpISkpOTAYiJiWHt2rX07as1AC0tLSUjIwN/sGHngepUZnPp0qXMnTuXr776inPPPTfiWG1tLYMHD+bpp59m/PjxHZxBHCpZ//sPHOPHyxs/ccAMDge+8nKqnnuOqueewzpwIFmPz8eSnd3Vlya6seaffqL5p5+oeOJJTGlpOCZOwDFxItEnnIBBGsIJIYTYB4NiIN2RTrojcipWSlQKSy9YytbarVomtGablg2t3UZVcxU17hp9bEANSHbzCFBVlSuvvBJrsEqvubmZ6667juhorVQ6fD5nZ3SqtvKxxx7jmmuuITY2ts2xuLg4rr32Wh555JGDuhDROabERAk0Raf0+uc/yVrwJDFTJoPZjK+4WO8KDODevJnAQf4iEUen7H8+Q/pf/oxj8qkodju+khJq3niT3dddz6ax49h1wxyq33pL5oEKIYToFEVRSI5K5oT0E7h04KXcOfZOnp/+PMsvXE6+M7/N0ioGxcAT3z9x2NaCPFwWLFhAnz59sNlsFBQUsHr16g7Hvv3224wePZr4+Hiio6MZPnw4L7/8csQYRVHavT0Y1uiyT58+bY7ff//9+73WWbNmkZKSQlxcHHFxcVx22WVkZGTo2ykpKcya1fnOw53KbP7www/87W9/6/D41KlTeeihhzp9EUKIg2dyOlEsln0uZaGtWZqMffgwYk49FV91NZ4tW1CCc2DVQIBd112Pv66O2OnTiTtnBvaRI+UDjaPUgb5mrDk5OE46ifjzzyfgdtO4ahX1y5bRsGw5vpISGpYupWHpUkoA23HHhcptBwyQ144QQohOW7F3BYXVbTue9sTs5ptvvsm8efN4+umnKSgo4LHHHmPatGkUFhaSkpLSZnxCQgK33347AwYMwGKx8MEHHzB79mxSUlKYNm0aAMXFxRH3+eijj7jqqqs477zzIvbfe++9XHNNqLFTzAH0hHnhhRcO4lnuX6eCzdLSUszmjlsXm0wmyuUTbiGOKHNGBrmLPsJXHdbM5ZZb4NFH9U2T0xmxXqLJ6cQU1jHYV1KCqgYI1NdT89Zb1Lz1FubsbOLOPpu4GWdj6WBtXdEzHcxrxmC14jj5ZG0JpLvuwr1xox54Nv/4o36rePwJvdw2ZtIkok44AUNY4ywhhBCiPaqq8sT3T6CgoNI2g6mg8MT3TzAuY1yP+EDzkUce4ZprrmH27NkAPP300yxcuJDnnnuOP/zhD23GT2y1pOFNN93Eiy++yBdffKEHm2lpaRFj3n33XSZNmkROTk7E/piYmDZj9+eXv/zlfscoisKzzz7bqfN2KtjMzMzkp59+ol+/fu0eX7t2LekHuDxGd7RgwQIWLFiAZz+LnR9OB5ylcjqP4FWJ7s6ckRERGGCzweDBnbp/v08+ofHrb6h9913qFy3Cu2sXFQsWULFgAcnz5pH0q2v2fyLRY/yc14yiKPqSK8k33ICvvJyGTz+lftlyXCtW6OW2NW+8iWK3Ez1uHDGTJuKYMAFTsPGAEEIIEc4b8FLiKmk30ARQUSlxleANeLEYD2x1gkOtvr6euro6fdtqtepzHMN5PB6+/fZbbrvtNn2fwWBg8uTJrFzZ8TrwLVRVZenSpRQWFnZYVVpaWsrChQt58cUX2xy7//77+fOf/0yvXr245JJLuOWWWzCZ9h32vfDCC/Tu3ZsRI0Yc0nLlTgWbp59+OnfeeSfTp0/H1qoxRFNTE3fffTdnnnnmIbu4I23OnDnMmTNH7zjVFQ4m4yDEoaAYDEQXjCG6YAyBO++g/pMl1L7zDq6VK4kaNVIf5962DU9REY4TT0TZR6WDOHaYkpOJP/98rdy2uTmy3La0lIYlS2hYsgQA29ChWuA5aRLW/Pwe8em0EEKIw89itPDGmW9Q1VwV2tnqPXCCLaHLAk2AQYMGRWzffffd/OlPf2ozrqKiAr/fT2pYbwyA1NRUNm7c2OH5a2tryczMxO12YzQa+fvf/86UKVPaHfviiy8SExPDL37xi4j9N954IyNHjiQhIYEVK1Zw2223UVxcvN++Otdffz2vv/4627dvZ/bs2Vx22WUkJCTs8z4HolPB5h133MHbb79NXl4ec+fOJT8/H4CNGzeyYMEC/H4/t99++8++qGPdz81SCfFzGex24s46k7izzsRbWoYpJZSNqn7lFapfex1jYiJxZ55B3DnnyBw9oTPYbDgmTMAxYQLq3SruDRtC5bY//UTz2rU0r11L+fzHMaWna4HnxIlEFRRIua0QQhzj0qLTSIsOK/+ssULioI7vcIStX7+ezMxMfbu9rObPERMTw5o1a2hoaGDJkiXMmzePnJycNiW2AM899xyXXnppmwTgvHnz9K+HDh2KxWLh2muv5b777tvn9S5YsIBHHnmEt99+m+eee47bbruNM844g6uuuoqpU6ce9Pu8TgWbqamprFixguuvv57bbrtNT7EqisK0adNYsGBBmwheCNGzmVMjJ7EbExIxJibir6yk6sWXqHrxJax5ecTNmEHsmWe2GS+OXYqi6OsAJ8+Zg7e0jIbPPqWhpdy2uJjq116n+rXXUaKiiB43lphJk7Ry26Skrr58IYQQIkJMTEy7q3K0lpSUhNFopLS0NGJ/aWnpPudSGgwGfbri8OHD2bBhA/fdd1+bYPPzzz+nsLCQN998c7/XUlBQgM/nY8eOHXqisCNWq5WLL76Yiy++mJ07d/LCCy9www034PP5WLduHQ6HY7+P11qngk2A3r178+GHH1JdXc2WLVtQVZX+/fvjlDmEQhwTkufOIenaX9Hw5ZfUvvsuDUuW4t60ibIHH6T61VfJXfKJZDlFu8ypKTgvuADnBRcQaG7G9dVXNCxbTsPyYLntJ0to+GQJKAq2ocdpgeekSVjz8uQ1JYQQosewWCyMGjWKJUuWcM455wAQCARYsmQJc+fOPeDzBAKBdte3fPbZZxk1ahTDhg3b7znWrFmDwWBotwPuvhgMBhRFQVVV/H5/p+4brtPBZgun08nxYd0shRDHDsVsJmbiRGImTsRfV0fdokXUvvMuUaNG6UGB6vNRet/9xEydStTxo1EMnVrWVxzlDDab/hpSVZXm9eu1wHPZMprXraP5h7U0/7CW8sfmY8pIJ2biJByTguW2lq6bryOEEEIciHnz5nHFFVcwevRoxowZw2OPPYbL5dK7086aNYvMzEzuu+8+AO677z5Gjx5Nbm4ubrebDz/8kJdffpmnnnoq4rx1dXW89dZbPPzww20ec+XKlaxatYpJkyYRExPDypUrueWWW7jssssOKDHodrv1MtovvviCM888kyeffJLp06djOMj3cQcdbAohBIAxNhbnhRfivPBC1EBA3+/68kuqX32V6ldfxZSRri2jcvYMrDl9u/BqRXekKAr2wYOxDx5M8txgue1yLePpWrkS395iql97jerXXkOJisJx4jgcEyfhmDgBU2JiV1++EEII0cbMmTMpLy/nrrvuoqSkhOHDh7No0SJ9ymFRUVFEAOdyubjhhhvYvXs3drudAQMG8MorrzBz5syI877xxhuoqsrFF1/c5jGtVitvvPEGf/rTn3C73fTt25dbbrklYh5nR2644QbeeOMNsrOz+eUvf8nrr79O0iGY0qKoh7K37VGipRvtrl27yMrK6urLgbPPhvfe6+qrED1JN3jNuDdvpuqll6n76CMCDQ36ftuwocSfcw6xZ5yB8QDmPYgjpBu8ZtoTaGqKLLctKwsdVBTsQ4fi0Mtt+0u57ZHUTV8zohuT14zorG7ymul2scFhYDAY6NWrFyNGjNjn39K33367U+eVzKYQ4rCw9u9P+p/vJfX2P9KwdCk1776L64svaf5hLSU/rMU+fLgEm2K/DHY7MZMmETNpklZuu249DcuWaeW269fT9MMPNP3wA+WPPYY5IwPHRG1ZlaiCMVJuK4QQQhygWbNmHZYPbCXYFEIcVgabjdjTTyf29NPxVVRQt3AhTT+sxTpggD6m9L77UH1+4s6ZgW3IEMlOiXYpioJ9yGDsQwaT/Ou5eEtLaVj+KQ3LluFauRLv3r16ua0hKoro0SjovAABAABJREFUE0/Usp4TJ2A6BGuFCSGEEEerF1544bCcV4JNIcQRY0pKIuGKKyL2BVwuqt/6N2pjI9WvvoolJ4e4GTOIO/sszOnpXXSloicwp6binHkhzpkXauW2K7/Ssp7Ll+MrL6d+8WLqFy/Wym2HDQuW207E2l/KbYUQQogjQYJNIUSXUmw2subPp/bdd6n/5BM827ZR/uijlD/2GFEFBSTMupyYU07p6ssU3ZzBbifmlEnEnDIJNRAIldsuX66V265ZQ9OaNZQ/+ijmzMxgxnMiUWOOl3JbIYQQ4jCRYFMI0aUUoxHH+JNwjD8Jf0MD9R//l9p336Vx9Woav/qK6BMK9GBT9flAUVCMxi6+atGdKQYD9uOGYD9uCMk3/lortw0uq+L66iu8e/ZQ/corVL/yilZue9JJWvA54WQptxVCCCEOIQk2hRDdhtHhIP68XxB/3i/w7N5D3QfvE3f22frx+sWLKb3/b8SdfRZxM2Zg7devC69W9BTm1FScF83EedFMAo2Nwe62y6hfvhx/eQX1//0v9f/9r1ZuO3w4jkmTiJk0EUu/flJuK4QQQvwMEmwKIbolS1YmSdddF7Gv7uP/4istpfKZf1L5zD+xDR5M3IwZxJ55hmSkxAExREURc8opxJxyCmmBAM3r1umBp3v9Bpq+/56m77+n/JFHMGdl6Q2Goo8/HkXKbYUQQohOkWBTCNFjZDzwNxpOP43ad96l4bPPaF63juZ16yh94AEc48eTOf8xmX8nDphWbnsc9uOOI/nGG/GWlNCwfDn1y5bRuPIrvLt3U/3yy1S//DKG6Ohgue1EHBMmYHI6u/ryhRBCiG5Pgk0hRI9hsFiInTqV2KlT8VVVUbfwQ2rffZfmn37CX10dEWi6t23H0rePlEGKA2ZOS8N50UU4L7pIK7dduZL6ZctoWP4p/ooK6j/+mPqPPwaDIVhuO5GYSZOw5ObK60wIIYRohwSbQogeyZSQQMLll5Fw+WW4t2wh0NCgH/PX1LBtxgzMGenBZVTOxpKV1YVXK3oaQ1QUMaeeSsypp2rdbX/6SQs8ly3HvXEjTd99R9N331H+8COYs7NxTJxIzKSJRI0eLeW2QgghRJAEm0KIHq91o6DmDRtQzGa8O4uoePwJKh5/gqjRo4k7ZwYx06ZhjInpoisVPZFiMGAfOhT70KGk3HQT3uLiULntV6vw7toVKrd1OIg+6SRiJk0k+uSTpdxWCCHEMU2CTSHEUSd67FjyPv+M+k8+ofbdd3Gt/IrGb76h8ZtvKPnzX8ic/xgxEyd29WWKHsqcno7z4otxXnwxAZcrVG776Wdaue2iRdQvWqSV244YQcykiTgmTcKSkyPltkIIIY4pEmwKIY5KhuhorYR2xgy8JSXUvv8+te+8i2fHDuxDhujjmn74AcVqxTZgQBdereipDNHRxEyeTMzkyVq57Y8/6vM83Rs30vTttzR9+y1lDz2MuVcvLfCcGCy3NZu7+vKFEEKIw0qCTSHEUc+clkbSNdeQePXVeHfuxJSUpB8re+hhGr/+Gmt+vhacnnUmpuTkLrxa0VMpBgP2YcOwDxtGys034927l/rly2lYtpzGr77CW1RE1YsvUfXiS1q57fiTiJk0iejx46XcVgghxFFJgk0hxDFDURQsffro26rPhzExEcVsxl1YSNkDD1D20ENEn3QicTNmEHPqqRhstq67YNGjmTMySLjkEhIuuYSAy0XDihU0LFtOw6ef4q+spP6jRdR/FCy3HTmCmEmTtHLbvn2l3FYIIcRRQYJNIcQxSzGZyHrsUfw1NdQtWkTtO+/StGYNrs8+x/XZ5zgmTSL7qb939WWKo4AhOprYKVOInTJFK7ddu1bPeroLC2n65luavvmWsgcfwty7FzETJ+GYNJGoUaOk3FYIIUSPJcFmmAULFrBgwQI8Hk9XX4oQ4ggyxsfr6yt6duyg9r33qH3nXWKnT9PHeMvKqHnjTeJmnI2ld+8uvFrR0ynBdTrtw4dr5bZ79oTKbVetwruziKoXX6TqxRcxxMTgGH8SjkmTcIwfjzE+vqsvXwghhDhgEmyGmTNnDnPmzGH37t1kZ2d39eUIIbqApU8fkm+8kaS5cyEQ0PfXvf8BFX//OxV//zv2ESOImzGD2NOmY4yL68KrFUcDc2YmCZdeSsKll+JvcOFa8WWo3LaqiroPP6Luw4/AaCRqxAgt8Jw0CWtO366+dCGEEGKfJNgUQoh2KAYDGAz6tjUvj+jx43F9+SVN339P0/ffU/o//4PjlFOImzEDx/iTpNxR/GxGRzSxU6cSO3Uqqt9P09q1NCz/lIZly3Bv2qQv4VP24INYevfGMVFbViVq1Eh5/QkhhOh2JNgUQogD4Bh/Eo7xJ+EtK6Pug4XUvvMO7k2bqP/4YxqWLaP/l19glDf74hBSgpnMqBEjSLnlZjy799CwfDkNy5bhWr0az86doXLb2FgcJwXLbU8eLxl3IYQQ3YIEm0II0QnmlBQSfzmbxF/OpnnjRmrfeRfV68UYE6OP2fPb32HLzyP2rLMwp6Z24dWKo4klK5OEyy4l4bJgue2XX9KwbJlWbltdTd2HH1L34Ydaue3IkcFy24lY+0q5rRBCiK4hwaYQQhwk24AB2P4wIGKfe8sW6t5/n7r3oezhR4geO5a4c2YQM3kyhqioLrpScbQxOqKJnTaV2GnBctsf1mqB5/LluDdvpvHrr2n8+mvKHngAS58+WuA5caJWbmuSP/1CCCGODPmLI4QQh5ApLZ30v/yZ2nfepfGbb3CtWIFrxQqUqChip04l4YpZ2AYO7OrLFEcRxWgkauQIokaOIOXWeXh279YaDC1bhuvrr/Hs2EHV889T9fzzWrnt+PHB7rYnSbmtEEKIw0qCTSGEOISMjmjizz+f+PPPx7Nrl7aMyrvv4S0qovadd3CceooebKp+P4rR2MVXLI42lqwsEi6/jITLL8Pf0IDri2C57WefaeW2CxdSt3ChVm47ahSOSZOImTQRS58+XX3pQgghjjISbAohxGFiyc4mec4ckm64gabv11D34Yc4JkzQj1f8/SkaPv+cuBlnE3v66Ziczi68WnE0MjocxE6fRuz0acFy2x+0rOfyZbg3b6Fx9WoaV6+m7G9/w9K3b7DcdgJRI9uW23r37sVXXR3a0dwM69bpmyanE3NGxpF6akIIIXoACTaFEOIwUxRFL3NsoaoqdR9+iGf7dprXrqX0/r/hmHCytozKhAkYLJYuvGJxNFKCjYOiRo7Uym137dIDT9fX3+DZvp2q7dupeu45DHFxwXLbiTjGjyfQ0MDW6aehejyRJz3v/ND5LRZyF30kAacQQgidBJtCCNEFFEWh9ysvU7fwQ2rffZfmdeto+GQJDZ8swRgXR/yFF5By661dfZniKGbJziZh1uUkzLo8WG77RbC77Wf4a2qo++AD6j74AEwmbAMGtA00W1E9HnzV1RJsCiGE0EmwKYQQXcSUmKi/2W/etIm6996j9r338ZWVRZQrqqqKr7QUc1paF16tOJpp5bbTiZ0+Pazcdhn1y5bh2bKV5p9+6upLFEII0QNJsCmEEN2ALS8P229+Q/Itt+D66ivMKSn6seaf1rHjgguIKiggbsYMYqZOxeiI7sKrFUezyHLbW/EUFVH9xhtUPfd8V1+aEEKIHsbQ1RcghBAiRDEacZx4Itb+/fV9Td9/B0DjqlUU//GPbD7pJPb89nc0fPElqt/fVZcqjhGWXr2IPeOMAxusHt5rEUII0bNIsCmEEN1cwqxZ9FvyCck334ylb1/U5mbq3n+fXVdfzZZJp+DZubOrL1EIAIpvu42Gzz5DVSXqFEIIIcGmEEL0CObMTJKuu5acDxfS519v4rzkEoxxcdqxrCx9XOM33+CrqOiqyxTHOPfmzez61bXsuOBC6pcuk6BTCCGOcTJnUwghehBFUbAPHYp96FBS//B7PEVFKEYjAKrPx+5bbsFfVY3jpJOIO2cGjlNOwWC1dvFVi2NF7NlnU794Mc0//cTuG27AOnAgSTdcT8ypp6IY5PNtIYQ41kiwKYQQPZRisWDt10/f9lVUYE7PwF9eQcOnn9Lw6acYYmKIPe004s6ZgX3ECBRFAcC7d29Ex1uam2HdOn3T5HTKEhZCZ3I6USyWfS5/olgspNx8E6l/+D1Vz79A9auv4t6wgT2/vhFrXh5J119HzNSp+ocjQgghjn4SbAohxFHCnJZG33+9iXvbNmrffY/a997DV1xMzb/+Rc2//kXSDTeQfOOv8e7dy9bpp7UNHM47X/9SsVjIXfSRBJwCAHNGBrmLPor8gOKWW+DRR/XN8A8oUm6dR8IvZ1P98stUvfQy7k2b2HPLPCy5uSRddx2xp58mQacQQhwDpKZFCCGOMtacHFJuuZl+Sz6h1wsvEHfuuRiionCcegoAvurqfWaoAFSPJzKwEMc8c0YG9sGDQzebLWK79QcTJqeT5BtvpN/SJST9ei6G2Fg8W7ey97e/ZdsZZ1LzzjuoPl8XPRshhBBHggSbQghxlFIMBqJPKCDjvr/S/8svsA0a1NWXJI5BxthYkufMod/SJSTffDPGuDg8O3ZQ/Ifb2Hra6dT85z+oXm9XX6YQQojDoFsEmwsWLKBPnz7YbDYKCgpYvXp1h2MnTpyIoihtbmeErQGmqip33XUX6enp2O12Jk+ezObNm4/EUxFCiG7JYLfr8zWF6ApGh4Ok664ld8kSUn5zK8aEBLy7dlF8+x1snX4a1W/+i8B+Mu5CCCF6li4PNt98803mzZvH3XffzXfffcewYcOYNm0aZWVl7Y5/++23KS4u1m8//fQTRqORCy64QB/zwAMP8Pjjj/P000+zatUqoqOjmTZtGs3NzUfqaQkhhBCiHUZHNIlXX02/TxaT8vvfY0xKwrtnDyV3383WadOpeu01Am53V1+mEEKIQ6DLg81HHnmEa665htmzZzNo0CCefvppoqKieO6559odn5CQQFpamn5bvHgxUVFRerCpqiqPPfYYd9xxBzNmzGDo0KG89NJL7N27l3feeecIPjMhhOj5Ah4PZQ8/gluqQ8QhZoiKInH2lfT7ZDGpf/wjppQUfMXFlN77Z7ZOmUrVSy8RkA+JhRCiR+vSYNPj8fDtt98yefJkfZ/BYGDy5MmsXLnygM7x7LPPctFFFxEdHQ3A9u3bKSkpiThnXFwcBQUFHZ7T7XZTV1en3+rr63/GsxJCiKNHw9KlVD7zDNvOOpsdF11MzX/+Q8Dl6urLEkcRg81GwqzLyV38X1LvuhNTejq+sjJK/3ofWyZPofK55wk0Nnb1ZQohhDgIXbr0SUVFBX6/n9TU1Ij9qampbNy4cb/3X716NT/99BPPPvusvq+kpEQ/R+tzthxr7b777uOee+5pe2D2bLDb93sdh93q1XD22V19FaInkdeM2JcDzRbdcgtmVcURHU2Dy0XTmjU0rVlD6Z13ERvjID4uDpvVKnNBj1WH+PeMAUgAnI5oalJSqKyqwltRQdkDD1D58MMkOONxxsdjNHR5UZY4WPK3SXRWd3nNNDV19RX0WD16nc1nn32W4447jjFjxvys89x2223MmzdP396zZw+DBg2C55+HrKyfe5k/39lnw3vvdfVViJ5EXjNiH0x796K0t85mGMViwfTCC5gzMsgGfOXl1LzzDjX//jfenUXU1NZRU1tHzkcfYu3b98hdvOg+DtPvGQVwAvFeL7XvvU/FP/6Bt6iI8opKqrw+EmZfifPSSzHGxBzyxxaHmfxtEp3VXV4zu3dDdnZXX0WP1KXBZlJSEkajkdLS0oj9paWlpKWl7fO+LpeLN954g3vvvTdif8v9SktLSU9Pjzjn8OHD2z2X1WrFarXq23V1dZ15GkII0aOYMzLIXfRR5Dqat9wCjz6qb5qczoh1E03JySRdcw2JV19N4+qvqfn3v/GVlUUEmlWvvYY1J5eogjGS7RQ/m2I2E3/eL4ibcTZ1CxdS8dTTeHbsoPyx+VQ+9zwJs2aRcPllGOPiuvpShRBCdKBLa1EsFgujRo1iyZIl+r5AIMCSJUsYO3bsPu/71ltv4Xa7ueyyyyL29+3bl7S0tIhz1tXVsWrVqv2eUwghjhXmjAzsgweHbjZbxHZ4oBlOURSiC8aQ+eAD9Ho+1MjNV11N2X33U3TllWydPp2K/30GbwddxYXoDMVkIm7GDHIWfkDGQw9hyc0lUFdHxZNPsuXUyZTNnx/5wYkQQnQTnVne8e2332b06NHEx8cTHR3N8OHDefnllyPGXHnllW2Wf5w+fXrEmKqqKi699FJiY2OJj4/nqquuoqGh4bA8vwPR5RMf5s2bxzPPPMOLL77Ihg0buP7663G5XMyePRuAWbNmcdttt7W537PPPss555xDYmJixH5FUbj55pv5y1/+wnvvvcePP/7IrFmzyMjI4JxzzjkST0kIIY4JStjcOdXjJe4Xv8AQHY13ZxHljzzClkmnsGvOXOqXLUP1+brwSsXRQDEaiTvzDHLef4/Mxx7FmpdHoKGByqeeZuupkyl7+BF8VVVdfZlCCAF0fnnHhIQEbr/9dlauXMnatWuZPXs2s2fP5uOPP44YN3369IhlIF9//fWI45deeinr1q1j8eLFfPDBB3z22Wf86le/OmzPc3+6fM7mzJkzKS8v56677qKkpIThw4ezaNEivcFPUVERhlbNAAoLC/niiy/473//2+45f/e73+FyufjVr35FTU0NJ510EosWLcJmsx325yOEEMcic2oK6ff8idTf/466RR9T89ZbNH3/PQ1LltCwZAmpf7yNhFmzuvoyxVFAMRiInT6dmKlTqV+yhIq/P4V7wwYqn3mGqldewXnRRST+cjam5OSuvlQhxDEsfHlHgKeffpqFCxfy3HPP8Yc//KHN+IkTJ0Zs33TTTbz44ot88cUXTJs2Td9vtVo7nG64YcMGFi1axNdff83o0aMBeOKJJzj99NN56KGHyOigaulw6vLMJsDcuXPZuXMnbrebVatWUVBQoB9bvnw5L7zwQsT4/Px8VFVlypQp7Z5PURTuvfdeSkpKaG5u5pNPPiEvL+9wPgUhhBBoayfG/+Jc+rz+GjkfvE/ClVdiSk4m9vTT9TGulSup+/BDAvtoUCTE/igGA7FTptD37f+Q9fe/YxsyBLWpiarnn2fL5CmU/PWveEullFsIcejU19dHLJfodrvbHfdzl3dUVZUlS5ZQWFjIySefHHFs+fLlpKSkkJ+fz/XXX09lZaV+bOXKlcTHx+uBJsDkyZMxGAysWrWqs0/3kOgWwaYQQoijj7VfP1L/8Hv6LV+GKSlJ31/x96fYM+9Wtpw8gdL77sO9eXMXXqXo6RRFIeaUSfR5619kP/O/2IcNQ3W7qX7pZbZOmULJvX/GW1zc1ZcphDgKDBo0iLi4OP123333tTtuX8s7drQUI0BtbS0OhwOLxcIZZ5zBE088EZFcmz59Oi+99BJLlizhb3/7G59++imnnXYafr8f0JaATElJiTinyWQiISFhn497OHV5Ga0QQoijm2I06l+rgQBRY8bg2bULX0kJVS++RNWLL2EfNoz4C84n9rTTMERHd+HVip5KURQc48cTfdJJNK5cSfmCv9P07bdUv/Ya1W+9RfwvfkHiNddgycrs6ksVQvRQ69evJzMz9DskfDWLQyEmJoY1a9bQ0NDAkiVLmDdvHjk5OXqJ7UUXXaSPPe644xg6dCi5ubksX76cU0899ZBey6EimU0hhBBHjGIwkPzrufRb8gnZ/3iamCmTwWSi6YcfKL7jTnbffEtXX6Lo4RRFIXrcOHq/8jK9XnyRqIIC8HqpefNNtk6fzt477sBTVNTVlymE6IFiYmKIjY3Vbx0Fmwe7vKPBYKBfv34MHz6cW2+9lfPPP7/D7ClATk4OSUlJbNmyBdCWgGzdgMjn81FVVbXfZSUPFwk2hRBCHHGK0YhjwgSynniC/suWkvKbW7H07k3c2WfpY3wVFVS99DL+mpquu1DRY7Us09P7xRfo/crLRI8bBz4ftf/+D1tPO529v/8D7u3bu/oyhRBHoZ+zvGO4QCDQ4bxQgN27d1NZWUl6ejoAY8eOpaamhm+//VYfs3TpUgKBQERPnCNJgk0hhBBdypScTOLVV5Oz6KOIRkK1775L6V//yuaTJ7Dn1t/g+uor1ECgC69U9FRRo0fT67ln6f36a0SfPB78fmrffZdtZ5zJnt/8FncwKyCEEIdKZ5d3vO+++1i8eDHbtm1jw4YNPPzww7z88stcdtllADQ0NPDb3/6Wr776ih07drBkyRJmzJhBv3799G61AwcOZPr06VxzzTWsXr2aL7/8krlz53LRRRd1SSdakDmbQgghuglFUSBsfqc5PR3rgAG4N26kbuFC6hYuxNyrF/HnnUfcuedgbtUEQYj9iRoxgl7/+780/fgjFX9/ioZly6j74APqFi4kZvo0kq67Hlu+dK8XQvx8nV3e0eVyccMNN7B7927sdjsDBgzglVdeYebMmQAYjUbWrl3Liy++SE1NDRkZGUydOpU///nPEeW8r776KnPnzuXUU0/FYDBw3nnn8fjjjx/ZJx9GUVVV7bJH76Z2795NdnY2u3btIisrq6svB84+G957r6uvQvQk8poRndVNXzOqqtL80zpq/v1v6j74gIDLBYASFUXeF59jiIrq4is8hnXT10xnNK9fT8VTT1G/+BN9X8yUKSTdcD22gQO78MqOUkfBa0YcYd3kNdPtYoMeRMpohRBCdFuKomA/bgjp9/yJ/p9/Rvpf/4p95EhiJk2KCDSrXnsNz65dXXiloieyDRpE1hNP0Pfdd4k5bTooCvWLF7P93F+w64Y5NP34U1dfohBC9GhSRiuEEKJHMERFEf+Lc4n/xbmoHo++3715M6X3/plSIGrsCcSffz4xkydjOMQt6cXRy5afR9ajj+Kes4WKp/9B3Ycf0rB0KQ1LlxI94WSSr78e+/DhXX2ZQgjR40hmUwghRI+jWCz616rXS/SJJ4Ki0LjyK/be+hu2nDyBkr/+leZNm7rwKkVPY+3Xj8yHHiTngw+ImzEDjEZcn37Gjosupuiqq2kM6/AohBBi/yTYFEII0aPZBg2i17P/JHfxYpJuuAFTWhr+2lqqX3qZ7WfPoOGLL7v6EkUPY83pS8bf7if3w4XEnfcLMJlwffklOy+9jJ1XXIlr1equvkQhhOgRJNgUQghxVLBkZZJ846/pt+QTsv/3H8RMmYIpOZmoMcfrYxo+/ZSmH35AeuOJA2Hp3ZuM//kfchd9RPyFF4LZTOOqVRRdcQU7LrsM14oV8loSQoh9kDmbQgghjiqK0Yjj5JNxnHwyAbcbQ7DkVg0EKPnzX/Du3o01L4/4888n7uyzMMbHd+0Fi27PkpVF+r33kHTdtVT+85/UvPVvmr75lqJfXoV9+HCS5txA9Eknacv3CCGE0ElmUwghxFErvElQwOUiatRIFKsV96ZNlP71r2w+eQJ7bv0Nrq++Qg0EuvBKRU9gzsgg7a67yP1kMc7LL0exWmlas4Zd1/yKHRfOpH7ZMsl0CiFEGAk2hRBCHBOMMTFk/O1v9P/8M1LvuhPrwIGoHg91CxdSdOVsyh58qKsvUfQQ5tRU0m7/I/0+WUzC7NkoNhvNP/7I7utvYPt551H/ySfy4YUQQiDBphBCiGOMMTaWhEsuIef/3qbPf/5N/MUXYXA4iJkyWR/j3rad+qVLUX2+LrxS0d2ZkpNJ/f3v6LfkExKvuRolKgr3+g3snvtrtp/7C+oWLZKgUwhxTJNgUwghxDHLPngw6XffTf/PP8M+YoS+v/qVl9l9wxy2TDqFskcexVNU1IVXKbo7U2IiKbfeqgWd112LIToad2Ehe26+hW1nn03tBwtR/f6uvkwhhDjiJNj8f/buOyqK623g+HdZWHoVAUEEFXsUC3YTMRprLLGXJLaoscQWey+vNXZjrLElJnaNsUYJxEbsJVHE3hHsCEjdef/wx8SVIiqyiM/nnD3Hnblz57mzV91n7507z5k3bx7FixfH39/f2KEIIYTIQiaWlgaLu2idndE6OZF49y73Fy3iUu06XOvQkcdbt6GPizNipCI7M3V0xKVvX3z+DMC5Z09MbG2Jv3iJ2wMGcPnThjz+7TcZLRdCvFck2XxOz549OXv2LEFBQcYORQghhBHl7tGDQkGBeMyejXW1aqDREPP339weMICrzZvLIjAiXVp7e3J/0wufPwPI3ac3Jvb2xF+5wu3BQ7hUvwGPNmxESUgwdphCCPHWSbIphBBCpEKj02FXpzb5lizGZ89unHv2xDRPHmxqfKyOgipJSTzatJmkqGgjRyuyI62tLc7du+MTEEDu/v3ROjqScP06YcOHc6luPR6uXYsSH2/sMIUQ4q2RZFMIIYR4CTMPj2cjVXt24/x1N3V79P79hA0dyoWPPuL2iBE8PXlSRj1FCloba5y7dsFnz25cBg5EmysXCbducWfUaC7WqcvDX39FL0mnECIHkmRTCCGEyCCNVouJlZX6XklMROftjRITw+P1G7jaug1XGjXmwcqVJD58aMRIRXZkYm1Nrs6d8NmzG9dhQzHNnZvEsDDujB3HpU9q8+Cnn9HHxho7TCGEyDSSbAohhBCvybZmTQrs2I7Xzz9h37gxGnNz4i5cIHziJC5+VJ34GzeMHaLIhkwsLXH68ksK7tmN68gRmLq5kRgeTviECVz85BPuL1uOPibG2GEKIcQbk2RTCCGEeAMajQYrPz/cp0ym0L69uI4aiXmxYugKFMAsb1613JOgIBLCw40YqchuTMzNcWrXjoJ/7MJtzBhM3fOQdPceEVOmcLHWJ9xfsgR9tNwPLIR4d0myKYQQQmQSrZ0dTm3bUmDTRrxWrlAXEkqKiuZW/2+5WONjbnTvwZM//5RHYAiViU6HY+tW+OzcSZ7/G4+ZpydJDx4QMW06F2vW4t6ChSRFRRk7TCGEeGWSbAohhBBvgdbeXv1z0r27WBQvBno9UYGB3OzRk4s1PiZixkzir183YpQiO9HodDg0b07B7dvIM2kSOi8vkh494u6sWVz8uCZ3580jKTLS2GEKIUSGSbIphBBCvGU6b2+8f/6ZAtu34dS5E1onJxLv3uX+okVcql2HRxs2GDtEkY1ozMxw+KwJBbZtxf27qegKFEAfGcm9ud8/SzrnzCHp0SNjhymEEC8lyaYQQgiRRcwLFMB14EAKBQXiMWc21h99CKamWFeurJaJDQkhNvS8EaMU2YXG1BT7hg0p8PsWPGZMx7xQIfRRUdz7YT4XP65JxIyZsuqxECJbk2RTCCGEyGIanQ672rXJt2gRhfb+hZm7u7ovYtYsrjRuzJWWrXi4di1JUbJAzPtOo9ViV78++X/bjMec2ZgXLYo+Job7ixZxsWYtwr/7jsR794wdphBCpCDJphBCCGFEpk5O6p+VpCS01tZgakrs6dPcGTWaCx99xO3hw4k5cQJFUYwYqTA2jYkJdrVrk3/TRvL+MA+LEiVQYmJ48ONSLtb6hPBJk0gIjzB2mEIIoZJkUwghhMgmNFotHjNmUOivIFwGDkSXPz9KTAyPN2zkWpu23B4w0NghimxAo9Fg+/HHeK9fh+fCBVj4lkKJjeXBipVc+uQT7oz/PxLu3DF2mEIIIcmmEEIIkd2Y5spFrs6dKLB9G16rfsa+SRM0FhZYVaiglkmKjCT64EEUvd6IkQpj0mg02FSvjvfq1XguWYJl2bIo8fE8XLWKS5/UJmzMGBJu3TJ2mEKI95gkm0IIIUQ2pdFosCpXDvfJkyi0by/2jRqq+x5v3cr1Tp259Elt7s2fLyNZ7zGNRoNNtap4rfqZfMuXY1W+PEpCAo9Wr+FinbqEjRxJ/I0bxg5TCPEekmRTCCGEeAdobW0xsbRU3ytPYzGxtSXh1i3uzp7DxY9rcqPb1zwJCEBJSDBipMJYNBoN1pUq4vXTSvKtXIFV5UqQmMijdeu5VLcet4cOI/7qVWOHKYR4j0iyKYQQQryDcnXuRKG9f+E+ZTJWfn6g1xP111/c7NmLi5/URh8ba+wQhRFZV6iA17JleP3yC9YffghJSTzetIlL9Rtwa9Ag4i5fNnaIQoj3gCSbQgghxDvKxNIS+8aN8fr5Jwps345T505onZywKF4cEwsLtVzUgQPo4+KMGKkwFquyZci3eBHea9dg4+8Pej2RW37ncoNPudW/P7Hn5ZmuQoi3R5JNIYQQIgcwL5Af14EDKRQUSJ6xY9Tt8TdvcqPzV1z4qDp3/m8CsaGhxgtSGI1lqVJ4LpiP9/r12NSqCYpC5PYdXGnUmJu9+xB77pyxQxRC5ECSbAohhBA5iEanwzR3bvV9ws1bmLrnQf/4MQ9//pkrjZtwpUVLHq5ZS1JUtBEjFcZg+UEJPL//nvybN2Fbpw4AT/74gytNPuNGz148/feMkSMUQuQkkmwKIYQQOZh1pYr47N6N5+LFz5ILMzNi//mHO6NHc+Gjj4g5ftzYIQojsChalLyzZ5F/y2/Y1a8PGg1RAQFcbd6cG92+5umpU8YOUQiRA0iyKYQQQuRwGq0Wmw+rkXf2LAoFBeIyaBC6AgXQaDRYFC2qlnt65gyJDx8aMVKR1SwKF8ZjxnQKbNuKfeNGYGJC1F9/cbVVa65/1YWY4yeMHaIQ4h1mauwAhBBCCJF1THPlIlenjjh17EDCzZuYWFkBoCgKtwcPJuHadWxq1cSxRQusKlVCY/Lsd+mE27cNE9HYWDjz35RLU0dHzNzds7QtIvOYFyiA+5QpOHfvzr1Fi3n8229E799P9P79WFWuhHP37lhXqGDsMIUQ7xhJNp8zb9485s2bR3x8vLFDEUIIId4qjUaDztNTfZ/06BEm5hYoCQk82bGTJzt2YubhgUPzZlhVqcL1L75EefH/x2bN/6tPp6Pgzh2ScL7jdN7euE+cgHP3r7m/aDGPNm0iJvhvrgf/jZWfH869emJVsSIajcbYoQoh3gEyjfY5PXv25OzZswQFBRk7FCGEECJLmTo6kn/DevJv3IBj27aY2NqScOsWd2fP4VrrNikTzRco8fEyBTcH0Xl6kmf8OHx27cShTWs0ZmbEHD3K9Q4duda2HVH79qMoirHDFEJkc5JsCiGEEEJlUbw4bqNGUmjfXtynTsGqfHmQpOK9ZebhQZ7Roym4+w8cP/8cjU7H0xMnuNGlC1dbteZJUJAknUKINEmyKYQQQogUTCwssG/UCK+fVpJ37lxjhyOMzMzNDbcRwym4ZzdO7dujsbAg9vRpbn7dnavNmvMkIECSTiFECpJsCiGEECJdpu55MlQu7vx5SThyODMXF1yHDsFnz26cOndCY2VF7Nmz3OzZiyufNSVy1x8oej3wbFGpp2fO/PeKjTV4n3D7tpFbI4R422SBICGEEEJkirChw3i0YQNeP/0kC8jkcKbOzrgOHEiur77iwfIVPPz5Z+LOneNWnz6YF/LBvlUr7k79ThaVEuI9JyObQgghhMgcOh0WxYqriaaiKM8WkklMNHJg4m0xdXTEpV9ffAL24NyjBya2tsRduEjE/02QRaWEEJJsCiGEECJz5PtxCc5fd1Pfxxw+wo0uXbhY42Mips8g/upV4wUn3iqtgwO5e3/zLOns/Q0aGxtjhySEyAYk2RRCCCFEukwdHdHodOmW0eh06Dw8MM2VS92WePcuWkdHEu/e5f7ixVyqW4+rn3/Oo02b0cfEvO2whRFo7ezI3aMHngvmGzsUIUQ2IPdsCiGEECJdZu7uFNy5w3DKY79+MHOm+tbU0THFvXf2nzbArvYnPAkM4tHGDUTv28/To8d4evQY4f/3f+TfsB6dt3cWtUJkJRNLS2OHIITIBiTZFEIIIcRLmbm7GyaTFhZQosRLj9PodNjVqY1dndok3LnD482/8WjjRtCAmZeXWi76778xL1TIYGRU5Hz6p0+NHYIQ4i2SabRCCCGEyBJmbm44f92Ngrt24rVypbqQkD4ujpt9+nKhuj83v/mGJ4GBsqjQe+Jmr294tHGT+rgUIXKSefPm4e3tjYWFBRUrVuTw4cNplt24cSN+fn44ODhgbW1N6dKl+emnn9T9CQkJDB48mJIlS2JtbY27uztffvklt194hJC3tzcajcbgNXny5LfWxpeRZFMIIYQQWUqj0WDm6qq+T4yIQOflBYmJPNm9h5vde8iiQu8J/aNHhA0bxtXWbXh6+rSxwxEi06xZs4b+/fszevRojh8/jq+vL3Xq1CEiIiLV8k5OTgwfPpzg4GBOnz5Nx44d6dixI7t27QIgJiaG48ePM3LkSI4fP87GjRsJDQ2lUaNGKeoaN24cYWFh6uubb755q21NjySbQgghhDAqnacn+deuIf+W33Bq3z7FokIPfvnF2CGKV5TRRaVydeuKiZUVsadPc7VlK24PHUbi3btZFKUQb8+MGTPo0qULHTt2pHjx4ixYsAArKyuWLl2aanl/f38+++wzihUrRsGCBenTpw+lSpVi//79ANjb27N7925atmxJkSJFqFSpEt9//z3Hjh3j+vXrBnXZ2tri5uamvqytrd96e9MiyaYQQgghsgWLwoVxHTqEQn8F4TF7NtbVPwITE6wrVVbLxIaGEnPiBIqiGDFS8TLJi0p5b1j/3yufp8H7gjt34NKvHwV27sC+SRMAHm/axKW69bi/dNlLn9MpRFZ78uQJkZGR6isuLi7VcvHx8Rw7doxatWqp20xMTKhVqxbBwcEvPY+iKAQEBBAaGspHH32UZrnHjx+j0WhwcHAw2D558mRy5cpFmTJl+O6770g04m0JskCQEEIIIbKV5xcVSrx/32DRoHvzF/Bk5050BQvi0LQp9o0bYersbMRoRVoyuqiUmYsL7pMn4di6FXf+bwKx//5LxNSpPFq3DtdhQ7H58MMsjFqItBUvXtzg/ejRoxkzZkyKcvfu3SMpKQnX524XAHB1deXcuXNp1v/48WM8PDyIi4tDq9Xyww8/8Mknn6RaNjY2lsGDB9OmTRvs7OzU7b1796Zs2bI4OTlx8OBBhg4dSlhYGDNmzHiFlmYeSTaFEEIIkW09n2gqioLW1haNhQXxly4R8d13RMyciY1/dRyaNcPmww/RmMpXm3eVZenSeK9dw+NNm4mYMYP4K1e40aUrNjVq4Dpk8LP7eoUworNnz+Lh4aG+Nzc3z9T6bW1tOXnyJFFRUQQEBNC/f38KFCiAv7+/QbmEhARatmyJoijMn2/4TNv+/furfy5VqhQ6nY5u3boxadKkTI83I2QarRBCCCHeCRqNhjzjx1Fo317cxo7FwrcUJCYStSeAm917cL1LF2OHKN6QxsQEh2ZNKbhzB04dOoCpKVGBgVz+tCER02egj442dojiPWZra4udnZ36Sit5c3Z2RqvVEh4ebrA9PDwcNze3NOs3MTHBx8eH0qVL8+2339K8eXMmTZpkUCY50bx27Rq7d+82GNVMTcWKFUlMTOSqkRZbk2RTCCGEEO8Ura0tjq1akn/N/xYV6tABraMjNtWrq2X0MTE82rQZfUyMESMVr0tra4vrkMEU2PIb1lWroiQkPFswql59Hv/+u9yzK7I1nU5HuXLlCAgIULfp9XoCAgKoXLlyOkca0uv1BveFJieaFy5cYM+ePeTKwHOJT548iYmJCS4uLq/WiEwic02EEEII8c6yKFwYiyGDcenfDyUpSd0euXMXYcOGET5+PHYN6uPQrBkWvr7qsz3Fu8G8QAE8lywmKjCQ8EmTSbhxg9sDB/Hwl19xHT4cyw9S3gMqRHbQv39/2rdvj5+fHxUqVGDWrFlER0fTsWNHAL788ks8PDzUkctJkybh5+dHwYIFiYuLY/v27fz000/qNNmEhASaN2/O8ePH2bp1K0lJSdy5cwd49tgUnU5HcHAwhw4dokaNGtja2hIcHEy/fv34/PPPcXR0NMp1kGRTCCGEEO88jU7H82mkxswMM698JFy7zqN163m0br0sKvSO0mg02H78MdZVq/Jg+QruLVjA0xMnuNqiBQ7Nm5O7X19MnZyMHaYQBlq1asXdu3cZNWoUd+7coXTp0uzcuVNdNOj69euYmPw3yTQ6OpoePXpw8+