From 96c7e9398a2eb2d8fca6849dbc6f214ad9cd8d48 Mon Sep 17 00:00:00 2001
From: dx-tan <dx.tan@samsung.com>
Date: Thu, 4 Apr 2024 14:07:02 +0700
Subject: [PATCH] Update: Unlimit task timeout, Add EDA for processing time

---
 cope2n-ai-fi/modules/sdsvkvu                  |    2 +-
 cope2n-api/EDA/__init__.py                    |    0
 cope2n-api/EDA/processing_time.ipynb          |  412 +++++
 cope2n-api/EDA/utils/__init__.py              |    0
 cope2n-api/EDA/utils/processing_time.py       |   27 +
 cope2n-api/SBT_detail_report_20240122.csv     |   95 --
 cope2n-api/SBT_detail_report_20240123.csv     |  100 --
 cope2n-api/SBT_detail_report_20240124.csv     |  115 --
 cope2n-api/SBT_detail_report_20240125.csv     |  116 --
 cope2n-api/SBT_detail_report_20240126.csv     |  112 --
 cope2n-api/SBT_detail_report_20240127.csv     |  120 --
 cope2n-api/SBT_detail_report_20240128.csv     |  108 --
 cope2n-api/SBT_detail_report_20240129.csv     |  553 -------
 cope2n-api/SBT_detail_report_20240130.csv     |  103 --
 cope2n-api/celery_config.txt                  | 1371 +++++++++++++++++
 cope2n-api/fwd/settings.py                    |    3 +-
 .../management/commands/migrate-csv.py        |   16 +-
 .../migrate-datebase-edit-None-invoice-no.py  |   81 +
 .../migrate-datebase-fill-invoice-no.py       |   80 +
 .../migrate-datebase-remove-empty-string.py   |   77 +
 cope2n-api/fwd_api/utils/accuracy.py          |    8 +-
 21 files changed, 2063 insertions(+), 1436 deletions(-)
 create mode 100644 cope2n-api/EDA/__init__.py
 create mode 100644 cope2n-api/EDA/processing_time.ipynb
 create mode 100644 cope2n-api/EDA/utils/__init__.py
 create mode 100644 cope2n-api/EDA/utils/processing_time.py
 delete mode 100644 cope2n-api/SBT_detail_report_20240122.csv
 delete mode 100644 cope2n-api/SBT_detail_report_20240123.csv
 delete mode 100644 cope2n-api/SBT_detail_report_20240124.csv
 delete mode 100644 cope2n-api/SBT_detail_report_20240125.csv
 delete mode 100644 cope2n-api/SBT_detail_report_20240126.csv
 delete mode 100644 cope2n-api/SBT_detail_report_20240127.csv
 delete mode 100644 cope2n-api/SBT_detail_report_20240128.csv
 delete mode 100644 cope2n-api/SBT_detail_report_20240129.csv
 delete mode 100644 cope2n-api/SBT_detail_report_20240130.csv
 create mode 100644 cope2n-api/celery_config.txt
 create mode 100644 cope2n-api/fwd_api/management/commands/migrate-datebase-edit-None-invoice-no.py
 create mode 100644 cope2n-api/fwd_api/management/commands/migrate-datebase-fill-invoice-no.py
 create mode 100644 cope2n-api/fwd_api/management/commands/migrate-datebase-remove-empty-string.py

diff --git a/cope2n-ai-fi/modules/sdsvkvu b/cope2n-ai-fi/modules/sdsvkvu
index 46a612a..2012803 160000
--- a/cope2n-ai-fi/modules/sdsvkvu
+++ b/cope2n-ai-fi/modules/sdsvkvu
@@ -1 +1 @@
-Subproject commit 46a612a003c411406988b83b3dd6299d2a458366
+Subproject commit 20128037dbfca217fa3d3ca4551cc7f8ae8a190e
diff --git a/cope2n-api/EDA/__init__.py b/cope2n-api/EDA/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/cope2n-api/EDA/processing_time.ipynb b/cope2n-api/EDA/processing_time.ipynb
new file mode 100644
index 0000000..efc720d
--- /dev/null
+++ b/cope2n-api/EDA/processing_time.ipynb
@@ -0,0 +1,412 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import sys\n",
+    "import os\n",
+    "import numpy as np\n",
+    "from tqdm import tqdm\n",
+    "import datetime\n",
+    "\n",
+    "current_dir = os.getcwd()\n",
+    "parent_dir = os.path.abspath(os.path.join(current_dir, os.pardir))\n",
+    "sys.path.append(parent_dir)\n",
+    "\n",
+    "import django\n",
+    "from django.db import models\n",
+    "from django.db.models import Q\n",
+    "from django.utils import timezone\n",
+    "from asgiref.sync import sync_to_async\n",
+    "from fwd import settings\n",
+    "os.environ.setdefault(\"DJANGO_SETTINGS_MODULE\", \"fwd.settings\")\n",
+    "os.environ[\"DJANGO_ALLOW_ASYNC_UNSAFE\"] = \"true\"\n",
+    "django.setup()\n",
+    "from fwd_api.models.SubscriptionRequest import SubscriptionRequest\n",
+    "from utils.processing_time import cost_profile, backend_cost\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "start_date_str = \"2023-12-25T00:00:00+0800\"\n",
+    "end_date_str = \"2024-04-01T00:00:00+0800\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@sync_to_async\n",
+    "def query_data(start_date_str, end_date_str):\n",
+    "    base_query = Q(status=200)\n",
+    "    start_date = timezone.datetime.strptime(start_date_str, '%Y-%m-%dT%H:%M:%S%z') # We care only about day precision only\n",