ZNLC0tKVq0KD///DOtWrUC4NatW2zZsgWA0qVLG5wrMDAQf39/zM3NWb16NWPGjCEuLo78+fPTr18/g/s4s5pGkXkIKdy8eRNPT09u3LhB3rx5jR0ONGoE/+tcQmSI9BnxqqTPiFf1DvQZRVF4evQoj9ZvIHLXLpTYWOBZIurzV5AkKFktk/pMwp07REybTuTWrQCY2NqS+5teOLZpg8bM7I3rF9lINvl3JtvlBu8QuWdTCCGEEDmSRqPBqnx53KdMptD+feqiQpZ+5QwSzUcbNxF35YoRIxWvwszNDY9p3+G16mfMixdD/+QJ4RMncfmzz4g+eNDY4QkhniPTaIUQQgiR42ltbHBs1RLHVi3RP32qbk+IiCBs5EhISsKyXDkcmjXDrk5tTKytjRityAircuXIv24djzZs4O7MWcRfvMT1Tp2x/aQWLoMHo5MRKCGMTkY2hRBCCPFeMbG0VP+sj4rCplo1MDHh6bFjhA0bxoUPP+L2iBHEnDghq55mcxqtFseWLSm4cweOX3wBWi1Pdu/hcv0G3J0zR1YjFsLIJNl8zrx58yhevHiKB6cKIYQQImcyL1AAz4UL8AkMJHe/fph55UMfE8Pj9Ru41qYtj3/7zdghigzQ2tvjNnwY+TdtxKpSJZT4eO79MJ9L9RsQuX27/GgghJFIsvmcnj17cvbsWYKCgowdihBCCCGykJmrC87dulJw5068flqJfZMmaB0csP34Y7VM1L79PAkMRElMNGKkIj0WhQuTb9lSPObMxszdncQ7d7jV/1uuf/ElsefOGTs8Id47cs+mEEIIIcT/JC8qZFW+PEp8PBqdTt13d84cYv/5B21uZxyaNMG+aVPM8+c3YrQiNRqNBrvatbH56CPuL13K/UWLiTl6lCtNm+HQqiW5e/fG1EjPHBTifSMjm0IIIYQQqXg+0VQSE7Hy80Pr5ETS3XvcX7yEy/Xqc7Xd5zzauAl9dLQRIxWpMbGwIHePHhTcvg3benVBr+fRr6u5VLceD375RUaohcgCkmwKIYQQQryExtQU18GDKBQUiMfcOdhUr26wqNDtocOMHaJIg5m7O3lnziTfihWYFy6M/vFjwseN50rTZkQfOmzs8ITI0STZFEIIIYTIII1Oh90nn6RYVMiu4adqmYTbt7n/448k3rtnxEjFi6wrViD/xg24jhqJib09cefPc719e27260fC7dvGDk+IHEmSTSGEEEKI1/D8okK2NWuq2x9t2EjEd9O4UN2fGz178eTPP2XKZjahMTXFqW3bZ49KadsGTEx4smMnl+o34O68eehjY40dohA5iiSbQgghhBBvQKPRoDH57yuVeSEfLHxLQVISUQEB3OzRkws1ahAxbRpxl68YMVKRzNTREbdRo8i/cQNWfn4osbHcm/s9l+s3IHLXH/KoFCEyiSSbQgghhBCZyK5uXfKvWUOB37fg1LHjf4sKLfmRq82by+hZNmJRtCj5flqJx4zpmLq5kXD7Nrf69OF6x07Enj9v7PCEeOdJsimEEEII8RaYFyqUYlEhu4YNMbGwAEBRFCJmzSLm+AkZSTMijUaDXf36FNy+Dece3dHodMT8/TdXPmvKnf+bQNLjx8YOUYh3liSbQgghhBBv0fOLCrmNGa1uj/33X+4vWMi1tm253OBTWVTIyEysrMjduzcFtm/D9pNakJTEw59/5lKdujxcsxYlKcnYIQrxzpFkUwghhBAii2g0GvXPJtbW2H/2GRpLS+IvX35hUaFAWVTISHR585J37lzyLf0RnU9Bkh494s7o0Vxp0YKY48eNHZ4Q7xRJNoUQQgghjMC8QAHcJ02k0L69uI0fh2Xp0s8tKtSD6OBgY4f4XrOuUoUCmzbhOmwoJra2xJ0N4VrbdtwaMJCE8HBjhyfEO0GSTSGEEEIII9La2ODYogXeq3+lwNbfcerUCYvixbGuUkUt83DdOh5t2IA+OtqIkb5/NGZmOH35JQV37cShRQvQaIjcupVL9epzb8FC9HFxxg5RiGxNkk0hhBBCiGzC3McH10ED8d6wHo1WC4CSmMi9OXMJGz6C8x9+xO3hw2VRoSxm6uREnvHj8F63DsvSpVFiYrg7axaXP2347Dmq8lkIkSpJNoUQQgghspnn7+1UEhJw/OILdF5eKDExPN6w0XBRobt3jRjp+8XygxJ4/foL7t9NxTR3bhJu3OBmj57c6NKVuMuXjR2eENmOJJtCCCGEENmYiaUlzl27UGDnDrx+/inFokL35i8wdojvFY1Gg33DhhTYsYNcXbqgMTMjev9+LjdqTPjkKSQ9eWLsEIXINiTZFEIIIYR4B2g0Gqz8/FIsKmTfrKla5umpU4R/952MsmUBrY01Lt/2p8DW37GpUQMSE3mwfDmX6tbj0YYNKHq9sUMUwugk2RRCCCGEeMc8v6iQZYkS6vaHq9fw4MelXK7fgKtt2vJowwaSomRRobdJ5+WF5/wf8Fy8CF3+/CTdv0/Y8BFcbdWapydPGjs8IYxKkk0hhBBCiBzCrm6dZ6NsWi1PT5wgbPgILnz0EbeHDSfm+HFZyOYtsvnwQwr8thmXQYMwsbYm9p9/uNq6DbeHDCUhIsLY4QlhFEZPNufNm4e3tzcWFhZUrFiRw4cPp1v+0aNH9OzZkzx58mBubk7hwoXZvn27uj8pKYmRI0eSP39+LC0tKViwIOPHj5d/XIUQQgiR49lUr47n/B/w+fNPcn/bH52397NFhTZu5PbgISDfh94qjU5Hrk4dKbhzB/affQbA482buVy3Hvd//BElPt7IEQqRtYyabK5Zs4b+/fszevRojh8/jq+vL3Xq1CEijV9/4uPj+eSTT7h69Srr168nNDSUxYsX4+HhoZaZMmUK8+fP5/vvvyckJIQpU6YwdepU5s6dm1XNEkIIIYQwKjNXF5y7dKHAju14rfoZ+6ZNcWzbFo3Js69++vh4bg0Y+OyxHQkJRo425zHNnRv3SRPxXrMai1Kl0MfEEPHdNC43akzUX38ZOzwhsoypMU8+Y8YMunTpQseOHQFYsGAB27ZtY+nSpQwZMiRF+aVLl/LgwQMOHjyImZkZAN7e3gZlDh48SOPGjWnQoIG6/9dff33piKkQQgghRE6j0WiwKlcOq3LlDLZH/RlI5NatRG7ditbZGfvGjXBo1gzzAgWMFGnOZOnri/fqX3m8+TciZswg/upVbnT7Gpvq1XEdOgTdC99jhchpjDayGR8fz7Fjx6hVq9Z/wZiYUKtWLYKDg1M9ZsuWLVSuXJmePXvi6urKBx98wMSJE0lKSlLLVKlShYCAAM6fPw/AqVOn2L9/P/Xq1Uszlri4OCIjI9XXE1myWgghhBA5mEXxYjh16oQ2Vy6S7t1LsaiQPloWFcosGhMTHJp+RsGdO3Dq1AlMTYn66y8uNWxExPTpsoCTyNGMNrJ57949kpKScHV1Ndju6urKuXPnUj3m8uXL/Pnnn7Rr147t27dz8eJFevToQUJCAqNHjwZgyJAhREZGUrRoUbRaLUlJSUyYMIF27dqlGcukSZMYO3Zsyh0dO4Kl5es3MrMcPgyNGhk7CvEukT4jXpX0GfGqpM+803SAK+Di5EiUuY5HjyOJio7m6YkTPD1xAstFizA3N8/ck77nfUbLs2vukNeD8Ii7RMfEcH/xEh4vXYZLbmfsbG3RaDTGDjN7yS595ulTY0fwzjLqNNpXpdfrcXFxYdGiRWi1WsqVK8etW7f47rvv1GRz7dq1rFq1il9++YUSJUpw8uRJ+vbti7u7O+3bt0+13qFDh9K/f3/1/a1btyhevDgsWwZ582ZJ29LVqBFs2WLsKMS7RPqMeFXSZ8Srkj6TI2gA2/+9EsIjeLzlN+LOX8D8u6lqmYjp0zGxs8O+cWPMXFxe/2TSZwAwBzwVhaigIMInTSbh+nVu3wnnoVseXIcPx7LkB8YOMfvILn3m5k3w9DR2FO8koyWbzs7OaLVawsPDDbaHh4fj5uaW6jF58uTBzMwMrVarbitWrBh37twhPj4enU7HwIEDGTJkCK1btwagZMmSXLt2jUmTJqWZbJqbmxv8ehcZGfmmzRNCCCGEeKckLyr0vKRHj3iwfAVKQgJ3Z83G5qOPcGjeDJuPPkLzv/UzxKvTaDTY1qiBddWqPFi+gnsLFvD05EmutmyJfbOmuPTrh2muXMYOU4g3ZrR7NnU6HeXKlSMgIEDdptfrCQgIoHLlyqkeU7VqVS5evIher1e3nT9/njx58qDT6QCIiYnBxMSwWVqt1uAYIYQQQgjxchpzc9xGj8KydGlISiIqMJCbPXtxwb8G4VO/I+7KFWOH+E4z0elw7tqFgjt2YNeoISgKj9dv4FKdujxYsUJWChbvPKM++qR///4sXryYFStWEBISQvfu3YmOjlZXp/3yyy8ZOnSoWr579+48ePCAPn36cP78ebZt28bEiRPp2bOnWqZhw4ZMmDCBbdu2cfXqVTZt2sSMGTP47H/POhJCCCGEEBljYmmJQ/PmeK/+lQLbtuLU+X+LCt2/z4OlS4n6MzDNYxNu3+bpmTP/vWJjDd4n3L6dhS3J3sxcXfCYOhWvX1ZhUbw4+qgowidN5nKTz4g6cMDY4Qnx2ox6z2arVq24e/cuo0aN4s6dO5QuXZqdO3eqiwZdv37dYJTS09OTXbt20a9fP0qVKoWHhwd9+vRh8ODBapm5c+cycuRIevToQUREBO7u7nTr1o1Ro0ZlefuEEEIIIXIK84IFcR04EJe+fYnau5dHGzdh3/i/xVsid+4kau8+HJo3w9TVlcv16qPExxtW0qy5+keNTkfBnTswc3fPqiZke1Zly+K9bi2PNm7k7oyZxF+6xI3OX2FTqyaugwejk/sGxTtGoyiKYuwgspubN2/i6enJjRs3yCsLBIl3kfQZ8aqkz4hXJX1GvODal+2J+d9zzU3d3UnMwMil94b1WJYo8bZDeyclRUZyb948Hvy8CpKS0Oh0OHXqiHPXrphYWRk7vKyRTf6dyXa5wTvEqNNohRBCCCFEzpC7bx/smzZFY2WVoURTpE9rZ4fr0KEU+G0zVpUrocTHc3/BQi7Vq8/jrduQ8SLxLpBkUwghhBBCvDGrsmVxnziBQnv34tyju7HDyTHMfXzIt3QpHnPnYObhQWJ4OLcHDODa518QGxJi7PCESJckm0IIIYQQItNobayxqVkzQ2XDho8gYvoMov76iyR59FyaNBoNdp98QoFtW8ndpzcaCwueHjvGlWbNCRszhsSHD40dohCpkmRTCCGEEEIYRdy5c9xfvJgb3b7mfMVKXG7chMidu4wdVrZlYmGBc/fuFNyxHbv69UGv59HqNc8elfLzKpTERGOHKIQBSTaFEEIIIYRROPfogX3Tpui8vEBRiAsNBY1G3f/01CluDx7Mw7Vribt8We5T/B+zPHnwmDEdr59WYl60KPrISML/7/+48llTov/+29jhCaEy6qNPhBBCCCHE+8um5sfqarSJd+8Sc+w41hUrqPujDhzg8W9bePzbsxVJtU5OWJUri2XZclj5lcOiWDE0pu/v11mr8uXJv2E9j9at4+7MWcRduMD1Dh2xrVMH10EDMfPwMHaI4j0nI5tCCCGEECJTmTo6otHp0i2j0ekwdXT875jcubGrWwetg4O6zebDj8jV/WusypdHY25O0oMHPNm9h4gpU7jaoiWx50LVson37qF/+jTT25LdabRaHFu3puCunTi2bQsmJjzZtYtL9Rtwd+737+U1EdnH+/tTkBBCCCGEeCvM3N0puHOH4cI1/frBzJnqW1NHR8zc3dOtx7LkB1iW/AAAfXw8sf+eIebYUZ4ePUbs+fNYFC2ilo2YMZPHW7ZgUaI4Vv8b+bQsW9Ygoc3JtA4OuI0aiUOrloRPmEjM4cPcmzePR5s24jpoMLZ1aqN5boqyEFlBkk0hhBBCCJHpzNzdDZNJCwv435TZ12Gi02FVtgxWZctAly4oimKQPCVcvw6JicSeOk3sqdM8WLYMAJ1PQazK+eE2aiQarfa1z/+usChShHwrlvNk1y7Cp0wl8XYYt/r2xapCBVyHD8eiSGFjhyjeI5JsCiGEEEKId86Lo3T5flpJwq3bPD12lJhjx4k5doz4S5eIv3gJFAwSzXsLFqC1t8eyXDnMfXzQmOSsO8s0Gg12detiU70695f8yP0lS4g5fJgrn32GY5s25P6ml8F0ZSHelpz1N0sIIYQQQryXNBoNurwe2DduTJ5xYym4bSuFgg+Sd9735P7mG7WcEh/PvQULuTN2HFcaNeZ85Src+Lr7s4TsxAmU+HgjtiJzmVhakvubXhTYtg3b2rVBr+fhqlVcqluPh6tXoyQlGTvEHG3evHl4e3tjYWFBxYoVOXz4cJplN27ciJ+fHw4ODlhbW1O6dGl++ukngzKKojBq1Cjy5MmDpaUltWrV4sKFCwZlHjx4QLt27bCzs8PBwYHOnTsTFRX1VtqXEZJsCiGEEEKIHMnU0RHbmjWxq1tH3aaPTyDXV19hVbkSGktL9I8fExUURMS06Vxr05abffoa1KGPjs7iqDOfLq8HeefMJt/yZZgX8iHp0SPujBnLleYtiDl61Njh5Uhr1qyhf//+jB49muPHj+Pr60udOnWIiIhItbyTkxPDhw8nODiY06dP07FjRzp27MiuXf89d3bq1KnMmTOHBQsWcOjQIaytralTpw6xsbFqmXbt2nHmzBl2797N1q1b2bt3L127dn3r7U2LTKMVQgghhBDvDa2NNbl79QRASUggNiTkf9Nuj/L02HEsS5dWyyaEh3OxxsdYFC2KpV85rMr5YVWuLKbOzkaK/s1YV6pE/k2bePjrau7OnUtcSAjXPv8Cu/r1cRk4ALM8eYwdYo4xY8YMunTpQseOHQFYsGAB27ZtY+nSpQwZMiRFeX9/f4P3ffr0YcWKFezfv586deqgKAqzZs1ixIgRNG7cGICVK1fi6urK5s2bad26NSEhIezcuZMjR47g5+cHwNy5c6lfvz7Tpk3D/SULcr0NMrIphBBCCCHeSxozMyxLlSJXxw54fv89hQ4ewKljB3V/7D//gF5P7NmzPFz5E7f69OFCtQ+5VLcet4cPJ+bECeMF/5o0pqY4ffE5BXfuwKFVK9BoiNy+nUv1G3BvwQL0cXHGDjHbevLkCZGRkeorLo1rFR8fz7Fjx6hVq5a6zcTEhFq1ahEcHPzS8yiKQkBAAKGhoXz00UcAXLlyhTt37hjUaW9vT8WKFdU6g4ODcXBwUBNNgFq1amFiYsKhQ4deq81vSpJNIYQQQggheHbfp8lzzwe1rVULn6BA3KdPw7FtG8wLFwaNhvirV3m8YSMJt26rZeMuXeLBTz8TGxLyTtwLaerkRJ6xY/Bevw7LsmVRnj7l7qzZXG7wKU/27EFRFGOHmO0UL14ce3t79TVp0qRUy927d4+kpCRcXV0Ntru6unLnzp0063/8+DE2NjbodDoaNGjA3Llz+eSTTwDU49Kr886dO7i4uBjsNzU1xcnJKd3zvk0yjVYIIYQQQog0mLm5Yd+gAfYNGgCQ9PgxMSdO8PTYMazKl1fLPQn4k7szZgBgYmODZZkyWJUrh1W5sliUKoWJublR4n8ZyxIl8Fr1M5FbtxExbRoJN29ys9c3WFepguvwYZgXLGjsELONs2fP4uHhob43z+TP1NbWlpMnTxIVFUVAQAD9+/enQIECKabYvksk2RRCCCGEECKDtPb22Pr7Y/tCAqDzzIt1tWo8PXECfVQU0fv2Eb1vH/Bsuq73hvVYFH72jEtFr89Wj1vRaDTYN/wU249rcG/RYh4sXUr0wYNcbtwEp3Ztce7ZE62dnbHDNDpbW1vsMnAdnJ2d0Wq1hIeHG2wPDw/Hzc0tzeNMTEzw8fEBoHTp0oSEhDBp0iT8/f3V48LDw8nz3L214eHhlP7ffcZubm4pFiBKTEzkwYMH6Z73bco+vTwbmDdvHsWLF3+nfz0QQgghhBBZz65ePfItWUzhQ3+Tf+MGXIcNw7ZOHbTOzqDVYu7trZa9M24clxs34c648Tzeto2EF5ISYzGxtsalX18KbNuKTc2akJjIgxUruVS3Ho/Wr0fR640d4jtBp9NRrlw5AgIC1G16vZ6AgAAqV66c4Xr0er16X2j+/Plxc3MzqDMyMpJDhw6pdVauXJlHjx5x7Ngxtcyff/6JXq+nYsWKb9qs1yIjm8/p2bMnPXv25ObNm3h6eho7HCGEEEII8Y7RmJpiUbw4FsWL4/TlFyiKQmLEXTTP3Qsac/Qo8RcvERcaysNffgHALG9erMqVw9KvHA7Nm6PRaIzVBHT58uE573ui9u0nfOJE4q9cIWzESB7+uhrXEcOxKlPGaLG9K/r370/79u3x8/OjQoUKzJo1i+joaHV12i+//BIPDw/1vs9Jkybh5+dHwYIFiYuLY/v27fz000/Mnz8feDb63LdvX/7v//6PQoUKkT9/fkaOHIm7uztNmjQBoFixYtStW5cuXbqwYMECEhIS6NWrF61btzbKSrQgyaYQQgghhBBvjUajwczVcNEWr2XL/ve4lWPEHDtK3LlQEm7e5PHNm8ScPIFjixZq2chdf2DmngeLYsXQmGbtV3ebD6th/dtmHqz6hXvz5hF75gzX2rTFvnEjcvf/NkW7xH9atWrF3bt3GTVqFHfu3KF06dLs3LlTXeDn+vXrmDw3lTo6OpoePXpw8+ZNLC0tKVq0KD///DOtWrVSywwaNIjo6Gi6du3Ko0ePqFatGjt37sTCwkIts2rVKnr16kXNmjUxMTGhWbNmzJkzJ+sa/gKNIktNpZA8snnjxg3y5s1r7HCgUSPYssXYUYh3ifQZ8aqkz4hXJX1GvCrpM2lKiori6YmTxBw7itbWllydOwOgJCVxvkJF9NHRaKyssCrti2W5Z8/7tPQthYmlZZbFmHjvHhEzZ/J4w0YATKysyNX9a5zatzdYwTdTZZM+k+1yg3eIjGwKIYQQQghhRFobG2w+rIbNh9UMtidFRmJVvjwxx4+jj4wk+mAw0Qf/95xGU1McW7fGbcTwLInR1NkZ9wkTcGzdmjv/93/EnjrN3ekzeLR+Pa5Dh6ZYMEkIkGRTCCGEEEKIbMnU0RHPBfNR9HriLlwk5thRnh49RsyxYySGh6N1dFDLJt67x/WOHbEsWw4rv3JYlS2L2XOP6cgsliVL4v3rrzzesoWI6dNJuHadm193x/qjD3EdOhTz/Pkz/Zzi3SXJphBCCCGEENmYxsQEiyKFsShSGNq2RVEUEm7dRqMzU8vEHD9O3IWLxF24yKM1awAwzZNHfdanTfXqmGXSIjEaExMcmjTBtlYt7s2fz4OVPxG9dx+Xg//G6csvcO7eHa2NTaacS7zb5NEnQgghhBBCvEM0Gg26vB6Yufy3QI91xYrk/X4uTh06YFGqFGi1JIaFEbl1K3fGjiP68GG1bEJ4ODEnTqDEx79RHFobG1wHDqTAlt+wrv4RJCTw4MelXKpXj0ebNsujUoSMbAohhBBCCPGu09rbY1urFra1agGgj4nh6alT/1v19ihWfuXVspHbthMxdSoac3MsS5XC0u9/iw6VLo3WxvqVz22ePz/5Fi7kSVAQEZMmE3/tGmFDh/Jw9a+4jRiBZcmSmdZO8W6RZFMIIYQQQogcxsTKCuvKlbGuXDnFPiUxEa2jI0kPHxJz5AgxR45wH8DEBItixfCYPQvda6y6auvvj3WVKjxcuZJ7P8wn9tRprrZoiX3Tprj074eps/ObN0y8U2QarRBCCCGEEO8R565dKHTwAAW2bcVt7FjsGzd6tpiQXk/c+fOY5s6tlr23cBG3hw/n0cZNxF+/zsuemmii05Hrq68osGMH9o0bAfB440Yu1a3H/WXL33jqrni3yMimEEIIIYQQ7xmNRoN5wYKYFyyIY6uWACTcuUPcxUuYmJur5SJ37CDu3Dn1+ZqmuXP/71mfz1a9NS9aFI1Gk6J+M1cX3KdMwaF1a8L/bwKxZ84QMWUKj9atw3Xo0BSPeRE5k4xsCiGEEEIIITBzc8OmWlWDbS79+pKry1dYlikDZmYk3r3Lk507CZ8wgRs9exokmnEXL6KPizM43qpMGbzXrSXPhP9D6+RE/OXL3OjShRs9ehJ//XqWtEsYj4xsCiGEEEIIIVJlU706NtWrA6CPjeXp6dM8PXaMmGPHMcv733M8Fb2eq+0+R4mJwaJUKazKlsXKrxyWZcqgtbPDoVkzbD/5hHvzfuDBqlVE/fkn0fv24dSxI87dumJibU3MiRPE37z538kjI+H339W3urx5sSpTJsvaLt6cJJtCCCGEEEKIlzKxsMC6QgWsK1RIsS8xIgKNmRn6hASeHjvG02PHuL94MWg0mBcujEPz5jh98TmuQ4fg0KI54RMnEX3wIPcXLeLx5s3Yt2jB/XnzUp504CCDt16//iIJ5ztEkk0hhBBCCCHEGzFzc6PQvr0kXLv2v8etHCPm2FESrl0nLjSUxAf31bKmzs5oc+fGsW1bngQEkBgennqimYr4mzcl2XyHSLIphBBCCCGEeGMajQadtzc6b28cmjUFIPHuXWKOHcfcp6BaLub4CSJ/++2/4ywtUWJj4SUr3Yp3jywQJIQQQgghhHgrTHPnxq5uHcx9fNRtOm8vcn3dDSs/PzQ6HcrTp5Jo5lAysimEEEIIIYTIMuYFCuDSty8A+vh4Yv89w4OffuLJjh3GDUxkOhnZFEIIIYQQQhiFiU6HVdky2Hxcw9ihiLdAkk0hhBBCCCGEEJlOkk0hhBBCCCGEEJlOkk0hhBBCCCGEUeny5s3UciJ7kAWChBBCCCGEEEZlVaYMXr/+QvzNm/9tnD4dvv1WfavLm1eesfmOkWRTCCGEEEIIYXRWZcoYJpOLF0PDhsYLSLwxmUb7nHnz5lG8eHH8/f2NHYoQQgghhBBCvNMk2XxOz549OXv2LEFBQcYORQghhBBCCCHeaZJsCiGEEEIIIYTIdJJsCiGEEEIIIYTIdJJsCiGEEEIIIYTIdJJsCiGEEEIIIYTIdJJsCiGEEEIIIYTIdJJsCiGEEEIIIYTIdJJsCiGEEEIIIYTIdJJsCiGEEEIIIYTIdJJsCiGEEEIIIYTIdJJsCiGEEEIIIYTIdJJsCiGEEEIIIYTIdKbGDiA70uv1AISFhRk5kv95+hRu3jR2FOJdIn1GvCrpM+JVSZ8Rr0r6jHhV2aTPJOcEyTmCyDiNoiiKsYPIbo4cOUKFChWMHYYQQgghhBAimzh8+DDly5c3dhjvFEk2U5GYmMiJEydwdXXFxCTlTGN/f3+CgoKyJJYnT55QvHhxzp49i62tbZacE7K2jXK+zGWMPpPV19MY58zJ55M+I+d7Ve9Dn5E+mrmkz+SMc76vfUav1xMeHk6ZMmUwNZWJoa9CrlYqTE1N0/3VQqfTkTdv3iyJJTIyEgAPDw/s7Oyy5JyQtW2U82UuY/SZrL6exjhnTj6f9Bk536t6H/qM9NHMJX0mZ5zzfe4z+fLly5IYchpZIOg19OzZ09ghvHVZ3UY537vNGO3L6Z+h9Jl3/5w5/XxZ7X24nu9DG7PS+3A934c2ZqWc3j5jkGm02VxkZCT29vY8fvw4S0c2xbtL+ox4VdJnxKuSPiNelfQZ8aqkz+QMMrKZzZmbmzN69GjMzc2NHYp4R0ifEa9K+ox4VdJnxKuSPiNelfSZnEFGNoUQQgghhBBCZDoZ2RRCCCGEEEIIkekk2RRCCCGEEEIIkekk2RRCCCGEEEIIkekk2RRCCCGEEEIIkekk2RRCCCGEEEIIkekk2cxie/fupWHDhri7u6PRaNi8efNLjwkKCqJs2bKYm5vj4+PD8uXLU5SZN28e3t7eWFhYULFiRQ4fPpz5wYss9zb6y6RJkyhfvjy2tra4uLjQpEkTQkND304DRJZ7W//GJJs8eTIajYa+fftmWszCuN5Wn7l16xaff/45uXLlwtLSkpIlS3L06NHMb4DIcm+jzyQlJTFy5Ejy58+PpaUlBQsWZPz48chDE3KGV+0zYWFhtG3blsKFC2NiYpLm/znr1q2jaNGiWFhYULJkSbZv3575wYs3IslmFouOjsbX15d58+ZlqPyVK1do0KABNWrU4OTJk/Tt25evvvqKXbt2qWXWrFlD//79GT16NMePH8fX15c6deoQERHxtpohssjb6C9//fUXPXv25O+//2b37t0kJCRQu3ZtoqOj31YzRBZ6G30m2ZEjR1i4cCGlSpXK7LCFEb2NPvPw4UOqVq2KmZkZO3bs4OzZs0yfPh1HR8e31QyRhd5Gn5kyZQrz58/n+++/JyQkhClTpjB16lTmzp37tpohstCr9pm4uDhy587NiBEj8PX1TbXMwYMHadOmDZ07d+bEiRM0adKEJk2a8O+//2Zm6OJNKcJoAGXTpk3plhk0aJBSokQJg22tWrVS6tSpo76vUKGC0rNnT/V9UlKS4u7urkyaNClT4xXGlVn95UUREREKoPz111+ZEabIRjKzzzx58kQpVKiQsnv3bqV69epKnz59MjlakR1kVp8ZPHiwUq1atbcRoshmMqvPNGjQQOnUqZNBmaZNmyrt2rXLtFhF9pCRPvO8tP7PadmypdKgQQODbRUrVlS6dev2hhGKzCQjm9lccHAwtWrVMthWp04dgoODAYiPj+fYsWMGZUxMTKhVq5ZaRrw/XtZfUvP48WMAnJyc3mpsInvKaJ/p2bMnDRo0SFFWvH8y0me2bNmCn58fLVq0wMXFhTJlyrB48eKsDlVkExnpM1WqVCEgIIDz588DcOrUKfbv30+9evWyNFbx7nid7zwi65kaOwCRvjt37uDq6mqwzdXVlcjISJ4+fcrDhw9JSkpKtcy5c+eyMlSRDbysv1haWhrs0+v19O3bl6pVq/LBBx9kZagim8hIn1m9ejXHjx/nyJEjRopSZCcZ6TOXL19m/vz59O/fn2HDhnHkyBF69+6NTqejffv2RopcGEtG+syQIUOIjIykaNGiaLVakpKSmDBhAu3atTNS1CK7S6tf3blzx0gRidRIsinEe6xnz578+++/7N+/39ihiGzqxo0b9OnTh927d2NhYWHscMQ7Qq/X4+fnx8SJEwEoU6YM//77LwsWLJBkU6Rq7dq1rFq1il9++YUSJUqo93a6u7tLnxHiHSbJZjbn5uZGeHi4wbbw8HDs7OywtLREq9Wi1WpTLePm5paVoYps4GX95Xm9evVi69at7N27l7x582ZlmCIbeVmfOXbsGBEREZQtW1bdn5SUxN69e/n++++Ji4tDq9VmddjCiDLy70yePHkoXry4QZlixYqxYcOGLItTZB8Z6TMDBw5kyJAhtG7dGoCSJUty7do1Jk2aJMmmSFVa/Uq+/2Yvcs9mNle5cmUCAgIMtu3evZvKlSsDoNPpKFeunEEZvV5PQECAWka8P17WXwAURaFXr15s2rSJP//8k/z582d1mCIbeVmfqVmzJv/88w8nT55UX35+frRr146TJ09Kovkeysi/M1WrVk3xSKXz58/j5eWVJTGK7CUjfSYmJgYTE8OvpVqtFr1enyUxindPRvqVyAaMvULR++bJkyfKiRMnlBMnTiiAMmPGDOXEiRPKtWvXFEVRlCFDhihffPGFWv7y5cuKlZWVMnDgQCUkJESZN2+eotVqlZ07d6plVq9erZibmyvLly9Xzp49q3Tt2lVxcHBQ7ty5k+XtE5nrbfSX7t27K/b29kpQUJASFhamvmJiYrK8fSLzvY0+8yJZjTZneRt95vDhw4qpqakyYcIE5cKFC8qqVasUKysr5eeff87y9onM9zb6TPv27RUPDw9l69atypUrV5SNGzcqzs7OyqBBg7K8fSLzvWqfURRFLV+uXDmlbdu2yokTJ5QzZ86o+w8cOKCYmpoq06ZNU0JCQpTRo0crZmZmyj///JOlbRPpk2QziwUGBipAilf79u0VRXn2j2316tVTHFO6dGlFp9MpBQoUUJYtW5ai3rlz5yr58uVTdDqdUqFCBeXvv/9++40Rb93b6C+p1Qek2q/Eu+dt/RvzPEk2c5a31Wd+//135YMPPlDMzc2VokWLKosWLXr7jRFZ4m30mcjISKVPnz5Kvnz5FAsLC6VAgQLK8OHDlbi4uKxplHirXqfPpFbey8vLoMzatWuVwoULKzqdTilRooSybdu2rGmQyDCNoijKWxgwFUIIIYQQQgjxHpN7NoUQQgghhBBCZDpJNoUQQgghhBBCZDpJNoUQQgghhBBCZDpJNoUQQgghhBBCZDpJNoUQQgghhBBCZDpJNoUQQgghhBBCZDpJNoUQQgghhBBCZDpJNoUQIodavnw5Dg4OLy2n0WjYvHnzW48nO/D396dv377GDkP8T2hoKG5ubjx58iRLzxsfH4+3tzdHjx7N0vMKIcT7RpJNIYR4TR06dECj0aDRaDAzMyN//vwMGjSI2NjYLI/F29ubWbNmGWxr1aoV58+fV9+PGTOG0qVLpzg2LCyMevXqvdX4li9frl4rExMT8ubNS8eOHYmIiHir532Z1K7b63i+L+h0Onx8fBg3bhyJiYlvHqSRZMWPEEOHDuWbb77B1tYWgKCgIPU6ajQacufOTf369fnnn38MjnvZ9X6xHldXV5o1a8bly5cB0Ol0DBgwgMGDB7/V9gkhxPtOkk0hhHgDdevWJSwsjMuXLzNz5kwWLlzI6NGjjR0WAJaWlri4uLy0nJubG+bm5m89Hjs7O8LCwrh58yaLFy9mx44dfPHFF2/9vFkluS9cuHCBb7/9ljFjxvDdd9+9Vl1JSUno9fpMjtA4EhISUt1+/fp1tm7dSocOHVLsCw0NJSwsjF27dhEXF0eDBg2Ij483KJOR6x0aGsrt27dZt24dZ86coWHDhiQlJQHQrl079u/fz5kzZzKnoUIIIVKQZFMIId6Aubk5bm5ueHp60qRJE2rVqsXu3bvV/Xq9nkmTJpE/f34sLS3x9fVl/fr16v7kEZht27ZRqlQpLCwsqFSpEv/++6/Befbv38+HH36IpaUlnp6e9O7dm+joaODZ1NBr167Rr18/dSQHDKfRLl++nLFjx3Lq1Cm1zPLly4GUI1j//PMPH3/8MZaWluTKlYuuXbsSFRWl7u/QoQNNmjRh2rRp5MmTh1y5ctGzZ880k4pkGo0GNzc33N3dqVevHr1792bPnj08ffoUgCVLllCsWDEsLCwoWrQoP/zwg3rs1atX0Wg0bNy4kRo1amBlZYWvry/BwcFqmfv379OmTRs8PDywsrKiZMmS/Prrr2nGk9p1i46Oxs7OzuAzAti8eTPW1tbpTvdM7gteXl50796dWrVqsWXLFgBmzJhByZIlsba2xtPTkx49ehhc0+TPasuWLRQvXhxzc3OuX7/OkSNH+OSTT3B2dsbe3p7q1atz/PjxFNd14cKFfPrpp1hZWVGsWDGCg4O5ePEi/v7+WFtbU6VKFS5dumRw3G+//UbZsmWxsLCgQIECjB07Vh0Z9Pb2BuCzzz5Do9Go7192XHI88+fPp1GjRlhbWzNhwoRUr9fatWvx9fXFw8MjxT4XFxfc3NwoW7Ysffv25caNG5w7dy7D1/v5evLkycNHH33EqFGjOHv2LBcvXgTA0dGRqlWrsnr16lTjE0II8eYk2RRCiEzy77//cvDgQXQ6nbpt0qRJrFy5kgULFnDmzBn69evH559/zl9//WVw7MCBA5k+fTpHjhwhd+7cNGzYUE3eLl26RN26dWnWrBmnT59mzZo17N+/n169egGwceNG8ubNy7hx4wgLCyMsLCxFbK1ateLbb7+lRIkSaplWrVqlKBcdHU2dOnVwdHTkyJEjrFu3jj179qjnShYYGMilS5cIDAxkxYoVLF++XE1eM8rS0hK9Xk9iYiKrVq1i1KhRTJgwgZCQECZOnMjIkSNZsWKFwTHDhw9nwIABnDx5ksKFC9OmTRs10YmNjaVcuXJs27aNf//9l65du/LFF19w+PDhVM+f2nWztramdevWLFu2zKDssmXLaN68uTrdM6PtSx6NMzExYc6cOZw5c4YVK1bw559/MmjQIIPyMTExTJkyhSVLlnDmzBlcXFx48uQJ7du3Z//+/fz9998UKlSI+vXrp0h6x48fz5dffsnJkycpWrQobdu2pVu3bgwdOpSjR4+iKIrBZ7hv3z6+/PJL+vTpw9mzZ1m4cCHLly9XE8MjR46o7Q4LC1Pfv+y4ZGPGjOGzzz7jn3/+oVOnTqlen3379uHn55fuNXz8+LGaDD7/9+pl1zut/YBBmQoVKrBv37506xVCCPEGFCGEEK+lffv2ilarVaytrRVzc3MFUExMTJT169criqIosbGxipWVlXLw4EGD4zp37qy0adNGURRFCQwMVABl9erV6v779+8rlpaWypo1a9TyXbt2Nahj3759iomJifL06VNFURTFy8tLmTlzpkGZZcuWKfb29ur70aNHK76+vinaASibNm1SFEVRFi1apDg6OipRUVHq/m3btikmJibKnTt31HZ7eXkpiYmJapkWLVoorVq1SvNavRjL+fPnlcKFCyt+fn6KoihKwYIFlV9++cXgmPHjxyuVK1dWFEVRrly5ogDKkiVL1P1nzpxRACUkJCTN8zZo0ED59ttv1ffVq1dX+vTpo75P7bodOnRI0Wq1yu3btxVFUZTw8HDF1NRUCQoKSvM87du3Vxo3bqwoiqLo9Xpl9+7dirm5uTJgwIBUy69bt07JlSuX+n7ZsmUKoJw8eTLNcyiKoiQlJSm2trbK77//rm4DlBEjRqjvg4ODFUD58ccf1W2//vqrYmFhob6vWbOmMnHiRIO6f/rpJyVPnjwG9Sb3i1c9rm/fvum2Q1EUxdfXVxk3bpzBtuS/D9bW1oq1tbUCKIDSqFEjg3Ivu97J9Tx8+FBRFEW5ffu2UqVKFcXDw0OJi4tT65k9e7bi7e390liFEEK8HlNjJLhCCJFT1KhRg/nz5xMdHc3MmTMxNTWlWbNmAFy8eJGYmBg++eQTg2Pi4+MpU6aMwbbKlSurf3ZycqJIkSKEhIQAcOrUKU6fPs2qVavUMoqioNfruXLlCsWKFcu09oSEhODr64u1tbW6rWrVquj1ekJDQ3F1dQWgRIkSaLVatUyePHlSLOLyosePH2NjY4Neryc2NpZq1aqxZMkSoqOjuXTpEp07d6ZLly5q+cTEROzt7Q3qKFWqlME5ASIiIihatChJSUlMnDiRtWvXcuvWLeLj44mLi8PKyuqVrkGFChUoUaIEK1asYMiQIfz88894eXnx0UcfpXvc1q1bsbGxISEhAb1eT9u2bRkzZgwAe/bsYdKkSZw7d47IyEgSExOJjY0lJiZGjU+n0xm0DyA8PJwRI0YQFBREREQESUlJxMTEcP369TSvS/JnVLJkSYNtsbGxREZGYmdnx6lTpzhw4IDBiGRSUlKKmF6U0eNeNmIJ8PTpUywsLFLdt2/fPqysrPj777+ZOHEiCxYsSFEmveudLG/evCiKQkxMDL6+vmzYsMFghNTS0pKYmJiXxiqEEOL1SLIphBBvwNraGh8fHwCWLl2Kr68vP/74I507d1bvydu2bVuK+9JeZUGeqKgounXrRu/evVPsy5cv3xtE//rMzMwM3ms0mpcuaGNra8vx48cxMTEhT5486rTG8PBwABYvXkzFihUNjnk+oX3xvMn3piaf97vvvmP27NnMmjVLvT+yb9++6U6tTMtXX33FvHnzGDJkCMuWLaNjx47q+dKS/MODTqfD3d0dU9Nn/8VevXqVTz/9lO7duzNhwgScnJzYv38/nTt3Jj4+Xk3QLC0tU5yjffv23L9/n9mzZ+Pl5YW5uTmVK1dO0abUrkt61yoqKoqxY8fStGnTFO1IKwF8leOe/7EiLc7Ozjx8+DDVffnz58fBwYEiRYoQERFBq1at2Lt3r0GZtK738/bt24ednR0uLi6pToF+8OABuXPnfmmsQgghXo8km0IIkUlMTEwYNmwY/fv3p23btgYLvVSvXj3dY//++281cXz48CHnz59XRyzLli3L2bNn1aQ2NTqdTl1l803KFCtWjOXLlxMdHa0mDAcOHMDExIQiRYqke+zLmJiYpNoGV1dX3N3duXz5Mu3atXvt+g8cOEDjxo35/PPPgWeJ1fnz5ylevHiax6R1TT7//HMGDRrEnDlzOHv2LO3bt3/p+Z//4eF5x44dQ6/XM336dExMni2VsHbt2gy36YcffqB+/foA3Lhxg3v37mXo2PSULVuW0NDQdPuUmZlZimuTkeMyqkyZMpw9e/al5Xr27MmkSZPYtGkTn332mbo9rev9vOSkNS3//vtvilkGQgghMo8sECSEEJmoRYsWaLVa5s2bh62tLQMGDKBfv36sWLGCS5cucfz4cebOnZti4Ztx48YREBDAv//+S4cOHXB2dqZJkyYADB48mIMHD9KrVy9OnjzJhQsX+O233wwWfPH29mbv3r3cunUrzWTE29ubK1eucPLkSe7du0dcXFyKMu3atcPCwoL27dvz77//EhgYyDfffMMXX3yhTs98G8aOHcukSZOYM2cO58+f559//mHZsmXMmDEjw3UUKlSI3bt3c/DgQUJCQujWrZs6apqWtK6bo6MjTZs2ZeDAgdSuXZu8efO+dtt8fHxISEhg7ty5XL58mZ9++inVaaFptemnn34iJCSEQ4cO0a5dO3VE+E2MGjWKlStXMnbsWM6cOUNISAirV69mxIgRahlvb28CAgK4c+eOOgKZkeMyqk6dOgQHB7/0BxArKyu6dOnC6NGjURTllc+Tnn379lG7du1MrVMIIcR/JNkUQohMZGpqSq9evZg6dSrR0dGMHz+ekSNHMmnSJIoVK0bdunXZtm0b+fPnNzhu8uTJ9OnTh3LlynHnzh1+//139d6yUqVK8ddff3H+/Hk+/PBDypQpw6hRo3B3d1ePHzduHFevXqVgwYJpTgts1qwZdevWpUaNGuTOnTvVx4JYWVmxa9cuHjx4QPny5WnevDk1a9bk+++/z8SrlNJXX33FkiVLWLZsGSVLlqR69eosX748xXVKz4gRIyhbtix16tTB398fNzc3NWFPS3rXLXmaa1qrqWaUr68vM2bMYMqUKXzwwQesWrWKSZMmZejYH3/8kYcPH1K2bFm++OILevfunaFnp75MnTp12Lp1K3/88Qfly5enUqVKzJw5Ey8vL7XM9OnT2b17N56enuroX0aOy6h69ephamrKnj17Xlq2V69ehISEsG7dulc+T1qCg4N5/PgxzZs3z7Q6hRBCGNIomf0zoRDC6JKSkl76zEORPRw+fJgvv/ySw4cPY2dnZ+xwxHN+++03Jk+ezF9//fXSx26I17Nq1SoCAwNZsmRJlp+7X79+FC1alG7dumX5ud9XZmZmKe7DFkLkbJJsCpGDKIrCnTt3ePTokbFDERkUGxtLeHg4np6e6v18wrj0ej1JSUncvXsXKyurdO/5E29GURQiIyOxtbXN0v6ffF47O7uXLvwkMpeDgwNubm5y3YV4T8gCQULkIMmJpouLC1ZWVvKf+TsgOjqapKQkvLy8Ul1NU2S9iIgI7t69i7u7O/ny5ZORGCEyQfIjaCIiIoD/Hl0khMjZZGRTiBwiKSmJ8+fP4+LiQq5cuYwdjhBCCJHC/fv3iYiIoHDhwvJDjhDvAZmzJUQOkXyP5qs+wF4IIYTIKsn/R8m6AkK8HyTZFCKHkamzQgghsiv5P0qI94skm0IIIYQQQgghMp0km0IIIYQQQgghMp0km0IIVcLt2zw9cybNV8Lt28YOURUUFIRGo8n2j3k5d+4clSpVwsLCgtKlS2dq3d7e3syaNSvN/VevXkWj0XDy5MlMPW9Wep02jBkz5qXX2t/fn759+75RbNndmDFj0Gg0aDSadPvJuyq5bfJoGiGEyL4k2RRCAM8SzUt163G1WfM0X5fq1ss2CWeVKlUICwvD3t7e2KGka/To0VhbWxMaGkpAQADLly9P98txjRo1WLJkiZpkJb9y5cpF7dq1OXHiRIbP7enpSVhYGB988EGaZUJDQ6lRowaurq5YWFhQoEABRowY8dLFO56PLfm1evXqDMeWURlpw4sGDBhAQEBAumU2btzI+PHj3zQ8lUajYfPmzZlWX3pe1oeeV6JECcLCwujatavB9hMnTtCiRQv1cy9UqBBdunTh/PnzBuVWrFhB+fLlsbKywtbWlurVq7N161aDMsk//Dg6OhIbG2uw78iRI2r/eLF8aq87d+7g7e2d5n6NRkOHDh0ACAsLy5FJtBBC5CSSbAohAEh8+BAlPj7dMkp8PIkPH2ZRROnT6XRv9GDw+Je0NbNcunSJatWq4eXl9dJH0jx48IADBw7QsGFDdduePXsICwtj165dREVFUa9evQyP5mq1Wtzc3NJ9fqeZmRlffvklf/zxB6GhocyaNYvFixczevTol9a/bNkywsLC1FeTJk0yFNeryEgbXmRjY/PSa+3k5IStre2bhvdKsqrPPc/U1BQ3NzeDVaq3bt1KpUqViIuLY9WqVYSEhPDzzz9jb2/PyJEj1XIDBgygW7dutGrVitOnT3P48GGqVatG48aN+f7771Ocy9bWlk2bNhls+/HHH8mXL1+qsYWGhhr0n7CwMFxcXDhy5Ij6fsOGDSnKzp49GwA3N7ds/2OTEEK89xQhRI7w9OlT5ezZs8rTp0/VbXq9XkmKjs7QK/roUeVskaIvfUUfPZqh+vR6fYZjr169utKrVy+lT58+ioODg+Li4qIsWrRIiYqKUjp06KDY2NgoBQsWVLZv364eExgYqADKw4cP1W379+9XqlevrlhaWioODg5K7dq1lQcPHqjn6Nmzp9KnTx8lV65cir+/v6IoihIUFKSUL19e0el0ipubmzJ48GAlISFBrXPdunXKBx98oFhYWChOTk5KzZo1laioKEVRFCUpKUkZO3as4uHhoeh0OsXX11fZsWOHeixg8KpevXqKbaNHj1bLr1y5UqlYsaKiKIpy5coVBVBOnDih7j9w4IACKDt37lQURVG8vLyUCRMmKB07dlRsbGwUT09PZeHChWr51OrIiH79+inVqlVLtwygbNq06ZXqbd++vdK4cWNlwoQJiouLi2Jvb6+MHTtWSUhIUAYMGKA4OjoqHh4eytKlS9NsQ/LnvmfPHqVcuXKKpaWlUrlyZeXcuXPqMaNHj1Z8fX3TjaV69epKnz591Pcvu5ZxcXFKz549FTc3N8Xc3FzJly+fMnHiRPXY5z9TLy8vgzgWL16seHt7KxqNRi0/c+ZMg3h8fX0N+sLDhw+Vrl27Ki4uLoq5ublSokQJ5ffff1fbn1Yfel5q1yE6OlpxdnZWmjRpkuoxyX+fgoODFUCZM2dOijL9+/dXzMzMlOvXryuK8t9nMmLECKVWrVpquZiYGMXe3l4ZOXKk8vzXjdT+7qblZWWXLVum2Nvbv7QekX2k9n+VECLnkpFNIXIw5elTQsuWy9DrWrvPM1TntXafZ6g+5enTV4p1xYoVODs7c/jwYb755hu6d+9OixYtqFKlCsePH6d27dp88cUXxMTEpHr8yZMnqVmzJsWLFyc4OJj9+/fTsGFDkpKSDM6h0+k4cOAACxYs4NatW9SvX5/y5ctz6tQp5s+fz48//sj//d//Ac+m6bVp04ZOnToREhJCUFAQTZs2RVEUAGbPns306dOZNm0ap0+fpk6dOjRq1IgLFy6ox5coUYJvv/2WsLAwtmzZwqxZs7Czs1NHaQYMGKDGt2XLFho3bpzmNbK0tAQMR8imT5+On58fJ06coEePHnTv3p3Q0NBXuvbPu3jxIjt37qR69eovLduzZ0+cnZ2pUKECS5cuVa9Lev78809u377N3r17mTFjBqNHj+bTTz/F0dGRQ4cO8fXXX9OtWzdu3ryZbj3Dhw9n+vTpHD16FFNTUzp16pThNqYlvWs5Z84ctmzZwtq1awkNDWXVqlV4e3sDz6aKwn8jvcnv4dn13LBhAxs3bszwfad6vZ569epx4MABfv75Z86ePcvkyZPRarVUqVIl3T70Mrt27eLevXsMGjQo1f3J03N//fVXbGxs6NatW4oy3377LQkJCeqoY7IvvviCffv2cf36dQA2bNiAt7c3ZcuWzXB8QgghcpaMz0sSQoi3yNfXlxEjRgAwdOhQJk+ejLOzM126dAFg1KhRzJ8/n9OnT1OpUqUUx0+dOhU/Pz9++OEHdVuJEiUMyhQqVIipU6eq74cPH46npyfff/89Go2GokWLcvv2bQYPHsyoUaMICwsjMTGRpk2b4uXlBUDJkiXV46dNm8bgwYNp3bo1AFOmTCEwMJBZs2Yxb948dfqnjY0Nbm5uANjb26PRaNT3yeLi4ti5cydjxoxJ9fo8evSI8ePHY2NjQ4UKFdTt9evXp0ePHgAMHjyYmTNnEhgYSJEiRdK52iklJ/VxcXF07dqVcePGpVt+3LhxfPzxx1hZWfHHH3/Qo0cPoqKi6N27d7rHOTk5MWfOHExMTChSpAhTp04lJiaGYcOGAf999vv371eva2omTJigJsRDhgyhQYMGxMbGYmFh8Urtfl561/L69esUKlSIatWqodFo1P4AkDt3buBZovbi5xofH8/KlSvVMhmxZ88eDh8+TEhICIULFwagQIEC6v60+lBGJP8QUrRo0XTLnT9/noIFC6LT6VLsc3d3x87OLsX9nS4uLtSrV4/ly5czatQoli5dmu6PAHnz5jV47+XlxZkzZzLaFCGEEO8ASTaFyME0lpYUOX4sQ2VjQ0IyNLrptepnLIoVy9C5X0WpUqXUP2u1WnLlymWQ2Lm6ugIQERGR6vEnT56kRYsW6Z6jXLlyBu9DQkKoXLmywX2fVatWJSoqips3b+Lr60vNmjUpWbIkderUoXbt2jRv3hxHR0ciIyO5ffs2VatWNaizatWqnDp1KmONfs6ff/6Ji4tLigS5SpUqmJiYEB0dTYECBVizZo16LcDwuiUnIGldoxIlSnDt2jUAPvzwQ3bs2KHuW7NmDU+ePOHUqVMMHDiQadOmpTn6BRjc21emTBmio6P57rvv6N27N9evX6d48eLq/mHDhqnJZIkSJTAx+W9Sjaurq8HiP8mffVptSK3defLkAZ71jRfvD9y3bx/16tVT3y9cuJB27dq9tM4Xr2WHDh345JNPKFKkCHXr1uXTTz+ldu3a6cYIzxKoV0k04Vlfzps3r5poZqaMjD6/TtlknTp1ok+fPnz++ecEBwezbt069u3bl2rZffv2Gdw3a2Zm9srnE0IIkb1JsilEDqbRaNA8tzBIumUzOCKksbDAJIN1vooXv2hqNBqDbckJoV6vT/V4ywwkt9bW1q8Uk1arZffu3Rw8eJA//viDuXPnMnz4cA4dOvTSBWhe1ZYtW2jUqFGK7WvWrKF48eLkypUr1RVIU7tuaV2j7du3q6vMvni9PD09AShevDhJSUl07dqVb7/9Fq1Wm6H4K1asyPjx44mLi8Pd3d1gyqiTk1O68b5KG1KrJ72+4efnZxDL84l6enW+GEfZsmW5cuUKO3bsYM+ePbRs2ZJatWqxfv36dONMrc+ZmJikSOSeX/03I335dSUnsOfOnaNy5crpltu/fz/x8fEpRjdv375NZGRkqslwvXr16Nq1K507d6Zhw4bp/j3Jnz+/PLZECCFyOLlnUwiRI5QqVeqlj7t4UbFixQgODjb44n/gwAFsbW3VKX4ajYaqVasyduxYTpw4gU6nY9OmTdjZ2eHu7s6BAwcM6jxw4IDBqN6LdDqdwX2k8GwE6ffff0/1fk1PT08KFiyYKV/Kvby88PHxwcfHBw8PjzTL6fV6EhISXprwPe/kyZM4Ojpibm6Oqampeh4fHx+DZDOrWVpaGsTyJivQ2tnZ0apVKxYvXsyaNWvYsGEDDx48AJ4lqi9+rmnJnTs3YWFh6vvIyEiuXLmivi9VqhQ3b95MMU01WWp9KKNq166Ns7OzwXTy5yWvdNy6dWuioqJYuHBhijLTpk3DzMyMZs2apdhnamrKl19+SVBQUKbcRyuEEOLdJiObQggATB0d0eh06T7+RKPTYeromIVRZdzQoUMpWbIkPXr04Ouvv0an0xEYGEiLFi1wdnZO9ZgePXowa9YsvvnmG3r16kVoaCijR4+mf//+mJiYcOjQIQICAqhduzYuLi4cOnSIu3fvUux/04gHDhzI6NGjKViwIKVLl2bZsmWcPHmSVatWpRmnt7c3UVFRBAQE4Ovri5WVFWfPniUmJoZq1aq9lWuTnlWrVmFmZkbJkiUxNzfn6NGjDB06lFatWqkjfZs2bWLo0KGcO3cOgN9//53w8HAqVaqEhYUFu3fvZuLEia+0UM27ZsaMGeTJk4cyZcpgYmLCunXrcHNzU38E8Pb2JiAggKpVq2Jubo5jOn9PPv74Y5YvX07Dhg1xcHBg1KhRBiPI1atX56OPPqJZs2bMmDEDHx8fzp07h0ajoW7duqn2IasMzjawtrZmyZIltGjRgkaNGtG7d298fHy4d+8ea9eu5fr166xevZrKlSvTp08fBg4cSHx8PE2aNCEhIYGff/6Z2bNnM2vWLHU0/EXjx49n4MCBLx39j4iISPFczly5csl0WiGEyEEk2RRCAGDm7k7BnTvSfY6mqaMjZu7uWRhVxhUuXJg//viDYcOGUaFCBSwtLalYsSJt2rRJ8xgPDw+2b9/OwIED8fX1xcnJic6dO6sLFdnZ2bF3715mzZpFZGQkXl5eTJ8+Xb0HsHfv3jx+/Jhvv/2WiIgIihcvzpYtWyhUqFCa56xSpQpff/01rVq14v79+4wePZqkpCTq16//Ss+SzCympqZMmTKF8+fPoygKXl5e9OrVi379+qllHj9+bLDCrZmZGfPmzaNfv34oioKPjw8zZsxQF3PKiWxtbZk6dSoXLlxAq9VSvnx5tm/frt5/On36dPr378/ixYvx8PDg6tWradY1dOhQrly5wqeffoq9vT3jx483GNmEZyu5DhgwgDZt2hAdHY2Pjw+TJ08GUu9DaS0slZrGjRtz8OBBJk2aRNu2bYmMjMTT05OPP/5YXYkZYNasWZQqVYoffviBESNGoNVqKVu2LJs3bzZ4FuyLdDpdmj/wPC+1RayCg4NTXQBMCCHEu0mjvM4KAEKIbCc2NpYrV66QP3/+N1qRU2S9UqVKMWLECFq2bGnsUEQOMmbMGDZv3pzhR668i5YvX07fvn3V6b8i+5P/q4R4v8g9m0IIYUTx8fE0a9bMYMVUITLLP//8g42NjcEjgXIKGxsbvv76a2OHIYQQIh0ysilEDiG/FgshnvfgwQN1AaPcuXNjb29v5Igy18WLF4Fnq0bnz5/fyNGIjJL/q4R4v8g9m0IIIUQO5OTkZNSVgN82Hx8fY4cghBDiJWQarRBCCCGEEEKITCfJphBCCCGEEEKITCfJphBCCCGEEEKITCfJphBCCCGEEEKITCfJphBCCCGEEEKITCfJphBCCCGEEEKITCfJphBClXD7Nk/PnEnzlXD7trFDVAUFBaHRaHj06JGxQ0nXuXPnqFSpEhYWFpQuXTpT6/b29mbWrFlp7r969SoajYaTJ09m6nmz0uu0YcyYMS+91v7+/vTt2/eNYsvuxowZg0ajQaPRpNtPcqrly5er7c/pn7UQQmRXkmwKIYBniealuvW42qx5mq9Ldetlm4SzSpUqhIWFZfsH1Y8ePRpra2tCQ0MJCAhg+fLlODg4pFm+Ro0aLFmyRE2ykl+5cuWidu3anDhxIsPn9vT0JCwsjA8++CDNMqGhodSoUQNXV1csLCwoUKAAI0aMICEhId26n48t+bV69eoMx5ZRGWnDiwYMGEBAQEC6ZTZu3Mj48ePfNDyVRqNh8+bNmVZfel7Wh55XokQJwsLC6Nq1q7rN29s7zc+rRIkSaDQali9fnqL8i6/JkycbJLRpvQA6dOiQ6r66desanP/gwYPUr18fR0dHLCwsKFmyJDNmzCApKcmg3PN12NnZUb58eX777TeDMq1atSIsLIzKlStn6FoJIYTIfKbGDkAIkT0kPnyIEh+fbhklPp7Ehw8xc3fPoqjSptPpcHNze+3j4+Pj0el0mRhR6i5dukSDBg3w8vJ6adkHDx5w4MABVq9ezdOnTwHYs2cPJUqU4ObNm/Tu3Zt69epx7ty5DCUbWq32pdfIzMyML7/8krJly+Lg4MCpU6fo0qULer2eiRMnpnvssmXLDJKFjCZAryIjbXiRjY0NNjY26ZZxcnJ6k7BeS1b1ueeZmpqmev08PT1ZtmwZrVu3Vrf9/fff3LlzB2tr6xTlx40bR5cuXQy22draoigKX3/9tbqtfPnydO3aNUVZgLp167Js2TKDbebm5uqfN23aRMuWLenYsSOBgYE4ODiwZ88eBg0aRHBwMGvXrlWTV/iv/0VGRvLDDz/QvHlzjh8/TsmSJQGwtLTE0tIyy6+5EEKI/8jIphDvAX1MTNqvuLhMr/dV+fv7880339C3b18cHR1xdXVl8eLFREdH07FjR2xtbfHx8WHHjh3qMalNoz1w4AD+/v5YWVnh6OhInTp1ePjwoXqOXr160bdvX5ydnalTpw4Af/31FxUqVMDc3Jw8efIwZMgQEhMT1TrXr19PyZIlsbS0JFeuXNSqVYvo6Ohn7dfrGTduHHnz5sXc3JzSpUuzc+dO9ViNRsOxY8cYN24cGo0Gf39/OnbsyOPHj9VRmTFjxqjlt23bRtmyZXF1dVW35cqVCzc3N/z8/Jg2bRrh4eEcOnRI3R8TE0OnTp2wtbUlX758LFq0SN2XkSmoBQoUoGPHjvj6+uLl5UWjRo1o164d+/bte+nn5uDggJubm/qysLBIt3yHDh1o0qQJEydOxNXVFQcHB8aNG0diYiIDBw7EycmJvHnzGiQkL7Yh+XMPCAjAz88PKysrqlSpQmhoqHrM60yj9fb2ZuLEiWley/j4eHr16kWePHmwsLDAy8uLSZMmqccCfPbZZ2g0GvV9chxLliwhf/786vVJbfpz6dKlDfrCo0eP6Natmzri/MEHH7B161aCgoLS7UMZ1a5dO/766y9u3Lihblu6dCnt2rXD1DTl79C2trYGn7WbmxvW1tbY2NgYbNNqtSnKJjM3N09Rh6OjIwDR0dF06dKFRo0asWjRIkqXLo23tzdfffUVK1asYP369axdu9YgpuT+V7hwYcaPH09iYiKBgYGvfC2EEEK8PZJsCvEeCC1bLs3Xzd69X7veizVrpVrn61ixYgXOzs4cPnyYb775hu7du9OiRQuqVKnC8ePHqV27Nl988QUxaSSzJ0+epGbNmhQvXpzg4GD2799Pw4YNDabfrVixAp1Ox4EDB1iwYAG3bt2ifv36lC9fnlOnTjF//nx+/PFH/u///g+AsLAw2rRpQ6dOnQgJCSEoKIimTZuiKAoAs2fPZvr06UybNo3Tp09Tp04dGjVqxIULF9TjS5QowbfffktYWBhbtmxh1qxZ2NnZERYWRlhYGAMGDFDj27JlC40bN07zGllaWgLPEp9k06dPx8/PjxMnTtCjRw+6d+9ukHi9qosXL7Jz506qV6/+0rI9e/bE2dmZChUqsHTpUvW6pOfPP//k9u3b7N27lxkzZjB69Gg+/fRTHB0dOXToEF9//TXdunXj5s2b6dYzfPhwpk+fztGjRzE1NaVTp04ZbmNa0ruWc+bMYcuWLaxdu5bQ0FBWrVqlJpVHjhwBno20hYWFqe/h2fXcsGEDGzduzPB9p3q9nnr16nHgwAF+/vlnzp49y+TJk9FqtVSpUiXdPpRRrq6u1KlThxUrVgDPfrRYs2ZNplzH1/HHH39w//79VNvSsGFDChcuzK+//prqsYmJifz4448AMoophBDZjEyjFUJkC76+vowYMQKAoUOHMnnyZJydndXpeKNGjWL+/PmcPn2aSpUqpTh+6tSp+Pn58cMPP6jbSpQoYVCmUKFCTJ06VX0/fPhwPD09+f7779FoNBQtWpTbt28zePBgRo0aRVhYGImJiTRt2lSdBps8RQ9g2rRpDB48WJ2KOGXKFAIDA5k1axbz5s3Dzc0NU1NTdfQHwN7eHo1Gk2JqY1xcHDt37kxzlOrRo0eMHz8eGxsbKlSooG6vX78+PXr0AGDw4MHMnDmTwMBAihQpks7VTik5qY+Li6Nr166MGzcu3fLjxo3j448/xsrKij/++IMePXoQFRVF75f8eOHk5MScOXMwMTGhSJEiTJ06lZiYGIYNGwb899nv37/fYIrniyZMmKAmxEOGDKFBgwbExsa+dHQ1Peldy+vXr1OoUCGqVauGRqMxmBadO3du4L+RtufFx8ezcuVKtUxG7Nmzh8OHDxMSEkLhwoWBZyPQydLqQ6+qU6dOfPvttwwfPpz169dTsGDBNEeEBw8erP79TLZjxw4+/PDDDJ9v69atKaY3Dxs2jGHDhnH+/HkAihUrluqxRYsWVcska9OmDVqtlqdPn6LX6/H29qZly5YZjkcIIcTbJ8mmEO+BIsePpb1Tq33ten0C9rz2sS8qVaqU+metVkuuXLkMErvkqaURERGpHn/y5ElatGiR7jnKlTMcdQ0JCaFy5coG94FVrVqVqKgobt68ia+vLzVr1qRkyZLUqVOH2rVr07x5cxwdHYmMjOT27dtUrVrVoM6qVaty6tSpjDX6OX/++ScuLi4pEuQqVapgYmJCdHQ0BQoUYM2aNQbTbJ+/bskJSFrXqESJEly7dg2ADz/80GBa8po1a3jy5AmnTp1i4MCBTJs2jUGDBqUZ78iRI9U/lylThujoaL777jt69+7N9evXKV68uLo/OaFIjsHE5L9JNa6urgaL/yR/9mm1IbV258mTB3jWN/Lly2dQbt++fdSrV099v3DhQtq1a/fSOl+8lh06dOCTTz6hSJEi1K1bl08//ZTatWunGyOAl5fXKyWa8Kwv582bV00035YGDRrQrVs39u7dy9KlS9Md1Rw4cCAdOnQw2Obh4fFK56tRowbz58832PbivbMZGR1PNnPmTGrVqsXly5fp168fc+bMMcq9uEIIIdImyaYQ7wETK6tsX6+ZmZnBe41GY7AtOSHU6/WpHp88xTQ9qS18kh6tVsvu3bs5ePAgf/zxB3PnzmX48OEcOnSIXLlyvVJdL7NlyxYaNWqUYvuaNWsoXrw4uXLlSnUBntSuW1rXaPv27eoqsy9eL09PTwCKFy9OUlISXbt25dtvv0WbwR8jKlasyPjx44mLi8Pd3d1gyujzCcDLPueXtSG1etLrG35+fgaxPJ+op1fni3GULVuWK1eusGPHDvbs2UPLli2pVasW69evTzfO1PqciYlJiqTq+dV/M9KXM4OpqSlffPEFo0eP5tChQ2zatCnNss7Ozvj4+LzR+aytrdOsIzmxDgkJoUqVKin2h4SEGPyAAeDm5oaPjw8+Pj4sW7aM+vXrc/bsWVxcXN4oTiGEEJlH7tkUQuQIpUqVeunjLl5UrFgxgoODDb74HzhwAFtbW/LmzQs8SziqVq3K2LFjOXHiBDqdjk2bNmFnZ4e7uzsHDhwwqPPAgQMpvhQ/T6fTpXiMg6Io/P7776ner+np6UnBggUzZaVXLy8v9ct5eqNSer2ehISElyZ8zzt58iSOjo6Ym5tjamqqnsfHx8eoo02WlpYGsdja2r52XXZ2drRq1YrFixezZs0aNmzYwIMHD4BnieqLn2tacufOTVhYmPo+MjKSK1euqO9LlSrFzZs3U0wbTZZaH3pdnTp14q+//qJx48bqYj3GULt2bZycnJg+fXqKfVu2bOHChQu0adMmzeMrVKhAuXLlmDBhwtsMUwghxCuSkU0hBACmjo5odLp0H3+i0ekwNeIX0vQMHTqUkiVL0qNHD77++mt0Oh2BgYG0aNECZ2fnVI/p0aMHs2bN4ptvvqFXr16EhoYyevRo+vfvj4mJCYcOHSIgIIDatWvj4uLCoUOHuHv3rnpf2cCBAxk9erR6r9uyZcs4efIkq1atSjNOb29voqKiCAgIwNfXFysrK86ePUtMTAzVqlV7K9cmPatWrcLMzIySJUtibm7O0aNHGTp0KK1atVJH+jZt2sTQoUM5d+4cAL///jvh4eFUqlQJCwsLdu/ezcSJE19roZp3xYwZM8iTJw9lypTBxMSEdevW4ebmpv4I4O3tTUBAAFWrVsXc3DzdxO3jjz9m+fLlNGzYEAcHB0aNGmUwgly9enU++ugjmjVrxowZM/Dx8eHcuXPqcylT60NWrznLoFixYty7d++lxz958oQ7d+4YbLOyssLOzi7D54qLi0tRh6mpKc7OzlhbW7Nw4UJat25N165d6dWrF3Z2dgQEBDBw4ECaN2/+0vsx+/bty2effcagQYNeeYqvEEKIt0OSTSEEAGbu7hTcuYPE/z0qJDWmjo7Z4hmbqSlcuDB//PEHw4YNo0KFClhaWlKxYsV0R0M8PDzYvn07AwcOxNfXFycnJzp37qwuhGJnZ8fevXuZNWsWkZGReHl5MX36dPUewN69e/P48WO+/fZbIiIiKF68OFu2bKFQoUJpnrNKlSp8/fXXtGrVivv37zN69GiSkpKoX79+qo+ceNtMTU2ZMmUK58+fR1EUvLy86NWrF/369VPLPH782GCFWzMzM+bNm0e/fv1QFAUfHx9mzJiR6rMVcwpbW1umTp3KhQsX0Gq1lC9fnu3bt6v3n06fPp3+/fuzePFiPDw8uHr1app1DR06lCtXrvDpp59ib2/P+PHjDUY2ATZs2MCAAQNo06YN0dHR+Pj4MHnyZCD1PvQ6jz9JlpEp4aNGjWLUqFEG27p168aCBQsyfJ6dO3eq99cmK1KkiPojRvPmzQkMDGTChAl8+OGHxMbGUqhQIYYPH07fvn0N7q1OTd26dcmfPz8TJkwwWChMCCGE8WiUV7kbXwiRbcXGxnLlyhWD5/mJd0OpUqUYMWKErKQpMtWYMWPYvHlzhh+5klP5+/tTunTpFM82FcYh/1cJ8X6RezaFEMKI4uPjadasmcGKqUJkln/++QcbG5v3cqRv1apV2NjYsG/fPmOHIoQQ7y0Z2RQih5Bfi4UQz3vw4IG6gFHu3Lmxt7c3ckRZ68mTJ4SHhwPPnoGa1r3bImvJ/1VCvF/knk0hhBAiB3Jycnqvnztpa2v7RqsPCyGEeHMyjVYIIYQQQgghRKaTZFMIIYQQQgghRKaTZFMIIYQQQgghRKaTZFMIIYQQQgghRKaTZFMIIYQQQgghRKaTZFMIYXT+/v707dvX2GGky9vb+608FP5t1ZuZNBoNmzdvNnYYb8WYMWMoXbp0ptZ59epVNBoNJ0+ezNR60+Lt7Y1Go0Gj0fDo0aMsOWdWWb58udq27P5vhBBCiJQk2RRCGN3GjRsZP358hstn9Zf5zLZixQqqVasGwJEjR+jatWuGjw0KCnonk4rFixfz4Ycf4ujoiKOjI7Vq1eLw4cMZPr5Dhw5q0pH8qlu3brrHPJ+ovPiKiIh40ya9da/yI8y4ceMICwszeJamoigsWrSIihUrYmNjg4ODA35+fsyaNYuYmBi13IMHD+jbty9eXl7odDrc3d3p1KkT169fNzhH8mfw9ddfpzh/z5490Wg0dOjQIUX51D635H6c3isoKIhWrVoRFhZG5cqVX+3iCSGEyBbkOZtCiFQF3w5m8uHJDKkwhMrub/eLnjGfBZiQkICZmVmWnvO3336jUaNGAOTOnTtLz51MURSSkpIwNc2a/waCgoJo06YNVapUwcLCgilTplC7dm3OnDmDh4dHhuqoW7cuy5YtU9+bm5unW75Vq1YpEtIOHToQGxuLi4vLqzciG7O1tcXNzc1g2xdffMHGjRsZMWIE33//Pblz5+bUqVPMmjULb29vmjRpwoMHD6hUqRI6nY4FCxZQokQJrl69yogRIyhfvjzBwcEUKFBArdPT05PVq1czc+ZMLC0tAYiNjeWXX34hX758KeJ68TODZ5+btbU1YWFh6rY+ffoQGRlpUNbJyQmdToelpSU6nS5TrpMQQoisJSObQogUFEVh9vHZXH58mdnHZ6Moyls934sjON7e3kycOJFOnTpha2tLvnz5WLRokbo/f/78AJQpUwaNRoO/v7+6b8mSJRQrVgwLCwuKFi3KDz/8oO5LHhFds2YN1atXx8LCglWrVtGhQweaNGnCtGnTyJMnD7ly5aJnz54kJCSkGbNGo2HhwoV8+umnWFlZUaxYMYKDg7l48SL+/v5YW1tTpUoVLl26ZHBcbGwsf/zxh5psvjiNVqPRsGTJEj777DOsrKwoVKgQW7ZsUeOvUaMGAI6OjgYjSXq9nkmTJpE/f34sLS3x9fVl/fr1ar3JI0k7duygXLlymJubs3//fvz9/enduzeDBg3CyckJNzc3xowZk2a7k6/h2rVr+fDDD7G0tKR8+fKcP3+eI0eO4Ofnh42NDfXq1ePu3bvqcatWraJHjx6ULl2aokWLsmTJEvR6PQEBAWme60Xm5ua4ubmpL0dHx3TLW1paGpTXarX8+eefdO7cOUXZhQsX4unpiZWVFS1btuTx48fp1q3X65k6dSo+Pj6Ym5uTL18+JkyYYFDm8uXL1KhRAysrK3x9fQkODlb33b9/nzZt2uDh4YGVlRUlS5bk119/Vfd36NCBv/76i9mzZ6sjfVevXs3AVXpm7dq1rFq1il9//ZVhw4ZRvnx5vL29ady4MX/++afaj4YPH87t27fZs2cP9erVI1++fHz00Ufs2rULMzMzevbsaVBv2bJl8fT0ZOPGjeq2jRs3ki9fPsqUKZMijhc/s+TPTafTGWyztLRMUVYSTCGEePdJsilEDqYoCjEJMa/8CrweyJn7ZwA4c/8MgdcDX7mON01Qp0+fjp+fHydOnKBHjx50796d0NBQAHX65Z49ewgLC1O/+K5atYpRo0YxYcIEQkJCmDhxIiNHjmTFihUGdQ8ZMoQ+ffoQEhJCnTp1AAgMDOTSpUsEBgayYsUKli9fzvLly9ONcfz48Xz55ZecPHmSokWL0rZtW7p168bQoUM5evQoiqLQq1cvg2MCAgLw8PCgaNGiadY7duxYWrZsyenTp6lfvz7t2rXjwYMHeHp6smHDBgBCQ0MJCwtj9uzZAEyaNImVK1eyYMECzpw5Q79+/fj888/566+/UrR98uTJhISEUKpUKeDZtF5ra2sOHTrE1KlTGTduHLt370637aNHj2bEiBEcP34cU1NT2rZty6BBg5g9ezb79u3j4sWLjBo1Ks3jY2JiSEhIeKVR7aCgIFxcXChSpAjdu3fn/v37GT4WYOXKlVhZWdG8eXOD7RcvXmTt2rX8/vvv7Ny5U+1z6Rk6dCiTJ09m5MiRnD17ll9++QVXV1eDMsOHD2fAgAGcPHmSwoUL06ZNGxITE4FnPzqUK1eObdu28e+//9K1a1e++OILtW/Pnj2bypUr06VLF8LCwggLC8PT0zPDbV21ahVFihShcePGKfZpNBrs7e3R6/WsXr2adu3apRgVtbS0pEePHuzatYsHDx4Y7OvUqZPBCOTSpUvp2LFjhmMTQgjx/pBptELkYE8Tn1Lxl4pvXE+foD6vfMyhtoewMrN67XPWr19f/cI/ePBgZs6cSWBgIEWKFFGnnubKlcvgS/Lo0aOZPn06TZs2BZ6NgJ49e5aFCxfSvn17tVzfvn3VMskcHR35/vvv0Wq1FC1alAYNGhAQEECXLl3SjLFjx460bNlSjbFy5cqMHDlSTWD79OmT4kv481No09KhQwfatGkDwMSJE5kzZw6HDx+mbt26anLm4uKCg4MDAHFxcUycOJE9e/ao97YVKFCA/fv3s3DhQqpXr67WPW7cOD755BOD85UqVYrRo0cDUKhQIb7//nsCAgJSlHvegAEDDNrZpk0bAgICqFq1KgCdO3dON1kfPHgw7u7u1KpVK91rkaxu3bo0bdqU/Pnzc+nSJYYNG0a9evUIDg5Gq9VmqI4ff/yRtm3bqtM/k8XGxrJy5Up1Ou/cuXNp0KAB06dPT5GEATx58oTZs2fz/fffq/2qYMGC6n24yQYMGECDBg2AZz8glChRgosXL1K0aFE8PDwYMGCAWvabb75h165drF27lgoVKmBvb49Op8PKyirVGF7mwoULFClSJN0yd+/e5dGjRxQrVizV/cWKFUNRFC5evEiFChXU7Z9//jlDhw7l2rVrABw4cIDVq1cTFBSUoo6tW7diY2NjsG3YsGEMGzbsFVskhBDiXSTJphAiW0oedYNnIzFubm7pLuoSHR3NpUuX6Ny5s0GCmJiYaLBoCoCfn1+K40uUKGGQtOTJk4d//vknwzEmj2qVLFnSYFtsbCyRkZHY2dmhKAq///47a9euzXC91tbW2NnZpdv2ixcvEhMTkyI5jI+PTzG1MbW2P38+eNb2ly2gk5G2p1XH5MmT1eTEwsIi3fMka926tfrnkiVLUqpUKQoWLEhQUBA1a9akXr167Nu3DwAvLy/OnDljcHxwcDAhISH89NNPKerOly+fwX2jlStXRq/XExoayoULF6hXr566b+HChRQqVIi4uDhq1qyZbszPX6M8efIAEBERQdGiRUlKSmLixImsXbuWW7duER8fT1xcHFZWr/8DzfNeZWbBq85CyJ07Nw0aNGD58uUoikKDBg1wdnZOtWyNGjWYP3++wTZj3qMthBAia0myKUQOZmlqyaG2hzJcXlEUOu7qSOjDUPSKXt1uojGhiGMRltVZhkajyfC538SLi/ZoNBr0en0apSEqKgp4tuppxYqGo7kvjnxZW1u/8flePCb5uqS2Lbmew4cPk5iYSJUqVTJcb0ZiSW77tm3bUiy28+IiOlnZ9tTqmDZtGpMnT2bPnj0pktxXUaBAAZydnbl48SI1a9ZkyZIlPH36NNX2wLN7eUuXLk25cuVe6Tx+fn4Gqx67urpm+N7J9PrCd999x+zZs5k1axYlS5bE2tqavn37Eh8f/0rxpaVw4cKcO3cu3TK5c+fGwcGBkJCQVPeHhISg0Wjw8fFJsa9Tp07qFPF58+aleQ5ra+tUjxdCCPF+kGRTiBxMo9G80lTWA7cOEPIg5RdPvaIn5EEIJ++epKpH1cwM8bUkLxySlJSkbnN1dcXd3Z3Lly/Trl07Y4WWrt9++40GDRpkeNpnalJre/HixTE3N+f69esGU2azm6lTpzJhwgR27dqV6gjrq7h58yb3799XRwzTW9E2KiqKtWvXMmnSpFT3X79+ndu3b+Pu7g7A33//jYmJCUWKFMHS0jJFslSoUCEsLS0JCAjgq6++eq34Dxw4QOPGjfn888+BZ0no+fPnKV68uFpGp9MZfM6vom3btrRu3ZrffvstxX2biqIQGRmJvb09LVu2ZNWqVYwbN85guu7Tp0/54YcfqFOnTqojkXXr1iU+Ph6NRqNOpxZCCCFeJAsECSGAZ19A556Yi4bURy41aJh7Yu5bX5k2I1xcXLC0tGTnzp2Eh4erK4eOHTuWSZMmMWfOHM6fP88///zDsmXLmDFjhpEjfmbLli0vvV/zZby8vNBoNGzdupW7d+8SFRWFra0tAwYMoF+/fqxYsYJLly5x/Phx5s6dm2JxJGOZMmUKI0eOZOnSpXh7e3Pnzh3u3LmjjsqmJyoqioEDB/L3339z9epVAgICaNy4MT4+PhlKdNasWUNiYqKa2L3IwsKC9u3bc+rUKfbt20fv3r1p2bJlmvdKWlhYMHjwYAYNGsTKlSu5dOkSf//9Nz/++ONLY0lWqFAhdu/ezcGDBwkJCaFbt26Eh4cblPH29ubQoUNcvXqVe/fuvXS0+XktW7akVatWtGnThokTJ3L06FGuXbvG1q1bqVWrFoGBgcCze4Ld3Nz45JNP2LFjBzdu3GDv3r3UqVOHhISENEcttVotISEhnD17Nt0fT+Li4tTPOvl17969DLdDCCHEu02STSEEAAn6BO5E30Eh9WRSQeFO9B0S9Gk/DiSrmJqaMmfOHBYuXIi7u7s6cvPVV1+xZMkSli1bRsmSJalevTrLly9XH5ViTJcuXeLixYtvPArk4eHB2LFjGTJkCK6urupUxvHjxzNy5EgmTZpEsWLFqFu3Ltu2bcsWbQeYP38+8fHxNG/enDx58qivadOmvfRYrVbL6dOnadSoEYULF6Zz586UK1eOffv2vfRZm/BsYaCmTZuqCyq9yMfHh6ZNm1K/fn1q165NqVKlDB6Zk5qRI0fy7bffMmrUKIoVK0arVq1eep/r80aMGEHZsmWpU6cO/v7+uLm50aRJE4MyAwYMQKvVUrx4cXLnzs3169czXL9Go+GXX35hxowZbN68merVq1OqVCnGjBlD48aN1X6YK1cu/v77b2rUqEG3bt0oWLAgLVu2pGDBghw5csTgGZsvsrOzw87OLt04du7cafB558mTJ8VCSkIIIXIujZIdhimEEG8sNjaWK1eukD9//gwvuvKiO9F3eBD7IM39ThZOuFm/+sqYAmbMmMGePXvYvn27sUMROYy3tzd9+/Y1eFZtTuPv70/p0qUNnkkr3k2Z8X+VEOLdIfdsCiFUbtZukky+JXnz5mXo0KHGDkPkUIMHD2bEiBHcunUrxerL77JVq1bRrVs3nj59SunSpY0djhBCiFckI5tC5BDya7F4V+3bt8/g8SIvysh9ne+za9eukZDwbHp7gQIFMDHJOXfIPHnyRL2X1cHBIc1HrIh3h/xfJcT7RUY2hRBCGNWLjxcRr8bLy8vYIbw1tra22NraGjsMIYQQr0mSTSGEEEaV2uNFhBBCCPHuyzlzbYQQQgghhBBCZBuSbAohhBBCCCGEyHSSbAohhBBCCCGEyHSSbAohhBBCCCGEyHSSbAohhBBCCCGEyHSSbAohhBBCCCGEyHSSbAohjM7f35++ffsaO4x0eXt7M2vWrHem3syk0WjYvHmzscN4K8aMGUPp0qUztc6rV6+i0Wiy7Nmh3t7eaDQaNBoNjx49ypJzZif+/v5q++V5rUIIkb1IsimESFXw7WAab25M8O3gt36ujRs3Mn78+AyXz+ov85ltxYoVVKtWDYAjR47QtWvXDB8bFBT0TiYVixcv5sMPP8TR0RFHR0dq1arF4cOHM3x8hw4d1IQi+VW3bt10j1m+fHmKY5JfERERb9qkt+5VfoQZN24cYWFh2NvbA//1E0dHR2JjYw3KHjlyRL0OyZLLp/a6c+eOQUKb2qtDhw4Aae5fvXq1eq6kpCRmzpxJyZIlsbCwwNHRkXr16nHgwAGDOJ///ExMTMiTJw+tWrXi+vXrBuU2btz4Sn1JCCFE1jE1dgBCiOxHURRmH5/N5ceXmX18NpXyVDL4YprZnJyc3lrdL5OQkICZmVmWnvO3336jUaNGAOTOnTtLz51MURSSkpIwNc2a/waCgoJo06YNVapUwcLCgilTplC7dm3OnDmDh4dHhuqoW7cuy5YtU9+bm5unW75Vq1YpEtIOHToQGxuLi4vLqzciG7O1tcXNzS3V7Zs2baJNmzbqth9//JF8+fKlSNoAQkNDsbOzM9jm4uLCkSNHSEpKAuDgwYM0a9bMoKylpaVaftmyZSmuu4ODA/Cs37Vu3Zo9e/bw3XffUbNmTSIjI5k3bx7+/v6sW7eOJk2aqMfZ2dkRGhqKoihcuXKFHj160KJFCw4dOqSWcXJyIjIyMoNXSgghRFaSkU0h3gMxCTFpvuKS4lKUDbweyJn7ZwA4c/8MgdcDiUmIITYxNkP1vqoXR3C8vb2ZOHEinTp1wtbWlnz58rFo0SJ1f/78+QEoU6YMGo0Gf39/dd+SJUsoVqwYFhYWFC1alB9++EHdlzwiumbNGqpXr46FhQWrVq2iQ4cONGnShGnTppEnTx5y5cpFz549SUhISDNmjUbDwoUL+fTTT7GysqJYsWIEBwdz8eJF/P39sba2pkqVKly6dMnguNjYWP744w812XxxGq1Go2HJkiV89tlnWFlZUahQIbZs2aLGX6NGDQAcHR0NRpT0ej2TJk0if/78WFpa4uvry/r169V6k0euduzYQbly5TA3N2f//v34+/vTu3dvBg0ahJOTE25ubowZMybNdidfw7Vr1/Lhhx9iaWlJ+fLlOX/+PEeOHMHPzw8bGxvq1avH3bt31eNWrVpFjx49KF26NEWLFmXJkiXo9XoCAgLSPNeLzM3NcXNzU1+Ojo7plre0tDQor9Vq+fPPP+ncuXOKsgsXLsTT0xMrKytatmzJ48eP061br9czdepUfHx8MDc3J1++fEyYMMGgzOXLl6lRowZWVlb4+voSHPzfLIH79+/Tpk0bPDw8sLKyomTJkvz666/q/g4dOvDXX38xe/ZsdXTv6tWrGbhKhtq3b8/SpUvV90+fPmX16tW0b98+1fIuLi4G18zNzQ0TExNy586tvk/+cej5sskjqvAssXyxDgsLCwDWrl3L+vXrWblyJV999RX58+fH19eXRYsW0ahRI7766iuio6PVujQaDW5ubuTJk4cqVarQuXNnDh8+LMmlEEK8IyTZFOI9UPGXimm++gX2MyhbfU11+gT1MdjWJ6gPFX+pSPc93Q22191QN9U6M8P06dPx8/PjxIkT9OjRg+7duxMaGgqgTpnbs2cPYWFhbNy4EXiW0IwaNYoJEyYQEhLCxIkTGTlyJCtWrDCoe8iQIfTp04eQkBDq1KkDQGBgIJcuXSIwMJAVK1awfPlyli9fnm6M48eP58svv+TkyZMULVqUtm3b0q1bN4YOHcrRo0dRFIVevXoZHBMQEICHhwdFixZNs96xY8fSsmVLTp8+Tf369WnX7v/Zu++oKK63D+DfBUTK0kEBpUkHQRBsGAUjBLBh+YkiVuwdhdgVSyxRiTXGDmowqLFgJIJIWEREBAUx9EWKURAVG4KIcN8/eHfCsAssiiHR+zlnju7MnTvPzM4s++y9c8cbZWVl0NHRwdmzZwHUtUAVFxdj165dAIDNmzfj+PHj2L9/P9LT07Fo0SKMHz8esbGxQvu+ZcsWZGZmwtraGkBdt155eXkkJiZi69atWL9+PaKioprc94CAAKxatQp37tyBlJQUxo0bhyVLlmDXrl2Ii4sDn8/HmjVrGl2/oqIC1dXVLWrV5vF46NChA0xNTTF79mw8e/ZM7HUB4Pjx45CTk8P//vc/1nw+n4/Tp0/jt99+Q0REBHPONWX58uXYsmULVq9ejYyMDJw8eRIdO3ZklVm5ciX8/f2RmpoKExMTeHl54f379wDqfnSws7NDeHg4/vzzT8yYMQMTJkxgzu1du3ahT58+mD59OoqLi1FcXAwdHZ0W7S8ATJgwAXFxcUwr5tmzZ6Gvr4/u3bu3uK7WcPLkSZiYmGDo0KFCy/z8/PDs2bNGz73S0lKcP38ekpKSkJSU/NShUhRFUa2AdqOlKIqlltS2dQgAgEGDBjFf+JcuXYodO3YgJiYGpqamTNdTNTU1VtfBgIAABAYGYuTIkQDqWkAzMjJw4MABVkuOr68vU0ZARUUFe/fuhaSkJMzMzDB48GBER0dj+vTpjcY4ZcoUeHp6MjH26dMHq1evZhLYhQsXYsqUKax16nehbczkyZOZbo+bNm3C7t27cevWLbi5ubFalQRdE6uqqrBp0yZcvXoVffr0AQB06dIF169fx4EDB+Do6MjUvX79eri4uLC2Z21tjYCAAACAsbEx9u7di+joaKFy9fn7+7P208vLC9HR0ejbty8AYOrUqU0m60uXLoW2tjacnZ2bPBYCbm5uGDlyJAwMDJCXl4cVK1bA3d0dCQkJYiceR44cwbhx41hdPoG6xO/48eNMd949e/Zg8ODBCAwMFNk19fXr19i1axf27t3LnFeGhobMfbgC/v7+GDx4MIC6HxAsLS3B5/NhZmaGTp06wd/fnyk7f/58REZG4vTp0+jZsyeUlJQgLS0NOTk5kTGIq0OHDnB3d0dwcDDWrFmDo0ePwsfHp9HynTt3Zr3W09NDenp6i7bp5eUl9J5kZGRAV1cXOTk5MDc3F7meYH5OTg4z7+XLl+ByuSCEoKKirtfEggULIC8v36KYKIqiqLZBk02K+gIkjktsdJmkxN9fCgkhMFQ2RPbzbFbSKcGRgKmKKfYN3MdaN2JUROsH+/8ErW7A313pmhrU5c2bN8jLy8PUqVNZCeL79+9ZXfwAwN7eXmh9S0tL1hdkLS0t3Lt3T+wYBa1aVlZWrHlv377Fq1evoKioCEIIfvvtN5w+fVrseuXl5aGoqNjkvvP5fFRUVAglh+/evYOtrS1rnqh9r789oG7fmxtAR5x9b6yOLVu2IDQ0FDwej+le2ZyxY8cy/7eysoK1tTUMDQ3B4/EwcOBAuLu7Iy4uDoDoBCkhIQGZmZk4ceKEUN26urqs+0b79OmD2tpaZGdnIzc3F+7u7syyAwcOwNjYGFVVVRg4cGCTMdc/RlpaWgDqWufMzMxQU1ODTZs24fTp03j48CHevXuHqqoqyMnJiXU8WsLHxwcLFy7E+PHjkZCQgDNnzjDHqqG4uDgoKCgwrz/kfuYdO3YI/Yigra3N/J8QInZdCgoKuHPnDqqrq3H58mWEhIQIdVemKIqi/r1osklRXwC5duJ9gb3x6AYyyzKF5teSWmSWZeJO6R307dS3xfV+iIZfcjkcDmprG291LS8vB1A36mmvXuyuvA1bWUS1irR0ew3XEQygJGqeoJ5bt27h/fv3cHBwELtecWIR7Ht4eLjQYDsNB9H5J/ddVB3bt2/Hli1bcPXqVaEktyW6dOkCdXV18Pl8DBw4EIcPH0ZlZaXI/QHq7uW1sbGBnZ1di7Zjb2/PGvW4Y8eOYt872dS5sG3bNuzatQs7d+6ElZUV5OXl4evri3fv3rUoPnG4u7tjxowZmDp1KoYOHQo1NbVGyxoYGDAt5h9KU1MTRkZGIpeZmJggM1P4MwYAM9/ExISZJyEhwdRlbm6OvLw8zJ49W+SPBhRFUdS/D002KYoCUNfasCdlDzjggEC45YEDDvak7IGDtsMnHZlWHNLS0gDAjI4J1CUB2trauH//Pry9vdsqtCaFhYVh8ODBH3W/mah9t7CwQPv27VFUVMTqMvtvs3XrVmzcuBGRkZEiW1hb4q+//sKzZ8+YFsOmRrQtLy/H6dOnsXnzZpHLi4qK8OjRI6b17ebNm5CQkICpqSlkZWWFEidjY2PIysoiOjoa06ZN+6D44+Pj4eHhgfHjxwOoS0JzcnJgYWHBlJGWlma9zx9KSkoKEydOxNatW3H58uWPru9jjB07FuPGjcNvv/0mdN9mYGAg1NTUmuy+vWzZMhgaGmLRokVtdt8pRVEUJT6abFIUBQCorq1GyZsSkYkmABAQlLwpQXVtNaQlpf/h6Ng6dOgAWVlZREREoHPnzpCRkYGSkhLWrVuHBQsWQElJCW5ubqiqqkJycjKeP3+OxYsXt2nMAHDx4kWsX7/+o+rQ09MDh8PBpUuXMGjQIMjKykJBQQH+/v5YtGgRamtr8dVXX+Hly5eIj4+HoqJioyOP/pO+//57rFmzBidPnoS+vj5KSkoAAFwuF1wut8l1y8vLsW7dOowaNQqamprIy8vDkiVLYGRkxNw32pRTp07h/fv3TGLXkIyMDCZNmoTt27fj1atXWLBgATw9PRu9V1JGRgZLly7FkiVLIC0tjb59++LJkydIT08XOdKtKMbGxvj1119x48YNqKio4IcffsDjx49Zyaa+vj4SExNRUFAALpcLVVVVSEh82Lh+GzZswLfffttkqyZQ18234XM51dTUWtSd9sWLF8z7K6CgoAB5eXmMHTsWZ86cwaRJk4QefXLx4kWcOXOmyfsxdXR0MGLECKxZswaXLl0SOyaKoiiqbdBkk6IoAIC0pDRCh4Si7G1Zo2VUZVTbPNEE6lpqdu/ejfXr12PNmjXo168feDwepk2bBjk5OWzbtg3ffvst5OXlYWVlxXqsSlvJy8sDn88XKzlqSqdOnbBu3TosW7YMU6ZMwcSJExEcHIwNGzZAQ0MDmzdvxv3796GsrIzu3btjxYoVrbQHH+enn37Cu3fvhEaCDQgIaPJRK0BdN+i0tDQcO3YML168gLa2Nr755hts2LCh2WdtAnUDA40cObLR7qFGRkYYOXIkBg0ahLKyMgwZMoT1yBxRVq9eDSkpKaxZswaPHj2ClpYWZs2a1WwsAqtWrcL9+/fh6uoKOTk5zJgxA8OHD2c9csXf3x+TJk2ChYUFKisrkZ+fD319fbG3UZ+0tDTU1dWbLWdqaio0LyEhAb179xZ7Ww0HxQLqRktetmwZ89icnTt3YseOHZgzZw5kZGTQp08f8Hg8ZoCppixatAh9+vTBrVu30LNnT7HjoiiKov55HNKSO/UpivrXevv2LfLz82FgYCD2oCvUP+eHH37A1atX8fvvv7d1KNRnRl9fH76+vv+KH1XaSkFBAQwMDJCSkgIbG5u2DodqAv1bRVFfFvqcTYqiqH9A586dsXz58rYOg/pMLV26FFwul9Uy+qVwd3eHpaVlW4dBURRFiUC70VIURf0DBM/jpITFxcWxHi/SkGC0XUq02NhYVFdXAwDrsSVfivojEevq6rZxNBRFUVR9NNmkKIqi2lTDx4tQLaOnp9fWIbSppkYipiiKotoWTTYpiqKoNiXq8SIURVEURf330Xs2KYqiKIqiKIqiqFZHk02KoiiKoiiKoiiq1dFkk6IoiqIoiqIoimp1NNmkKIqiKIqiKIqiWh1NNimKoiiKoiiKoqhWR5NNiqIoimoF+vr64HA44HA4ePHiRVuH06qCg4OZffP19W3rcCiKoqj/CJpsUhT1t5jNQOxW0ctit9Yt/0QePHgAHx8faGtrQ1paGnp6eli4cCGePXv2ybbZEoWFhZCVlUV5eTkAoKysDL6+vtDT04O0tDS0tbXh4+ODoqKiNo2zoKAAU6dOhYGBAWRlZWFoaIiAgAC8e/euyfUmT57MJBP1J0tLy0bLqKmpwc3NDWlpac3GxOFwWu1ZmsHBwVBWVm6VusTh5OQkdoK1fv16FBcXQ0lJiZlHCMHBgwfRq1cvcLlcKCsrw97eHjt37kRFRQVTTtxzSvA+zJo1S2j7c+fOBYfDweTJk4XKN5zc3NzA4/FELqs/8Xg8jBkzBsXFxejTp0/LDh5FURT1RaPJJkVRf5OQBGI2CiecsVvr5ktIfpLN3r9/H/b29sjNzcUvv/wCPp+P/fv3Izo6Gn369EFZWdkn2W5LhIWFYcCAAeByuSgrK0Pv3r1x9epV7N+/H3w+H6GhoeDz+ejRowfu37/fZnFmZWWhtrYWBw4cQHp6Onbs2IH9+/djxYoVTa63a9cuFBcXM9ODBw+gqqqK0aNHs8q5ubkxZaKjoyElJYUhQ4Z8yl36YM0l2J+CgoICNDU1weFwmHkTJkyAr68vPDw8EBMTg9TUVKxevRphYWG4cuUKALT4nNLR0UFoaCgqKyuZeW/fvsXJkyehq6srFFf9900w/fLLL3BwcGDN8/T0FCrr4OAAWVlZaGpqQlpa+hMdOYqiKOqzRCiK+ixUVlaSjIwMUllZ+ffM2lpCqspbNkVvICRAse5fUa/FnWprxY7dzc2NdO7cmVRUVLDmFxcXEzk5OTJr1ixCCCF79uwhlpaWzPLz588TAOSnn35i5g0cOJCsXLmSeX3hwgVia2tL2rdvTwwMDMjatWtJdXU1sxwAOXToEBk+fDiRlZUlRkZGJCwsTCjGr7/+mtnOrFmziLy8PCkuLmaVqaioIJ06dSJubm6EEEJ+++03oqSkRN6/f08IISQlJYUAIEuXLmXWmTp1KvH29mZex8XFka+++orIyMiQzp07k/nz55Py8nJmuZ6eHtm4cSOZMmUK4XK5REdHhxw4cKDJ47t161ZiYGDQZJmGzp8/TzgcDikoKGDmTZo0iXh4eLDKxcXFEQCktLS00bry8/MJAJKSkkIIISQmJoYAIFevXiV2dnZEVlaW9OnTh2RlZTHrpKamEicnJ8LlcomCggLp3r07SUpKYtatPwUEBDDHZv369WTChAlEQUGBTJo0iSn//Plzpm7B+5Cfn8/Mu379OnF0dCSysrJEWVmZfPPNN6SsrIxMmjRJaHv116tPT0+P7NixgzXv1KlTBAC5cOGCUPna2lry4sULQoj45xQhf78PXbt2JT///DMzPyQkhFhbWxMPDw8yadIkofLiaK6so6MjWbhwoVh1UZQoIv9WURT12aItmxT1OauuADZpt2y6tq1u3WvbRL8Wd6quaDyuesrKyhAZGYk5c+ZAVlaWtUxTUxPe3t44deoUCCFwdHRERkYGnjx5AgCIjY2Furo6eDxe3e5WVyMhIQFOTk4AgLi4OEycOBELFy5ERkYGDhw4gODgYGzcuJG1nXXr1sHT0xNpaWkYNGgQvL29Wa2pL168wPXr1zFs2DDU1tYiNDQU3t7e0NTUZNUjKyuLOXPmIDIyEmVlZejXrx9ev36NlJQUkfEK5gnizcvLg5ubG0aNGoW0tDScOnUK169fx7x581jbCQwMhL29PVJSUjBnzhzMnj0b2dnZjR7jly9fQlVVtek3ooEjR47A2dkZenp6jZYpLy/Hzz//DCMjI6ipqbWofgBYuXIlAgMDkZycDCkpKfj4+DDLvL290blzZyQlJeH27dtYtmwZ2rVrBwcHB+zcuROKiopMy5u/vz+z3vbt29GtWzekpKRg9erVYsWRmpqKgQMHwsLCAgkJCbh+/TqGDh2Kmpoa7Nq1C3369MH06dOZ7eno6Ii9jyEhITA1NYWHh4fQMg6HAyUlpRadU/X5+PggKCiIeX306FFMmTJF7NgoiqIo6lOjySZFUW0qNzcXhBCYm5uLXG5ubo7nz5/jyZMn6Nq1K1RVVREbGwsA4PF48PPzY17funUL1dXVcHBwAFCXRC5btgyTJk1Cly5d4OLigg0bNuDAgQOsbUyePBleXl4wMjLCpk2bUF5ejlu3bjHLf//9d1hbW0NbWxtPnjzBixcvmoyXEAI+nw8lJSXY2NgwySWPx8OiRYuQkpKC8vJyPHz4EHw+H46OjgCAzZs3w9vbG76+vjA2NoaDgwN2796N48eP4+3bt8w2Bg0ahDlz5sDIyAhLly6Furo6YmJiRMbD5/OxZ88ezJw5s7m3gvHo0SNcvnwZ06ZNE1p26dIlcLlccLlcKCgo4OLFizh16hQkJFr+52Tjxo1wdHSEhYUFli1bhhs3bjD7WVRUBGdnZ5iZmcHY2BijR49Gt27dIC0tDSUlJXA4HGhqakJTUxNcLpep8+uvv4afnx8MDQ1haGgoVhxbt26Fvb099u3bh27dusHS0hLz5s2Duro6lJSUIC0tDTk5OWZ7kpLidyfPzc2Fqalpk2Vack7VN378eFy/fh2FhYUoLCxEfHw8xo8fL7KO+u+bYNq0aZPY+0FRFEVRH0KqrQOgKOoTaicHrHjU8vWu76hryZSUBmreAf2/Bb5a1PJttwAhpMnl0tLS4HA46N+/P3g8HpydnZGRkYE5c+Zg69atyMrKQmxsLHr06AE5ubpt3717F/Hx8ayWzJqaGrx9+xYVFRVMOWtra2a5vLw8FBUVUVpayswLCwvDsGHDWhwvADg6OjJJcVxcHDZv3ozTp0/j+vXrKCsrg7a2NoyNjZl409LSEBISwtpObW0t8vPzmWSkfryCpKt+vAIPHz6Em5sbRo8ejenTpzPz6ydn48ePx/79+1nrHTt2DMrKyhg+fLhQnQMGDMBPP/0EAHj+/Dn27dsHd3d33Lp1C3p6enB3d0dcXBwAQE9PD+np6Y0eo/r7oaWlBQAoLS2Frq4uFi9ejGnTpuHEiRNwdnbG6NGjxUoe7e3tmy3TUGpqqtC9qa2lufPkQ8sCgIaGBgYPHozg4GAQQjB48GCoq6uLLFv/fRNoaWs3RVEURbUUTTYp6nPG4QDS8i1bJ3ZrXaI5YCXguOTvwYEkpetetzIjIyNwOBxkZmZixIgRQsszMzOhoaHBjD7q5OSEgwcPIi4uDra2tlBUVGQS0NjYWKaVEKjr5rlu3TqMHDlSqF4ZGRnm/+3atWMt43A4qK2tBVA3yExERAQzwI4glszMTJH7k5mZCSkpKRgYGDDxHj16FHfv3kW7du1gZmYGJycn8Hg8PH/+XCjemTNnYsGCBUL11h/0pal4BR49eoQBAwbAwcEBBw8eZC2rPyqsoqIiaxkhBEePHsWECRNEDgYjLy8PIyMj5vXhw4ehpKSEQ4cO4bvvvsPhw4eZQWsaxtlQ/eWCAXUE+7F27VqMGzcO4eHhuHz5MgICAhAaGiryHGkYX32CFtf6iVx1dTWrTMPu263JxMQEWVlZTZYR55zicDis4y7g4+PDdLP+8ccfG91Gw/eNoiiKov4JtBstRVF/EySWgkQTqPt3wErRo9S2AjU1Nbi4uGDfvn2skTUBoKSkBCEhIazHOAju2zxz5gxzr6OTkxOuXr2K+Ph4Zh4AdO/eHdnZ2TAyMhKaxO32yePxoKKigm7dugGoS148PT1x8uRJlJSUsMpWVlZi3759GDFiBPPoC8F9mzt27GASS0GyyePxhOLNyMgQGW9LRgF9+PAhnJycYGdnh6CgIKF9rV9vhw4dWMtiY2PB5/MxdepUsbbF4XAgISHBvHedOnVi6m7qfk9xmJiYYNGiRbhy5QpGjhzJ3J8oLS2NmpoaserQ0NAAABQXFzPzGj6CxdraGtHR0Y3W0ZLtNTRu3Djk5OQgLCxMaBkhBC9fvhTrnHJ1dRXZEunm5oZ3796huroarq6uHxQjRVEURX0qNNmkKOpvtTXsRFNAkHDWftgX7ubs3bsXVVVVcHV1xbVr1/DgwQNERETAxcUFJiYmWLNmDVPW2toaKioqOHnyJCvZvHDhAqqqqtC3b1+m7Jo1a3D8+HGsW7cO6enpyMzMRGhoKFatWiV2bBcvXhTqQrtx40ZoamrCxcUFly9fxoMHD3Dt2jW4urpCQkICu3btYsqqqKjA2toaISEhTLz9+/fHnTt3kJOTw2rZXLp0KW7cuIF58+YhNTUVubm5CAsLExogqCmCRFNXVxfbt2/HkydPUFJSIpTENObIkSPo1asXunbtKnJ5VVUVU19mZibmz5+P8vJyDB06VOwYm1NZWYl58+aBx+Mx9yImJSUx3Yj19fVRXl6O6OhoPH36lPWsyoaMjIygo6ODtWvXIjc3F+Hh4QgMDGSVWb58OZKSkjBnzhykpaUhKysLP/30E54+fcpsLzExEQUFBXj69KlQK3JTPD09MWbMGHh5eWHTpk1ITk5GYWEhLl26BGdnZ+Ze202bNjV6TlVXVzfaaikpKYnMzExkZGQ0eS9p/fdNMAn2j6IoiqI+FZpsUhT1twHLG+8q67ikbvknYGxsjKSkJHTp0gWenp7MvX8mJiaIj49n3WPI4XDQr18/cDgcfPXVVwDqElBFRUXY29uzulG6urri0qVLuHLlCnr06IHevXtjx44dLWpxE5Vsqqur4+bNmxgwYABmzpwJAwMDODo6oqamBqmpqcz9hwKCZYJkU1VVFRYWFtDU1GQNHmNtbY3Y2Fjk5OSgX79+sLW1xZo1a6CtrS12vFFRUeDz+YiOjkbnzp2hpaXFTM15+fIlzp4922SrZkREBFNfr169kJSUxGplbg2SkpJ49uwZJk6cCBMTE3h6esLd3R3r1q0DADg4OGDWrFkYM2YMNDQ0sHVr4y3u7dq1wy+//IKsrCxYW1vj+++/x3fffccqY2JigitXruDu3bvo2bMn+vTpg7CwMEhJ1d1p4u/vD0lJSVhYWEBDQwNFRUVi7wuHw8HJkyfxww8/4MKFC3B0dIS1tTXWrl0LDw8PpjVSTU2NdU4ZGhrC09MThoaGzLXRGEVFRaHu0A3Vf98Ek+D6oSiKoqhPhUNaOiIBRVH/Sm/fvkV+fj4MDAxY9yP+VwUEBOCHH35AVFQUevfu3SYx3LlzB19//TWePHnS7P2HR44cwZw5c3Dq1CmRA+tQnz99fX34+vrC19e3rUP5ZJycnGBjY4OdO3e2dSjUf9Tn9reKoqim0ZZNiqL+ldatW4fdu3fj5s2bLeq22Jrev3+PPXv2NJtoAsDUqVMRGhqKzMxMoXtPqS/H0qVLweVy8fLly7YOpVWFhISAy+UyIw1TFEVRlDhoyyZFfSbor8UU1bYKCwuZkW67dOnyQc8e/bd6/fo1Hj9+DABQVlZu9BErFNUc+reKor4s9NEnFEVRFNUKPnb03X8zBQUFKCgotHUYFEVR1H/M5/OzK0VRFEVRFEVRFPWvQZNNiqIoiqIoiqIoqtXRZJOiKIqiKIqiKIpqdTTZpCiKoiiKoiiKolodTTYpiqIoiqIoiqKoVkeTTYqiKIqiKIqiKKrV0WSToiiKolqBvr4+OBwOOBwOXrx40dbh/OOcnJyY/U9NTW3rcCiKoqh/AZpsUhT1t5jNQOxW0ctit9Yt/0QePHgAHx8faGtrQ1paGnp6eli4cCGePXv2ybbZEoWFhZCVlUV5eTkAoKysDL6+vtDT04O0tDS0tbXh4+ODoqKiNo2zoKAAU6dOhYGBAWRlZWFoaIiAgAC8e/euyfUmT57MJAr1J0tLy0bLqKmpwc3NDWlpac3G1JoJSHBwMJSVlVulLnE4OTnB19dXrLLr169HcXExlJSUAAA8Hg8cDgcqKip4+/Ytq2xSUhJzLAUE5UVNJSUlrIRW1DR58mQAaHR5aGgos62amhrs2LEDVlZWkJGRgYqKCtzd3REfH8+KMzg4mFlfQkICWlpaGDNmjNC5fu7cOdy6dUvcw0pRFEV9AWiySVHU3yQkgZiNwgln7Na6+RKSn2Sz9+/fh729PXJzc/HLL7+Az+dj//79iI6ORp8+fVBWVvZJttsSYWFhGDBgALhcLsrKytC7d29cvXoV+/fvB5/PR2hoKPh8Pnr06IH79++3WZxZWVmora3FgQMHkJ6ejh07dmD//v1YsWJFk+vt2rULxcXFzPTgwQOoqqpi9OjRrHJubm5MmejoaEhJSWHIkCGfcpc+WHMJ9qegoKAATU1NVgIpmH/+/HnWvCNHjkBXV1dkPdnZ2az3o7i4GB06dEBSUhLz+uzZs0Jld+3axdQRFBQkVMfw4cMBAIQQjB07FuvXr8fChQuRmZkJHo8HHR0dODk54cKFC6x4FBUVUVxcjIcPH+Ls2bPIzs4WOjdUVVWhoaHxIYeNoiiK+lwRiqI+C5WVlSQjI4NUVlYKL6wqb3x616B89AZCAhTr/q0qZ79+VyFevS3k5uZGOnfuTCoq2PUXFxcTOTk5MmvWLEIIIXv27CGWlpbM8vPnzxMA5KeffmLmDRw4kKxcuZJ5feHCBWJra0vat29PDAwMyNq1a0l1dTWzHAA5dOgQGT58OJGVlSVGRkYkLCxMKMavv/6a2c6sWbOIvLw8KS4uZpWpqKggnTp1Im5uboQQQn777TeipKRE3r9/TwghJCUlhQAgS5cuZdaZOnUq8fb2Zl7HxcWRr776isjIyJDOnTuT+fPnk/Lyv4+pnp4e2bhxI5kyZQrhcrlER0eHHDhwoMnju3XrVmJgYNBkmYbOnz9POBwOKSgoYOZNmjSJeHh4sMrFxcURAKS0tLTRuvLz8wkAkpKSQgghJCYmhgAgV69eJXZ2dkRWVpb06dOHZGVlMeukpqYSJycnwuVyiYKCAunevTtJSkpi1q0/BQQEMMdm/fr1ZMKECURBQYFMmjSJKf/8+XOmbsH7kJ+fz8y7fv06cXR0JLKyskRZWZl88803pKysjEyaNEloe/XXq09PT4/s2LGDNU+w/VWrVhFnZ2dmfkVFBVFSUiKrV68m9f8Ui4q3MU2VBUDOnz/f6LqhoaEEALl48aLQspEjRxI1NTXmvAsKCiJKSkqsMrt37yYAyMuXL1nzG77XFNVQk3+rKIr67NCWTYr6EmzSbnw6PYFdNuHHun+vbatbfm3b369//h+77E4r0XW2QFlZGSIjIzFnzhzIysqylmlqasLb2xunTp0CIQSOjo7IyMjAkydPAACxsbFQV1cHj8cDAFRXVyMhIQFOTk4AgLi4OEycOBELFy5ERkYGDhw4gODgYGzcuJG1nXXr1sHT0xNpaWkYNGgQvL29Wa2pL168wPXr1zFs2DDU1tYiNDQU3t7e0NTUZNUjKyuLOXPmIDIyEmVlZejXrx9ev36NlJQUkfEK5gnizcvLg5ubG0aNGoW0tDScOnUK169fx7x581jbCQwMhL29PVJSUjBnzhzMnj0b2dnZjR7jly9fQlVVtek3ooEjR47A2dkZenp6jZYpLy/Hzz//DCMjI6ipqbWofgBYuXIlAgMDkZycDCkpKfj4+DDLvL290blzZyQlJeH27dtYtmwZ2rVrBwcHB+zcuZNpaSsuLoa/vz+z3vbt29GtWzekpKRg9erVYsWRmpqKgQMHwsLCAgkJCbh+/TqGDh2Kmpoa7Nq1C3369MH06dOZ7eno6LR4XydMmIC4uDim6+nZs2ehr6+P7t27t7iu1nDy5EmYmJhg6NChQsv8/Pzw7NkzREVFiVy3tLQU58+fh6SkJCQlP01vB4qiKOrzQJNNiqLaVG5uLgghMDc3F7nc3Nwcz58/x5MnT9C1a1eoqqoiNjYWQN39bX5+fszrW7duobq6Gg4ODgDqkshly5Zh0qRJ6NKlC1xcXLBhwwYcOHCAtY3JkyfDy8sLRkZG2LRpE8rLy1n3nv3++++wtraGtrY2njx5ghcvXjQZLyEEfD4fSkpKsLGxYZJLHo+HRYsWISUlBeXl5Xj48CH4fD4cHR0BAJs3b4a3tzd8fX1hbGwMBwcH7N69G8ePH2fd7zdo0CDMmTMHRkZGWLp0KdTV1RETEyMyHj6fjz179mDmzJnNvRWMR48e4fLly5g2bZrQskuXLoHL5YLL5UJBQQEXL17EqVOnICHR8j8nGzduhKOjIywsLLBs2TLcuHGD2c+ioiI4OzvDzMwMxsbGGD16NLp16wZpaWkoKSmBw+FAU1MTmpqa4HK5TJ1ff/01/Pz8YGhoCENDQ7Hi2Lp1K+zt7bFv3z5069YNlpaWmDdvHtTV1aGkpARpaWnIyckx2/uQBKtDhw5wd3dHcHAwAODo0aOs5Lqhzp07M8eZy+Wy7p0Vl5eXF6sOLpfLJLs5OTlNnsOCMgIvX74El8uFvLw8OnbsiJiYGMydOxfy8vItjouiKIr6cki1dQAURf0DVjxqfBmnwRfnb/nA9R11LZmS0kDNO6D/t8BXiwBOg4TC916rhUgIaXK5tLQ0OBwO+vfvDx6PB2dnZ2RkZGDOnDnYunUrsrKyEBsbix49ekBOTg4AcPfuXcTHx7NaMmtqavD27VtUVFQw5aytrZnl8vLyUFRURGlpKTMvLCwMw4YNa3G8AODo6MgkxXFxcdi8eTNOnz6N69evo6ysDNra2jA2NmbiTUtLQ0hICGs7tbW1yM/PZ5KA+vEKkq768Qo8fPgQbm5uGD16NKZPn87Mr5+cjR8/Hvv372etd+zYMSgrKzP399U3YMAA/PTTTwCA58+fY9++fXB3d8etW7egp6cHd3d3xMXFAQD09PSQnp7e6DGqvx9aWloA6lrNdHV1sXjxYkybNg0nTpyAs7MzRo8eLVbyaG9v32yZhlJTU4XuP/wUfHx8sHDhQowfPx4JCQk4c+YMc6waiouLg4KCAvO6Xbt2Ld7ejh074OzszJqnrf13z4PmzuH6FBQUcOfOHVRXV+Py5csICQkR6iFAURRFUQ3RZJOivgTSLWh9SPixLtEcsBJwXPL34ECS0nWvP7TeRhgZGYHD4SAzMxMjRowQWp6ZmQkNDQ1m9FEnJyccPHgQcXFxsLW1haKiIpOAxsbGMq2EQF03z3Xr1mHkyJFC9crIyDD/b/hFnsPhoLa2FkDdIDMRERHMADuCWDIzM0XuT2ZmJqSkpGBgYMDEe/ToUdy9exft2rWDmZkZnJycwOPx8Pz5c6F4Z86ciQULFgjVW38gmabiFXj06BEGDBgABwcHHDx4kLWs/qiwioqKrGWEEBw9ehQTJkxgEub65OXlYWRkxLw+fPgwlJSUcOjQIXz33Xc4fPgwKisrRcbZUP3lggF1BPuxdu1ajBs3DuHh4bh8+TICAgIQGhoq8hxpGF99ghbX+olVdXU1q0zD7tufiru7O2bMmIGpU6di6NChTXY9NjAw+OgRdzU1NVnvVX0mJiZNnsOCMgISEhJMXebm5sjLy8Ps2bNx4sSJj4qRoiiK+rzRbrQURf1NkFgKEk2g7t8BK0WPUtsK1NTU4OLign379jFJikBJSQlCQkKYxzkAYO7bPHPmDHOvo5OTE65evYr4+HhmHgB0794d2dnZMDIyEprE7fbJ4/GgoqKCbt26Aaj70u3p6YmTJ0+ipKSEVbayshL79u3DiBEjmEdfCO7b3LFjB5NYCpJNHo8nFG9GRobIeEUlfo15+PAhnJycYGdnh6CgIKF9rV9vhw4dWMtiY2PB5/MxdepUsbYleByG4L3r1KkTU3dT93uKw8TEBIsWLcKVK1cwcuRIBAUFAahrNa6pqRGrDsHoqMXFxcy8ho9gsba2RnR0dKN1tGR7TZGSksLEiRPB4/Ga7EL7Txg7dixyc3Px22+/CS0LDAxkrsvGLFu2DKdOncKdO3c+ZZgURVHUfxxNNimK+lttDTvRFBAknLUf/4VblL1796Kqqgqurq64du0aHjx4gIiICLi4uMDExARr1qxhylpbW0NFRQUnT55kJZsXLlxAVVUV+vbty5Rds2YNjh8/jnXr1iE9PR2ZmZkIDQ3FqlWrxI7t4sWLQl1oN27cCE1NTbi4uODy5ct48OABrl27BldXV0hISLAeP6GiogJra2uEhIQw8fbv3x937txBTk4Oq2Vz6dKluHHjBubNm4fU1FTk5uYiLCxMaICgpggSTV1dXWzfvh1PnjxBSUmJUGLcmCNHjqBXr17o2rWryOVVVVVMfZmZmZg/fz7Ky8tFDjTzoSorKzFv3jzweDwUFhYiPj4eSUlJTDdifX19lJeXIzo6Gk+fPkVFRUWjdRkZGUFHRwdr165Fbm4uwsPDERgYyCqzfPlyJCUlYc6cOUhLS0NWVhZ++uknPH36lNleYmIiCgoK8PTpU6FW5JbYsGEDnjx5AldX1ybLlZaWMsdZMDVskW3OixcvhOp48+YNgLpkc8SIEZg0aRKOHDmCgoICpKWlYebMmbh48SIOHz7c5P2YOjo6GDFiBOvapCiKoighbTYOLkVRreq/Ppx8fn4+mTRpEunYsSPhcDgEABk5ciR58+aNUFkPDw8iJSVFXr9+TQghpKamhqioqJDevXsLlY2IiCAODg5EVlaWKCoqkp49e5KDBw8yyyHiERFKSkokKCiIEEKIjo4OiYqKEqr3yZMnZP78+URHR4dISkoSAMTBwYE8e/ZMqOzChQsJAJKZmcnM69atG9HU1BQqe+vWLeLi4kK4XC6Rl5cn1tbWZOPGjcxyUY/X6NatG/P4j6CgIKFHdQim5rx48YLIysqyjk99DR8DoqCgQHr06EF+/fXXJutt7NEnjT2OpKqqiowdO5bo6OgQaWlpoq2tTebNm8c6t2fNmkXU1NSEHn3S8NgQUvdYEysrKyIjI0P69etHzpw5I/QIEx6PRxwcHEj79u2JsrIycXV1ZeLLzs4mvXv3JrKysh/86JPGHmUieHxPw/KipoSEBLHrbqyOzZs3M2Wqq6vJtm3biKWlJZGWliaKiorE1dWVXL9+nVWXqEefEEJIQkICAUASExOZefTRJ1Rz/ut/qyiKahkOIS0YIYCiqH+tt2/fIj8/HwYGBqz7Ef+rAgIC8MMPPyAqKgq9e/dukxju3LmDr7/+Gk+ePGn2/sMjR45gzpw5OHXqlMiBdajPn76+Pnx9feHr69vWobSZgoICGBgYICUlBTY2Nm0dDvUv9Ln9raIoqmm0Gy1FUf9K69atw+7du3Hz5s2P6rb4Md6/f489e/aINRLo1KlTERoaiszMTKF7T6kvx9KlS8HlcvHy5cu2DuUf5+7u/kGPaKEoiqI+X7Rlk6I+E/TXYopqW4WFhcx9lV26dPmgZ4/+lz18+JD5oUVXV7dFg1pRXw76t4qiviz00ScURVEU1Qo+dvTd/7pOnTq1dQgURVHUv8yX9bMrRVEURVEURVEU9Y+gySZFURRFURRFURTV6miySVEURVEURVEURbU6mmxSFEVRFEVRFEVRrY4mmxRFURRFURRFUVSro8kmRVH/apMnT8bw4cPbNAYejwcOh4MXL140Wmbt2rVf7EPs23Lf/w3nx3/Jl3YuFxQUgMPhIDU19R/Znr6+PjgcTrPH+L8oODiY2TdfX9+2DoeiqP8ImmxSFEW1An9/f0RHR7d1GB+ssrIS8vLy4PP5zJdKc3NzoXJnzpwBh8OBvr4+M68l+94WiYzgC3LDadu2bSLLSElJQVdXF4sXL0ZVVdVHb//HH3+Evr4+ZGRk0KtXL9y6davJ8ufOnYO9vT2UlZUhLy8PGxsbnDhxQqxtpaSkYPTo0ejYsSNkZGRgbGyM6dOnIycnR+x4/0vnMp/Px5QpU9C5c2e0b98eBgYG8PLyQnJycqtux8nJSewEa/369SguLoaSkhIzjxCCgwcPolevXuByuVBWVoa9vT127tyJiooKplxZWRl8fX2hp6cHaWlpaGtrw8fHB0VFRaxtTJ48GRwOB7NmzRLa/ty5c8HhcDB58mSh8g0nNzc35geIpiYej4cxY8aguLgYffr0adnBoyjqi0aTTYqiWF5FF+GvZXF4FV0k8jUlGpfLhZqaWluH8cGioqKgp6cHIyMjAIC8vDxKS0uRkJDAKnfkyBHo6uqy5n2Kfa+urm61uoqLi1nT0aNHweFwMGrUKFa5oKAgFBcXIz8/H/v27cOJEyfw3XfffdS2T506hcWLFyMgIAB37txBt27d4OrqitLS0kbXUVVVxcqVK5GQkIC0tDRMmTIFU6ZMQWRkZJPbunTpEnr37o2qqiqEhIQgMzMTP//8M5SUlLB69WqxY/6vnMvJycmws7NDTk4ODhw4gIyMDJw/fx5mZmbw8/Nrs7gUFBSgqakJDofDzJswYQJ8fX3h4eGBmJgYpKamYvXq1QgLC8OVK1cA1CWavXv3xtWrV7F//37w+XyEhoaCz+ejR48euH//Pms7Ojo6CA0NRWVlJTPv7du3OHnypNA1CgBubm5C18Ivv/wCBwcH1jxPT0+hsg4ODpCVlYWmpiakpaU/0ZGjKOpzRJNNiqIYr6KL8CqqsO7/UYV4cvge6/WnSjh//fVXWFlZQVZWFmpqanB2dsabN29YZbZv3w4tLS2oqalh7ty5rGSkqqoK/v7+6NSpE+Tl5dGrVy/weDxmeXBwMJSVlREZGQlzc3NwuVzmy5SAqF/z67feAcDt27dhb28POTk5ODg4IDs7m1nWXIvdpUuXoKysjJqaGgBAamoqOBwOli1bxpSZNm0axo8fDwB49uwZvLy80KlTJ8jJycHKygq//PILq04nJycsWLAAS5YsgaqqKjQ1NbF27VpWmaysLHz11VeQkZGBhYUFrl69Cg6HgwsXLrDKhYWFYdiwYcxrKSkpjBs3DkePHmXm/fXXX+DxeBg3bhxr3Yb7zuPx0LNnT8jLy0NZWRl9+/ZFYWEhgoODsW7dOty9e5c5xsHBwczx/+mnnzBs2DDIy8tj48aNqKmpwdSpU2FgYABZWVmYmppi165djR7jxmhqarKmsLAwDBgwAF26dGGVU1ZWhqamJnR0dDBkyBB4eHjgzp07jdY7btw4jBkzhjWvuroa6urqOH78OADghx9+wPTp0zFlyhRYWFhg//79kJOTYx3XhpycnDBixAiYm5vD0NAQCxcuhLW1Na5fv97oOhUVFZgyZQoGDRqEixcvwtnZGQYGBujVqxe2b9+OAwcOsMq35FwWdFX+mGuwsLAQQ4cOhYqKCuTl5WFpaYnff/+dWf7nn3/C3d0dXC4XHTt2xIQJE/D06dNG95cQgsmTJ8PY2BhxcXEYPHgwDA0NYWNjg4CAAISFhbHK379/HwMGDICcnBy6devG+hGluWtt8uTJiI2Nxa5du5jztqCgoNHYGjp9+jRCQkLwyy+/YMWKFejRowf09fXh4eGBP/74AwMGDAAArFy5Eo8ePcLVq1fh7u4OXV1d9O/fH5GRkWjXrh3mzp3Lqrd79+7Q0dHBuXPnmHnnzp2Drq4ubG1theJo37690LWgoqICaWlp1jxZWVmhsjTBpCjqQ9Fkk6I+Y4QQ1L6rEXsSJJYCVfwXrNevogrFrosQIlaMxcXF8PLygo+PDzIzM8Hj8TBy5EjW+jExMcjLy0NMTAyOHTuG4OBgJkkBgHnz5iEhIQGhoaFIS0vD6NGj4ebmhtzcXKZMRUUFtm/fjhMnTuDatWsoKiqCv78/Kw7BxOfzYWRkhP79+7NiXblyJQIDA5GcnAwpKSn4+PiItY8A0K9fP7x+/RopKSkAgNjYWKirq7O+kMfGxsLJyQlAXQuFnZ0dwsPD8eeff2LGjBmYMGGCUBfMY8eOQV5eHomJidi6dSvWr1+PqKgoAEBNTQ2GDx8OOTk5JCYm4uDBg1i5cqVQbLW1tbh06RI8PDxY8318fHD69Gmmm19wcDDc3NzQsWPHRvfz/fv3GD58OBwdHZGWloaEhATMmDEDHA4HY8aMgZ+fHywtLZljXT9ZW7t2LUaMGIF79+7Bx8cHtbW16Ny5M86cOYOMjAysWbMGK1aswOnTp8U+7g09fvwY4eHhmDp1apPlcnJy8Mcff6BXr16NlvH29sZvv/2G8vJyZl5kZCQqKiowYsQIvHv3Drdv34azszOzXEJCAs7OzkItxo0hhCA6OhrZ2dlC52N9kZGRePr0KZYsWSJyubKyMut1S8/lj70G586di6qqKly7dg337t3D999/Dy6XCwB48eIFvv76a9ja2iI5ORkRERF4/PgxPD09G40nNTUV6enp8PPzg4SE8FcZUfvr7++P1NRUmJiYwMvLC+/fvwfQ/LW2a9cu9OnTB9OnT2fOWx0dnSaPV30hISEwNTUVur6Auh9ZlJSUUFtbi9DQUHh7e0NTU5NVRlZWFnPmzEFkZCTKyspYy3x8fBAUFMS8Pnr0KKZMmSJ2bBRFUZ+aVFsHQFHUp0Oqa/FozY1WrVPc+rTXO4AjLdlsueLiYrx//x4jR46Enp4eAMDKyopVRkVFBXv37oWkpCTMzMwwePBgREdHY/r06SgqKkJQUBCKioqgra0NoO6es4iICAQFBWHTpk0A6lqc9u/fD0NDQwB1X47Xr1/PbEPwBY8QglGjRkFJSUmoNWjjxo1wdHQEACxbtgyDBw/G27dvISMj0+x+KikpwcbGBjweD/b29uDxeFi0aBHWrVuH8vJyvHz5Enw+n6m/U6dOrGR4/vz5iIyMxOnTp9GzZ09mvrW1NQICAgAAxsbG2Lt3L6Kjo+Hi4oKoqCjk5eWBx+Mx+7dx40a4uLiwYrt58yYACCVWtra26NKlC3799VdMmDABwcHB+OGHH4S689X36tUrvHz5EkOGDGGOdf17P7lcLqSkpIS+UAN1LYUNvyivW7eO+b+BgQESEhJw+vTpJhORphw7dgwKCgoYOXKk0DIvLy9ISkri/fv3qKqqwpAhQ7B8+fJG63J1dYW8vDzOnz+PCRMmAABOnjyJYcOGQUFBAY8ePUJNTY1Qct6xY0dkZWU1GefLly/RqVMnVFVVQVJSEvv27RN63+oTJHVmZmZN1ivQ0nP5Y6/BoqIijBo1irm267cq7927F7a2tsy1CtQlTTo6OsjJyYGJiclH76+/vz8GDx4MoO6csrS0BJ/Ph5mZWbPXmpKSEqSlpSEnJyfyvG1Obm4uTE1Nmyzz5MkTvHjxQuR90kDdNUQIAZ/PZ13/48ePx/Lly1FYWPdDYXx8PEJDQ1k/YglcunSJSfAFVqxYgRUrVrRwjyiKosRHWzYpimpT3bp1w8CBA2FlZYXRo0fj0KFDeP78OauMpaUlJCX/Tly1tLSYe97u3buHmpoamJiYgMvlMlNsbCzy8vKYdeTk5Jjkp2Ed9a1YsQIJCQkICwuDrKwsa5m1tTVrfQAi64iLi2PFEhISAgBwdHQEj8cDIQRxcXEYOXIkzM3Ncf36dcTGxkJbWxvGxsYA6lolN2zYACsrK6iqqoLL5SIyMlJooJD6MTXcr+zsbOjo6LC+INf/oioQFhaGIUOGiGwhErScxMbG4s2bNxg0aJBQmfpUVVUxefJkuLq6YujQodi1axeru3JT7O3theb9+OOPsLOzg4aGBrhcLg4ePCh0DARCQkJYxz0uLk6ozNGjR+Ht7S0yqdqxYwdSU1Nx9+5dXLp0CTk5OUwSWVRUxKp706ZNkJKSgqenJ/P+vnnzBmFhYfD29hZrf5uioKCA1NRUJCUlYePGjVi8eDGTQGzatIkVS1FRkdg9CQTEPZcFPvYaXLBgAb777jv07dsXAQEBSEtLY+q6e/cuYmJiWOsKksi8vDyR72tr7q+419qHakmsLd0vDQ0NDB48GMHBwQgKCsLgwYOhrq4usuyAAQOQmprKmkQNMERRFNWaaMsmRX3GOO0koL3eQezyr3kP8PqPB40uV/haBwpO4nUf47QT77csSUlJREVF4caNG7hy5Qr27NmDlStXIjExEQYGBgCAdu3asevmcFBbWwsAKC8vh6SkJG7fvs36MgyA9Su+qDoafrH7+eefsWPHDvB4PHTq1Eko1vp1CAb/EMRRn729PetRC4KWLScnJxw9ehR3795Fu3btYGZmBicnJ/B4PDx//pxpaQKAbdu2YdeuXdi5cyesrKwgLy8PX19fvHv3rtGYGh4bcV28eBFbtmwRuczb2xtLlizB2rVrMWHCBEhJNf9nIygoCAsWLEBERAROnTqFVatWISoqCr17925yPXl5edbr0NBQ+Pv7IzAwEH369IGCggK2bduGxMREkesPGzaM1Trb8D2Mi4tDdnY2Tp06JXJ9TU1NZoAkU1NTvH79Gl5eXvjuu++gr6/Pek9VVVUB1B0fR0dHlJaWIioqCrKysnBzcwMAqKurQ1JSEo8fP2Zt5/Hjx822kElISDCx2NjYIDMzE5s3b4aTkxNmzZrFatnV1tZmWv+ysrLEGi1U3HNZVHnBOi25BqdNmwZXV1eEh4fjypUr2Lx5MwIDAzF//nyUl5dj6NCh+P7774W2q6WlhdraWqH3VdAynJWVJfL+xJbsr7jX2ocyMTFptiVbQ0MDysrKyMzMFLk8MzMTHA6HOSfq8/Hxwbx58wDU/TjTGHl5eZHrUxRFfUq0ZZOiPmMcDgcS0pJiT00lmgDw+o8HYtdVfyRGceLs27cv1q1bh5SUFEhLS+P8+fNirWtra4uamhqUlpbCyMiINbWky1tCQgKmTZuGAwcONJsUNUdWVpYVh4KCAoC/79vcsWMHk1gKkk0ej8fcrwnUdYfz8PDA+PHj0a1bN3Tp0qVFj68A6hKmBw8esJKdpKQkVpnc3FwUFhY22kVTVVUVw4YNQ2xsbIvuUbW1tcXy5ctx48YNdO3aFSdPngQASEtLM4MkNSc+Ph4ODg6YM2cObG1tYWRkxGqtbkhBQYF13Bu2TB85cgR2dnbo1q2bWNsXJE6VlZWQkpJi1S1INh0cHKCjo4NTp04hJCQEo0ePZhIbaWlp2NnZsR4jUltbi+jo6BY/PqK2tpZ5DIuqqiorFikpKXzzzTdQV1fH1q1bRa7/KZ/5KO41qKOjg1mzZuHcuXPw8/PDoUOHANQNdJOeng59fX2h9eXl5UW+rzY2NrCwsEBgYKDIJLkl+yvOtdaS87ahcePGIScnR2jQIqCuJfPly5eQkJCAp6cnTp48iZKSElaZyspK7Nu3D66ursx5V5+bmxvevXuH6upquLq6flCMFEVRnwpNNimKYii66LFetzdSbnJ5a0hMTMSmTZuQnJyMoqIinDt3Dk+ePGn03qWGTExM4O3tjYkTJ+LcuXPIz8/HrVu3sHnzZoSHh4tVR0lJCUaMGIGxY8fC1dUVJSUlKCkpwZMnTz5m14SoqKjA2toaISEhTGLZv39/3LlzBzk5OayWTWNjY6bFNzMzEzNnzhRqIWuOi4sLDA0NMWnSJKSlpSE+Ph6rVq0C8HfrTlhYGJydnSEnJ9doPcHBwXj69KlY98fl5+dj+fLlSEhIQGFhIa5cuYLc3Fzm/dTX10d+fj5SU1Px9OnTJp9jaWxsjOTkZERGRiInJwerV68WSpbF9erVK5w5cwbTpk1rtMyLFy9QUlKCR48eITY2FuvXr4eJiUmz5+K4ceOwf/9+REVFCXWhXbx4MQ4dOoRjx44hMzMTs2fPxps3b1j3pk6cOJF1b+jmzZsRFRWF+/fvIzMzE4GBgThx4gQzUrEo8vLyOHz4MMLDwzFs2DBcvXoVBQUFSE5OxpIlSz5pd0lxrkFfX19ERkYiPz8