+    "    end_date = timezone.datetime.strptime(end_date_str, '%Y-%m-%dT%H:%M:%S%z')\n",
+    "    # start_date = timezone.make_aware(start_date)\n",
+    "    # end_date = timezone.make_aware(end_date)\n",
+    "    base_query &= Q(created_at__range=(start_date, end_date))\n",
+    "    subscription_requests = SubscriptionRequest.objects.filter(base_query).order_by('created_at')\n",
+    "    return subscription_requests\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "subscription_requests = await query_data(start_date_str, end_date_str)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def process(requests):\n",
+    "    result_by_file = {\"queue\": [],\n",
+    "                        \"inference\": [],\n",
+    "                        \"postprocessing\": [],\n",
+    "                        \"created\": []}\n",
+    "    result_by_file_type = {\"imei\": {\"queue\": [],\n",
+    "                                    \"inference\": [],\n",
+    "                                    \"postprocessing\": [],\n",
+    "                                    \"created\": []},\n",
+    "                          \"invoice\": {\"queue\": [],\n",
+    "                                    \"inference\": [],\n",
+    "                                    \"postprocessing\": [],\n",
+    "                                    \"created\": []}}\n",
+    "    result_by_request = {\"backend_cost\": [],\n",
+    "                        \"number_of_file\": [],\n",
+    "                        \"request_cost\": [],\n",
+    "                        \"created\": []}\n",
+    "    for request in tqdm(requests):\n",
+    "        if not request.ai_inference_profile:\n",
+    "            continue\n",
+    "        result_by_request[\"created\"].append(request.created_at.timestamp())\n",
+    "        result_by_request[\"number_of_file\"].append(request.pages)\n",
+    "        result_by_request[\"backend_cost\"].append(backend_cost(request.created_at, request.ai_inference_start_time))\n",
+    "        result_by_request[\"request_cost\"].append(request.ai_inference_time)\n",
+    "\n",
+    "        for key in request.ai_inference_profile.keys():\n",
+    "            profile = cost_profile(request.ai_inference_start_time, request.ai_inference_profile[key])\n",
+    "            result_by_file[\"queue\"].append(profile[\"queue\"])\n",
+    "            result_by_file[\"inference\"].append(profile[\"inference\"])\n",
+    "            result_by_file[\"postprocessing\"].append(profile[\"postprocessing\"])\n",
+    "            result_by_file[\"created\"].append(request.ai_inference_start_time)\n",
+    "            if key.split(\"_\")[0] in [\"imei\", \"invoice\"]:\n",
+    "                result_by_file_type[key.split(\"_\")[0]][\"queue\"].append(profile[\"queue\"])\n",
+    "                result_by_file_type[key.split(\"_\")[0]][\"inference\"].append(profile[\"inference\"])\n",
+    "                result_by_file_type[key.split(\"_\")[0]][\"postprocessing\"].append(profile[\"postprocessing\"])\n",
+    "                result_by_file_type[key.split(\"_\")[0]][\"created\"].append(request.ai_inference_start_time)\n",
+    "\n",
+    "    \n",
+    "    return result_by_request, result_by_file, result_by_file_type\n",
+    "\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 22396/22396 [00:00<00:00, 57697.82it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "result_by_request, result_by_file, result_by_file_type = process(subscription_requests)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "frame_by_file = pd.DataFrame(result_by_file)\n",
+    "frame_by_request = pd.DataFrame(result_by_request)\n",
+    "frame_by_imei = pd.DataFrame(result_by_file_type[\"imei\"])\n",
+    "frame_by_invoice = pd.DataFrame(result_by_file_type[\"invoice\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "frame_by_file.set_index('created', inplace=True)\n",
+    "frame_by_request.set_index('created', inplace=True)\n",
+    "frame_by_imei.set_index('created', inplace=True)\n",
+    "frame_by_invoice.set_index('created', inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def to_datetime(timestamp):\n",
+    "    # Convert the timestamp to a datetime object\n",
+    "    dt = datetime.datetime.fromtimestamp(timestamp)\n",
+    "\n",
+    "    # Format the datetime object as YYYY-MM-DD\n",
+    "    formatted_date = dt.strftime('%Y-%m-%d')\n",
+    "    return formatted_date"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def plot_trend(x, y, title, outliner_threah = 95, num_bins=200):\n",
+    "    y = y[x>=0]\n",
+    "    x = x[x>=0]\n",
+    "    if outliner_threah:\n",
+    "        # Calculate z-scores\n",
+    "        z_scores = np.abs((y - np.mean(y)) / np.std(y))\n",
+    "\n",
+    "        # Determine the threshold based on the desired percentage of inliers\n",
+    "        threshold = np.percentile(z_scores, outliner_threah)\n",
+    "\n",
+    "        # Filter out outliers\n",
+    "        filtered_x = x[z_scores <= threshold]\n",
+    "        filtered_y = y[z_scores <= threshold]\n",
+    "    else:\n",
+    "        filtered_x = x\n",
+    "        filtered_y = y\n",
+    "\n",
+    "    # Compute the histogram\n",
+    "    if num_bins:\n",
+    "        hist, bin_edges = np.histogram(filtered_x, bins=num_bins)\n",
+    "        # Compute the average value for each bin\n",
+    "        bin_avg = np.zeros(num_bins)\n",
+    "        for i in range(num_bins):\n",
+    "            bin_values = filtered_y[(filtered_x >= bin_edges[i]) & (filtered_x < bin_edges[i + 1])]\n",
+    "            bin_avg[i] = np.mean(bin_values)\n",
+    "        nan_mask = np.isnan(bin_avg)\n",
+    "        edges = bin_edges[:-1][~nan_mask]\n",
+    "        bin_avg = bin_avg[~nan_mask]\n",
+    "    else:\n",
+    "        bin_avg = filtered_y\n",
+    "        edges = filtered_x\n",
+    "\n",
+    "\n",
+    "    average = np.mean(bin_avg)\n",
+    "    date_time = []\n",
+    "    for e in edges:\n",
+    "        date_time.append(to_datetime(e))\n",
+    "    plt.plot(edges, bin_avg)\n",
+    "    # plt.plot(filtered_x, filtered_y)\n",
+    "    plt.axhline(average, color='red', linestyle='--', label='Average')\n",
+    "    plt.text(x[-1], average, f'Avg: {average:.2f}', ha='right', va='center')\n",
+    "    plt.xlabel('Timestamp')\n",
+    "    plt.ylabel('Processing Time (seconds)')\n",
+    "    plt.title(title)\n",
+    "    plt.xticks(rotation=45)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_trend(frame_by_request.index, frame_by_request[\"backend_cost\"], \"Backend cost Trend\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_trend(frame_by_request.index, frame_by_request[\"request_cost\"], \"Request_cost Trend\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_trend(frame_by_request.index, frame_by_request[\"number_of_file\"], \"Files in a request Trend\", outliner_threah=None)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_trend(frame_by_file.index, frame_by_file[\"postprocessing\"], \"AI postprocessing Trend\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_trend(frame_by_imei.index, frame_by_imei[\"inference\"], \"IMEI Inference Trend\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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voWCHIAiCIIi8hoIdgiAIgiDyGgp2CIIgCILIayjYIQiCIAgir6FghyAIgiCIvIaCHYIgCIIg8hoKdgiCIAgijwhHBPiC4f5eRlZBwQ5BEARB5BFXPvclTnrgfXR6gv29lKyBgh2CIAiCyCM27O9AuyeIrxs6+3spWQMFOwRBEASRR4TCAgDgQLu3n1eSPVCwQxAEQRB5RCAcAUDBjhwKdgiCIAgijwhFRGXnIAU7HAp2CIIgCCJPEAQB4QhLY3n6eTXZAwU7BEEQBJEnBKN+HYDSWHIo2CEIgiCIPCEUifD/N3b5EApH4mw9cKBghyAIgiDyhGBIUnbCEQGNXb5+XE32QMEOQRAEQeQJwYhSyaFUlggFOwRBEASRJ4Rknh2AKrIYFOwQBEEQRJ4QDJOyowUFOwRBEASRJ8QGO1R+DlCwQxAEQRB5A2soyCBlR4SCHYIgCILIE9TKzsEOCnYACnYIgiAIIm9gBmWbxQQAONTh5R2VBzIU7BAEQRBEnsCUncGlTljNJoQiApqo1w4FOwRBEASRL7BxEQ6rBUPKnAAolQVQsEMQBEEQeQMbF2E1mzC0zAWAKrIACnYIgiAIIm9gnh271cyVnYZOSmNRsEMQBEEQeUIgLCk7lYV2AEB7T6A/l5QVULBDEARBEHkCU3asFjMqCh0AgFYKdijYIQiCIIh8gXl2bBYTKgptAEjZASjYIQiCIIi8gVVjWc2SstNGwQ4FOwRBEASRL7A+OzaLmSs7bR4KdijYIQiCIIg8IRSWp7Giyk43BTsU7BAEQRBEnhCUG5RdYjVWTyAMXzDcn8vqdyjYIQiCIIg8gRuUzSaUFFhhMYszstoHeCqLgh2CIAiCyBOCfBCoGSaTCeVRdWegm5Qp2CEIgiCIPIEZlK3RqeessWAywY43EIY3kF9pLwp2CIIgCCJPCMmUHQCoSDLYCUcEfO+RlZjz6McIR4TMLLIfsPb3AgiCIAiCSA9B2SBQIPlgp8MTwIF2L39MdbEjA6vse0jZIQiCIIg8IRiKKjtWpbKj10V5d0sP7vrXZjRGh4V2+0P8dx15ZGomZYcgCIIg8gR5NRYAlEeDHa35WIIgYOE/12Pdvg5UFNpx46wj4PZJwU4+mZpJ2SEIgiCIPEHeZweQDMqs9Hz9/g5sb3IDAD7afhjr9nWIv48GNnJlp90T7JM19wWk7BAEQRBEnhBSVWNxZac7gJZuP857ajUA4PGLpuLPH37LH+eOBjndvvxMY/WrsvPAAw/g+OOPR3FxMWpqajBv3jxs27bN8ONfeuklmEwmzJs3L3OLJAiCIIgcIRStoLJrKDsbD3QgEI4gEI7g6ue/wsYDnfxxLH0lV3byaaZWvwY7K1euxPz58/H5559jxYoVCAaDmD17Nnp6ehI+ds+ePbjppptw8skn98FKCYIgCCL7CYSV1VjypoJfH+wCABTYLHz7kVWFAAC3T0xZKQ3KlMZKC8uXL1fcXrJkCWpqavDVV1/hlFNO0X1cOBzGxRdfjMWLF+OTTz5BR0dHhldKEARBENmPlMaKKjtFTNkJYvMhUcm5cdZY9ATC2NbYhbkTh+CGl9ZrKzt5ZFDOKs9OZ6f4RlRUVMTd7je/+Q1qampw5ZVX4pNPPumLpREEQRBE1iM1FRSVnTKXDYDYLPC/u9sAABPrSjFtTBUA4Ku94n082MlTz07WBDuRSAQ33ngjpk+fjgkTJuhut2rVKjzzzDNYv369oef1+/3w+/38dldXV2+XShAEQRBZSTCi7KDssFpQ7LDC7Q/xtNTRtSV8+2KnGAwxRSdflZ2sKT2fP38+Nm/ejJdeekl3G7fbjUsvvRRPP/00qqqqDD3vAw88gNLSUv5TX1+friUTBEEQRFYRDCnTWIBUkQUAdWUFKHNJt4udoubh9gUhCIKizw55dtLMggUL8Oabb+Ljjz/G0KFDdbfbuXMn9uzZg7PPPpvfF2Gtsa1WbNu2DaNHj1Y8ZtGiRVi4cCG/3dXVRQEPQRAEkZeomwoCYhflfW0eAMB4maoDAEUOMQwIhgX4QxF0+6UAJ5+qsfo12BEEAddddx1ee+01fPTRRxg5cmTc7Y866ihs2rRJcd///M//wO1247HHHtMMYhwOBxyO/JjtQRAEQRDxUDcVBKSREQAwvrZUsX2h3QqTCRAEoMsXVKSxOr1BhCMCLLLAKVfp12Bn/vz5ePHFF/Gvf/0LxcXFaGxsBACUlpaioKAAAHDZZZehrq4ODzzwAJxOZ4yfp6ysDADi+nwIgiAIYiDAlB3WVBBQBztKZcdsNqHIYYXbF0J39IchCGLAI398rtKvnp0nn3wSnZ2dOPXUUzFkyBD+8/LLL/Nt9u3bh4aGhn5cJUEQBEHkBmwQqF1P2akriXlMSdSk7PaFFMoOII2ZyHX6PY2ViI8++iju75csWZKexRAEQRBEjhOMKJsKAlKwU1Fox+ASZ8xjmG9HM9jpCQDVmVpt35E11VgEQRAEQfSOkIZnZ0ipGOBMHloKkynWfyOvyGJprPJof558GQaaFdVYBEEQBEH0HtZB2Sbz7MwZPxh3n300Tj2yRvMxLNjp9AbREwgDAIZVuNDu6eTT0HMdUnYIgiAIIk8IhJVNBQHAabPgp9NH8jlYalhjwcYuH79vaIULQP54dijYIQiCIIg8gffZsRgvFy+KKjsNHWKwY7eYubcnX3rtULBDEARBEHkC9+yYjZ/eWRrrUKcXgBj8MM9OR09+eHYo2CEIgiCIPCEYju2zkwhWet7QKSo7hQ4LHynR5glgd0sPrn5+DbY25u5sSQp2CIIgCCJPYMGOvM9OIpiy0xgNdoocNl6u3uEJ4LH3tuOdr5vwzCe707zavoOqsQiCIAgiD4hEBESHnitKzxPB+uywHjvFDivKommsw24/tjW6AQC7W3rSuNq+hYIdgiAIgsgDWENBILk0FqvGYhQ5rVzZ2dPq4ffncrBDaSyCIAiCyAOYORkAbCkYlBlFDivKXbHzsFp7AujM0SaDFOwQBEEQRB7A/DpAcqXnMcGOU0pjqdnV0p3a4voZCnYIgiAIIg8IypQdizmJYMdhU922wmG1oNBuAQA4rGZMHloKIHdTWRTsEARBEEQeIG8oqDUDSw+tNBYAlEd9OzPGVGF8nRjs7DpMwQ5BEARBEP1EKg0FAamDsvp2TbEDAPC9owdhVHTURK4qO1SNRRAEQRB5QFBjCKgRbBYzCmwWeIPiEFCm7Nx25jh8vP0wfnTMUHyy4zAAYBcFOwRBEARB9BdBjSGgRilyWnmww9JaJ4yswAkjKwCADxHd09KDSETAo+9tR5cvhLvPPpqnzARBSCp91pdQGosgCIIg8oBURkUw5L6dQkesDlJf4YLVbII3GMaKb5rwpw++xZLP9uBghzhPa+2+dhx/3/t45asDKa4+s1CwQxAEQRB5QCiSmmcHUDYWLNIIdmwWM4ZVuAAA9765hd/f2i1ORf9kewtauv14a1ND0q/dF1CwQxAEQRB5QChFzw4AlMiUHXV1FoOlsg60e/l9bR4x2Gnt8QMA9rZmp6eHgh2CIAiCyAMCPNhJwbMjU3OKHNoNBVmwI6etmwU74r/7272IRISY7fobCnYIgiAIIg/gpecpBDtyNUddis4YVV3E/18e7bDcHlV2WNATCEXQ5PYl/fqZhoIdgiCILGJPSw/W7Gnr72UQOYi8qWCyMM+OyQS4bBbNbSbUlQAA6isKcPbkWgCSotMW/RcA9smGh2YLFOwQBEFkET9b8iXO+8tqNHVl39Uxkd0EeVPB1KuxiuxWmHUeP2loGZ796fF44crvoLpIbDjY3qNMYwHA3rbsC3aozw5BEEQWcaDdi4gAHOrwYlCJs7+XQ+QQwTR4dvRSWIzvHlkDQBol0doTQCQi8HQWAOzPwmCHlB2CIIgswR8Kc5Nply/Uz6shco1QL5oKlkTTWFpl51pURoOd9p4AOr1BhGWm5L2UxiIIgiD06PGH+f/dvmA/roTIRXrTVLAsajguLdCuxFLDlJ22noAihQUA+7JQ2aE0FkEQRJbQLVNzuryk7BCxfLLjMNp6AvjBlLqY3/WmqeApR1Tj8pOG43tHDza0PVN22jwBbk42mQBBoGCHINJGe0+AX1kQRL7g9ktqThcpO4SKUDiCXz7/FTzBMKaNrkJ1dCo5gyk7dmvyyo7TZsHiH0wwvD07/nZ4gmiOlpofUVOMbU1utPUE4PYFFV2Z+xtKYxE5x7tfN2LqvSvwl5U7+3spBJFWKI1FxONAuxc9gTAEATjs9sf8XqrGyvypvdxlB5v5ubNZ7Jo8rNKFimgQlG3qDgU7RM7x3jdNAIAtDV39vBKCSC/dcmWH0liEip2Hu/n/O7yBmN+HeuHZSRaL2YSyqL9nR7MbgJjaYvOzsq0ii4IdIufYeKATAOAPRvp5JQSRXrplyg6lsQg1imDHE/v5YJ4dWx8oO4CUyvq2WVxXhSzYybaKLAp2iJzCGwhje5N4FeEPhRNsTRC5hdyg7KbSc0IFSxcB2sFOIBTts5OCZycVmEl5V4u4ropCO4ZXisFOtqWxkjIof/PNN3jppZfwySefYO/evfB4PKiursbUqVMxZ84cnHvuuXA4HImfaIAQCEWw4UAHptSXpdT3gIjl60OdYO0c/CFSdoj8QpnGImWHUJIwjRUdF9EXnh1A9O0AUpBVWWRHSTS1lW3BjqE9snbtWsyaNQtTp07FqlWrcOKJJ+LGG2/Evffei0suuQSCIOCOO+5AbW0tHnroIfj9scapgcgzq3bjJ0+txguf7+3vpeQNG6IpLED6ghFEvkBpLCIe8mCnUyuNxZsK9pGyU6SsiK0odGB4RQ4rO+eeey5uvvlmvPLKKygrK9PdbvXq1Xjsscfwxz/+Ebfffnu61pizHGgX3+w9WZa7zGU2Hujg/ydlh8g3KI1F6NHa7Ue7LMCRj2dgBHsx9TwVmLLDqCy0o7LIjiKHFWUFNgiCAJOpbwKvRBgKdrZv3w6bLXG9/EknnYSTTjoJwSBdkQBSzwOSo9PHJpmyQ54dIt+gNBahx87DPYrbWp6d3szGSoUKVa+zyiI7Bpc4seme2VkT5DAM7ZFEgU5HR0dS2w8UWJqF5Oj00OkNciMcQMoOkX/I++z0BMK8lJggWAqLxRAdGsEw8+zYUph6ngqxaSw7TCZT1gU6QArVWA899BBefvllfvu8885DZWUl6urqsGHDhrQuLtfhA/2oX0Za2HywU3GbSs+JfMPtVx4ruv107CBEdkbLu48cVAxA27PTn2msIocVDqulT143FZLeI0899RTq6+sBACtWrMCKFSvw9ttv48wzz8TNN9+c9gXmMqTspJcNUb/OEYOKAFAai8g/elTBDV0oEQym7BwzvByAtmcnxNNYfVV6LlVfq1Na2UbSs7EaGxt5sPPmm2/ivPPOw+zZszFixAiceOKJaV9gLsPSLJR7Tw8b94vKzvEjKrC9qZvSWETe0a0yJdOFEsFgnp1jh5Xjxf/uQ4c3GGMADvJBoH0T7JQXSpaVbA92klZ2ysvLsX//fgDA8uXLMWvWLACAIAgIh+lKW46k7NDVWTrYFE1jnTCyAgB5doj8Q522omCHAABfMIz90ereY6PKTiAUgU+Vyg/ypoJ9k8aSKzuV+Rbs/OhHP8JFF12E733ve2htbcWZZ54JAFi3bh3GjBmT9gXmMswZ3+0PIcw64REp0dLtx8EOL0wm6csejghk4CTyChbslEYbs6UrjUXHn9xmT2sPBAEocVoxvNLF01TqxoJ9PS6iwG6B0ya+ltqsnG0kvUceeeQRLFiwAEcffTRWrFiBoiLRP9HQ0IBrr7027QvMZQKyE7FaniaSg/XXGV1dpLiaIHWHyBcEQeDBzpBSJ4D0KDv/3nAI4+5cjv9sbOj1cxH9Q2u3GNQMKS2AyWRCaYEYWKjLz4N9OAiUwY7HFYXZPT0hac+OzWbDTTfdFHP/r371q7QsKJ+Qd/jt8gVR6qKS/FTZEPXrTKorhV0m0fpDEWT5d4wgDOELRrgCU1dWgK2N7l43FoxEBPzx3W0IhCNY9W0Lzpo0JB1LJfoYFgQXOsRqpzKXDS3d/hiTcqiPq7EA0atzsMOb9WksQ8HOv//9b8NPeM4556S8mHxDHux0eoOo78e15DrMrzNpaCksZhNsFhOCYYEqsoi8gZ3QTCZgEFN2elnc8NH2Zj59ur0ntnqHyA08ARbsiKfssmiaU11+zpQdex8qO3VlBdh0sBN15QV99pqpYCjYmTdvnuK2yWSCIAiK2wwyKUuolR0iNQRB4GmsSfVlAACH1YJgOES9doi8gV+9262SZ6eXx41nP93D/9+mUapM5Aas2aTLLik7QGxjQakaq++UndvnjsPJR1Rh1rhBffaaqWBoj0QiEf7z7rvvYsqUKXj77bfR0dGBjo