fd+7cQUxMDHNc586di7KyMnh5eSEpKQl5eXmIjIzElClTGk3wOBwOgoKCkJOTg379+uH333/H/fv3kZaWho0bN4ocjKcx4lxr+vr6SExMREFBAZ4+fdqi3gOenp4YM2YMvLy8mM+6wsJCXLp0Cc7OzoiJiQFQ1z1aU1MTLi4uuHz5Mh48eIBr167B1dUV1dXVjbZaSkpKIjMzExkZGUIty/VVVVUxn22CqakRfymKoloDTTYpimIoDtRlEkpFFz1oTLNivVYcKPzsto/epqIirl27hkGDBsHExASrVq1CYGAg3N3dxa4jKCgIEydOhJ+fH0xNTTF8+HAkJSWJfNacKFlZWXj8+DGOHTsGLS0tZurRo8eH7lajHB0dUVNTwySbqqqqsLCwgKamJmsQkVWrVqF79+5wdXWFk5MTNDU1MXz48BZtS1JSEhcuXEB5eTl69OiBadOmMaPRCu5ZbPjIE1EEj6QRh5ycHLKysjBq1CiYmJhgxowZmDt3LmbOnAkAGDVqFNzc3DBgwABoaGgIPc6lvpkzZ2LkyJEYM2YMevXqhWfPnmHOnDlixdFQaGgoCCHw8vJqtMyUKVOgpaWFzp07w8vLC5aWlrh8+XKzXYe9vb2RkZGBTp06oW/fvqxlY8aMwfbt27FmzRrY2NggNTUVERERrEGDioqKWPe1vnnzBnPmzIGlpSX69u2Ls2fP4ueff24yUQYADw8P3LhxA+3atcO4ceNgZmYGLy8vvHz58qOfF9qc5q7BmpoazJ07F+bm5nBzc4OJiQn27dsHoK4bcHx8PGpqavDNN9/AysoKvr6+UFZWFnkfsUDPnj2RnJwMIyMjTJ8+Hebm5hg2bBjS09Oxc+dOsWMX51rz9/eHpKQkLCwsoKGh0aL7OTkcDk6ePIkffvgBFy5cgKOjI6ytrbF27Vp4eHgwrZFqamq4efMmBgwYgJkzZ8LQ0BCenp4wNDREUlKS0KN66lNUVISiomKTcURERLA+37S0tPDVV1+JvR8URVEfgkNaejc6RVH/Sm/fvkV+fj4MDAzEGh2V+jLFx8fjq6++Ap/Ph5KSErS0tPDXX381+TgTiqLEo6+vD19fX/j6+rZ1KJ+Mk5MTbGxsWpTQ10f/VlHUl4W2bFIURX3Gzp8/j6ioKBQUFODq1auYMWMG+vbtC0NDQ5SVleGHH36giSZFtaKlS5eCy+Xi5cuXbR1KqxKMCixqlGeKoqjG0NFoKYqiPmOvX7/G0qVLUVRUBHV1dTg7OyMwMBBA3b12op5hSFHUh4mNjUV1dTUAMAODfS7qj/asrKzctsFQFPWfQbvRUtRngnZNoiiKov7t6N8qivqy0G60FEVRFEVRFEVRVKujySZFURRFURRFURTV6miySVEURVEURVEURbU6mmxSFEVRFEVRFEVRrY4mmxRFURRFURRFUVSro8kmRVEURVEURVEU1eposklR1L/a5MmTMXz48DaNgcfjgcPh4MWLF42WWbt2LWxsbP6xmP5N2nLf/w3nx3/Jl3YuFxQUgMPhIDU19R/Znr6+PjgcTrPH+HPl5OTE7P8/dcwpivp3o8kmRVFUK/D390d0dHRbh/HBKisrIS8vDz6fj+DgYHA4HJibmwuVO3PmDDgcDvT19Zl5Ldn3tkhkBF9+G07btm0TWUZKSgq6urpYvHgxqqqqPnr7P/74I/T19SEjI4NevXrh1q1bTZY/d+4c7O3toaysDHl5edjY2ODEiRNibSslJQWjR49Gx44dISMjA2NjY0yfPh05OTlix/tfOpf5fD6mTJmCzp07o3379jAwMICXlxeSk5NbdTtOTk7w9fUVq+z69etRXFwMJSUlAH8n+CoqKnj79i2rbFJSEnPeCQjKi5pKSkpYCa2oafLkyQAaP+9DQ0OZbdXU1GDHjh2wsrKCjIwMVFRU4O7ujvj4eFacgs8EDocDCQkJaGlpYcyYMSgqKmKVO3fuXLPnN0VRXxaabFIUxfIqugh/LYvDq+gika8p0bhcLtTU1No6jA8WFRUFPT09GBkZAQDk5eVRWlqKhIQEVrkjR45AV1eXNe9T7Ht1dXWr1VVcXMyajh49Cg6Hg1GjRrHKBQUFobi4GPn5+di3bx9OnDiB77777qO2ferUKSxevBgBAQG4c+cOunXrBldXV5SWlja6jqqqKlauXImEhASkpaVhypQpmDJlCiIjI5vc1qVLl9C7d29UVVUhJCQEmZmZ+Pnnn6GkpITVq1eLHfN/5VxOTk6GnZ0dcnJycODAAWRkZOD8+fMwMzODn59fm8WloKAATU1NVgIpmH/+/HnWPFHXk0B2drbQuduhQwckJSUxr8+ePStUdteuXUwdgnO6/iToCUAIwdixY7F+/XosXLgQmZmZ4PF40NHRgZOTEy5cuMCKR1FREcXFxXj48CHOnj2L7OxsjB49mlVGVVUVGhoaH3LYKIr6XBGKoj4LlZWVJCMjg1RWVn5wHS+vFpIHS68xU+mhNNbrl1cLWzHiv505c4Z07dqVyMjIEFVVVTJw4EBSXl5OCCFk0qRJxMPDg2zbto1oamoSVVVVMmfOHPLu3Ttm/bdv3xI/Pz+ira1N5OTkSM+ePUlMTAyzPCgoiCgpKZGIiAhiZmZG5OXliaurK3n06BFTBoDQpKenRwghJCYmhgAgV69eJXZ2dkRWVpb06dOHZGVlMesHBASQbt26NbqPv/32G1FSUiLv378nhBCSkpJCAJClS5cyZaZOnUq8vb0JIYQ8ffqUjB07lmhraxNZWVnStWtXcvLkSVadjo6OZP78+eTbb78lKioqpGPHjiQgIIBVJjMzk/Tt25e0b9+emJubk6ioKAKAnD9/nlXOx8eHiUVwvObNm0emTZvGlHnw4AFp3749WbZsGXNsRO17TEwM6dGjB5GTkyNKSkrEwcGBFBQUkKCgIKFjHBQUxBz/ffv2kaFDhxI5OTkSEBBA3r9/T3x8fIi+vj6RkZEhJiYmZOfOnay4BedHS3h4eJCvv/6aNU/UMZk6dSoZNGhQo/V4eXkRT09P1rx3794RNTU1cuzYMUIIIT179iRz585lltfU1BBtbW2yefPmFsVsa2tLVq1a1ejyN2/eEHV1dTJ8+HCRy58/f04I+bBzuTWuwYKCAjJkyBCirKxM5OTkiIWFBQkPD2eW37t3j7i5uRF5eXnSoUMHMn78ePLkyZNG97e2tpZYWloSOzs7UlNT0+j+5ufnEwDk7NmzxMnJicjKyhJra2ty48YNpmxz19qkSZOEztv8/HyRcenp6ZEdO3aw5gmO+apVq4izszMzv6KigigpKZHVq1eT+l/HBOUF+9CUpsqKOqfrCw0NJQDIxYsXhZaNHDmSqKmpMZ/Dgs+E+nbv3k0AkJcvX7LmC455SkqKyO22xt8qiqL+O2jLJkV9AWrf1TQ6kepaptyrqELWelX8F6zXDZc3VmdLFBcXw8vLCz4+Pswv6yNHjgQhhCkTExODvLw8xMTE4NixYwgODkZwcDCzfN68eUhISEBoaCjS0tIwevRouLm5ITc3lylTUVGB7du348SJE7h27RqKiorg7+/PikMw8fl8GBkZoX///qxYV65cicDAQCQnJ0NKSgo+Pj5i72e/fv3w+vVrpKSkAABiY2Ohrq4OHo/HlImNjYWTkxMA4O3bt7Czs0N4eDj+/PNPzJgxAxMmTBDqonbs2DHIy8sjMTERW7duxfr16xEVFQWgrovc8OHDIScnh8TERBw8eBArV64Uiq22thaXLl2Ch4cHa76Pjw9Onz6NiooKAHVd6dzc3NCxY8dG9/P9+/cYPnw4HB0dkZaWhoSEBMyYMQMcDgdjxoyBn58fLC0tmWM9ZswYZt21a9dixIgRuHfvHnx8fFBbW4vOnTvjzJkzyMjIwJo1a7BixQqcPn1a7OPe0OPHjxEeHo6pU6c2WS4nJwd//PEHevXq1WgZb29v/PbbbygvL2fmRUZGoqKiAiNGjMC7d+9w+/ZtODs7M8slJCTg7Ows1GLcGEIIoqOjkZ2dLXQ+1hcZGYmnT59iyZIlIpcrKyuzXrf0XP7Ya3Du3LmoqqrCtWvXcO/ePXz//ffgcrkAgBcvXuDrr7+Gra0tkpOTERERgcePH8PT07PReFJTU5Geng4/Pz9ISAh/lRG1v/7+/khNTYWJiQm8vLzw/v17AM1fa7t27UKfPn0wffp05rzV0dFp8niJMmHCBMTFxTFdT8+ePQt9fX107969xXW1hpMnT8LExARDhw4VWubn54dnz54xnyUNlZaW4vz585CUlISkpOSnDpWiqP8wqbYOgKKoT+/RmhuNLpMxVYH6lK4AAEUXPaGEsj5J5fas1yXf30Ltm/dC5Tpv6Sd2bMXFxXj//j1GjhwJPT09AICVlRWrjIqKCvbu3QtJSUmYmZlh8ODBiI6OxvTp01FUVISgoCAUFRVBW1sbQN09ZxEREQgKCsKmTZsA1HXL3L9/PwwNDQHUfTlev349sw1NTU0AdV/uR40aBSUlJRw4cIAVx8aNG+Ho6AgAWLZsGQYPHoy3b99CRkam2f1UUlKCjY0NeDwe7O3twePxsGjRIqxbtw7l5eV4+fIl+Hw+U3+nTp1YyfD8+fMRGRmJ06dPo2fPnsx8a2trBAQEAACMjY2xd+9eREdHw8XFBVFRUcjLywOPx2P2b+PGjXBxcWHFdvPmTQAQSqxsbW3RpUsX/Prrr5gwYQKCg4Pxww8/4P79+43u56tXr/Dy5UsMGTKEOdb17/3kcrmQkpJi4qlv3LhxmDJlCmveunXrmP8bGBggISEBp0+fbjIRacqxY8egoKCAkSNHCi3z8vKCpKQk3r9/j6qqKgwZMgTLly9vtC5XV1fIy8vj/PnzmDBhAoC6L/DDhg2DgoICHj16hJqaGqHkvGPHjsjKymoyzpcvX6JTp06oqqqCpKQk9u3bJ/S+1SdI6szMzJqsV6Cl5/LHXoNFRUUYNWoUc2136dKFqXvv3r2wtbVlrlUAOHr0KHR0dJCTkwMTE5OP3l9/f38MHjwYQN05ZWlpCT6fDzMzs2avNSUlJUhLS0NOTk7keSuuDh06wN3dHcHBwVizZg2OHj3aZJLfuXNn1ms9PT2kp6e3aJuCc7q+jIwM6OrqIicnR+R92cDf12z9e31fvnwJLpcLQgjzA9SCBQsgLy/fopgoivqy0JZNiqIYigN1AU7jyyVVmk+qWqpbt24YOHAgrKysMHr0aBw6dAjPnz9nlbG0tGR9YdLS0mLuebt37x5qampgYmICLpfLTLGxscjLy2PWkZOTY5KfhnXUt2LFCiQkJCAsLAyysrKsZdbW1qz1AYisIy4ujhVLSEgIAMDR0RE8Hg+EEMTFxWHkyJEwNzfH9evXERsbC21tbRgbGwOoa5XcsGEDrKysoKqqCi6Xi8jISKEBOerH1HC/srOzoaOjw/qCXD9RFQgLC8OQIUNEthD5+PggKCgIsbGxePPmDQYNGiRUpj5VVVVMnjwZrq6uGDp0KHbt2oXi4uIm1xGwt7cXmvfjjz/Czs4OGhoa4HK5OHjwoNAxEAgJCWEd97i4OKEyR48ehbe3t8ikaseOHUhNTcXdu3dx6dIl5OTkMElkUVERq+5NmzZBSkoKnp6ezPv75s0bhIWFwdvbW6z9bYqCggJSU1ORlJSEjRs3YvHixUwr+KZNm1ixFBUVsXoCiEPcc1ngY6/BBQsW4LvvvkPfvn0REBCAtLQ0pq67d+8iJiaGta4giczLyxP5vrbm/op7rbUGHx8fBAcH4/79+0hISGjyXImLi0Nqaioz/f777y3enuCcrj8JfhAA0KLjKDgnk5OTERgYiO7du2Pjxo0tjomiqC8LbdmkqC+A9nqHRpfVH8TiVXRR3R1JjWjfRZH1WnOpcOLSUpKSkoiKisKNGzdw5coV7NmzBytXrkRiYiIMDAwAAO3atROKuba2rvtveXk5JCUlcfv2baFf8AXd9Bqro+EXrZ9//hk7duwAj8dDp06dhGKtX4fguAniqM/e3p417L+gZcvJyQlHjx7F3bt30a5dO5iZmcHJyQk8Hg/Pnz9nWpoAYNu2bdi1axd27twJKysryMvLw9fXF+/evWs0pobHRlwXL17Eli1bRC7z9vbGkiVLsHbtWkyYMAFSUs3/2QgKCsKCBQsQERGBU6dOYdWqVYiKikLv3r2bXK9hC0loaCj8/f0RGBiIPn36QEFBAdu2bUNiYqLI9YcNG8ZqnW34HsbFxSE7OxunTp0Sub6mpiYzQJKpqSlev34NLy8vfPfdd9DX12e9p6qqqgDqjo+joyNKS0sRFRUFWVlZuLm5AQDU1dUhKSmJx48fs7bz+PHjZlvIJCQkmFhsbGyQmZmJzZs3w8nJCbNmzWK17GprazOtf1lZWejTp0+TdQPin8uiygvWack1OG3aNLi6uiI8PBxXrlzB5s2bERgYiPnz56O8vBxDhw7F999/L7RdLS0t1NbWCr2vgpbhrKws2NraftT+inuttQZ3d3fMmDEDU6dOxdChQ5sciMnAwECoO3BL1T+nGzIxMUFmZqbIZYL59VuV65+T5ubmyMvLw+zZs8UeKZmiqC8TbdmkqC+AhLRkoxOn3d8fA011oQWA19EPxKq3pTgcDvr27Yt169YhJSUF0tLSQqM2NsbW1hY1NTUoLS2FkZERa2pJl7eEhARMmzYNBw4caDYpao6srCwrDgUFBQB/37e5Y8cOJrEUJJs8Ho+5XxMA4uPj4eHhgfHjx6Nbt27o0qVLix5fAdQlTA8ePGAlO0lJSawyubm5KCwsbLSLpqqqKoYNG4bY2NgW3aNqa2uL5cuX48aNG+jatStOnjwJAJCWlkZNjXj39cbHx8PBwQFz5syBra0tjIyMWK3VDSkoKLCOe8OW6SNHjsDOzg7dunUTa/uCxKmyshJSUlKsugXJpoODA3R0dHDq1CmEhIRg9OjRTGIjLS0NOzs71mNEamtrER0dLVZCWF9tbS3zGBZVVVVWLFJSUvjmm2+grq6OrVu3ilz/Uz7zUdxrUEdHB7NmzcK5c+fg5+eHQ4cOAQC6d++O9PR06OvrC60vLy8v8n21sbGBhYUFAgMDRSbJLdlfca61lpy3TZGSksLEiRPB4/FadD19CmPHjkVubi5+++03oWWBgYFQU1Nrsuv2smXLcOrUKdy5c+dThklR1H8cTTYpimIouuixXrc3Um5yeWtITEzEpk2bkJycjKKiIpw7dw5Pnjxp9F6ihkxMTODt7Y2JEyfi3LlzyM/Px61bt7B582aEh4eLVUdJSQlGjBiBsWPHwtXVFSUlJSgpKcGTJ08+ZteEqKiowNraGiEhIUxi2b9/f9y5cwc5OTmslk1jY2OmxTczMxMzZ84UaiFrjouLCwwNDTFp0iSkpaUhPj4eq1atAvB3605YWBicnZ0hJyfXaD3BwcF4+vSpWPfH5efnY/ny5UhISEBhYSGuXLmC3Nxc5v3U19dHfn4+UlNT8fTp0yafY2lsbIzk5GRERkYiJycHq1evFkqWxfXq1SucOXMG06ZNa7TMixcvUFJSgkePHiE2Nhbr16+HiYlJs+fiuHHjsH//fkRFRQl1i1y8eDEOHTqEY8eOITMzE7Nnz8abN29Y96ZOnDiRdW/o5s2bERUVhfv37yMzMxOBgYE4ceIExo8f32gM8vLyOHz4MMLDwzFs2DBcvXoVBQUFSE5OxpIlSzBr1qzmDtEHE+ca9PX1RWRkJPLz83Hnzh3ExMQwx3Xu3LkoKyuDl5cXkpKSkJeXh8jISEyZMqXRBI/D4SAoKAg5OTno168ffv/9d9y/fx9paWnYuHGj0GBXTRHnWtPX10diYiIKCgrw9OnTFvceqG/Dhg148uQJXF1dmyxXWlrKfBYJppY+EkhwTtef3rx5A6Au2RwxYgQmTZqEI0eOoKCgAGlpaZg5cyYuXryIw4cPN3k/po6ODkaMGIE1a9a0KCaKor4sNNmkKIqhOFCXSSgVXfSgMc2K9VpxoOjnwX3UNhUVce3aNQwaNAgmJiZYtWoVAgMD4e7uLnYdQUFBmDhxIvz8/GBqaorhw4cjKSmp0efXNZSVlYXHjx/j2LFj0NLSYqYePXp86G41ytHRETU1NUyyqaqqCgsLC2hqasLU1JQpt2rVKnTv3h2urq5wcnKCpqYm83w8cUlKSuLChQsoLy9Hjx49MG3aNGY0WsE9i2FhYRg2bFiT9cjKyor93EU5OTlkZWVh1KhRMDExwYwZMzB37lzMnDkTADBq1Ci4ublhwIAB0NDQwC+//NJoXTNnzsTIkSMxZswY9OrVC8+ePcOcOXPEiqOh0NBQEELg5eXVaJkpU6ZAS0sLnTt3hpeXFywtLXH58uVmuw57e3sjIyMDnTp1Qt++fVnLxowZg+3bt2PNmjWwsbFBamoqIiIiWIMGFRUVse5rffPmDebMmQNLS0v07dsXZ8+exc8//9xkogwAHh4euHHjBtq1a4dx48bBzMwMXl5eePny5Uc/L7Q5zV2DNTU1mDt3LszNzeHm5gYTExPs27cPQF034Pj4eNTU1OCbb76BlZUVfH19oaysLPI+YoGePXsiOTkZRkZGmD59OszNzTFs2DCkp6dj586dYscuzrXm7+8PSUlJWFhYQEND46Pu55SWloa6urrQczgbMjU1ZX0eaWlp4fbt2y3aluCcrj/t2bMHQF3Cfvr0aaxYsQI7duyAqakp+vXrh8LCQvB4PLE+bxYtWoTw8HChUbIpiqIEOKSld9lTFPWv9PbtW+Tn58PAwECs0VGpL1N8fDy++uor8Pl8KCkpQUtLC3/99VeTjzOhKEo8+vr68PX1ha+vb1uH0mYKCgpgYGCAlJQU2NjYCC2nf6so6stCWzYpiqI+Y+fPn0dUVBQKCgpw9epVzJgxA3379oWhoSHKysrwww8/0ESTolrR0qVLweVy8fLly7YO5R/n7u4OS0vLtg6Doqh/EToaLUVR1Gfs9evXWLp0KYqKiqCurg5nZ2cEBgYCqLvXTtQzDCmK+jCxsbHMfZWCgcG+JIcPH0ZlZSUAiH0bA0VRnzfajZaiPhO0axJFURT1b0f/VlHUl4V2o6UoiqIoiqIoiqJaHU02KYqiKIqiKIqiqFZHk02KoiiKoiiKoiiq1dFkk6IoiqIoiqIoimp1NNmkKIqiKIqiKIqiWh1NNimKoiiKoiiKoqhWR5NNiqL+1SZPnozhw4e3aQw8Hg8cDgcvXrxotMzatWthY2Pzj8XUlpycnODr69vWYXxxCgoKwOFwkJqa2miZ4OBgKCsr/2MxfWocDgcXLlz4R7bl5OQEDofT7DH+LxJ8hnE4nDb/PKUo6stCk02KokR69bQUj+/z8eppaVuH8p/g7++P6Ojotg7jg1VWVkJeXh58Pv8/lbAMGzYMurq6kJGRgZaWFiZMmIBHjx41uc7Bgwfh5OQERUXFZn9EqC8pKQkDBw6EsrIyVFRU4Orqirt37zLL63+h53A4kJWVhaWlJQ4ePChW/Xw+H1OmTEHnzp3Rvn17GBgYwMvLC8nJyWKtDwBjxoxBTk6O2OXbUklJCebPn48uXbqgffv20NHRwdChQ1v9OmrJD1bTp09HcXExunbtypp/9uxZODk5QUlJCVwuF9bW1li/fj3KysqYMpWVlQgICICJiQnat28PdXV1jB49Gunp6ay61q5dCw6HAzc3N6Htb9u2DRwOB05OTkLlG05mZmbMDxBNTcHBwXBwcEBxcTE8PT3FP3AURVGtgCabFEUJefW0FEd9Z+Ln5b446juTJpxi4HK5UFNTa+swPlhUVBT09PRgZGTU1qG0yIABA3D69GlkZ2fj7NmzyMvLw//+978m16moqICbmxtWrFgh9nbKy8vh5uYGXV1dJCYm4vr161BQUICrqyuqq6tZZbOzs1FcXIyMjAzMnDkTs2fPbjaBSk5Ohp2dHXJycnDgwAFkZGTg/PnzMDMzg5+fn9hxysrKokOHDmKXbysFBQWws7PDH3/8gW3btuHevXuIiIjAgAEDMHfu3DaLS05ODpqampCSkmLmrVy5EmPGjEGPHj1w+fJl/PnnnwgMDMTdu3dx4sQJAEBVVRWcnZ1x9OhRfPfdd8jJycHvv/+O9+/fo1evXrh58yZrO1paWoiJicFff/3Fmn/06FHo6uoKxWVpaYni4mLWdP36dejo6LDm+fn5CZUdM2YMpKWloampCVlZ2U9w1CiKohpHk02KooRUvnqFmv//Al1TXY3KV68+6fZ+/fVXWFlZQVZWFmpqanB2dsabN29YZbZv3w4tLS2oqalh7ty5rC/4VVVV8Pf3R6dOnSAvL49evXqBx+MxywUtdZGRkTA3NweXy4WbmxuKi4uZMqJaBPT19Vkx3L59G/b29pCTk4ODgwOys7OZZc11o7106RKUlZVRU1MDAEhNTQWHw8GyZcuYMtOmTcP48eMBAM+ePYOXlxc6deoEOTk5WFlZ4ZdffmHV6eTkhAULFmDJkiVQVVWFpqYm1q5dyyqTlZWFr776CjIyMrCwsMDVq1dFdk0MCwvDsGHDGo2/KSdOnIC9vT0UFBSgqamJcePGobT07x8oBC1+kZGRsLW1haysLL7++muUlpbi8uXLMDc3h6KiIsaNG4eKigpmvYiICHz11VdQVlaGmpoahgwZgry8PNa2Fy1ahN69e0NPTw8ODg5YtmwZbt68KZQA1ufr64tly5ahd+/eYu9jVlYWysrKsH79epiamsLS0hIBAQF4/PgxCgsLWWU7dOgATU1NGBgYYMGCBTAwMMCdO3carZsQgsmTJ8PY2BhxcXEYPHgwDA0NYWNjg4CAAISFhbHK379/HwMGDICcnBy6deuGhIQEZlnDVmnBeXnixAno6+tDSUkJY8eOxevXr5kytbW12Lx5MwwMDCArK4tu3brh119/ZZY/f/4c3t7e0NDQgKysLIyNjREUFMQsf/DgATw9PaGsrAxVVVV4eHigoKCgyeM5Z84ccDgc3Lp1C6NGjYKJiQksLS2xeIunC7QAAH0YSURBVPFiocTs6dOnGDFiBOTk5GBsbIyLFy8yy2pqajB16lQmdlNTU+zatYu1/8eOHUNYWBhzXdf/bGjOrVu3sGnTJgQGBmLbtm1wcHCAvr4+XFxccPbsWUyaNAkAsHPnTiQkJODSpUvw9PSEnp4eevbsibNnz8Lc3BxTp04FIYSpt0OHDvjmm29w7NgxZt6NGzfw9OlTDB48WCgOKSkpaGpqsiZ1dXVISkqy5nG5XKGyNMGkKKot0WSToj5jhBBUv30r9lT28AEeZmWgtOA+q57Sgvt4mJWBsocPxK6r/herphQXF8PLyws+Pj7IzMwEj8fDyJEjWevHxMQgLy8PMTExOHbsGIKDgxEcHMwsnzdvHhISEhAaGoq0tDSMHj0abm5uyM3NZcpUVFRg+/btOHHiBK5du4aioiL4+/uz4hBMfD4fRkZG6N+/PyvWlStXIjAwEMnJyZCSkoKPj4/Y70W/fv3w+vVrpKSkAABiY2Ohrq7O+uIbGxvLdJ97+/Yt7OzsEB4ejj///BMzZszAhAkTcOvWLVa9x44dg7y8PBITE7F161asX78eUVFRAOq+iA8fPhxycnJITEzEwYMHsXLlSqHYamtrcenSJXh4eIi9P/VVV1djw4YNuHv3Li5cuICCggJMnjxZqNzatWuxd+9e3Lhxg0lQdu7ciZMnTyI8PBxXrlzBnj17mPJv3rzB4sWLkZycjOjoaEhISGDEiBGora0VGUdZWRlCQkLg4OCAdu3afdC+NMbU1BRqamo4cuQI3r17h8rKShw5cgTm5uZCP0oIEEIQERGBoqIi9OrVq9G6U1NTkZ6eDj8/P0hICP9ZbtileeXKlfD390dqaipMTEzg5eWF9+/fN1p/Xl4eLly4gEuXLuHSpUuIjY3Fli1bmOWbN2/G8ePHsX//fqSnp2PRokUYP348YmNjAQCrV69GRkYGLl++jMzMTPz0009QV1cHUPfeu7q6QkFBAXFxcYiPj2d+zHn37p3IeMrKyhAREYG5c+dCXl6+2f1dt24dPD09kZaWhkGDBsHb25vpvlpbW4vOnTvjzJkzyMjIwJo1a7BixQqcPn0aQF33dk9PT+bHpeLiYjg4ODR6rBoKCQkBl8vFnDlzRC4XxHry5Em4uLigW7durOUSEhJYtGgRMjIyWF2uAcDHx4f1OXb06FF4e3tDWlpa7PgoiqL+7aSaL0JR1H/V+6oq7J7UdJdCcVw5sLvF6yw49ivaycg0W664uBjv37/HyJEjoaenBwCwsrJilVFRUcHevXshKSkJMzMzDB48GNHR0Zg+fTqKiooQFBSEoqIiaGtrA6j7ghkREYGgoCBs2rQJQN2X4v3798PQ0BBAXYK6fv16ZhuampoA6hKEUaNGQUlJCQcOHGDFsXHjRjg6OgIAli1bhsGDB+Pt27eQEWM/lZSUYGNjAx6PB3t7e/B4PCxatAjr1q1DeXk5Xr58CT6fz9TfqVMnVjI8f/58REZG4vTp0+jZsycz39raGgEBAQAAY2Nj7N27F9HR0XBxcUFUVBTy8vLA4/GY/du4cSNcXFxYsQlakppKiJpSP+nu0qULdu/ejR49eqC8vBxcLpdZ9t1336Fv374AgKlTp2L58uXIy8tDly5dAAD/+9//EBMTg6VLlwIARo0axdrO0aNHoaGhgYyMDNY9dUuXLsXevXtRUVGB3r1749KlSx+0H01RUFAAj8fD8OHDsWHDBgB1xzsyMpLV5RIAOnfuDKCuxb22thbr168X+uGiPsGPImZmZmLF4u/vz7R+rVu3DpaWluDz+Y2uX1tbi+DgYCgoKAAAJkyYgOjoaGzcuBFVVVXYtGkTrl69ij59+gCoew+vX7+OAwcOwNHREUVFRbC1tYW9vT0AsJLrU6dOoba2FocPHwaHwwEABAUFQVlZGTweD998841QPHw+H4QQsfd38uTJ8PLyAgBs2rQJu3fvxq1bt+Dm5oZ27dph3bp1TFkDAwMkJCTg9OnT8PT0BJfLhaysLKqqqphroCVyc3PRpUuXZn+8yMnJwYABA0QuMzc3Z8rU7/0wZMgQzJo1C9euXYOdnR1Onz6N69ev4+jRo0J13Lt3j3UtAcD48eOxf//+Fu4RRVHUP4u2bFIU1aa6deuGgQMHwsrKCqNHj8ahQ4fw/PlzVhlLS0tISkoyr7W0tJhumvfu3UNNTQ1MTEzA5XKZKTY2ltXlUk5Ojkk0G9ZR34oVK5CQkICwsDCh7mfW1tas9QGIrCMuLo4VS0hICADA0dERPB4PhBDExcVh5MiRMDc3x/Xr1xEbGwttbW0YGxsDqGuV3LBhA6ysrKCqqgoul4vIyEgUFRU1GlPD/crOzoaOjg7rS3b9RFUgLCwMQ4YMEdmqJo7bt29j6NCh0NXVhYKCApMwNxVrx44dIScnxySagnn1j2dubi68vLzQpUsXKCoqMklOw3q//fZbpKSk4MqVK5CUlMTEiRPFblkXxd3dnXnvLC0tAdQN/jJ16lT07dsXN2/eRHx8PLp27YrBgwejsrKStX5cXBxSU1ORmpqKw4cPY9OmTfjpp58A/N1SJpji4uJaHKu456GAvr4+k2gK1hGU5/P5qKiogIuLCyuu48ePM9fP7NmzERoaChsbGyxZsgQ3btxg6rp79y74fD4UFBSYdVVVVfH27Vvk5eWJvBY+Zn/l5eWhqKjI2t8ff/wRdnZ20NDQAJfLxcGDB4XOkQ/Vklhbul/t2rXD+PHjERQUhDNnzsDExEToehYwNTVlzinBVP/HMoqiqH8r2rJJUZ8xqfbtseDYr80XBPD62RMcX7qAuVeTw+GAEML8CwCS7dph4ve7oaCmIda2xSEpKYmoqCjcuHGD6Ua5cuVKJCYmwsDAAACEWhU4HA7TlbK8vBySkpK4ffs2KyEFwGoJEFVHwy+HP//8M3bs2AEej4dOnToJxVq/DkErjqgunfb29qxHJ3Ts2BFA3T2WR48exd27d9GuXTuYmZnByckJPB4Pz58/Z5I0oG5Uyl27dmHnzp2wsrKCvLw8fH19hbomNnVsxHXx4kVWt8qWePPmDVxdXeHq6oqQkBBoaGigqKgIrq6uTcbK4XCajX3o0KHQ09PDoUOHoK2tjdraWnTt2lWoXnV1dairq8PExATm5ubQ0dHBzZs3mZa6ljp8+DCTQApiPHnyJAoKCpCQkMAk5SdPnoSKigrCwsIwduxYZn0DAwOme6WlpSUSExOxceNGzJ49G8OGDWO1IHfq1AlZWVkA6u4LtbW1bTY+cc9DUeUF69S/fgAgPDxc6Jxv///XsLu7OwoLC/H7778jKioKAwcOxNy5c7F9+3aUl5fDzs6O+UGlPg0NDUhLSwtdC9XV1eBwOMx+t2R/G8YfGhoKf39/BAYGok+fPlBQUMC2bduQmJgoVt3NMTExwfXr11FdXd1k66aJiQkyMzNFLhPMNzExEVrm4+ODXr164c8//2yyW760tPR/bvAuiqIogCabFPVZ43A4YnVlBQDVTjrw2XkAla9eoezhA/y+NxBA3a/1g+b5QbWTDmQVFaGo3vojXXI4HPTt2xd9+/bFmjVroKenh/Pnz2Px4sXNrmtra4uamhqUlpaiX79+HxxDQkICpk2bhgMHDrRo4BhRZGVlRX4xFNy3uWPHDiaxdHJywpYtW/D8+XPWqKPx8fHw8PBgBgyqra1FTk4OLCwsxI7D1NQUDx48wOPHj5mENykpiVUmNzcXhYWFQl1rxZWVlYVnz55hy5Yt0NHRAYAWPaqjMc+ePUN2djYOHTrEvK/Xr19vdj1BElJVVfXB2xb1Q0NFRQUkJCSY5A4A87q55F5SUpJJXhUUFFitjABgY2MDCwsLBAYGYsyYMUItzC9evPhkj6KxsLBA+/btUVRUxPqxoyENDQ1MmjQJkyZNQr9+/fDtt99i+/bt6N69O06dOoUOHTpAUVFR5LqirgVXV1f8+OOPWLBggdB9my3Z3/j4eDg4OLDuqWw4iJS0tDQzMFdLjRs3Drt378a+ffuwcOFCoeWCWMeOHYuVK1fi7t27rPs2a2trsWPHDlhYWAjdzwnU/RhhaWmJtLQ0jBs37oNipCiK+jej3WgpimIoqndAxy5GUO2kw5qv2kkHHbsYfZJEMzExEZs2bUJycjKKiopw7tw5PHnyhLnPqTkmJibw9vbGxIkTce7cOeTn5+PWrVvYvHkzwsPDxaqjpKQEI0aMwNixY+Hq6oqSkhKUlJTgyZMnH7NrQlRUVGBtbY2QkBBmIKD+/fvjzp07yMnJYX3ZNzY2Zlp8MzMzMXPmTDx+/LhF23NxcYGhoSEmTZqEtLQ0xMfHY9WqVQD+bhELCwuDs7Mz5OTkWOvW1NQIddsT1XKjq6sLaWlp7NmzB/fv38fFixeZexo/hoqKCtTU1HDw4EHw+Xz88ccfQj8+JCYmYu/evUhNTUVhYSH++OMPeHl5wdDQkGnVfPjwIczMzFgDK5WUlCA1NRV8Ph9AXVfs1NRU1jMTG3JxccHz588xd+5cZGZmIj09HVOmTIGUlJTQvXqlpaUoKSlBYWEhzpw5gxMnTjQ5+BKHw0FQUBBycnLQr18//P7777h//z7S0tKwcePGDx64SRwKCgrw9/fHokWLcOzYMeTl5eHOnTvYs2cPM1LqmjVrEBYWBj6fj/T0dFy6dIm5Pr29vaGurg4PDw/ExcUhPz8fPB4PCxYsEHqsR30//vgjampqmBFbc3NzkZmZid27d7eoRdrY2BjJycmIjIxETk4OVq9eLfSDir6+PtLS0pCdnY2nT582OVJxQ7169cKSJUvg5+eHJUuWICEhAYWFhYiOjsbo0aOZY7Ro0SL07NkTQ4cOxZkzZ1BUVISkpCSMGjUKmZmZOHLkCOuHivr++OMPFBcXN5lgv3//nvlcEkwt/TygKIpqCzTZpChKiKyiIiT/v8uYZLt2kG2kxaI1KCoq4tq1axg0aBBMTEywatUqBAYGwt3dXew6goKCMHHiRPj5+cHU1BTDhw9HUlKSyOfViZKVlYXHjx/j2LFj0NLSYqYePXp86G41ytHRETU1NUyyqaqqCgsLC2hqasLU1JQpt2rVKnTv3h2urq5wcnKCpqam2A+mF5CUlMSFCxdQXl6OHj16YNq0acxotIJBjRp75El5eTlsbW1Z09ChQ4XKaWhoIDg4GGfOnIGFhQW2bNmC7du3tyhOUSQkJBAaGorbt2+ja9euWLRoEbZt28YqIycnh3PnzmHgwIEwNTXF1KlTYW1tjdjYWKYLaHV1NbKzs1mPVNm/fz9sbW0xffp0AHUJv62tLeuRGg2ZmZnht99+Q1paGvr06YN+/frh0aNHiIiIYO6bFDA1NYWWlhaMjIywdOlSzJw5kzXKrig9e/ZEcnIyjIyMMH36dJibm2PYsGFIT0/Hzp07W3LoWmzDhg1YvXo1Nm/eDHNzc7i5uSE8PJzpxi4tLY3ly5fD2toa/fv3h6SkJEJDQwHUvQfXrl2Drq4ucw/y1KlT8fbt20ZbOoG6QYju3LmDAQMGwM/PD127doWLiwuio6OZ+1vFMXPmTIwcORJjxoxBr1698OzZM6GRY6dPnw5TU1PY29tDQ0MD8fHxLTo+33//PU6ePInExES4uroyj2ixtrZmHn0iIyODP/74AxMnTsSKFStgZGQENzc3SEpK4ubNm032lpCXl2+2JTc9PZ312aSlpcUMqEZRFPVvxiEfM4oCRVH/Gm/fvkV+fj4MDAzEGh21Oa+elqLy1atP1nWWahvx8fH46quvwOfzoaSkBC0tLfz1119MN1uK+lI5OTnBxsbmkyf3bWny5Ml48eKF0HN2/0mt/beKoqh/N9qySVGUSIIutTTR/G87f/48oqKiUFBQgKtXr2LGjBno27cvDA0NUVZWhh9++IEmmhT1//bt2wcul4t79+61dSitSjAqsKiBnCiKoj4lOkAQRVHUZ+z169dYunQpioqKoK6uDmdnZwQG1g3+ZGJiInKETIr6EoWEhDADOYnbBf+/ov4I2Q2f10lRFPUp0W60FPWZoF2TKIqiqH87+reKor4stBstRVEURVEURVEU1eposklRFEVRFEVRFEW1OppsUhRFURRFURRFUa2OJpsURVEURVEURVFUq6PJJkVRFEVRFEVRFNXqaLJJURRFURRFURRFtTqabFIU9a82efJkDB8+vE1j4PF44HA4ePHiRaNl1q5dCxsbm38sprbk5OQEX1/ftg7ji1NQUAAOh8M8L1GU4OBgKCsr/2MxfWocDgcXLlz4R7bl5OQEDofT7DH+XE2ePJnZ/3/qmFMU9fmjySZFUSK9elqKx/f5ePW0tK1D+U/w9/dHdHR0W4fxwSorKyEvLw8+n/+fSliGDRsGXV1dyMjIQEtLCxMmTMCjR4+aXOfgwYNwcnKCoqJisz8i1JeUlISBAwdCWVkZKioqcHV1xd27d5nlgh8lBJOsrCwsLS1x8OBBsern8/mYMmUKOnfujPbt28PAwABeXl5ITk4Wa30AGDNmDHJycsQu35ZKSkowf/58dOnSBe3bt4eOjg6GDh3a6tdRS36wmj59OoqLi9G1a1cAfyf4kpKSePjwIatscXExpKSkwOFwUFBQwCovarp58yYroRU1OTk5AQD09fVFLt+yZQsrhmPHjqFHjx6Qk5ODgoICHB0dcenSJVaZhuelhoYGBg0ahHv37rHK7dq1C8XFxWIeVYqiKPHQZJOiKCGvnpbiqO9M/LzcF0d9Z9KEUwxcLhdqamptHcYHi4qKgp6eHoyMjNo6lBYZMGAATp8+jezsbJw9exZ5eXn43//+1+Q6FRUVcHNzw4oVK8TeTnl5Odzc3KCrq4vExERcv34dCgoKcHV1RXV1NatsdnY2iouLkZGRgZkzZ2L27NnNJlDJycmws7NDTk4ODhw4gIyMDJw/fx5mZmbw8/MTO05ZWVl06NBB7PJtpaCgAHZ2dvjjjz+wbds23Lt3DxERERgwYADmzp3bZnHJyclBU1MTUlJSrPmdOnXC8ePHWfOOHTuGTp06iazn6tWrKC4uZk12dnY4d+4c8/rWrVtCZc+dO8fUsX79eqE65s+fzyz39/fHzJkzMWbMGKSlpeHWrVv46quv4OHhgb179wrFJDgvIyMjUVVVhcGDB+Pdu3fMciUlJWhqarb8oFEURTWFUBT1WaisrCQZGRmksrLyo+sqycsl2z0HM1NJXm4rRNi4M2fOkK5duxIZGRmiqqpKBg4cSMrLywkhhEyaNIl4eHiQbdu2EU1NTaKqqkrmzJlD3r17x6z/9u1b4ufnR7S1tYmcnBzp2bMniYmJYZYHBQURJSUlEhERQczMzIi8vDxxdXUljx49YsoAEJr09PQIIYTExMQQAOTq1avEzs6OyMrKkj59+pCsrCxm/YCAANKtW7dG9/G3334jSkpK5P3794QQQlJSUggAsnTpUqbM1KlTibe3NyGEkKdPn5KxY8cSbW1tIisrS7p27UpOnjzJqtPR0ZHMnz+ffPvtt0RFRYV07NiRBAQEsMpkZmaSvn37kvbt2xNzc3MSFRVFAJDz58+zyvn4+DCxCI5XYxwdHcnChQuZ18ePHyd2dnaEy+WSjh07Ei8vL/L48WNmueD4RUREEBsbGyIjI0MGDBhAHj9+TH7//XdiZmZGFBQUiJeXF3nz5g2z3uXLl0nfvn2JkpISUVVVJYMHDyZ8Pr/RuAghJCwsjHA4HNb50RhBXM+fP2+2bFJSEgFAioqKmHlpaWkEAMnNzW2yPkNDQ7J169ZG666trSWWlpbEzs6O1NTUCC0X1Jefn08AkLNnzxInJyciKytLrK2tyY0bN5iyDd87wXl5/PhxoqenRxQVFcmYMWPIq1evmDI1NTVk06ZNRF9fn8jIyBBra2ty5swZZnlZWRkZN24cUVdXJzIyMsTIyIgcPXqUWV5UVERGjx5NlJSUiIqKChk2bBjJz89v8ni6u7uTTp06Mde5qP0lpO66PHToEBk+fDiRlZUlRkZGJCwsjFn+/v174uPjw8RuYmJCdu7cydr/htd1/c+G+hqe14T8fcxXrVpFjI2NWctMTEzI6tWrCQBmfwXlU1JSmtz/5srq6emRHTt2NLpuQkICAUB2794ttGzx4sWkXbt2zLkq6ry8ePEiAUDu3r0rtL6oz4fW1Jp/qyiK+vejLZsU9QWofvu20el9vV+2Xz0txcOsDJQW3GetX1pwHw+zMlD26C+x6m2J4uJieHl5wcfHB5mZmeDxeBg5ciQIIUyZmJgY5OXlISYmBseOHUNwcDCCg4OZ5fPmzUNCQgJCQ0ORlpaG0aNHw83NDbm5uUyZiooKbN++HSdOnMC1a9dQVFQEf39/VhyCic/nw8jICP3792fFunLlSgQGBiI5ORlSUlLw8fERez/79euH169fIyUlBQAQGxsLdXV18Hg8pkxsbCzTje7t27ews7NDeHg4/vzzT8yYMQMTJkxgWkMEjh07Bnl5eSQmJmLr1q1Yv349oqKiAAA1NTUYPnw45OTkkJiYiIMHD2LlypVCsdXW1uLSpUvw8PAQe3/qq66uxoYNG3D37l1cuHABBQUFmDx5slC5tWvXYu/evbhx4wYePHgAT09P7Ny5EydPnkR4eDiuXLmCPXv2MOXfvHmDxYsXIzk5GdHR0ZCQkMCIESNQW1srMo6ysjKEhITAwcEB7dq1+6B9aYypqSnU1NRw5MgRvHv3DpWVlThy5AjMzc2hr68vch1CCCIiIlBUVIRevXo1WndqairS09Ph5+cHCQnhP8sNuzSvXLkS/v7+SE1NhYmJCby8vPD+/ftG68/Ly8OFCxdw6dIlXLp0CbGxsazumJs3b8bx48exf/9+pKenY9GiRRg/fjxiY2MBAKtXr0ZGRgYuX76MzMxM/PTTT1BXVwdQ9967urpCQUEBcXFxiI+PB5fLhZubG6vVrL6ysjJERERg7ty5kJeXb3Z/161bB09PT6SlpWHQoEHw9vZGWVkZgLpzt3Pnzjhz5gwyMjKwZs0arFixAqdPnwZQ1/rn6ekJNzc35vp2cHBo9Fg1ZtiwYXj+/DmuX78OALh+/TqeP3+OoUOHtriu1vDLL7+Ay+Vi5syZQsv8/PxQXV2Ns2fPilz35cuXCA0NBQBIS0t/