4OvPXWWzjmmGOwfPnyTK83p5B7dqhfRuoc6vShpTsAq9mEo4eUAAAc0VQWeXaIfIH5+oocVpQ4xZNZb9JY3za78cmOFn6blJ3chSs79qiy49L27IT6wbMzrNKFi08crrAXZCNJe3ZuvPFGPPXUU5gxYwa/b86cOXC5XLjqqqvwzTffpHWBuQwpO+lh4/4OAMCRg4vhtIlXNlKwQ0oikR/IfRklBeKhuTdprOc+2wsAGFlViN0tPZpN6IjcgCs7zLMTVf46dDw7fTUbK5dIeo/s3LlTc/J5aWkp9uzZk4Yl5Q9KZYeCnVTZKPPrMBzRoIeUHSJfYMFOkdOGYmfv01irvhVVnatOGQUAaPcEFfYDIneIVXZYsKPt2aFgJ5ak98jxxx+PhQsXoqmpid/X1NSEm2++GSeccEJaF5frKJUdSmOlCvfrDC3j9zFlJ0DBDpEnsFERxQ4rSpziSS1RGquh04v//ehbuH2xJ739baIxedroSgBirx06DuUmPQHm2RE/F6UsjaXqsxOM9H0aK1dIOtj529/+hoaGBgwbNgxjxozBmDFjMGzYMBw8eBDPPPNMJtaYk4TCEcj7eJGykxqRiICNBzSUHUpjEXkCu2p3K9JYxpSd//t4F363fBvuf2ur4v4D7V6EIgKcNjPqy10ojBpbybeTm3jUpecFkrIjCAK+2N0GTyAkpbH60KCcKyTt2RkzZgw2btyIFStWYOtW8Qs2btw4zJo1KyvHuvcXAVVnX/LspMae1h64fSE4rGYcEZ32C4BP16VqLCKXWbn9MH767Be4fe44PrG6yGHjyk6iwobmLj8A4PV1B3HbGUfxXl57WsQ5SiMqC2E2m1BeaEdPwIs2TwAjUJipP4fIEGplp1xmUF665gBueXUjfjp9hGzqOZ2L1SQd7ABiqfns2bMxe/bsdK8nb1CnV3rbHGygwlSd8bUlijy0w0bVWETu89WeNkQE4P1vmvkYlCKHRVaNFTvsUU5nVDH2BsP455r9+EXUn7NbFuwAYuO3A+1eUnZyFKnPjrr0PIA3Nh4CAHyxu408O3FIKdh5//338f7776O5uRmRiPJk87e//S0tC8t1YpQdSmOlhJTCKlPcT2ksIh9ojxpMdzS7ceRgUbksclp5GisiiFf1RQ7tQ3Wn7Ljy/Od78bMZI2Exm7CnVQx2RlaLwQ5TAtoo2MlJuv0qz07089HWE8Dnu1oBADuau8GGndtI2Ykh6fBv8eLFmD17Nt5//320tLSgvb1d8UOIqJUdMgamhmROLlXcz9NYpOwQWUq3P4Rlaw8oAhI1rBy8pTuAvdEApchhg8Nqhj16dR7vQkmeHt/X5sFH25oBSMrOSJmyI389Irfgnh1VU8FgWOCpK/kU9L4cF5ErJK3sPPXUU1iyZAkuvfTSTKwnb4gJdkjZSZpQOILNh7SVHdbAijw7RLay5NPd+MO723HtqaNxyxlHaW4jDz7WRftJFTksMJlMKHZa0doTiJsCZ4HUaUfV4IOtzXjhv/tw+rhBUhqrSq3s0HEoF/FEPTtsXESRwwqr2cSnnKuxmUnZUZN0+BcIBDBt2rRMrCWvIINy79nR3A1fMIJihxWjqpSmSkpjEdnONw1uAOLnWI92WfDBeqYURc3JiSqyIhGBX0T9bPpIAMCn37ag0xvEwQ4vALGhIACUu7Sb0BH9x6EOLx5+dxua3b6E2/aoPDsmk4mrOwAwrMKl2J48O7EkvUd+/vOf48UXX8zEWvIKpuwwKbrbH0JEJwontNkU9etMqCuFWXWlQuMiiGyHqSsH2r38PrcvqPDNaAUfrHGcVJGlHex0B0K8vcVxI8oxpNQJfyiCpWv2QxDEq/+qIlHRKS/MH89Otz+EP3/4Ld+/ucpfVu7Enz74Fi98vi/hth6VZweQfDtFDisuPnGYYnuqxool6WDH5/Ph4YcfxsyZM3Hddddh4cKFip9keOCBB3D88cejuLgYNTU1mDdvHrZt2xb3MU8//TROPvlklJeXo7y8HLNmzcIXX3yR7J+RcViwUxk92AiC1EeDMMYGHb8OQB2UiexGEARuEj7Y7uH3ff/xVfjuHz7i1TVawznVyo5eGosFQXarGU6bBaceWQ0A+PtqcUzEiCoXr+LKJ8/OfzYewu/f2YZHVmzv76X0Cqb8Nbv9cbcLhCI8U1AoC3bYfKxTjqjChDrlMZKUnViS3iMbN27ElClTYDabsXnzZqxbt47/rF+/PqnnWrlyJebPn4/PP/8cK1asQDAYxOzZs9HTox+xf/TRR7jwwgvx4YcfYvXq1aivr8fs2bNx8ODBZP+UjMI+nEUOK1chyLeTHHqVWIBM2QlSGovoX5rdPj6AkXHY7ec+iy5fCJ3eIJrdfuxt9aDTG8T+Ni98wTA3lMopdohBDis/1zM4s/vZFf7MI2oAiEZlQCo7B/KrGqulW/wbDnV4E2yZvQiCgO3NYrCTKLXoDUjHuIKoQRkAxtYUAQC+P6mWV/IxrOTZiSFpg/KHH36YthdXT0lfsmQJampq8NVXX+GUU07RfMwLL7yguP3Xv/4Vr776Kt5//31cdtllaVtbb+FpLKsZJQU2HHb7ybeTBP5QGFsbuwDoKDuUxiKygG8aunDWnz7BvCl1ePj8Kfx+dYrlYLtX0dq/2e3jwz4t0RNTOJqTYr6M8kIxiGnt1r7yVwc708dUKkyrcp+bpOzk/jGIKV0tOvslF2jtCXCPViK1jfl17BazYrL4ornj8ONjh+K4ERUAgKoiOw8ELRTsxNArrevAgQM4cOBAutaCzk7xSr6iosLwYzweD4LBoO5j/H4/urq6FD99gSLYMdgNlZD4psGNYFhARaEdQ8sLYn5PpedENrDrcI/YFHBrs2LIJkthMQ60e7DrsHRfc5efqyzlLjtGVEoGU5bGqipyAAAOd2ufDNnxhB1fip023pgQkCqxAClw6vAEeFCVq7A5YC06+yUX2N7k5v9XD/NUw1KebOI5o7TAxgMdALzDvN1ipmkGGiQd7EQiEfzmN79BaWkphg8fjuHDh6OsrAz33ntvTIPBZJ/3xhtvxPTp0zFhwgTDj7v11ltRW1uLWbNmaf7+gQceQGlpKf+pr69PeY3JEJB1spRy77l/VdVXbJL5dbS+uFIHZUpjEf0H61jb6Q0q1JzdLR7FdgfavYrfN7v9/CRXUWhTjEJhDQRZsKOnYHSplB0AOPXIGv5/ebBTViAqOxEh99PpbDp8tz+kSPHkEt/KKvQSKjtRc7Lcr6MFS2WROVmbpIOdO+64A0888QQefPBB7tW5//778fjjj+POO+9MeSHz58/H5s2b8dJLLxl+zIMPPoiXXnoJr732GpxOp+Y2ixYtQmdnJ//Zv39/ymtMBqbsOKxmnnunxoLG2cD8OnWxKSxA7tkhZYfoP4Iyr866fR38/2w2VUHUSH+ww4tdh6UTXLPbx09yZS47D3bMJukxiYIddRoLAGYeUc3/P1Lm2bFbzSiOBlG5blLulh1HczWVJVd22qPDPPXoiQZ3LrtFdxsAOIoFO5TC0iRpz85zzz2Hv/71rzjnnHP4fZMmTUJdXR2uvfZa3HfffUkvYsGCBXjzzTfx8ccfY+jQoYYe84c//AEPPvgg3nvvPUyaNEl3O4fDAYfDkfSaeou89NzliF9CSsQidU4u0/w9pbGIbIB1rwWAdfvbce6x4vGLpbFOHFWBj7YdFtNYLco0VjtPY9mkUREOK1cyq4tFNUZX2YkqxSWyYGfckGJcPXMUCmwWXm7OKC+0w+0P5XywI69qPdztR72qx0y28vC721DstOEXp4zCjiYp8A2EIvAGw4qycjl8CKjOyBDG0UPEC8PCBNsNVJLeK21tbTjqqNhuoEcddRTa2tqSei5BEHDdddfhtddew0cffYSRI0caetzvfvc73HfffXjnnXdw3HHHJfWafQVLYyk8O5TGMkSPP8Rl3kn18ZUddadqguhLQrLU/fpoB2R52fmMMVX4aNth7G7pwf42KbUlKjssjWXH1GFlsFlMGFVdxLfhyo5bOzjRUnZMJhMWnTlOc/vyQjv2tXlyvouyvBS/JUHZdrbQ1OXDnz74FgBw2rgaRRoLENUdvWCHDwFNoOxMqCvBTbOPwJiaorjbDVSSTmNNnjwZTzzxRMz9TzzxBCZPnpzUc82fPx//+Mc/8OKLL6K4uBiNjY1obGyE1yuVFF522WVYtGgRv/3QQw/hzjvvxN/+9jeMGDGCP6a7W79LaX+grsYCyKBslK8PdSEiAENKnagp1k5PkmeHyAbkys43DW54A2E0dfnhC0ZgMZvwnVGVAIDtTd2Q+4Kb3X5FGmtIaQHeWzgTz/3sBL4NC3a8wTBPZcjRCnbiURHtuJvrk8+7/VKwlismZbmq/5eVO9EafQ/YhXC896RHo6GgFiaTCQtOG4szJgzp7XLzkqSVnd/97nc466yz8N577+Gkk04CAKxevRr79+/HW2+9ldRzPfnkkwCAU089VXH/s88+iyuuuAIAsG/fPpjNZsVjAoEAfvzjHysec/fdd+Oee+5J7o/JIFzZscg9O7l9RdVX6A3/lENpLCIbkHt2whEBmw528mqn+vIChUkYEAOTTm9QkcaqiPbAGV6p3LbQYUWBzQJvMIyWbn9MeoKdQNnxJRG8i3KOp7Hknp3DOaLsyFNvS78SK5jrKwpQYLOgy9cdtyLLoxoVQaRG0sHOzJkzsW3bNvzv//4vtm7dCgD40Y9+hGuvvRa1tbVJPVc8Uxbjo48+Utzes2dPUq/RXzBlx2Y1ozhB23dCyYY4zQQZ1GeHyAbUzQTX7WvnSu6IqkIUOawod9l4yuqEkRVYsaUJ3mCYj5GQzzhSU1Vsx/42L1q6/THBEFN2SgwrO9FeOzms7AiCwKuxgMwZlEPhCNbu68CkoaVw2pIPMgRBQLsnyPsbyZU5dtobW1PM/5Z4PipejUVenF6R0t6rq6tLyYg8kJAblBMN9COUJKXsUAdloh8JRNNYZpNY1r1+fwcfysg6GNeVF/BgZ3xtCVbvbEW3P4RtjWJFDuturEVVkQP727w4rOHbSTaNlQ/zsfyhiCJ1mKlg559rDuD21zZhwXfH4KY5R2pu094TwBMffoufHDcURw0uUfzuyZU78bvl2/DM5cfh9HGDFGoUY+ygIl61F6+LslHPDhGfpD07zz77LJYuXRpz/9KlS/Hcc8+lZVH5gLL0nJoKGqXTE8TeVtHIOamuTHc7ybNDyg7RfzBlZ9wQ8WT30bbDPE3BJo4PLZOqhUZVF6GmWPTisNSGumpKTrzy887o8cRwsOPK/flY6jlhmQp29raJQcgXe/SLbv61/iCeWbUbj0eNx3LW7m0HAGw+KDaxZe/1cFnzyLE1xbL3RAxcH1mxHQ+/q5wPyTooJ/LsEPFJOth54IEHUFVVFXN/TU0N7r///rQsKh9QVGORsmOYjQc7AAAjKl0ojSPvUxqLyAbYaIZjhpWjtMAGbzDMlROmTMo7gI+qKkRNibIVRnm8NFacYEcqPTd2EqyIdlHO5ZER3X51sJOZwI2lnb5p6NK1WzR2ie+J1owu1vWavUfs+SbWlWLWuBo4bWacOLKCD/Ns9wTQ3hPAY+/vwJ8++BaNnT7+XB6exiJlpzckHSru27dPs0R8+PDh2Lcv8aj6gUJQy6BMnp2EsOGfE+P4dQC5QZnSWET/wRTcYqcVb143A9sa3QgLAqqLHZg6TBzdIA92RlYVxlQYVsRVdrR77fiCYf7aRpWdmhLxdQ+0exJsmb2o00GZKj1nPhm3L4QD7V7NXj5sZllzV+wa2LpY13y27mKnFQ+fNwX+UBjFThsPdDs8QeyVtSb4pqELg0vF94uUnfSQtLJTU1ODjRs3xty/YcMGVFZWpmVR+YBfUXoufki7/SFEcnwuTabZG+1PMjZBrwg2EC8YFnJ+1g+Ru7A+OzaLGfUVLsw6ehDmjB+MY4ZJM6qGlosnykElDhQ6rDyNBYhen3jVVEzZaVUpGMyvYzZJ4yUSwb5TTV1+dOaouuOOlp0PKpFSgb4M+PbkCtKWBu15iiwAberyKY7rgiDwKjGWduvmvhur2M06+p7LU4v7ZMGO/DV7SNlJC0kHOxdeeCGuv/56fPjhhwiHwwiHw/jggw9www034IILLsjEGnMS5SBQ8YMdEaQondDmYFQSriuLHf4pxyGb/kuNBYn+IhgST3K2OPOIvjO6EtNGV+KqU0YDgCKNVVpggzlOe3+9NFaXrBLL6NDHYqcNtVG1YHuzO8HW2QkLHoaUFsBuEY8BmSg/l1dPfaMT7LBeOaGIoCjn7/KFuI2BBzvRf9mQVwarxGv3BLFPNjxW/pqk7KSHpPfevffeiz179uD000+H1So+PBKJ4LLLLiPPjgxeem4xw2mzwG41IxCKoMsX4lE9EcvBaDluncakcznyYMcfCqOAKhWIfiAoU3b0KHJY8eIvvsNvy9NY8czJgDyNpa3sGE1hMY4YXIxDnT5sb3LjeNnE7FxBng6qLnbgYIdYlp/ukRHyYGfLIR1lRxZkNXb6pCn1svuZZ4cpRWoVjr3/HZ4AL8wAlMGOx+AgUCI+SSs7drsdL7/8MrZu3YoXXngBy5Ytw86dO/G3v/0Ndnv8L+5AQm5QBkC+HQNEIgIORY15iZQdq8UMS/SKmEzKRH8RipZBW+MEO2rkyk68snMAqCpmIyOU6kXKwU504Oj2xtxUdljQUOK06QaCalq7/Xx/Jfs6APBNY2ywIwgCWmQl/M1uyVAsV+GYstOjF+zIulrL01i7W3p4eo4rO5TG6hUph4ojRoyAIAgYPXo0V3gICXnpOSBWTLR0+ynYiUNLjx+BUARmE7g5Lx4OqxmeQJgmnxP9BitEiJfGUqNQduJUYgFSGot5U1iDO16JlaRKzIOdpuwar2MUuUKSaCo8IBq5T394JYocVnx883fjpgzlMJ8MAOxv86LLF1Tsa7c/pEifN3ZKa5ArO8yg7NZNY4kBW5cvhN2yQbERAdjW6Mbk+jJ4AqTspIOklR2Px4Mrr7wSLpcL48eP5xVY1113HR588MG0LzBXkVdjAeCpqy6N5lKECEthDS5xxk0LMKTyc6rIIvoH1uDOyOeVkYyyU+K08mOI/KTODMbJKzuiSXl7U24qOyzIK3LKgp04np2Wbj86PEEcaPdit8wTkwimxDD1eGuDcn+pDeNNXZKyo0hjRXsh9fCRD6pgR/b+NUcfd3S0ZxNLZbG1uChV3yuSDnYWLVqEDRs24KOPPoLTKV2hzJo1Cy+//HJaF5fLyA3KAGSNBUnZ0YObkxP4dRg0H4vob9hFjdWgYgAAxQ4rnNGmmIk8OyaTSTNdwxoKGh0VwRhTUwSTSTTXZqohXybhRl+HFVXF4n45HOfv8AakC6HNBzsNvYYgCDw4GV+rDDwY6n2nl8YKhCPwBcOS10gV7Fgt0jghQPy7po+p5K8ZCkf48Y3GRfSOpIOd119/HU888QRmzJihqAIYP348du7cmdbF5TJ+dbBDjQUTws3JCfw6DJp8TvQ3rPTcbjV+KDWZTBgU7XmTSNkBtH07yTYUZLjsVtRHS+FzUd1haaxipxXVBtJYHlmw87WO0ViNNxjmE+qZiVttUm5Vvaa8CaC6OsztC0npN2fs+yX/DNRXuHg37m8a3PDIyupJ2ekdSQc7hw8fRk1NTcz9PT09hksgBwKBsLJKQzIoUxpLj+SVnWiwQ54dop9gaSyrOblDKeu1k8izA2iXn6dqUAYk386OHPTtyKuxpCBQ36DsDcqDHWPKDgtMzCbwfklqkzJT2ZhC1yRrLKgOvty+IH9OLd+N/DMwXBHsdPEUltVsUlSgEsmT9N477rjj8J///IffZgHOX//6V5x00knpW1mOE5PGil6BkbKjj6TsGCsj5WmsMAU7RP+QikEZAC46cRimDivDzCOrE26r1UW5d8GO6NvZloPKDjf6OmyGDMrKNJb+6Ac5PbJSbzbf7FCHT7ENe002AFTh2VGtp90TgC8oddpWUyZTdoZXujC6ugg2iwlu2bBYl91CYkIvSToJeP/99+PMM8/Eli1bEAqF8Nhjj2HLli347LPPsHLlykysMSeRTz0HJGXHTcGOLqTsELlGKAWDMgD8cOpQ/HDqUEPbVvKTutyzk1o1FgAcOZgpOzkY7MjSQSwVeKjTi0AooplKlKexOr1B3dEPcpiaUuiworJI6nAciQi8mosZlMfXlmD9/g609gT4GpjSZDIBggA0yFJcWr4bubJTX+GC3WrG2JpibGnowqodLbqPI5IjaWVnxowZWL9+PUKhECZOnIh3330XNTU1WL16NY499thMrDEnYVd8DrVnh9JYukjKTuKyc4A8O0T/ww3KSSo7yaDZrK4Xys7YGqn83IjSkU10R8dFFDmsGF7hQlWRHb5gBGv3tWtu71F1rDeSyuIpJ4eF+2nCEUHRq4cpO2Nririq1+wWx0aw3zHvYUNUFXJYzZpBsVrZAYBTo4rfa+sOAiC/TjpIKQk4evRoPP300/jiiy+wZcsW/OMf/8DEiRPTvbacRrcai5QdTTq9QX7VVmvUoEzVWEQ/Ewwn7qDcW0ZWiSdAlnaKRAR+YVAtm7NllNE1Ymqm0xvMuQnozLNT4rTCbDZhxpgqAMAnOw5rbu9Vzc3afDCxSVneAFAc9yMeu1tlTQSZslNd7OR9k5q6/OjwBhGKupt5CqxTfK+0UliA0qA8vEJ8zLypdYrXJGWn9yT9DV27di02bdrEb//rX//CvHnzcPvttyMQiN/JciAR00GZqrHiwg7eFYV2wzNgpD47FOwQ/QM7sSXr2UmGSUPLAAA7D3fD7QuK//pDKLBZEg7M1cJhtaAwqhRka1o9FI7gtlc34pWvDvD7BEGIac538lhRAfkkmu5Rw9JYrDPA5qSUHfE1Kvkw1lgTcmWRnQ8lbe7y8fvLXDZURtsKMGVHL2ApLxTPDRazCbVRVfuIQcW83w5Ayk46SDrYufrqq7F9+3YAwK5du3D++efD5XJh6dKluOWWW9K+wFwkEhFimo1RNVZ8DhkcACpH8uxQGovoH4KhzCs7VUUO1JUVQBCATQc7sW5/BwBg4tDSpMZUyGHBgjtLm5xuONCBl77cj0dWbOf3+UMRHlyysQsnjxWVnU0HO9HWE3uxzQzKzEhsRNlRBzsV0aBF/vwsqKkqcvBu741dPp5qrCpy8EayDVHzst50epbGqisrULyf86bW8v9T9+Tek/Q3Zfv27ZgyZQoAYOnSpZg5cyZefPFFLFmyBK+++mq615eTBGTVQUzZKaVqrLgYnXYuh9JYRH8TjKRWep4sU+rLAAAb9ndifTTYmRq9LxXYiVw+8DKbYGZs+YwqeWDGTv41JU4cNbgYggB8+m2susPSWMcOL4fZJAYpzV2+mO3kqOdYMYWGpZT8oTDvhF9VZFeksVgQVF3k4GmrhuixTU/ZmVpfhhKnFXPGD1Lcf87kOrACLBelsXpN0t9QQRAQiTbSeu+99zB37lwAQH19PVpatKXEgYYi2FGPi/AGc84U2BckW4kFyA3KFOwQ/UOqpefJMmloKQBg44EOrN/XAUAKgFKBnch7AtkZ7DAVRW4wls/Fks+4YuqOlm+HPb6i0I5R1WLK7+uG+OpONys9jw7eZBVZbE3sX6vZhNICG1d2mmTKTnWxpOywUnR192RGfYUL6+6ajTvOOlpx/+BSJ04aJXZTLqQ0Vq9Jqc/Ob3/7Wzz//PNYuXIlzjrrLADA7t27MWjQoASPHhgEQ7HBDktjRQSgJ0BpFzXJdk8GaDYW0f+kWnqeLJOjgc2Xe9q5UXnKsLKUn48FO9mSxvp8Vyvu/tdmrqqwgCIYFvj3W95QUI7ct6O+kGSeHZfdwvsL7WyObaa4v82DvdHZWT06aSzm2WGl5ZVF9mg3bNGz06RKY7HeamxJWt2TGRadcSMLvjsGNcUOnD6Ozq29Jelv6KOPPoq1a9diwYIFuOOOOzBmzBgAwCuvvIJp06alfYG5SEB2tceuQJw2M7/6o/lYsRxIQdmxU58dop/pi9JzAJhYV8rTMOGIgEElDgwpNf5dUSOlsbLjQuGBt77Bc6v34r1vmgAo/TGe6BqZmVrtfTlhZAUcVjMaOn2KyeGA5NkpsFswJqrsfKsKdkLhCOb9+VN8//FV8AXDUhrLztJYUYNydE0tPVJAAwCDommsQx1eTWWHkUpF1bQxVfjijln43tEU7PSWpPf+pEmTFNVYjN///vewWEhqA2IbCgJip+kSpw2tPQF0+YKoReoHqnwkNWWHPDtE/8KCHXuGlZ1ChxVjaoqwPTrioTcpLEBKqbC+Nf1JKBzBN9FOwc3RsQvtsmCnJxBCeaFd0VBQjtNmQX2FC982d6Ox08fTVYCk7BTYLBhdox3sHO7280CmsdOnUY2lTGOxGWWsSmtUdRHMJmBPqweHog0Eq4rsMQqUXhqL6BsMfUONeEycTidstuQbXOUj6h47DGosqI0vGObGvqHJeHYojUX0I+GIwAdGploVlQyToyXoADClvrxXz1XIg53Mf3deW3cA819cq2uG3tXSw4+ZzN/S5pEFO35lGkurqol1IVb3DfLyNJYVo5myc1jZTFE+xLOpyxdjUJbSWOKaWGDExngMLnVi8Q8mAJCO/dXFDt6fh0G9cvoXQ9/Q8ePH46WXXkrYR2fHjh245ppr8OCDD6ZlcbmKX6cctYSXe/b/1VQ2wcrOC+2WpDrCUp8doj8JygoRMp3GAoBJMjWnt8pOX1ZjPf7Bt/jPxga8vblR8/fyieIsDdSmUnYA5cRzNax8u92jPEexaiyX3YLR1UUwmYAOT1DRIFA+xLPJ7ZdmY6mDHZWyw9JYAHDpd4bjkfMnc+9NfYUrZpSHXuk50TcY2vuPP/44br31Vlx77bX43ve+h+OOOw61tbVwOp1ob2/Hli1bsGrVKnz99ddYsGABrrnmmkyvO6tRNxRkUGNBbVglVm1ZQVLD7hy2aBqLPDtEP8B6vgCZT2MBwJSosmM2SdVZqcIChu4MG5QFQeBN9dbsacOPj42dB7alIX6wo/bsFDtiL4iYstOhCnZYNVaB3YICuwV1ZQU40O7FzuZuHqzIh3g2d/kU4yIAKahh87HUyg7jh1OHYliFCwfavRhdXaRQjID4BmUi8xja+6effjrWrFmDVatW4eWXX8YLL7yAvXv3wuv1oqqqClOnTsVll12Giy++GOXlvZNX84GgXhqLGgtqwv06SaSwAEpjEf1LSK7s6FTTpJMJdSX4xckjMbi0oNcpEVbK3J3h0vMub4irK2v2as+v+iZBsMOUHT3PDiCNXNBPY4l/75iaIhxo9+Lbw904MVrWLQ92mrp8/PWYEiOfj9XlC+JAuwcA+CBSOccOr8Cxw8X/qxUoUnb6l6T2/owZMzBjxoxMrSVvCOiYFlkpIlVjKUmloSBABmWif2Hfc5NJv3Q4nZhMppheLKnCPTsZVnbYXChANAa39QR4WggQlR95Gqul2w9fMKyYVs5SbfE8O3ppLE9QFexUF+GjbYcVJuVGRbDjlzw70WDFbjWj2GmF2xdCS3cAW6Nm6iMGFcf92112CyxmE8Kqrs9E/5B57XUAwkxqDj1lh9JYCnqr7AQo2CH6Ad5jx2xOKv2aDTDVIdOeHXUq5yuVutPs9iv8M22egGK6OyD1JYvn2ZHSWMpjKwuanDZJ2QGUFVnNcs+OPI0lG9HAUllfH+qE2xeC1Wzihmc9TCaTYq2UxupfKNjJAHrVWOyDn81pLF8wjGtf+Aovf7mvz14zZWWHOigT/Uhf9djJBFI1VmaPRQ2qYGfNnjbFbabqjK4uhMVsgiAAO5rdim080TW6DSg7cs9OOCLwYzEbLsyCnZ06ys6hTi98UQ+g/HWYGvXZt60AgFHVhTHHdy0UwQ4pO/0KBTsZQGoqmHsG5Q37O/DWpkb8+cOdffaaLNhJpuwckKexyLND9D3qYb+5RFEfBTuN0TQWq0RV+3aYOXliXSmfQbWtUdkHhyk7ndH0v1bFppay45UNCGZpLKbGHOqUSszlnh2mMgPKUnEe7OwSRyIlSmEx5GZqCnb6l9z7luYA/kQG5SwOdtjaWWv0TBOOCFzqritzJfVYB3VQJvqRUKRv5mJlgqI+Kj1nTfbOmDAYgDjbyycLQpiyc3RtCU8VbWtUzq5ia+yKF+wUxnp2WCWWySQdK8oL7Tyo2nW4B55ASDEygxXY2S1mxfGbVV7tbxODoaMGGwx2ZMoO9dnpXyjYyQBaHZQBuUE5e9NYTJrvCYQVB6VM0dTlQygiwGYxoabYkfgBMiiNlX2oS3/zmWAod5Ud9biIbn8If1+9B/vbPGl9HXYhc+LISlQVORAMC9h4oJP/nik7Rw8pRXX0+7+tSanssKCFKTslGsFOWVTZ6fQGEYlGLLwSy2ZReKp4J+XDbr4+l92iUF5Y2TlDbqoGgCMHlyT4yxGzVlJ2+peUvqU7d+7E//zP/+DCCy9Ec3MzAODtt9/G119/ndbF5SpBvT47OaDsyM2+cuNgpmAprCGlBYpJxkagNFZ28damBkz5zQr8ffWe/l5KnxCM5K5nh5llA+EI/KEwlq7Zj7v+9TXm/ukTLNdp/pcKDdE01pAyJ44fIbYlWbNX9O0EwxHsiQ7fPGJwEQ92dh4Wgx0Wn7CAjB03tZSdsgIxGIkI0nZ8VIRdGWQw3862xm7eUHBwiZMP9ARiVZiKQuWF2JFG01jR/cwqs4j+I+lgZ+XKlZg4cSL++9//YtmyZejuFj+YGzZswN133532BeYiicZFZMukYS0Cst4hfZHKSmUmFoM6KGcX7Ip9k+zKPZ9h/bRs5hxUdmQBQI8/zNMzbl8Iv/zHV/jrJ7t6/RqCIHCD8pDSAh5kMDXF7QvxieAVLjsPdtjxkw3Y7PGH4A+FuXFY3ZkYEI+1rHcQ67XjUfXYYUyONmRct6+d+3VqShyKvjlqFaZSpuy47BbD/kK2Vkph9T9Jf0tvu+02/Pa3v8WKFStgt0sfgNNOOw2ff/55WheXqyQsPfcGDc0b6w+Y6RKQZsFkkoMpTDtnyEvPs3V/DiTYUElvH6Q/swHWQTkX01gWswkF0XLsbl+Iz6YbWVUIAPjrJ7t7/RpdvhAPOAaXOLnKwS72WEdkl90Cq8WM6iKlelJfIR4TegIhnvo3mbRLz4HYXjte2RBQOccOFxWmDQc6+PFHVHakYEcdnFTKuiUfMajYsArN1kpDQPufpL+lmzZtwg9/+MOY+2tqatDS0pKWReU6+tVY4gc+FBGy9oQgn/fTF2msA+3SqIhkccgOYqTu9D/sJOYNZOdnO93kcuk5IKWyuv1SsMPGOaib86UCU3DKXDYU2C0odjJlOxj9V9k3p1rl2asvFwsWPIEwT00VOay6gUZ5oXJkBDvGFqiUnVFVRSgtsMEXjODDraINY1CpU+EZjE1jScGO0RQWQMpONpF0sFNWVoaGhoaY+9etW4e6urq0LCrX0TMoF9gsvK18tpqUg32dxmJl571IYwEU7GQDrMOtZ8AEO7mr7ACyiqyAFOyMiio7/lAkpQIFQRDw9qYGNHf5JL9Oqfjd5n3Gop8TFsCwIEgd7LBUUY8/JJmTNVJYDD4yooelscTXUaexzGYTjhlWBkAqhR9U7ESNIo2lfEylzLNzpMFKLED6m9WGZ6LvSfpbesEFF+DWW29FY2MjTCYTIpEIPv30U9x000247LLLMrHGnEOv9NxkMmV9r50+