0jgpiqJoyyZFfSaa+rW4fitlw+ns5gBCCCEvnzwmO7yHN1l2+5gh5OWTv1usfpzqJbJcS9y+fZsAIAUFBSKXT5o0iejp6TEtgoQQMnr0aDJmzBhCCCGFhYVEUlKSPHz4kLXewIEDyfLlywkhda09AFitYj/++CPp2LGj0PZqa2vJiBEjiJ2dHamoqCCEsFs2BcLDwwkA5ng317JJCCHdu3cn27ZtI4QQMnz4cLJx40YiLS1NXr9+Tf766y8CgOTk5DS6/uDBg4mfnx/z2tHRkXz11VesMj169GBaKC9fvkykpKRIcXExs1xUy2Z8fDzp0KED06rW0pbNhgStgK9fvyaEiD5+mzdvJgBIXl4eM2/mzJnE1dW10XqfPHlCAJB79+6x5i9ZsoTIyckRAKR3797k6dOnjdZRX0taNgkh5N69e8TQ0JBISEgQCQkJYmpqyjpvBfXJy8sTeXl5IiUlRSQkJMh3333XZL2nTp0iAMidO3eaLCdoCTt8+DAzLz09nQAgmZmZhBDRLZtycnKslsxvv/2W9OrVixBS1ytATk6O1TpKSF0ru5eXFyGEkKFDh5IpU6aIjOnEiRPE1NSU1NbWMvOqqqqIrKwsiYyMFLlOYmIiAUDOnTvX5P4SQphWRYHy8nICgFy+fLnRdebOnUtGjRrFvBb0jmhOUy2bKSkpxNfXlzkOU6ZMIYsWLWJ6KDRs2ZSVlWXOA8HUUHMtm9LS0kJ1XLt2jRBCiJubW5OfN4qKimT27NmEEOHzEv/fwjts2DCR6zb8fGhttGWTor4stGWToigAQOWrV6hpcO+ZEEJQ+epVq263W7duGDhwIKysrDB69GgcOnQIz58/Z5WxtLSEpKQk81pLSwulpXX3kd67dw81NTUwMTEBl8tlptjYWOTl5THryMnJwdDQUGQd9a1YsQIJCQkICwuDrKwsa5m1tTVrfQAi64iLi2PFEhISAgBwdHQEj8cDIQRxcXEYOXIkzM3Ncf36dcTGxkJbWxvGxsYA6lolN2zYACsrK6iqqoLL5SIyMhJFRUWNxtRwv7Kzs6Gjo8O6D6tnz55C8YaFhWHIkCEiW9XEcfv2bQwdOhS6urrMICUAmoy1Y8eOkJOTQ5cuXVjz6h/P3NxceHl5oUuXLlBUVGRaEBvW++233yIlJQVXrlyBpKQkJk6cyGoZbyl3d3fmvbO0tARQN4DS1KlT0bdvX9y8eRPx8fHo2rUrBg8ejMrKStb6cXFxSE1NRWpqKg4fPoxNmzbhp59+AgCEhISwzo24uLgWxyrueSigr68PBQUF1jqC8nw+HxUVFXBxcWHFdfz4ceb6mT17NkJDQ2FjY4MlS5bgxo0bTF13794Fn8+HgoICs66qqirevn2LvLw8kdfCx+yvvLw8FBUVWfv7448/ws7ODhoaGuByuTh48KDQOdIafHx8cObMGZSUlODMmTNN9mw4deoUcw4Ippb69ttvheqwt7dnlrf0OMbFxeH27dsIDg6GiYkJ9u/f3+KYKIqiWkqq+SIURf3XLTj2a6PLOP+fYMgqKkKyXTsm4eRwOCCEMP8CgGS7dpBVVGTWnb736EfHJikpiaioKNy4cYPpRrly5UokJibCwMAAAIS6RHI4HKYrZXl5OSQlJXH79m1WQgrUDdojIKqOhl/Wfv75Z+zYsQM8Hk/kwB/16+BwOAAgskunvb0968tlx44dAdQ9WuHo0aO4e/cu2rVrBzMzMzg5OYHH4+H58+dMkgYA27Ztw65du7Bz505YWVlBXl4evr6+Ql0Tmzo24rp48aLQKJfievPmDVxdXeHq6oqQkBBoaGigqKgIrq6uTcbK4XCajX3o0KHQ09PDoUOHoK2tjdraWnTt2lWoXnV1dairq8PExATm5ubQ0dHBzZs30adPnw/ap8OHDzMJpCDGkydPoqCgAAkJCUxSfvLkSaioqCAsLAxjx45l1jcwMGC6glpaWiIxMREbN27E7NmzMWzYMFaX2k6dOiErKwsAkJWVBVtb22bjE/c8FFVesE796wcAwsPDhc759u3bA6hLvgsLC/H7778jKioKAwcOxNy5c7F9+3aUl5fDzs6O+UGlPg0NDUhLSwtdC9XV1eBwOMx+t2R/G8YfGhoKf39/BAYGok+fPlBQUMC2bduQmJgoVt0tYWVlBTMzM3h5ecHc3Bxdu3ZtNInU0dH56MG21NXVG63DxMQE169fx7t374S6wj569AivXr2CiYkJa77gvDQ1NUVpaSnGjBmDa9eufVSMFEVRzaHJJkV9AdrJyDRbRlG9A3x2HkDlq1coe/gAv+8NBFD36/mgeX5Q7aQDWUVFKKr/PdKlOPWKg8PhoG/fvujbty/WrFkDPT09nD9/HosXL252XVtbW9TU1KC0tBT9+vX74BgSEhIwbdo0HDhwAL179/7geoC6EUFFfUkU3Le5Y8cOJrF0cnLCli1b8Pz5c9aoo/Hx8fDw8MD48eMB1CUTOTk5sLCwEDsOU1NTPHjwAI8fP2YS3qSkJFaZ3NxcFBYWwsXFpcX7CdQlSM+ePcOWLVugo6MDAC16VEdjnj17huzsbBw6dIh5XwX3yzVFkIRUVVV98LZF/dBQUVEBCQkJJrkDwLxuLrmXlJRkklcFBQVWKyMA2NjYwMLCAoGBgRgzZoxQC/OLFy8+2aNoLCws0L59exQVFbF+7GhIQ0MDkyZNwqRJk9CvXz98++232L59O7p3745Tp06hQ4cOUKz3Q1R9oq4FV1dX/Pjjj1iwYIHQfZst2d/4+Hg4ODhgzpw5zLz6PRqAuvsSa2pqxKqvOT4+PpgzZw7TUt1Wxo4di927d+PAgQOsEWoBYPv27WjXrh1GjRrV6Ppz587F5s2bcf78eYwYMeJTh0tR1BeMdqOlKIqhqN4BHbsYQbWTDmu+aicddOxixEo0W0tiYiI2bdqE5ORkFBUV4dy5c3jy5AnMzc3FWt/ExATe3t6YOHEizp07h/z8fNy6dQubN29GeHi4WHWUlJRgxIgRGDt2LFxdXVFSUoKSkhI8efLkY3ZNiIqKCqytrRESEsIMBNS/f3/cuXMHOTk5rC/7xsbGTItvZmYmZs6cicePH7doey4uLjA0NMSkSZOQlpaG+Ph4rFq1CsDfLWJhYWFwdnaGnJwca92amhqhLnyZmZlC29DV1YW0tDT27NmD+/fv4+LFi9iwYUOL4hRFRUUFampqOHjwIPh8Pv744w+hHx8SExOxd+9epKamorCwEH/88Qe8vLxgaGjItGo+fPgQZmZmrIGVSkpKkJqaCj6fD6CuK3Zqaioz6IwoLi4ueP78OebOnYvMzEykp6djypQpkJKSwoABA1hlS0tLUVJSgsLCQpw5cwYnTpxocvAlDoeDoKAg5OTkoF+/fvj9999x//59pKWlYePGjR88cJM4FBQU4O/vj0WLFuHYsWPIy8vDnTt3sGfPHhw7dgwAsGbNGoSFhYHP5yM9PR2XLl1irk9vb2+oq6vDw8MDcXFxyM/PB4/Hw4IFC/DXX381ut0ff/wRNTU16NmzJ86ePYvc3FxkZmZi9+7dLWqRNjY2RnJyMiIjI5GTk4PVq1cL/aCir6+PtLQ0ZGdn4+nTp0KPqmmJ6dOn48mTJ5g2bVqT5Z49e8Z8jgimty0cPO3169dCdbz6/9sY+vTpg4ULF+Lbb79FYGAg8vLykJWVhVWrVmHXrl0IDAxkfvwRRU5ODtOnT0dAQMBHdTmnKIpqDk02KYoSIuhSCwh3nW1tioqKuHbtGgYNGgQTExOsWrUKgYGBcHd3F7uOoKAgTJw4EX5+fjA1NcXw4cORlJQEXV1dsdbPysrC48ePcezYMWhpaTFTjx49PnS3GuXo6Iiamhom2VRVVYWFhQU0NTVhamrKlFu1ahW6d+8OV1dXODk5QVNTU+wH0wtISkriwoULKC8vR48ePTBt2jRmNFqZ/2+VDgsLw7Bhw4TWLS8vh62tLWsSNfKmhoYGgoODcebMGVhYWGDLli3Yvn17i+IURUJCAqGhobh9+za6du2KRYsWYdu2bawycnJyOHfuHAYOHAhTU1NMnToV1tbWiI2NZbqAVldXIzs7GxUVFcx6+/fvh62tLaZPnw6gLuG3tbXFxYsXG43HzMwMv/32G9LS0tCnTx/069cPjx49QkREBHPfpICpqSm0tLRgZGSEpUuXYubMmaxRdkXp2bMnkpOTYWRkhOnTp8Pc3BzDhg1Deno6du7c2ZJD12IbNmzA6tWrsXnzZpibm8PNzQ3h4eFMN3ZpaWksX74c1tbW6N+/PyQlJZnRTOXk5HDt2jXo6uoy9yBPnToVb9++bbSlEwC6dOmCO3fuYMCAAfDz80PXrl3h4uKC6OjoFrUazpw5EyNHjsSYMf/X3n1HRXG1fwD/Lr2DFF1IaEoVBVEIdjBiFnuLGoOKAVvQKImKRjkitviqBI3GFgXUYDQmCgZfCxIWECkW0CiIoCBGQVQsIKKU+/uD387LsJRFiRh9PufMSXbmzr3PzM7KPnvv3JkAFxcXPHz4kNfLCdQmiNbW1nBycoKBgQGSkpJe4SzVUlBQgL6+vtRzOOtzd3fn/VtiaGiIyMjIFrW1bNkyqTr8/f257Rs3bsTWrVvxyy+/oEuXLnByckJCQgIiIyOlejsbMmfOHGRlZeHQoUMtiosQQlpCwOgnLULeCRUVFcjLy4O5uTmXSLyOpw+K8fzpU6mhs+TfLSkpCX379kVubi60tbVhaGiIv//+mxtmS8j7ys3NDd26dfvHk/u3nUAgwJEjR1r845asWvtvFSHk7UY9m4SQBkmG1FKi+e925MgRxMTEID8/H6dPn8aMGTPQp08fdOrUCSUlJfj+++8p0STk/23duhUaGhr466+/2jqUN27WrFm8SdUIIaQ1UM8mIe8I+rWYNGTv3r1YtWoVCgoKoK+vD3d3dwQHB0NPT6+tQyPkrXLnzh1uIifJvcjvk+LiYu6eUENDQ6mJm1oL/a0i5P1CySYh7wj6A04IIeRtR3+rCHm/0DBaQgghhBBCCCGtjpJNQgghhBBCCCGtjpJNQgghhBBCCCGtjpJNQgghhBBCCCGtjpJNQgghhBBCCCGtjpJNQgghhBBCCCGtjpJNQkiDcs7fQ5j/GeReKG7TOKZOnYpRo0a1aQxisRgCgQCPHz9utMzy5cvRrVu3NxZTW3Jzc4Ofn19bh0EaIMt1+C69f+Hh4dDR0XkjbeXn50MgEEAgELyTn/WpU6dyxxcZGdnW4RBC3hGUbBJCpJQ/fQlxRPb///cayp++bOuQ3noLFixAbGxsW4fxyp4/fw51dXXk5ua+0S/wr2vEiBEwMTGBiooKDA0NMXnyZNy9e7fJfXbu3Ak3NzdoaWk1+yOCRHh4OPdFvP5SXPy/H2TEYjG6d+8OZWVlWFhYIDw8nFdP3S/0AoEAenp68PDwwOXLl2U63t9//x1ubm7Q1taGhoYG7O3tsWLFCpSUlMi0PwAcPnwYK1eulLl8W4qLi8OQIUOgp6cHNTU1dO7cGfPnz8edO3datZ2WJFinT5+W+qw/ffoUS5cuhY2NDVRUVCAUCuHu7o7Dhw+j7uPMr169ivHjx8PAwADKysqwsrLCsmXLUF5ezqvPzMwMAoEABw4ckGrfzs4OAoGAd21Jytdf1q5di+XLlzd67UoWANi0aRMKCwtlPGOEECIbSjYJITyMMcTvv4bKF1UAgJcVVYj/JbuNo3r7aWhoQE9Pr63DeGUxMTEwNTWFhYVFW4fSIgMGDMCvv/6K7Oxs/P7777hx4wY+/fTTJvcpLy+Hh4cHlixZInM7EyZMQGFhIW8RiURwdXVF+/btAQB5eXkYOnQoBgwYgIyMDPj5+WHatGk4efIkry4PDw+ujtjYWCgoKGDYsGHNxrB06VJMmDABzs7OOH78OK5cuYLg4GBcunQJ+/btk/lYdHV1oampKXP5trJjxw64u7tDKBTi999/R2ZmJrZv344nT54gODi4zeLS09PjfdYfP36M3r17Y+/evfj2229x8eJFJCQkYMKECfD398eTJ08AACkpKXBxccHLly9x7NgxXL9+HatXr0Z4eDgGDRqEly/5P+oZGxsjLCyMty4lJQVFRUVQV1eXimvFihVS1+hXX32FBQsW8NZ9+OGHUmUBQFtbG0KhsLVPFyHkfccIIe+E58+fs8zMTPb8+fPXquf6uSK2ZWas1HL9XFErRSrt0KFDrEuXLkxFRYXp6uqygQMHsrKyMsYYY15eXmzkyJFs/fr1TCgUMl1dXebr68tevnzJ7V9RUcHmz5/PjIyMmJqaGvvoo49YXFwctz0sLIxpa2uzEydOMBsbG6aurs5EIhG7e/cuVwaA1GJqasoYYywuLo4BYKdPn2Y9evRgqqqqrFevXuzatWvc/oGBgczBwaHRY/zjjz+YtrY2q6qqYowxlp6ezgCwRYsWcWV8fHyYp6cnY4yxBw8esM8++4wZGRkxVVVV1qVLF7Z//35ena6uruyrr75iCxcuZO3atWMdOnRggYGBvDJZWVmsT58+TFlZmdna2rKYmBgGgB05coRXztvbm4tFcr4a4+rqyubNm8e93rt3L+vRowfT0NBgHTp0YBMnTmT37t3jtkvO34kTJ1i3bt2YiooKGzBgALt37x7773//y2xsbJimpiabOHEie/bsGbff8ePHWZ8+fZi2tjbT1dVlQ4cOZbm5uY3GxRhjUVFRTCAQ8K6PxkjievToUbNl6ysuLmaKiops79693Dp/f39mZ2fHKzdhwgQmEom415Lrua7ExEQGgBUXFzfaXmpqKgPANm7c2OB2yTFIrsO9e/cyU1NTpqWlxSZMmMCePn3Kla3//pmamrLVq1ezL774gmloaDBjY2O2Y8cOXv0FBQVs3LhxTFtbm7Vr146NGDGC5eXlcdvj4uKYs7MzU1NTY9ra2qx3794sPz+f2x4ZGckcHR2ZsrIyMzc3Z8uXL2eVlZWNHu/t27eZkpIS8/Pza/J4Zflsp6WlMXd3d6anp8e0tLRY//792YULF3jH39Dnvr68vDwGgKWnp/PWf/nll0xdXZ3duXNHap/S0lJWWVnJampqWOfOnZmTkxOrrq7mlcnIyGACgYCtXbuWF9PixYuZsrIyKygo4NZPnz6dffXVV0xbW5uFhYXxyoeEhDQYd33NlW3o34fW1Fp/qwgh/w7Us0nIO4wxhsoX1TIvTx88hzjiWoN1iSOy8fTBc5nrYnWGjjWlsLAQEydOhLe3N7KysiAWizFmzBje/nFxcbhx4wbi4uKwZ88ehIeH84aQzZkzB8nJyThw4AAuX76McePGwcPDAzk5OVyZ8vJybNiwAfv27UNCQgIKCgqwYMECXhySJTc3FxYWFujfvz8v1qVLlyI4OBjnz5+HgoICvL29ZTpGAOjXrx9KS0uRnp4OAIiPj4e+vj7EYjFXJj4+Hm5ubgCAiooK9OjRA8eOHcOVK1cwY8YMTJ48GWlpabx69+zZA3V1daSmpmLdunVYsWIFYmJiAADV1dUYNWoU1NTUkJqaip07d2Lp0qVSsdXU1CA6OhojR46U+XjqqqysxMqVK3Hp0iVERkYiPz8fU6dOlSq3fPlybNmyBWfPnsXt27cxfvx4bNy4Efv378exY8dw6tQpbN68mSv/7NkzfPPNNzh//jxiY2MhJyeH0aNHo6ampsE4SkpKEBERgd69e0NRUfGVjkVWe/fuhZqaGq8XNTk5Ge7u7rxyIpEIycnJjdZTVlaGn3/+GRYWFk32jEdEREBDQwO+vr4Nbq877PnGjRuIjIxEdHQ0oqOjER8fj7Vr1zZ5PMHBwXByckJ6ejp8fX3x5ZdfIju7dkRDZWUlRCIRNDU1kZiYiKSkJGhoaMDDwwMvX75EVVUVRo0aBVdXV1y+fBnJycmYMWMGNzwzMTERU6ZMwbx585CZmYkdO3YgPDwcq1evbjSeQ4cO4eXLl/D392/2eJv7bJeWlsLLywtnzpxBSkoKLC0tMWTIEJSWlgIAzp07BwAICwtDYWEh91oWNTU1OHDgADw9PWFkZCS1XUNDAwoKCsjIyEBmZia++eYbyMnxv3o5ODjA3d0dv/zyC299hw4dIBKJsGfPHu44Dx482KJ/dwghpK0ptHUAhJB/TtXLGuycF98qdb18XoV9AY1/aa5vxiZXKCrLN1uusLAQVVVVGDNmDExNTQEAXbt25ZVp164dtmzZAnl5edjY2GDo0KGIjY3F9OnTUVBQgLCwMBQUFHBf9hYsWIATJ04gLCwMa9asAVD7hXn79u3o1KkTgNoEdcWKFVwbkuFjjDGMHTsW2tra2LFjBy+O1atXw9XVFQCwePFiDB06FBUVFVBRUWn2OLW1tdGtWzeIxWI4OTlBLBbj66+/RlBQEMrKyvDkyRPk5uZy9X/wwQe8L8xfffUVTp48iV9//RUfffQRt97e3h6BgYEAAEtLS2zZsgWxsbEYNGgQYmJicOPGDYjFYu74Vq9ejUGDBvFiS0lJAQC4uLg0exwNqfvlt2PHjvjhhx/g7OyMsrIyaGhocNtWrVqFPn36AAB8fHzw7bff4saNG+jYsSMA4NNPP0VcXBwWLVoEABg7diyvndDQUBgYGCAzMxNdunTh1i9atAhbtmxBeXk5evbsiejo6Fc6jpbYvXs3Pv/8c6iqqnLrioqK0KFDB165Dh064OnTp3j+/DlXNjo6mjsvz549g6GhIaKjo6WSkLpycnLQsWNHmZLompoahIeHc0NlJ0+ejNjY2CaTuyFDhnCJ7KJFixASEoK4uDhYW1vj4MGDqKmpwa5du7gEMiwsDDo6Otz1/OTJEwwbNoz7fNna2nJ1BwUFYfHixfDy8gJQe42sXLkS/v7+3LXb0PFqaWnB0NCw2eNt7rP98ccf88rv3LkTOjo6iI+Px7Bhw2BgYACgNoFt6TDSBw8e4NGjR7CxsWmy3PXr1wHwz0tdtra2OHPmjNR6b29vzJ8/H0uXLsVvv/2GTp06NTo50aJFixAQEMBbd/z4cfTr10+GIyGEkH8G9WwSQtqUg4MDBg4ciK5du2LcuHH46aef8OjRI14ZOzs7yMv/L3E1NDTkJmX566+/UF1dDSsrK2hoaHBLfHw8bty4we2jpqbGfRmtX0ddS5YsQXJyMqKioniJBFCb2NXdH0CDdSQmJvJiiYiIAAC4urpCLBaDMYbExESMGTOG+5IZHx8PIyMjWFpaAqjtlVy5ciW6du0KXV1daGho4OTJkygoKGg0pvrHlZ2dDWNjY94X6LqJqkRUVBSGDRvWZLLTlAsXLmD48OEwMTGBpqYmlzA3FWuHDh2gpqbGJZqSdXXPZ05ODiZOnIiOHTtCS0sLZmZmDda7cOFCpKen49SpU5CXl8eUKVNk7llvyODBg7n3zs7OTmp7cnIysrKy4OPj80r1S+7pzMjIQFpaGkQiEQYPHoxbt2412n5LjsfMzIx3T2Zj13pddd8bgUAAoVDI7XPp0iXk5uZCU1OTi0tXVxcVFRW4ceMGdHV1MXXqVIhEIgwfPlxqoplLly5hxYoVvM/E9OnTUVhYiPLycsyaNYu3TXK8ksS2Oc19tu/du4fp06fD0tIS2tra0NLSQllZmdR19Cpaep21tPzQoUNRVlaGhIQEhIaGNtmruXDhQu66kixOTk4tao8QQlob9WwS8g5TUJLDjE2uMpVljCEm9CpuXXkI1sAoRYEcYNZVH4O8pb98N9a2LOTl5RETE4OzZ89ywyiXLl2K1NRUmJubA4BUb45AIOCGUpaVlUFeXh4XLlzgJaQAeL1qDdVR/4vfzz//jJCQEIjFYnzwwQdSsdatQ/JFuKEhnU5OTsjIyOBeS3q73NzcEBoaikuXLkFRURE2NjZwc3ODWCzGo0ePuCQNANavX49NmzZh48aN6Nq1K9TV1eHn5yc1iUhT50ZWR48ebXaYZWOePXsGkUgEkUiEiIgIGBgYoKCgACKRqMlYBQJBs7EPHz4cpqam+Omnn2BkZISamhp06dJFql59fX3o6+vDysoKtra2MDY2RkpKCnr16vVKx7Rr1y48f/5cKua627t164YePXrw1guFQty7d4+37t69e9DS0uL9cKGurs6biGnXrl3Q1tbGTz/9hFWrVjXYvpWVFc6cOYPKyspmezdf5Zpo7jPWo0cP7keTuiS9gmFhYZg7dy5OnDiBgwcPIiAgADExMejZsyfKysoQFBSEMWPGSO2voqKCFStW8HrxJcf75MkTFBYWNtu72dxn28vLCw8fPsSmTZtgamoKZWVl9OrVS+o6ehUGBgbQ0dHBtWsN334gYWVlBQDIysqCo6Oj1PasrCyuTF0KCgqYPHkyAgMDkZqaiiNHjjTahr6+/r9ugi9CyLuPejYJeYcJBAIoKsvLtCipKGDAJFsoKjf8G5SSigLcPG1krk/WXglJnH369EFQUBDS09OhpKTU5JequhwdHVFdXY3i4mJYWFjwlpYMiUtOTsa0adOwY8cO9OzZU+b9GqKqqsqLQ9LLJLlvMyQkhEssJcmmWCzm7tcEgKSkJIwcORKTJk2Cg4MDOnbsyA3Fk5W1tTVu377NS4Dq34+Wk5ODW7duSQ2tldW1a9fw8OFDrF27Fv369YONjU2zvWiyePjwIbKzsxEQEICBAwfC1tZWqse7IZIE6cWLF6/c9gcffMC9d5Kh3RJlZWX49ddfG+zV7NWrl9QjMWJiYppNegUCAeTk5LgEs6H2P//8c5SVlWHr1q0N1iHL41teVffu3ZGTk4P27dtLfca0tbW5co6Ojvj2229x9uxZdOnSBfv37+f2z87OltrXwsICcnJyUvUCtUOqlZSUsG7dutc+3qSkJMydOxdDhgyBnZ0dlJWV8eDBA14ZRUVFVFdXt/DMAHJycvjss88QERHR4CN3ysrKUFVVhW7dusHGxgYhISFSif+lS5dw+vRpTJw4scE2vL29ER8fj5EjR6Jdu3YtjpEQQtoSJZuEEI6alhLcPK0b3Ob6uTXUtJRavc3U1FSsWbMG58+fR0FBAQ4fPoz79+83em9TfVZWVvD09MSUKVNw+PBh5OXlIS0tDd999x2OHTsmUx1FRUUYPXo0PvvsM4hEIhQVFaGoqAj3799/nUOT0q5dO9jb2yMiIoJLLPv374+LFy/i+vXrvJ5NS0tLrsc3KysLM2fOlOo1a86gQYPQqVMneHl54fLly0hKSuLu6ZL8GBAVFQV3d3eoqanx9q2urpYakpeVlSXVhomJCZSUlLB582bcvHkTR48ebZVnOLZr1w56enrYuXMncnNz8eeff+Kbb77hlUlNTcWWLVuQkZGBW7du4c8//8TEiRPRqVMnLsG7c+cObGxseBMrFRUVISMjA7m5uQBqh2JnZGTI9KzKgwcPoqqqCpMmTZLaNmvWLNy8eRP+/v64du0atm7dil9//RVff/01r9yLFy+4aywrKwtfffUVysrKMHz48EbbdXFxgb+/P+bPnw9/f38kJyfj1q1biI2Nxbhx47hJZP4Jnp6e0NfXx8iRI5GYmIi8vDyIxWLMnTsXf//9N/Ly8vDtt99yMZ06dQo5OTncZ3jZsmXYu3cvgoKCcPXqVWRlZeHAgQNS9xfWZWxsjJCQEGzatAk+Pj6Ij4/HrVu3kJSUhJkzZ7boGrO0tMS+ffuQlZWF1NRUeHp6Sg2RNzMzQ2xsLIqKimT6UaOu1atXw9jYGC4uLti7dy8yMzORk5OD0NBQODo6oqysDAKBALt370ZmZibGjh2LtLQ0FBQU4NChQxg+fDh69eoFPz+/Buu3tbXFgwcPpB6DUl9paSl3XUmWp0+ftuhYCCGktVGySQjhsejRHh276UPw//86COSAjo4GsHTq0PSOr0hLSwsJCQkYMmQIrKysEBAQgODgYAwePFjmOsLCwjBlyhTMnz8f1tbWGDVqFM6dOwcTExOZ9r927Rru3buHPXv2wNDQkFucnZ1f9bAa5erqiurqai7Z1NXVRefOnSEUCmFt/b9EPyAgAN27d4dIJIKbmxuEQiFGjRrVorbk5eURGRmJsrIyODs7Y9q0adxstJJJjaKiojBixAipfcvKyuDo6MhbGkqGDAwMEB4ejkOHDqFz585Yu3YtNmzY0KI4GyInJ4cDBw7gwoUL6NKlC77++musX7+eV0ZNTQ2HDx/GwIEDYW1tDR8fH9jb2yM+Ph7KysoAaiePyc7ORnl5Obff9u3b4ejoiOnTpwOoTfgdHR1x9OjRZuPavXs3xowZw5sNVcLc3BzHjh1DTEwMHBwcEBwcjF27dkEkEvHKnThxgrvGXFxccO7cORw6dIjXs92Q//znP9i/fz9SU1MhEolgZ2eHb775Bvb29tzkO/8ENTU1JCQkwMTEhLvP2MfHBxUVFdDS0oKamhquXbuGsWPHwsrKCjNmzMDs2bMxc+ZMALUz8kZHR+PUqVNwdnZGz549ERISItVrXJ+vry9OnTqFO3fuYPTo0bCxscG0adOgpaUlNey2Kbt378ajR4/QvXt3TJ48GXPnzuWejSoRHByMmJgYGBsbNzjMtSm6urpISUnBpEmTsGrVKjg6OqJfv3745ZdfsH79eq73t3fv3khJSYG8vDwGDx4MCwsLfPvtt/Dy8kJMTAx3zTZET09PKkGub9myZbx/vwwNDRudzZcQQt4UAXudWRQIIW+NiooK5OXlwdzcXKbZUZtS/vQlIgJT8PJ5FZTVFPD58p7/SK8mefOSkpLQt29f5ObmQltbG4aGhvj777+lZlElhPDl5+fD3Nwc6enpjc4I+y4QCAQ4cuRIi3/cklVr/q0ihLz9qGeTECJFMpy29r82lGj+ix05cgQxMTHIz8/H6dOnMWPGDPTp0wedOnVCSUkJvv/+e0o0CWmB3r17o3fv3m0dRquTzApMCCGtiXo2CXlH0K/FpCF79+7FqlWrUFBQAH19fbi7uyM4OBh6enptHRoh/ypVVVXIz88HACgrK8PY2LhtA2plxcXF3D2ehoaGUFdX/0faob9VhLxfKNkk5B1Bf8AJIYS87ehvFSHvFxpGSwghhBBCCCGk1VGySQghhBBCCCGk1VGySQghhBBCCCGk1VGySQghhBBCCCGk1VGySQghhBBCCCGk1VGySQghhBBCCCGk1VGySQhpUM75ewjzP4PcC8VtGsfUqVMxatSoNo1BLBZDIBDg8ePHjZZZvnw5unXr9sZiaktubm7w8/Nr6zBIA2S5Dt+l9y88PBw6OjpvpK38/HwIBAIIBIL35rNen+T439Q5J4T8+1GySQiRUv70JcQR2f//32sof/qyrUN66y1YsACxsbFtHcYre/78OdTV1ZGbm/tGv8C/rhEjRsDExAQqKiowNDTE5MmTcffu3Sb32blzJ9zc3KClpdXsjwgS4eHh3Bft+ktx8f9+kBGLxejevTuUlZVhYWGB8PBwXj1Tp07l7aunpwcPDw9cvnxZpuP9/fff4ebmBm1tbWhoaMDe3h4rVqxASUmJTPsDwOHDh7Fy5UqZy7eluLg4DBkyBHp6elBTU0Pnzp0xf/583Llzp1XbEQgEiIyMlKns6dOneZ/15cuXQyAQwMPDQ6rs+vXrIRAI4ObmJlW+/mJjY8NLaBtbwsPDuR/AGlqKioq4tkpKSuDn5wdTU1MoKSnByMgI3t7eKCgo4MVZ97pUVFSEubk5/P39UVFRwStXWFiIjRs3ynSeCCEEoGSTEFIPYwzx+6+h8kUVAOBlRRXif8lu46jefhoaGtDT02vrMF5ZTEwMTE1NYWFh0dahtMiAAQPw66+/Ijs7G7///jtu3LiBTz/9tMl9ysvL4eHhgSVLlsjczoQJE1BYWMhbRCIRXF1d0b59ewBAXl4ehg4digEDBiAjIwN+fn6YNm0aTp48yavLw8ODqyM2NhYKCgoYNmxYszEsXboUEyZMgLOzM44fP44rV64gODgYly5dwr59+2Q+Fl1dXWhqaspcvq3s2LED7u7uEAqF+P3335GZmYnt27fjyZMnCA4ObrO49PT0pD7rhoaGiIuLw99//81bHxoaChMTE6k67OzspK6nM2fOwNjYmLdu/vz5UmUnTJjA1ZOdnS1Vj+R6LCkpQc+ePXH69Gls374dubm5OHDgAHJzc+Hs7IybN2/yYpJclzdv3kRISAh27NiBwMBAXhmhUAhtbe3XOn+EkPcLJZuEEJ7cC8W4mfEArKb2NasBbqbfR875e/9Ym7/99hu6du0KVVVV6Onpwd3dHc+ePeOV2bBhAwwNDaGnp4fZs2ejsrKS2/bixQssWLAAH3zwAdTV1eHi4gKxWMxtl/TUnTx5Era2ttDQ0OC+WEk01ENgZmbGi+HChQtwcnKCmpoaevfujezs/yXhzQ1fjI6Oho6ODqqrqwEAGRkZEAgEWLx4MVdm2rRpmDRpEgDg4cOHmDhxIj744AOoqamha9eu+OWXX3h1urm5Ye7cufD394euri6EQiGWL1/OK3Pt2jX07dsXKioq6Ny5M06fPt1gL05UVBRGjBjRaPxN2bdvH5ycnKCpqQmhUIjPP/9cqrdPIBDg5MmTcHR0hKqqKj7++GMUFxfj+PHjsLW1hZaWFj7//HOUl5dz+504cQJ9+/aFjo4O9PT0MGzYMNy4cYPX9tdff42ePXvC1NQUvXv3xuLFi5GSksK7Purz8/PD4sWL0bNnT5mPUVVVFUKhkFvk5eXx559/wsfHhyuzfft2mJubIzg4GLa2tpgzZw4+/fRThISE8OpSVlbm6unWrRsWL16M27dv4/79+422n5aWhjVr1iA4OBjr169H7969YWZmhkGDBuH333+Hl5cXr/y+fftgZmYGbW1tfPbZZygtLeW21R9Ga2ZmhjVr1sDb2xuampowMTHBzp07efXdvn0b48ePh46ODnR1dTFy5Ejk5+dz28ViMT766COoq6tDR0cHffr0wa1bt7jtUVFR6N69O1RUVNCxY0cEBQWhqqqq0eP9+++/MXfuXMydOxehoaFwc3ODmZkZ+vfvj127dmHZsmW88k19ts+dO4dBgwZBX18f2tracHV1xcWLF3nHDwCjR49u8HMvi/bt2+OTTz7Bnj17uHVnz57FgwcPMHToUKnyCgoKvOtJKBRCX18f8vLyvHUaGhpSZVVVVXnt1q9HTq72q93SpUtx9+5dnD59GoMHD4aJiQn69++PkydPQlFREbNnz+bFJLkujY2NMWrUKLi7uyMmJqbF54IQQuqiZJOQ90Dli+pGl6rKaq6cZNhsQ8QR2Sh9+FymeluisLAQEydOhLe3N7KysiAWizFmzBgwxrgycXFxuHHjBuLi4rBnzx6Eh4fzhifOmTMHycnJOHDgAC5fvoxx48bBw8MDOTk5/zu28nJs2LAB+/btQ0JCAgoKCrBgwQJeHJIlNzcXFhYW6N+/Py/WpUuXIjg4GOfPn4eCggK8vb1lPs5+/fqhtLQU6enpAID4+Hjo6+vzkuL4+HhuuF1FRQV69OiBY8eO4cqVK5gxYwYmT56MtLQ0Xr179uyBuro6UlNTsW7dOqxYsYL7glhdXY1Ro0ZBTU0Nqamp2LlzJ5YuXSoVW01NDaKjozFy5EiZj6euyspKrFy5EpcuXUJkZCTy8/MxdepUqXLLly/Hli1bcPbsWS552bhxI/bv349jx47h1KlT2Lx5M1f+2bNn+Oabb3D+/HnExsZCTk4Oo0ePRk1NTYNxlJSUICIiAr1794aiouIrHYus9u7dCzU1NV4vanJyMtzd3XnlRCIRkpOTG62nrKwMP//8MywsLJrsGY+IiICGhgZ8fX0b3F532PONGzcQGRmJ6OhoREdHIz4+HmvXrm3yeIKDg+Hk5IT09HT4+vriyy+/5H5MqayshEgkgqamJhITE5GUlMQldS9fvkRVVRVGjRoFV1dXXL58GcnJyZgxYwYEAgEAIDExEVOmTMG8efOQmZmJHTt2IDw8HKtXr240nkOHDuHly5fw9/dv9nib+2yXlpbCy8sLZ86cQUpKCiwtLTFkyBAuAT937hwAICwsDIWFhdzrlvL29ub9uxQaGgpPT08oKSm9Un2vo6amBgcOHICnpyeEQiFvm6qqKnx9fXHy5MlGh19fuXIFZ8+ebZPYCSHvGEYIeSc8f/6cZWZmsufPn0tt2zIzttHlj80ZjDHGampq2H+3XWqy7K5v4nn17pqf0GC5lrhw4QIDwPLz8xvc7uXlxUxNTVlVVRW3bty4cWzChAmMMcZu3brF5OXl2Z07d3j7DRw4kH377beMMcbCwsIYAJabm8tt//HHH1mHDh2k2qupqWGjR49mPXr0YOXl5YwxxuLi4hgAdvr0aa7csWPHGADufAcGBjIHB4cmj7V79+5s/fr1jDHGRo0axVavXs2UlJRYaWkp+/vvvxkAdv369Ub3Hzp0KJs/fz732tXVlfXt25dXxtnZmS1atIgxxtjx48eZgoICKyws5LbHxMQwAOzIkSPcuqSkJNa+fXtWXV3NnS9tbe1G43B1dWXz5s1rdPu5c+cYAFZaWsoYa/j8fffddwwAu3HjBrdu5syZTCQSNVrv/fv3GQD2119/8db7+/szNTU1BoD17NmTPXjwoNE66pLE9ejRI5nK12Vra8u+/PJL3jpLS0u2Zs0a3jrJdSK5lry8vJi8vDxTV1dn6urqDAAzNDRkFy5caLK9wYMHM3t7+2bjCgwMZGpqauzp06fcuoULFzIXFxfudf33z9TUlE2aNIl7XVNTw9q3b8+2bdvGGGNs3759zNramtXU1HBlXrx4wVRVVdnJkyfZw4cPGQAmFosbjGngwIFS52Xfvn3M0NCw0eP48ssvmZaWVrPH25LPtkR1dTXT1NRkf/zxB7eu/meiIXl5eQwAS09P562XfPZfvnzJ2rdvz+Lj41lZWRnT1NRkly5dYvPmzWOurq688nJyctw1IFlmzpwp1WZj/65Irt36dXTu3JkxxlhRUREDwEJCQho8lsOHDzMALDU1lTHGvy6VlZUZACYnJ8d+++03qX2b+/ehOU39rSKEvHuoZ5MQAgAoufsMNzMeNFmm4lkVHt4ta9V2HRwcMHDgQHTt2hXjxo3DTz/9hEePHvHK2NnZQV5ennttaGjIDdP866+/UF1dDSsrK2hoaHBLfHw8b8ilmpoaOnXq1GAddS1ZsgTJycmIioriDVcDAHt7e97+ABqsIzExkRdLREQEAMDV1RVisRiMMSQmJmLMmDGwtbXFmTNnEB8fDyMjI1haWgKo7ZVcuXIlunbtCl1dXWhoaODkyZNSE3vUjan+cWVnZ8PY2JjXs/HRRx9JxRsVFYVhw4Zxw+9a6sKFCxg+fDhMTEygqakJV1dXAGgy1g4dOkBNTQ0dO3bkrat7PnNycjBx4kR07NgRWlpa3PDG+vUuXLgQ6enpOHXqFOTl5TFlyhRez3hLDR48mHvv7OzspLYnJycjKyuLN4S2JST3dGZkZCAtLQ0ikQiDBw/mhp021H5LjsfMzIx3T2Zj13pddd8bgUAAoVDI7XPp0iXk5uZCU1OTi0tXVxcVFRW4ceMGdHV1MXXqVIhEIgwfPhybNm3iDWO9dOkSVqxYwftMTJ8+HYWFhSgvL8esWbN42yTHK+kZbU5zn+179+5h+vTpsLS0hLa2NrS0tFBWViZ1Hb0uRUVFTJo0CWFhYTh06BCsrKykPp8S1tbW3DUgWVasWNHiNhMTE3l1/Pe//+Vtb8l1I7kuU1NT4eXlhS+++AJjx45tcUyEEFKXQlsHQAj5583Y5NroNsH/5xe6Ruro2E0feZf/d79m/XJmXfWhZ6TBrZuyuvdrxyYvL4+YmBicPXuWG0a5dOlSpKamwtzcHACkhkQKBAJuKGVZWRnk5eVx4cIFXkIKgPvi2lgd9b+I/fzzzwgJCYFYLMYHH3wgFWvdOiRfhBsa0unk5ISMjAzudYcOHQDU3isXGhqKS5cuQVFRETY2NnBzc4NYLMajR4+4JA2oncVy06ZN2LhxI7p27Qp1dXX4+fnh5Uv+zMBNnRtZHT16tNlhlo159uwZRCIRRCIRIiIiYGBggIKCAohEoiZjlcx62VTsw4cPh6mpKX766ScYGRmhpqYGXbp0kapXX18f+vr6sLKygq2tLYyNjZGSkoJevXq90jHt2rULz58/l4q57vZu3bqhR48evPVCoRD37vHvbb537x60tLR4P1yoq6vzJmLatWsXtLW18dNPP2HVqlUNtm9lZYUzZ86gsrKy2SHCr3JNNPcZ69GjB/ejSV0GBgYAaoegzp07FydOnMDBgwcREBCAmJgY9OzZE2VlZQgKCsKYMWOk9ldRUcGKFSt4w14lx/vkyRMUFhZyP+y0JPa6n20vLy88fPgQmzZtgqmpKZSVldGrVy+p66g1eHt7w8XFBVeuXGlymL2SklKrTMZlbm7e4MzRBgYG0NHRQVZWVoP7ZWVlQSAQ8GKoe12GhobCwcEBu3fvfuUfVQghBKB7Ngl5Lygqyze6KCjWJmgCgQCun9tAUbnh36CUVBTg5mkjU70tJRAI0KdPHwQFBSE9PR1KSko4cuSITPs6OjqiuroaxcXFsLCw4C3171VqSnJyMqZNm4YdO3a0aOKYhqiqqvLikPQySe7bDAkJ4RJLSbIpFot5j0dISkrCyJEjMWnSJDg4OKBjx464fv16i+KwtrbG7du3eQlQ/fvRcnJycOvWLQwaNOiVjvXatWt4+PAh1q5di379+sHGxqbZXjRZPHz4ENnZ2QgICMDAgQNha2sr1ePdEEmC9OLFi1du+4MPPuDeO1NTU962srIy/Prrrw1+Ae/Vq5fU429iYmKaTXoFAgHk5OS4BLOh9j///HOUlZVh69atDdYhy+NbXlX37t2Rk5OD9u3bS33G6s5M6ujoiG+//RZnz55Fly5dsH//fm7/7OxsqX0tLCwgJycnVS8AfPrpp1BSUsK6dete+3iTkpIwd+5cDBkyBHZ2dlBWVsaDB/xRHIqKitzkXa/Dzs4OdnZ2uHLlCj7//PPXru9VycnJYfz48di/fz/vUShA7WOOtm7dCpFIBF1d3Ub3X7JkCQICArjrkhBCXgUlm4QQjpqWEtw8rRvc5vq5NdS0Wn+yiNTUVKxZswbnz59HQUEBDh8+jPv378PW1lam/a2srODp6YkpU6bg8OHDyMvLQ1paGr777jscO3ZMpjqKioowevRofPbZZxCJRCgqKkJRUVGTs4O+inbt2sHe3h4RERFcYtm/f39cvHgR169f5/VsWlpacj2+WVlZmDlzplSvWXMGDRqETp06wcvLC5cvX0ZSUhICAgIA/K9nNioqCu7u7lBTU+PtW11dLTXMr6FeEhMTEygpKWHz5s24efMmjh492irPcGzXrh309PSwc+dO5Obm4s8//8Q333zDK5OamootW7YgIyMDt27dwp9//omJEyeiU6dOXIJ3584d2NjY8CZWKioqQkZGBnJzcwHUDsXOyMiQ6VmVBw8eRFVVFTdrcF2zZs3CzZs34e/vj2vXrmHr1q349ddf8fXXX/PKvXjxgrvGsrKy8NVXX6GsrAzDhw9vtF0XFxf4+/tj/vz58Pf3R3JyMm7duoXY2FiMGzeONwtqa/P09IS+vj5GjhyJxMRE5OXlQSwWY+7cufj777+Rl5eHb7/9lovp1KlTyMnJ4T7Dy5Ytw969exEUFISrV68iKysLBw4c4K7FhhgbGyMkJASbNm2Cj48P4uPjcevWLSQlJWHmzJktusYsLS2xb98+ZGVlITU1FZ6enlJD5M3MzBAbG4uioiKZftRoyp9//onCwsImn1VbVVXFXQOSpaWfb6B2GH/9eiQzMa9ZswZCoRCDBg3C8ePHcfv2bSQkJEAkEqGyshI//vhjk3WPGzcO8vLyzZYjhJCmULJJCOGx6NEeHbvpc8NrBXJAR0cDWDp1+Efa09LSQkJCAoYMGQIrKysEBAQgODgYgwcPlrmOsLAwTJkyBfPnz4e1tTVGjRqFc+fONfh8u4Zcu3YN9+7dw549e2BoaMgtzs7Or3pYjXJ1dUV1dTWXbOrq6qJz584QCoWwtv5foh8QEIDu3btDJBLBzc0NQqEQo0aNalFb8vLyiIyMRFlZGZydnTFt2jRuNloVFRUAjT/ypKysDI6OjryloWTIwMAA4eHhOHToEDp37oy1a9diw4YNLYqzIXJycjhw4AAuXLiALl264Ouvv8b69et5ZdTU1HD48GEMHDgQ1tbW8PHxgb29PeLj46GsrAygdibV7Oxs3iNVtm/fDkdHR0yfPh1AbcLv6OiIo0ePNhvX7t27MWbMmAYTCXNzcxw7dgwxMTFwcHBAcHAwdu3aBZFIxCt34sQJ7hpzcXHBuXPncOjQIV7PdkP+85//YP/+/UhNTYVIJIKdnR2++eYb2NvbSz36pDWpqakhISEBJiYm3H3GPj4+qKiogJaWFtTU1HDt2jWMHTsWVlZWmDFjBmbPno2ZM2cCqJ2RNzo6GqdOnYKzszN69uyJkJAQqV7j+nx9fXHq1CncuXMHo0ePho2NDaZNmwYtLS2pYbdN2b17Nx49eoTu3btj8uTJmDt3LvcsSong4GDExMTA2NgYjo6OLT9JdUge/9KUq1ev8v6tMTQ0bPZ8NMTa2lqqngsXLgCofR5oSkoKBgwYgJkzZ6JTp04YP348OnXqhHPnzvHul26IgoIC5syZg3Xr1kk9iooQQmQlYK8ziwIh5K1RUVGBvLw8mJubc4nEqyp/+hIRgSl4+bwKymoK+Hx5z3+kV5O8eUlJSejbty9yc3Ohra0NQ0ND/P3339x9pYSQhuXn58Pc3Bzp6elNPlP3XRceHg4/P79XHrrdmn+rCCFvP5ogiBAiRTKc9syvOeg3wYoSzX+xI0eOQENDA5aWlsjNzcW8efPQp08fdOrUCdevX8f3339PiSYhLdC7d29069YNZ8+ebetQ3jgNDQ1UVVVRkkgIkRklm4SQBlk6dfjHhs6SN6e0tBSLFi1CQUEB9PX14e7ujuDgYAC197taWVm1cYSE/Dt8+OGHyMnJAQBumPb7RjLLdv2ZvwkhpDE0jJaQdwQNTSKEEPK2o79VhLxfaIIgQgghhBBCCCGtjpJNQgghhBBCCCGtjpJNQgghhBBCCCGtjpJNQgghhBBCCCGtjpJNQgghhBBCCCGtjpJNQgghhBBCCCGtjpJNQggh5A3Iz8+HQCCAQCBAt27d2jqcVjd16lTu+CIjI9s6HEIIIW8BSjYJIVKqaxiSbzxEVMYdJN94iOqaf/5xvLdv34a3tzeMjIygpKQEU1NTzJs3Dw8fPvzH25bFrVu3oKqqirKyMgBASUkJ/Pz8YGpqCiUlJRgZGcHb2xsFBQVtGmd+fj58fHxgbm4OVVVVdOrUCYGBgXj58mWT+9VNFOoudnZ2XJnvvvsOzs7O0NTURPv27TFq1ChkZ2fz6jEzM+P2lZeXh5GREXx8fPDo0aMm2w8PD4eOjs4rH3dDxzNq1KhWq685LUmwTp8+jdjYWN66p0+fYunSpbCxsYGKigqEQiHc3d1x+PBh1H0c9tWrVzF+/HgYGBhAWVkZVlZWWLZsGcrLy3n1Sd6HAwcOSLVvZ2cHgUCA8PBwqfL1l7Vr12L58uUNbqu7AMCmTZtQWFgo4xkjhBDyPlBo6wAIIW+XE1cKEfRHJgqfVHDrDLVVEDi8Mzy6GP4jbd68eRO9evWClZUVfvnlF5ibm+Pq1atYuHAhjh8/jpSUFOjq6v4jbcsqKioKAwYMgIaGBkpKStCzZ08oKSlh+/btsLOzQ35+PgICAuDs7Izk5GR07NixTeK8du0aampqsGPHDlhYWODKlSuYPn06nj17hg0bNjS636ZNm7B27VrudVVVFRwcHDBu3DhuXXx8PGbPng1nZ2dUVVVhyZIl+OSTT5CZmQl1dXWu3IoVKzB9+nRUV1fj+vXrmDFjBubOnYt9+/b9Mwf9GiorK6GoqPhG29TT04Oenh73+vHjx+jbty+ePHmCVatWwdnZGQoKCoiPj4e/vz8+/vhj6OjoICUlBe7u7nB3d8exY8fQoUMHpKWlYf78+YiNjUVcXByUlJS4eo2NjREWFobPPvuMW5eSkoKioiLe+yUhed/q0tTUBGMMs2bN4tY5OztjxowZUmW1tbWhra392ueHEELIO4QRQt4Jz58/Z5mZmez58+evXMfxv+4ys0XRzLTeYvb/y/G/7rZixP/j4eHBPvzwQ1ZeXs5bX1hYyNTU1NisWbMYY4xt3ryZ2dnZcduPHDnCALBt27Zx6wYOHMiWLl3KvY6MjGSOjo5MWVmZmZubs+XLl7PKykpuOwD2008/sVGjRjFVVVVmYWHBoqKipGL8+OOPuXZmzZrF1NXVWWFhIa9MeXk5++CDD5iHhwdjjLE//viDaWtrs6qqKsYYY+np6QwAW7RoEbePj48P8/T05F4nJiayvn37MhUVFfbhhx+yr776ipWVlXHbTU1N2erVq9kXX3zBNDQ0mLGxMduxY0eT53fdunXM3Ny8yTL1HTlyhAkEApafn99omeLiYgaAxcfH8+ILCQnhlVu5ciXr3Llzk+2FhYUxbW1t7nVgYCBzcHBge/fuZaampkxLS4tNmDCBPX36lCtz6NAh1qVLF6aiosJ0dXXZwIEDWVlZGQsMDGQAeEtcXBzLy8tjANiBAwdY//79mbKyMgsLC+PaqiskJISZmpry1u3evZt17tyZKSkpMaFQyGbPns0dc9226u8nIWk/PT2dt/7LL79k6urq7M6dO1L7lJaWssrKSlZTU8M6d+7MnJycWHV1Na9MRkYGEwgEbO3atdw6U1NTtnjxYqasrMwKCgq49dOnT2dfffUV09bWZmFhYbzy9d+3xjRXFgA7cuSITHWR909r/K0ihPx70DBaQt5hjDGUv6ySaSmtqETg0atoaMCsZN3yo5koraiUqT7GZBt6W1JSgpMnT8LX1xeqqqq8bUKhEJ6enjh48CAYY3B1dUVmZibu378PoLanTV9fH2KxGEBtL1VycjLc3NwAAImJiZgyZQrmzZuHzMxM7NixA+Hh4Vi9ejWvnaCgIIwfPx6XL1/GkCFD4OnpiZKSEm7748ePcebMGYwYMQI1NTU4cOAAPD09IRQKefWoqqrC19cXJ0+eRElJCfr164fS0lKkp6c3GK9knSTeGzduwMPDA2PHjsXly5dx8OBBnDlzBnPmzOG1ExwcDCcnJ6Snp8PX1xdffvml1HDWup48edLinuHdu3fD3d0dpqamTdYLoMm679y5gz/++AMuLi4tah+oPR+RkZGIjo5GdHQ04uPjud7XwsJCTJw4Ed7e3sjKyoJYLMaYMWPAGMOCBQswfvx4eHh4oLCwEIWFhejduzdX7+LFizFv3jxkZWVBJBLJFMu2bdswe/ZszJgxA3/99ReOHj0KCwsLAMC5c+cAAGFhYSgsLORey6Lu9WRkZCS1XUNDAwoKCsjIyEBmZia++eYbyMnx/3Q7ODjA3d0dv/zyC299hw4dIBKJsGfPHgBAeXk5Dh48CG9vb5njI4QQQl4HDaMl5B32vLIanZedbJW6GICipxXouvyUTOUzV4igptT8PzE5OTlgjMHW1rbB7ba2tnj06BHu37+PLl26QFdXF/Hx8fj0008hFosxf/58bNq0CQCQlpaGyspKLrEICgrC4sWL4eXlBQDo2LEjVq5cCX9/fwQGBnJtTJ06FRMnTgQArFmzBj/88APS0tLg4eEBAPjvf/8Le3t7GBkZ4d69e3j8+HGT8TLGkJubi48++gjdunWDWCyGk5MTxGIxvv76awQFBaGsrAxPnjxBbm4uXF1dAdTeE+np6Qk/Pz8AgKWlJX744Qe4urpi27ZtUFFRAQAMGTIEvr6+AIBFixYhJCQEcXFxsLa2loonNzcXmzdvbnIIbX13797F8ePHsX///kbL1NTUwM/PD3369EGXLl142xYtWoSAgABUV1ejoqICLi4u+P7772Vuv24b4eHh0NTUBABMnjwZsbGxWL16NQoLC1FVVYUxY8ZwCXHXrl25fVVVVfHixQupHwQAwM/PD2PGjGlRLKtWrcL8+fMxb948bp2zszMAwMDAAACgo6PTYHtNefDgAR49egQbG5smy12/fh0Amrzuzpw5I7Xe29sb8+fPx9KlS/Hbb7+hU6dOjU5OJHnf6jp+/Dj69esnw5EQQggh0qhnkxDyVmiuJ1RJSQkCgQD9+/eHWCzG48ePkZmZCV9fX7x48QLXrl1DfHw8nJ2doaamBgC4dOkSVqxYAQ0NDW6ZPn06CgsLeROq2Nvbc/+vrq4OLS0tFBcXc+uioqIwYsSIFscLAK6urhCLxWCMITExEWPGjOESg/j4eBgZGcHS0pKLNzw8nBevSCRCTU0N8vLyGoxXIBBAKBTy4pW4c+cOPDw8MG7cON79dXXrr3svnsSePXugo6PT5AQ7s2fPxpUrVxqcgGbhwoXIyMjA5cuXuYlwhg4diurqapnalzAzM+MSTQAwNDTkjtPBwQEDBw5E165dMW7cOPz000/NTkIk4eTkJFM5ieLiYty9excDBw5s0X6ykHUEwKuWHzp0KMrKypCQkIDQ0NAmezUl71vdpaXnihBCCKmLejYJeYepKsojc4VswwTT8kowNaz54X/hXzjjI/Pmh2SqKsrL1K6FhQUEAgGysrIwevRoqe1ZWVkwMDDgZip1c3PDzp07kZiYCEdHR2hpaXEJaHx8PNdLCABlZWUICgpqsBdL0ksIQGqCGIFAgJqaGgDAy5cvceLECSxZsgQAuFiysrIaPJ6srCwoKCjA3Nycizc0NBSXLl2CoqIibGxs4ObmBrFYjEePHknFO3PmTMydO1eqXhMTE5nilbh79y4GDBiA3r17Y+fOnbxtGRkZ3P9raWnxtjHGEBoaismTJ/Mmm6lrzpw5iI6ORkJCAj788EOp7fr6+twQU0tLS2zcuBG9evVCXFwc3N3dm2y/rqaOU15eHjExMTh79ixOnTqFzZs3Y+nSpUhNTeXOfWPqT44jJycnlcRVVlZy/19/eHdrklxP165da7KclZUVgNrry9HRUWp7VlYWV6YuBQUFTJ48GYGBgUhNTcWRI0cabaPu+0YIIYS0BurZJOQdJhAIoKakINPSz9IAhtoqEDRWF2pnpe1naSBTfZLHITRHT08PgwYNwtatW/H8+XPetqKiIkRERGDq1KncOsl9m4cOHeLudXRzc8Pp06eRlJTErQOA7t27Izs7GxYWFlJL/fveGiMWi9GuXTs4ODgAqE1Mxo8fj/3796OoqIhX9vnz59i6dStGjx7NzcopuW8zJCSESywlyaZYLJaKNzMzs8F4G0v8GnLnzh24ubmhR48eCAsLkzrWuvW2b9+ety0+Ph65ubnw8fGRqpcxhjlz5uDIkSP4888/m03qJOTl5bnz01z7LSEQCNCnTx8EBQUhPT0dSkpKXDKlpKTE9aQ2x8DAAEVFRbyEs25CrKmpCTMzM6nHldSlqKgoc3t1ycnJ4bPPPkNERATu3r0rtb2srAxVVVXo1q0bbGxsEBISIvXDwqVLl3D69GluKHh93t7eiI+Px8iRI9GuXbsWx0gIIYS8Kko2CSEAAHk5AQKHdwYAqYRT8jpweGfIy8mWRLbEli1b8OLFC4hEIiQkJOD27ds4ceIEBg0axD1HUMLe3h7t2rXD/v37eclmZGQkXrx4gT59+nBlly1bhr179yIoKAhXr15FVlYWDhw4IHVfWlOOHj0qNYR29erVEAqFGDRoEI4fP47bt28jISEBIpEIcnJy3D2kANCuXTvY29sjIiKCi7d///64ePEirl+/zuvZXLRoEc6ePYs5c+YgIyMDOTk5iIqKkpogqCmSRNPExAQbNmzA/fv3UVRUJJUYN2b37t1wcXGRug8TqB06+/PPP2P//v3Q1NTk6q3/I0FpaSmKiopQWFiItLQ0LFy4EAYGBrxJel5Xamoq1qxZg/Pnz6OgoACHDx/G/fv3uXsazczMcPnyZWRnZ+PBgwe8nsr63NzccP/+faxbtw43btzAjz/+iOPHj/PKLF++HMHBwfjhhx+Qk5ODixcvYvPmzdx2STJaVFQk83BeidWrV8PY2BguLi7Yu3cvMjMzkZOTg9DQUDg6OqKsrAwCgQC7d+9GZmYmxo4di7S0NBQUFODQoUMYPnw4evXqxd3rW5+trS0ePHiAsLCwJuOQvG91l6dPn7boWAghhJC6KNkkhHA8uhhi26TuEGqr8NYLtVWwbVL3f+w5m5aWljh37hw6duyI8ePHw9TUFIMHD4aVlRWSkpKgoaHBlRUIBOjXrx8EAgH69u0LoDYB1dLSgpOTE2+IpEgkQnR0NE6dOgVnZ2f07NkTISEhTc6wWl9Dyaa+vj5SUlIwYMAAzJw5E+bm5nB1dUV1dTUyMjJgaMg/T5JtkmRTV1cXnTt3hlAo5E3qY29vj/j4eFy/fh39+vWDo6Mjli1b1uAspY2JiYlBbm4uYmNj8eGHH8LQ0JBbmvPkyRP8/vvvDfZqArUzsj558gRubm68eg8ePMgrt2zZMhgaGsLIyAjDhg2Duro6Tp06xXu25OvS0tJCQkIChgwZAisrKwQEBCA4OBiDBw8GAEyfPh3W1tZwcnKCgYEBkpKSGq3L1tYWW7duxY8//ggHBwekpaVhwYIFvDJeXl7YuHEjtm7dCjs7OwwbNgw5OTnc9uDgYMTExMDY2LjBYa5N0dXVRUpKCiZNmoRVq1bB0dER/fr1wy+//IL169dzveS9e/dGSkoK5OXlMXjwYFhYWODbb7+Fl5cXYmJioKys3Ggbenp6zQ4HlrxvdRd/f/8WHQshhBBSl4C1dLYBQshbqaKiAnl5eTA3N+fdj/gqqmsY0vJKUFxagfaaKvjIXPcf6dFsSmBgIL7//nvExMSgZ8+eb7RtiYsXL+Ljjz/G/fv3pe4frG/37t3w9fXFwYMHm5xYh7y/8vPzYW5ujvT09EZnhH0XCAQCHDlyhD4HpEGt+beKEPL2o55NQogUeTkBenXSw8huH6BXJ703nmgCtY8t+eGHH5CSkiJ1j9qbUlVVhc2bNzebaAKAj48PDhw4gKysLKlhpYTU1bt371YdUvy2mDVrFm8UAiGEEEI9m4S8I+jXYkLeblVVVcjPzwcAKCsrw9jYuG0DamXFxcXcPZ6GhoZSs/4SAtDfKkLeN/ToE0IIIeQNUFBQeKcfLdK+ffvXml2YEELIu4eG0RJCCCGEEEIIaXWUbBJCCCGEEEIIaXWUbBJCCCGEEEIIaXWUbBJCCCGEEEIIaXWUbBJCCCGEEEIIaXWUbBJCCCGEEEIIaXWUbBJCCCFvQH5+PgQCAQQCAbp169bW4bQJyfHr6Oi0dSiEEELeAEo2CSFSqmsYkm88RFTGHSTfeIjqGvaPt3n79m14e3vDyMgISkpKMDU1xbx58/Dw4cN/vG1Z3Lp1C6qqqigrKwMAlJSUwM/PD6amplBSUoKRkRG8vb1RUFDQpnHm5+fDx8cH5ubmUFVVRadOnRAYGIiXL182ud/UqVO5RKDuYmdnx5X57rvv4OzsDE1NTbRv3x6jRo1CdnY2rx4zMzNuX3l5eRgZGcHHxwePHj1qsv3w8PBWTUCmTp2KUaNGtVp9zREIBIiMjJSp7OnTpxEbG8u9Xr58OQQCATw8PKTKrl+/HgKBAG5ublLl6y82Nja8hLaxJTw8HGKxuNHtRUVFXFuyXud1rx9FRUWYm5vD398fFRUVvHKFhYXYuHGjTOeJEELIv59CWwdACHm7nLhSiKA/MlH45H9fEg21VRA4vDM8uhj+I23evHkTvXr1gpWVFX755ReYm5vj6tWrWLhwIY4fP46UlBTo6ur+I23LKioqCgMGDICGhgZKSkrQs2dPKCkpYfv27bCzs0N+fj4CAgLg7OyM5ORkdOzYsU3ivHbtGmpqarBjxw5YWFjgypUrmD59Op49e4YNGzY0ut+mTZuwdu1a7nVVVRUcHBwwbtw4bl18fDxmz54NZ2dnVFVVYcmSJfjkk0+QmZkJdXV1rtyKFSswffp0VFdX4/r165gxYwbmzp2Lffv2/TMH/RoqKyuhqKj4RtvU09ODnp4eb52hoSHi4uLw999/48MPP+TWh4aGwsTERKoOOzs7nD59mrdOQUEB7dq1Q2FhIbduw4YNOHHiBK+strY2UlNTAQDZ2dnQ0tLi1dO+fXsAaPF17uHhgbCwMFRWVuLChQvw8vKCQCDAf/7zH66MUCiEtra2zOeKEELIvxv1bBJCOCeuFOLLny/yEk0AKHpSgS9/vogTVwob2fP1zJ49G0pKSjh16hRcXV1hYmKCwYMH4/Tp07hz5w6WLl0KANiyZQu6dOnC7RcZGQmBQIDt27dz69zd3REQEMC9joqKQvfu3aGiooKOHTsiKCgIVVVV3HaBQIBdu3Zh9OjRUFNTg6WlJY4ePSoVY1RUFEaMGAEAWLp0Ke7evYvTp09j8ODBMDExQf/+/XHy5EkoKipi9uzZAIDo6Gjo6OiguroaAJCRkQGBQIDFixdz9U6bNg2TJk3iXp85cwb9+vWDqqoqjI2NMXfuXDx79ozbbmZmhjVr1sDb2xuampowMTHBzp07ue2SL/yffPIJOnbsiBEjRmDBggU4fPhwk++BtrY2hEIht5w/fx6PHj3CF198wZU5ceIEpk6dCjs7Ozg4OCA8PBwFBQW4cOECry5NTU0IhUJ88MEHGDBgALy8vHDx4sUm269v+fLl6NatG/bt2wczMzNoa2vjs88+Q2lpKVfmt99+Q9euXaGqqgo9PT24u7vj2bNnWL58Ofbs2YOoqCiut00sFnO9fgcPHoSrqytUVFQQERHBtVXXxo0bYWZmxlsXGhoKOzs7KCsrw9DQEHPmzAEArtzo0aMhEAik9pNF+/bt8cknn2DPnj3curNnz+LBgwcYOnSoVHkFBQXe+yUUCqGvrw95eXneOg0NDamyqqqqvHbr1yMnV/vVQNbrXEJZWRlCoRDGxsYYNWoU3N3dERMT0+JzQQgh5N1BySYh74Hyl1WNLhWVtYlQdQ1D0B+ZaGjArGTd8j8yeUNqG6uzJUpKSnDy5En4+vryvgQDtb0gnp6eOHjwIBhjcHV1RWZmJu7fvw+gtqdNX18fYrEYQG0vVXJyMjfkMDExEVOmTMG8efOQmZmJHTt2IDw8HKtXr+a1ExQUhPHjx+Py5csYMmQIPD09UVJSwm1//Pgxzpw5gxEjRqCmpgYHDhyAp6cnhEIhrx5VVVX4+vri5MmTKCkpQb9+/VBaWor09PQG45Wsk8R748YNeHh4YOzYsbh8+TIOHjyIM2fOcEmNRHBwMJycnJCeng5fX198+eWXUsNZ63ry5EmLe4Z3794Nd3d3mJqaNlkvgCbrvnPnDv744w+4uLi0qH2g9nxERkYiOjoa0dHRiI+P53pfCwsLMXHiRHh7eyMrKwtisRhjxowBYwwLFizA+PHj4eHhgcLCQhQWFqJ3795cvYsXL8a8efOQlZUFkUgkUyzbtm3D7NmzMWPGDPz11184evQoLCwsAADnzp0DAISFhaGwsJB73VLe3t4IDw/nXoeGhsLT0xNKSkqvVN/raMl13pArV67g7NmzbRI7IYSQtwcNoyXkPdB52clGtw2wNkDYFx8hLa9EqkezLobaHs60vBL06lQ7BLDvf+JQ8kz6XsD8tdI9MY3JyckBYwy2trYNbre1tcWjR49w//59dOnSBbq6uoiPj8enn34KsViM+fPnY9OmTQCAtLQ0VFZWcolFUFAQFi9eDC8vLwBAx44dsXLlSvj7+yMwMJBrY+rUqZg4cSIAYM2aNfjhhx+QlpbG3UP33//+F/b29jAyMsK9e/fw+PHjJuNljCE3NxcfffQRunXrBrFYDCcnJ4jFYnz99dcICgpCWVkZnjx5gtzcXLi6ugKovSfS09MTfn5+AABLS0v88MMPcHV1xbZt26CiogIAGDJkCHx9fQEAixYtQkhICOLi4mBtbS0VT25uLjZv3tzkENr67t69i+PHj2P//v2NlqmpqYGfnx/69OnD622WxBQQEIDq6mpUVFTAxcUF33//vczt120jPDwcmpqaAIDJkycjNjYWq1evRmFhIaqqqjBmzBguIe7atSu3r6qqKl68eCGVKAGAn58fxowZ06JYVq1ahfnz52PevHncOmdnZwCAgYEBAEBHR6fB9mQ1bNgwzJo1CwkJCejRowd+/fVXnDlzBqGhoVJl//rrL2hoaPDWTZo0idfLL4u6Q3YBwNTUFFevXsX9+/dbdJ0DtT35GhoaqKqqwosXLyAnJ4ctW7a0KB5CCCHvFko2CSEAgOLSxhPNVynXUow1PQmRkpISBAIB+vfvD7FYDHd3d2RmZsLX1xfr1q3DtWvXEB8fD2dnZ6ipqQEALl26hKSkJF5PpiQBKi8v58rZ29tz29XV1aGlpYXi4mJuXd0htC2JFwBcXV25pDgxMRHfffcdl0SUlJTAyMgIlpaWXLyXL19GREQEr52amhrk5eVxX/zrxisQCCAUCnnxSty5cwceHh4YN24cpk+fzq2vm6Q0lKDs2bMHOjo6TU6wM3v2bFy5cgVnzpyR2rZw4UJMnToVjDHcvn0bS5YswdChQ5GQkAB5eflm25cwMzPjEk2g9r5GyXE6ODhg4MCB6Nq1K0QiET755BN8+umnaNeuXaMxSzg5OTVbpq7i4mLcvXsXAwcObNF+LaWoqIhJkyYhLCwMN2/ehJWVFe+9rsva2lpquHf9ey9lkZiYyDvH9e9fbe46r2vAgAHYtm0bnj17hpCQECgoKGDs2LEtjokQQsi7g5JNQt4DmSsaHyooJxAAANprqshUV91yZxYNeL3AAFhYWEAgECArKwujR4+W2p6VlQUDAwNuplI3Nzfs3LkTiYmJcHR0hJaWFpeAxsfHc72EAFBWVoagoKAGe7EkvYSA9BdsgUCAmpoaAMDLly9x4sQJLFmyBAC4WLKysho8nqysLCgoKMDc3JyLNzQ0FJcuXYKioiJsbGzg5uYGsViMR48eScU7c+ZMzJ07V6reupPENBWvxN27dzFgwAD07t2bd08nUHvvqET9BIUxhtDQUEyePLnRIZBz5sxBdHQ0EhISpHrGAEBfX58bYmppaYmNGzeiV69eiIuLg7u7e5Pt19XUccrLyyMmJgZnz57FqVOnsHnzZixduhSpqancuW9M3cmMAEBOTk4qqaqsrOT+v/7w7n+St7c3XFxccOXKFXh7ezdaTklJiTvHr8Pc3LzBWYBluc4FAgEvBnV1de51aGgoHBwcsHv3bvj4+Lx2nIQQQv6d6J5NQt4DakoKjS4qivIAgI/MdWGorQJBI3UIUDsr7Ufmus3W2xJ6enoYNGgQtm7diufPn/O2FRUVISIiAlOnTuXWSe7bPHToEHevo5ubG06fPo2kpCTeIyK6d++O7OxsWFhYSC2SSVCaIxaL0a5dOzg4OACoTUzGjx+P/fv38x4RAQDPnz/H1q1bMXr0aG7GTcl9myEhIVxiKUk2xWKxVLyZmZkNxtuSe9/u3LkDNzc39OjRA2FhYVLHWrdeycyjEvHx8cjNzW0wQWCMYc6cOThy5Aj+/PPPZpM6CXl5ee78NNd+SwgEAvTp0wdBQUFIT0+HkpISjhw5AqA2GZNMzNQcAwMDFBUV8RLOugmxpqYmzMzMeI8rqU9RUVHm9ppiZ2cHOzs7XLlyBZ9//vlr1/eqZLnORSJRo/frysnJYcmSJQgICJD6XBNCCHl/ULJJCAEAyMsJEDi8MwBIJZyS14HDO0NerrF09NVt2bIFL168gEgkQkJCAm7fvo0TJ05g0KBBsLKywrJly7iy9vb2aNeuHfbv389LNiMjI/HixQv06dOHK7ts2TLs3bsXQUFBuHr1KrKysnDgwAHebLXNOXr0qNQQ2tWrV0MoFGLQoEE4fvw4bt++jYSEBIhEIsjJyXH3kAJAu3btYG9vj4iICC7e/v374+LFi7h+/TqvZ3PRokU4e/Ys5syZg4yMDOTk5CAqKkpqgqCmSBJNExMTbNiwAffv30dRUZFUwtCY3bt3w8XFReo+TKB26OzPP/+M/fv3Q1NTk6u3fjJRWlqKoqIiFBYWIi0tDQsXLoSBgQFvkp7XlZqaijVr1uD8+fMoKCjA4cOHcf/+fW6osZmZGS5fvozs7Gw8ePCA11NZn5ubG+7fv49169bhxo0b+PHHH3H8+HFemeXLlyM4OBg//PADcnJycPHiRWzevJnbLklGi4qKmn2maHP+/PNPFBYWNvnc0aqqKu78S5Z79+61uK3i4mKpeiTnas2aNY1e55WVlfjxxx+brHvcuHGQl5dvthwhhJB3FyWbhBCORxdDbJvUHUJt/pBaobYKtk3q/o89Z9PS0hLnzp1Dx44dMX78eJiammLw4MGwsrJCUlIS7x4/gUCAfv36QSAQoG/fvgBqE1AtLS04OTnxhkiKRCJER0fj1KlTcHZ2Rs+ePRESEtLkDKv1NZRs6uvrIyUlBQMGDMDMmTNhbm4OV1dXVFdXIyMjA4aG/PMk2SZJNnV1ddG5c2cIhULepD729vaIj4/H9evX0a9fPzg6OmLZsmUwMjKSOd6YmBjk5uYiNjYWH374IQwNDbmlOU+ePMHvv//e6LDHbdu24cmTJ3Bzc+PVe/DgQV65ZcuWwdDQEEZGRhg2bBjU1dVx6tQpqWdLvg4tLS0kJCRgyJAhsLKyQkBAAIKDgzF48GAAwPTp02FtbQ0nJycYGBggKSmp0bpsbW2xdetW/Pjjj3BwcEBaWhoWLFjAK+Pl5YWNGzdi69atsLOzw7Bhw5CTk8NtDw4ORkxMDIyNjeHo6Phax6aurt5kogkAV69e5b0HhoaGLbquJaytraXqkTzKRk9Pj3edd+rUCePHj0enTp24z2tTFBQUMGfOHKxbt473+B5CCCHvDwFryd3/hJC3VkVFBfLy8mBubs67H/FVVNcwpOWVoLi0Au01a4fO/hM9mk0JDAzE999/j5iYGPTs2fONti1x8eJFfPzxx7h//77U/YP17d69G76+vjh48GCTE+uQ91d+fj7Mzc2Rnp4u9VzP90l4eDj8/Pzw+PHjtg6FtIHW/FtFCHn70QRBhBAp8nIC7vEmbSUoKAhmZmZISUnBRx99JPM9lq2pqqoKmzdvbjbRBAAfHx/o6upyz258k5PKkH+X3r17o1u3bjh79mxbh/LGSR6NQkkGIYS8H6hnk5B3BP1aTMjbraqqCvn5+QAAZWVlGBsbt21AbSA3NxdA7aRRsk4wRd4t9LeKkPcL9WwSQgghb4CCgkKrPK7k3+x9P35CCHnf0ARBhBBCCCGEEEJaHSWbhLxjaGQ8IYSQtxX9jSLk/ULJJiHvCMkkNuXl5W0cCSGEENIwyd8oWSZeI4T8+9E9m4S8I+Tl5aGjo4Pi4mIAgJqaGgSCN/u4EkIIIaQhjDGUl5ejuLgYOjo6kJeXb+uQCCFvAM1GS8g7hDGGoqIien4dIYSQt5KOjg6EQiH9GErIe4KSTULeQdXV1aisrGzrMAghhBCOoqIi9WgS8p6hZJMQQgghhBBCSKujCYIIIYQQQgghhLQ6SjYJIYQQQgghhLQ6SjYJIYQQQgghhLQ6SjYJIYQQQgghhLQ6SjYJIYQQQgghhLQ6SjYJIYQQQgghhLQ6SjYJIYQQQgghhLS6/wMz+oqg0b7nbgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"comet\", \"meteor\"],\n", " [\"COMET\", \"METEOR\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"comet\", \"total_repetitions\"],\n", " [\"COMET\", \"Mean Total Repetitions\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"num_max_output_tokens\", \"total_repetitions\"],\n", " [\"Number of Answers with Max Output Tokens\", \"Mean Total Repetitions\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_metrics_vs_rpp(\n", " metrics_df,\n", " models,\n", " markers,\n", " [\"total_repetitions\"],\n", " [\"Mean Total Repetitions\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "### Analyzing: Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00\n", "*** Found 0 rows with total_repetitions > 50 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00\n", "\n", "*** Found 0 rows with incomplete translations for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.00\n", "### Analyzing: Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02\n", "*** Found 0 rows with total_repetitions > 50 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02\n", "\n", "*** Found 0 rows with incomplete translations for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.02\n", "### Analyzing: Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04\n", "*** Found 0 rows with total_repetitions > 50 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04\n", "\n", "*** Found 0 rows with incomplete translations for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.04\n", "### Analyzing: Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06\n", "*** Found 0 rows with total_repetitions > 50 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06\n", "\n", "*** Found 0 rows with incomplete translations for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.06\n", "### Analyzing: Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08\n", "*** Found 0 rows with total_repetitions > 50 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08\n", "\n", "*** Found 0 rows with incomplete translations for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.08\n", "### Analyzing: Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10\n", "*** Found 0 rows with total_repetitions > 50 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10\n", "\n", "*** Found 0 rows with incomplete translations for Qwen/Qwen2-72B-Instruct/checkpoint-560/rpp-1.10\n", "### Analyzing: Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00\n", "*** Found 3 rows with total_repetitions > 50 for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00\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 all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right.\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 46-3983: `. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right`\n", "Group 2 found at 3983-7920: `. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right`\n", "Group 3 found at 3983-7920: `. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right`\n", "(0, 7874, 7874)\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, short, long, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long,\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 51-58: `hort, s`\n", "Group 2 found at 65-72: `hort, s`\n", "Group 3 found at 65-72: `hort, s`\n", "\n", "Group 1 found at 536-3578: `hort, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, s`\n", "Group 2 found at 3578-6620: `hort, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, s`\n", "Group 3 found at 3578-6620: `hort, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, s`\n", "\n", "Group 1 found at 6631-6637: `, long`\n", "Group 2 found at 6643-6649: `, long`\n", "Group 3 found at 6643-6649: `, long`\n", "(0, 6637, 6637)\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, don't kill me! Please, Eighth Route Army, don't kill me!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 47-88: `Please, Eighth Route Army, don't kill me!`\n", "Group 2 found at 89-130: `Please, Eighth Route Army, don't kill me!`\n", "Group 3 found at 89-130: `Please, Eighth Route Army, don't kill me!`\n", "(0, 83, 83)\n", "\n", "*** Found 2 rows with output_tokens >= 2048 for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00\n", "--------------------------------------------------\n", "chinese: 钱老板道：“正是。 沐王府小公爷的嫡亲妹子。\n", "--------------------------------------------------\n", "english: 'Young Lord Mu's little sister,' said Butcher Qian.\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 'Yes,' said Butcher Qian, 'it's the real thing. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. 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It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right.\n", "--------------------------------------------------\n", "output_tokens-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 2048\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/checkpoint-105/rpp-1.00: Short, long, long, long, short, long, long, long, short, short, short, short, long, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long,\n", "--------------------------------------------------\n", "output_tokens-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 2048\n", "\n", "*** Found 6 rows with incomplete translations for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00\n", "--------------------------------------------------\n", "chinese: 韦小宝脸皮再厚，也知自己的武功实在太不高明，说道：“老乌龟教我的都是假功夫。\n", "--------------------------------------------------\n", "english: However immune to self-criticism Trinket might be, he knew that what he liked to call his Martial Arts training was really a joke. 'The Old Devil only pretended to teach me,' he said.\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: Trinket knew that his own武功实在不高明, and that Old Devil Trinket had taught him nothing but fake kungfu.\n", "--------------------------------------------------\n", "count_chinese_characters-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 1\n", "--------------------------------------------------\n", "chinese: 薛蟠连忙打恭作揖赔不是，又求：“别难为了小子，都是我央及他去的。”\n", "--------------------------------------------------\n", "english: Xue Pan was by this time being apologetic — bowing repeatedly and pumping his hands to show how sorry he was: 'Don't blame the lad!' he said. 'It wasn't his fault. I talked him into it.'\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: Xue Pan hurriedly made a low bow and a respectful揖, and apologized profusely. 'Don't be too hard on the poor boy. It was all my doing.'\n", "--------------------------------------------------\n", "count_chinese_characters-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 1\n", "--------------------------------------------------\n", "chinese: 这阴沉气有时是东西厢房的薰衣草气味，有时是樟脑丸气味，还有时是肉砧板上的气味。\n", "--------------------------------------------------\n", "english: This murky air sometimes smells like lavender in a bedroom, sometimes like mothballs, and at other times like a kitchen chopping block.\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: This gloomy air sometimes smelled like lavender in the east and west wings, sometimes like樟脑 balls, and sometimes like the meat cleaver.\n", "--------------------------------------------------\n", "count_chinese_characters-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 1\n", "--------------------------------------------------\n", "chinese: 在我看来，义气就是江湖好汉中那种伟大友谊。\n", "--------------------------------------------------\n", "english: In my opinion, brotherhood was the kind of great friendship that only existed among the outlaws of the forest.\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: To me, loyalty is the great friendship among the heroes of the江湖.\n", "--------------------------------------------------\n", "count_chinese_characters-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 1\n", "--------------------------------------------------\n", "chinese: 俗语说的：‘千里搭长棚——没有个不散的筵席。’\n", "--------------------------------------------------\n", "english: 'You know what they said about the mile-wide marquee: 'Even the longest party must have an end'?\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: The saying goes: 'Even a long tent搭ed up for a thousand miles will not last forever.'\n", "--------------------------------------------------\n", "count_chinese_characters-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 1\n", "--------------------------------------------------\n", "chinese: 轿夫抬轿从街上走，迈的都是八字步，号称“踩街”，这一方面是为讨主家欢喜，多得些赏钱； 另一方面，是为了显示一种优雅的职业风度。\n", "--------------------------------------------------\n", "english: As the bearers carried their load down the path, their feet left a series of V imprints known as 'tramples' in the dirt, for which satisfied clients usually rewarded them, and which fortified the bearers' pride of profession.\n", "--------------------------------------------------\n", "Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: The bearers walked in a八字 step, which they called 'walking the street.' This was partly to please the master of the wedding and get more money, and partly to show off their elegant professional style.\n", "--------------------------------------------------\n", "count_chinese_characters-Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.00: 1\n", "### Analyzing: Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02\n", "*** Found 2 rows with total_repetitions > 50 for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.02\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 all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right.\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 46-3983: `. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right`\n", "Group 2 found at 3983-7920: `. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right`\n", "Group 3 found at 3983-7920: `. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right. It's the real thing all right`\n", "(0, 7874, 7874)\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 begged for mercy: 'Eight Road gentleman, please spare my life! Eight Road gentleman, please spare my life!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.04\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 begged for mercy: 'Eight Road gentleman, please spare my life! Eight Road gentleman, please spare my life!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.06\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 begged for mercy: 'Eight Road gentleman, please spare my life! Eight Road gentleman, please spare my life!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for Qwen/Qwen2-7B-Instruct/checkpoint-105/rpp-1.08\n", "他的派对渐渐地有了名声，一传十，十传百的，来的人呢，也是一带十，十带百，他全是欢迎。\n", "================================================================================\n", "Gradually, his parties started to gain some notoriety: word traveled fast, as one guest brought ten friends and each of them brought along others—but he didn't mind, everyone was welcome.\n", "================================================================================\n", "His parties became famous and word of mouth spread quickly. People came in groups of ten, who brought another ten, who brought another hundred. He welcomed them all with open arms.\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 6388-6394: `, long`\n", "Group 2 found at 6394-6400: `, long`\n", "Group 3 found at 6394-6400: `, long`\n", "(0, 6388, 6388)\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 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 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 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 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 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 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 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 your own. You ought to spare my face for the sake of your own. You ought to\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.02\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", "Short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.04\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", "Long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-sh\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.06\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", "Long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-sh\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.08\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 short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long short long\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for internlm/internlm2_5-7b-chat/checkpoint-140/rpp-1.10\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-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-short-long-sh\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00\n", "谁知狗儿利名心重，听如此说，心下便有些活动； 又听他妻子这番话，便笑道：“老老既这么说，况且当日你又见过这姑太太一次，为什么不你老人家明日就去走一遭，先试试风头儿去？”\n", "================================================================================\n", "Gou-er's cupidity, however, had been aroused by the words of his mother-in-law, and his reaction to them was less discouraging than his wife's. 'Well, if it's as you say, Grannie, and being as you've already seen this lady, why not go there yourself and spy out the land for us?'\n", "================================================================================\n", "But the dog's heart was softened by the words, and he began to feel a little more alive. Then he heard his wife's words, and he laughed. 'Well, if you say so, I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. 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I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow.`\n", "(0, 6001, 6001)\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 and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short,\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 48-3072: `You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. `\n", "Group 2 found at 3072-6096: `You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. `\n", "Group 3 found at 3072-6096: `You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. `\n", "(0, 6048, 6048)\n", "\n", "*** Found 6 rows with output_tokens >= 2048 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00\n", "--------------------------------------------------\n", "chinese: 谁知狗儿利名心重，听如此说，心下便有些活动； 又听他妻子这番话，便笑道：“老老既这么说，况且当日你又见过这姑太太一次，为什么不你老人家明日就去走一遭，先试试风头儿去？”\n", "--------------------------------------------------\n", "english: Gou-er's cupidity, however, had been aroused by the words of his mother-in-law, and his reaction to them was less discouraging than his wife's. 'Well, if it's as you say, Grannie, and being as you've already seen this lady, why not go there yourself and spy out the land for us?'\n", "--------------------------------------------------\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: But the dog's heart was softened by the words, and he began to feel a little more alive. Then he heard his wife's words, and he laughed. 'Well, if you say so, I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. 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I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go and see her tomorrow. I'll go\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 2048\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", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: Long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short,\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 2048\n", "--------------------------------------------------\n", "chinese: 父亲又想起大约七八年前的一个晚上，我奶奶喝醉了酒，在我家烧酒作坊的院子里，有一个高粱叶子垛，奶奶倚在草垛上，搂住罗汉大爷的肩，呢呢喃喃地说：“大叔…… 你别走。\n", "--------------------------------------------------\n", "english: Then he thought back to a night some seven or eight years earlier, when Grandma, drunk at the time, had stood in the distillery yard beside a pile of sorghum leaves, her arms around Uncle Arhat's shoulders. 'Uncle . . . don't leave,' she pleaded.\n", "--------------------------------------------------\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: Father remembered a night about seven or eight years ago when Grandma had gotten drunk in the courtyard of the distillery where they lived. She was leaning against a stack of sorghum leaves, holding her husband's arm, and talking to him in a low voice. 'Big Uncle . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 2048\n", "--------------------------------------------------\n", "chinese: 他听到我曾外祖父舌头僵硬地说：“闺女…… 你…… 一泡尿尿了这半天……\n", "--------------------------------------------------\n", "english: He heard Great-Granddad, whose tongue had grown thick in his mouth, say: 'Daughter . . . you . . . what took you so long to take a piss? . . .\n", "--------------------------------------------------\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: He heard my great-grandfather's tongue twisted as he said, 'Lady . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 2048\n", "--------------------------------------------------\n", "chinese: 那男孩略一迟疑，道：“我叫…… 叫小玄子。\n", "--------------------------------------------------\n", "english: After a moment's hesitation the boy replied: 'Mine's . . . People call me Misty.\n", "--------------------------------------------------\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: The boy hesitated a moment, then said, 'I am called . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 2048\n", "--------------------------------------------------\n", "chinese: 韦小宝笑道：“你不会说话，不会动弹，安安静静的躺在这里，最乖不过。”\n", "--------------------------------------------------\n", "english: He laughed. 'You can't talk and you can't move! All you can do is just lie there like a good little girl!'\n", "--------------------------------------------------\n", "microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 'You're a good boy, aren't you?' said Trinket. 'You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very good boy. You're a very\n", "--------------------------------------------------\n", "output_tokens-microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00: 2048\n", "\n", "*** Found 0 rows with incomplete translations for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.00\n", "### Analyzing: microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02\n", "*** Found 3 rows with total_repetitions > 50 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.02\n", "“有…… 没有…… 有…… 没有……\n", "================================================================================\n", "'Yes . . . no . . . yes . . . no . . .\n", "================================================================================\n", "'There's one... and there isn't one... There's one... and there isn't one...\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 1-38: `There's one... and there isn't one...`\n", "Group 2 found at 39-76: `There's one... and there isn't one...`\n", "Group 3 found at 39-76: `There's one... and there isn't one...`\n", "(0, 75, 75)\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 and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short, long and short,\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.04\n", "他听到我曾外祖父舌头僵硬地说：“闺女…… 你…… 一泡尿尿了这半天……\n", "================================================================================\n", "He heard Great-Granddad, whose tongue had grown thick in his mouth, say: 'Daughter . . . you . . . what took you so long to take a piss? . . .\n", "================================================================================\n", "He heard my great-grandfather's tongue twistingly say, 'Miss . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.06\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 his knees and begged for mercy with tears in his eyes: 'Eight-Path Old Devil . . . Eight-Path Old Devil . . .'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10\n", "\n", "*** Found 0 rows with incomplete translations for microsoft/Phi-3.5-mini-instruct/checkpoint-210/rpp-1.10\n", "### Analyzing: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.00\n", "### Analyzing: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.02\n", "### Analyzing: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.04\n", "### Analyzing: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06\n", "*** Found 0 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.06\n", "### Analyzing: shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08\n", "*** Found 1 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210/rpp-1.08\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 fell to his knees and pleaded for his life, 'Eight Route Army lord, spare me... Eight Route Army lord, spare me...'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 70-80: ` afraid...`\n", "Group 2 found at 80-91: ` afraid... `\n", "Group 3 found at 80-90: ` afraid...`\n", "\n", "Group 1 found at 91-108: `that he might... `\n", "Group 2 found at 108-125: `that he might... `\n", "Group 3 found at 108-125: `that he might... `\n", "(0, 55, 55)\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, long, long, long, short, short, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long,\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 51-122: `hort, short, long, long, long, short, short, short, long, long, long, s`\n", "Group 2 found at 122-193: `hort, short, long, long, long, short, short, short, long, long, long, s`\n", "Group 3 found at 122-193: `hort, short, long, long, long, short, short, short, long, long, long, s`\n", "\n", "Group 1 found at 6589-6596: `hort, s`\n", "Group 2 found at 6596-6603: `hort, s`\n", "Group 3 found at 6596-6603: `hort, s`\n", "\n", "Group 1 found at 6607-6613: `, long`\n", "Group 2 found at 6619-6625: `, long`\n", "Group 3 found at 6619-6625: `, long`\n", "\n", "Group 1 found at 6625-6632: `, short`\n", "Group 2 found at 6639-6646: `, short`\n", "Group 3 found at 6639-6646: `, short`\n", "(0, 6641, 6641)\n", "\n", "*** Found 1 rows with output_tokens >= 2048 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00\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", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00: Short, long, long, long, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long,\n", "--------------------------------------------------\n", "output_tokens-shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00: 2048\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.00\n", "### Analyzing: shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02\n", "*** Found 1 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02\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", "Short, long, long, long, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long,\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 51-122: `hort, short, long, long, long, short, short, short, long, long, long, s`\n", "Group 2 found at 122-193: `hort, short, long, long, long, short, short, short, long, long, long, s`\n", "Group 3 found at 122-193: `hort, short, long, long, long, short, short, short, long, long, long, s`\n", "\n", "Group 1 found at 6589-6596: `hort, s`\n", "Group 2 found at 6596-6603: `hort, s`\n", "Group 3 found at 6596-6603: `hort, s`\n", "\n", "Group 1 found at 6607-6613: `, long`\n", "Group 2 found at 6619-6625: `, long`\n", "Group 3 found at 6619-6625: `, long`\n", "\n", "Group 1 found at 6625-6632: `, short`\n", "Group 2 found at 6639-6646: `, short`\n", "Group 3 found at 6639-6646: `, short`\n", "(0, 6641, 6641)\n", "\n", "*** Found 1 rows with output_tokens >= 2048 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02\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", "shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02: Short, long, long, long, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long, long, long, short, short, short, long,\n", "--------------------------------------------------\n", "output_tokens-shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02: 2048\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.02\n", "### Analyzing: shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04\n", "*** Found 1 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04\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", "He said my way of speaking had a Yangzhou accent. He was afraid... afraid... that he might... that he might... make me go blind this time.'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 56-66: ` afraid...`\n", "Group 2 found at 66-77: ` afraid... `\n", "Group 3 found at 66-76: ` afraid...`\n", "\n", "Group 1 found at 77-94: `that he might... `\n", "Group 2 found at 94-111: `that he might... `\n", "Group 3 found at 94-111: `that he might... `\n", "(0, 55, 55)\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.04\n", "### Analyzing: shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06\n", "*** Found 1 rows with total_repetitions > 50 for shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105/rpp-1.06\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 begged for mercy: 'Lords of the Eighth Route Army, have mercy! Lords of the Eighth Route Army, have mercy!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", " 50 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04\n", "\n", "*** Found 0 rows with output_tokens >= 2048 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04\n", "\n", "*** Found 0 rows with incomplete translations for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.04\n", "### Analyzing: shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06\n", "*** Found 1 rows with total_repetitions > 50 for shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70/rpp-1.06\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 mercy: 'Eight-route sir, spare my life! Eight-route sir, spare my life!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "\n", "Group 1 found at 2-48: `he sky's blue—the sky's blue—the sky's green—t`\n", "Group 2 found at 48-94: `he sky's blue—the sky's blue—the sky's green—t`\n", "Group 3 found at 48-94: `he sky's blue—the sky's blue—the sky's green—t`\n", "\n", "Group 1 found at 94-109: `he sky's blue—t`\n", "Group 2 found at 109-124: `he sky's blue—t`\n", "Group 3 found at 109-124: `he sky's blue—t`\n", "(0, 122, 122)\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 mercy: 'Eight-route sir, spare my life! Eight-route sir, spare my life!'\n", "================================================================================\n", "----detect excessive whitespaces----\n", "----detect text repetitions----\n", "