NyhH58ykksaymk1gF3lkUu5/2OyibFUt000onLul54Cs1050DAIAjKgq5MbgVI5RK7cfxjUvrMW1L6yV+XXEIEJSdpRNAvWUnaEVorLT4w/HLTtn6KWx1MEOIKWyGINLVQZlexxlJ4lgZ/qYKoyuLsQ5k0kI6G+S1tbuv/9+zJ8/H/X19QiHwzj66KMRDodx0UUX4X/+538yscacQ68aCxCba7X1BLJ2Ppbcs9OSYWVHEISUuycDYvBot5rhC0YGVK8dQRAgCEi6ei3TdA+wNBZLV1tz0KAMSGpDpzfIA4TqYgdKnDZ0eoPo8gZRUxw77DIebAzDmr3tGBL9Tg+OBjslvIO8Oo0lBjBVas9ONI3VE5ApOwX6pyx1Y0G9aixAHNgpZ1CJA7Ih9jFpJ7vVjLE14iTzCXXGJ87XV7jw/q9PNbw9kTmSDnbsdjuefvpp3Hnnndi8eTO6u7sxdepUjB07NhPry0n0qrEA6YudrcqOPI3VlmFlp60nwCsshpQld1BlOKwWMdgZIGksQRDw46dWwxMI440F02HNohRK94BTdqJpLANjA7IRpuzsa/OIwbNJTAWVFojBTmcKqXb5LKz/bDwEABhSolZ2gop/mbJT4rTCbjXz4ydLY3kCKSo7QanPjprJ9aWKIZ2DSpyIyA4hWj1xll07Db5gJO4aiOwlZdfUsGHDMGzYsHSuJW/Qm3oOZH9jQaVnJ7PBzqGOaNlnsYP3zEkWqfx8YJxg3f4QH6bY5PanpIhlChbsDBTPDu+gnGUKm1HYCZ31uqkodMBiNsmOUfoXZJ/vakWZy4ajVM315HOmmFLCFJ4SmSFaEASu7LD7TSYTqoscONjhRbHDyhsFhiMCHw4a37OjVnbE51cblAFxVtbRQ0qw6aDYJqGm2ImIrKJTy1Bc7LQhSaGLyCKSDnYEQcArr7yCDz/8EM3NzYhElFfUy5YtS9vicpV4yk62Nxbsyz47BztS9+swBloX5Y4e6XPT2p1lwU705NUXnbezgUCOG5TZCX1PixjssJEITLno1Al29rd5cPFf/4uyAhv+e/vpCnVRPeUciPXsRASxQ7tbZVAGxDTawQ4vygvtfHgnII2diKeqMINyh1e8SJPSWNoXUscOL8emg52oLLTzY3WJ04ouXyjGoEzkPkl/S2+88UZceuml2L17N4qKilBaWqr4IfSrsQBlr51shLXAB0SDcib71xzoRUNBBu+iPEA8O/KS4L4wkBvFFwzzQNkTCA2IvkehPCk939sqXnQwg3CiC7IvdrchHBHQ2hPA5kPKOVZM2ZGXZzPPjtNm5mZuty8oeXZkKgpbQ0WhXdELiAVRWqMiGEwJYtVYvjhpLEAyKcvbXrBeO1Qqnn8k/Y4+//zzWLZsGebOnZuJ9eQFgXgG5QJl+WW2IU9j+UMR9ATCGZvp0puGggzeWDA8AIOdPmj6aBT59OyIIH52nDonmXwhqNNPK1coiionLGhmBmGu7Hi0g511+6XJ5at3tmJKfRkAIBIR0Bwdv3Dtd0fjhpfWAxAb9gFimqrYaYsWaIRiqrEAZbADiCZqbzCMQ6rp6VpwZcdjTNmZM34wrp45CjPHVvP7Jg0tw47mbsNTzYncIemzWGlpKUaNGpWJteQNRtJY7ixNYwVVQUNrtz9zwU576j12GNLk84GROumQnYDaevpmMr0RulXBuy8YHgDBDktj5aayE9MluFA/jSUIAh+muW5fB79/9a5WXHPqaABAmyeAQDgCkwk4c8IQbDvVjWKnTfE6xdFqVLcvGNNnB5BGRLCUmpjKCqAh6u8rdRnosxMzLkL7+GW3mrHozHGK+x48dyJ+PfuIlJqcEtlN0pck99xzDxYvXgyv15uJ9eQF8Q3KLI2VncqOWiHJZKokPcoOGwY6MJQdeYVctio7wMAwKbNqrGyqiEuGIpVKUsXSWKpeYM99tgeT7nkXX+1tgycQwtZGN3/Mmj1t/AKJpZoqCx2wW8245YyjeCDEkI+M0FJ2zj22Dj+aWofLThoBQOqRwyqr4hmUWSDkDYbhC4bj9tnRw2YxZyzQWb16NSwWC84666yMPH8igsEgbr31VkycOBGFhYWora3FZZddhkOHDiV87J///GeMGDECTqcTJ554Ir744gvF76+++mqMHj0aBQUFqK6uxg9+8ANs3bo1U39KSiT9LT3vvPPQ3t6OmpoaTJw4Ecccc4zih0ig7PA0VrYqO0qvRSZPqFKPHVfKzzHgDMqyNFZLFgU76uG2A6H8PBjnoiYXUCu2LI1VolJ2VmxpgtsfwlMrd2HjgU6EIwIGlThQ7rLBEwhj44EOAOBDNQeXKvvlyCl2SIGUlkF5aLkLD58/hfeyUa8xnkG5xGnlk8U7PMG41Vj9wTPPPIPrrrsOH3/8saEAI914PB6sXbsWd955J9auXYtly5Zh27ZtOOecc+I+7uWXX8bChQtx9913Y+3atZg8eTLmzJmD5uZmvs2xxx6LZ599Ft988w3eeecdCIKA2bNnIxzOnuNA0vmJyy+/HF999RUuueQSDBo0iEubhIShaqwsNSgHVCXcmarI6vGHeEqmNsUeO8DAKz1vz9Y0lkrZSXdjwcNuPw60ezB1WHnijfuIYIQ1FczNY6A6jaVXjdXsFoOYD7Y2Y1i0q/Gxw8sRiQDLv27E6p2tOHZ4Be+YPLhEXxlhF3t6yo4al2qN8QzKJpMJZQU2tPYE0O4J6E497w+6u7vx8ssvY82aNWhsbMSSJUtw++23AwAuuugihMNhvPzyy3z7YDCIIUOG4OGHH8Zll10Gt9uNX/7yl3j99ddRUlKCW265Bf/6178wZcoUPProo4bWUFpaihUrVijue+KJJ3DCCSdg3759uq1kHn74YfziF7/AT3/6UwDAU089hf/85z/429/+httuuw0AcNVVV/HtR4wYgd/+9reYPHky9uzZg9GjR2s+b1+TdLDzn//8B++88w5mzJiRifXkBYbSWFlrUBaVHbNJNJpmKo3FVJ0Sp1VxZZcsVI2VHbCJ54x0KzvX/b+1+HxXG95bOBNjaorS+typwioXczaNpafs8E7H4jGqOdrjJhwR8NxnewAAU+vLYbeaxWBnVysWnDbWmLIjGxkh9dnR//4XqgKVRA39ylxSsMOqsdRTz/uDf/7znzjqqKNw5JFH4pJLLsGNN96IRYsWwWQy4eKLL8ZPfvITdHd3o6hI/Gy/88478Hg8fOj2woUL8emnn+Lf//43Bg0ahLvuugtr167FlClT+Gvcc889WLJkCfbs2WN4XZ2dnWKQWFam+ftAIICvvvoKixYt4veZzWbMmjULq1ev1nxMT08Pnn32WYwcORL19fWG15Jpkg526uvrUVJSknjDbKenB7BofAksFsDpVG6nh9kMFBTEbGv29KAg4Icj4JUeH92WfbEDnW795zaZAJcstePxAHqlvOptvV4gEufEX1gYd1tx7T4MKnFgj88kpbF8PiCeJCl/3kTbulzcnDyi2Bp/H7tc4MN6/H4gpAwSi0J+FAR8CLu7xb+Fte4PBIBgHPWsoMD4tk6n9FlJZttgUNxeD4cDsFqT2rbDE4QlEoY9FERPG7T3nd0O2KInhVBI3G96yLcNh8X3Tg+bTdxeY1tvexcKArLb3TJPXyQiftaMPK/Otm3N7SgI+NB0uFMKdgRB/G7oYbWK+83Itsl876PbsqaCrqBXf3udY4ShbZP53qdwjCgO+xXvWbU5BPT0KJQdv7sb/g435FqNDcCxVTYeuKzZ0w5/KIyWw50oCPgw1BbR/jsLC6VhoB3i8a8AQHHYD/So1h793hc6rLCHxM88AJSEA0BPWHNbAKi2AYcCPrhbOhHp7kZBIABXyCetJ5nvfRqPEc88/TQu+clPgJ4enPG976GzsxMrV67EqdOnY86MGSh0ufDaSy/h0gsvBAC8+Pe/45y5c1FcUAC3243nnnsOL/797zj9O98BADz7xBOoHTtWfJ3o31ZVXi6pKAa+975wGLfeeisuPP98lFgsmu9ZS0MDwuEwBg0aJN4R/d4PqqjA1i1bFI/53//7P9xy553o6enBkUceiRXLl8MeDOrvNwPfe81tU0VIkjfffFOYM2eOsHv37mQfmhV0dnYKAIRO8dAQ+zN3rvIBLpf2doAgzJyp3LaqSn/b444TBEEQDrZ7hOG3vinsL63R3/boo5XPe/TR+tsOH67c9rjj9LetqlJuO3Om7rZeu1MYfuubwvX/b6247dy5+s+r/hj9+Mfxt+3uFv6+eo8w/NY3hVXTz4q/bXOz9LzXXht/W/ln8qab4m+7ebO07d13x9/2iy+kbX/3u/jbfvihtO0TT8Tf9s03pW2ffTb+tv/8p/g2PPaxcM0Pbou/7bPPSs/75pvxt33iCWnbDz+Mv+3vfidt+8UXcbfdcc2vpW03b47/vDfdJG27e3fcbfdfeIW0bXNz/Oe9/HJp2+7u+Nv++MfKz3C8baPHiNte3SgMv/VNIeAs0N82hWMEZ/hw/W0zeIzY2ewWht/6pjDhruWCb/rJuttGXC7h2HvfFYbf+qawemeLsG7itPj7TRCEP767TRh+65vCVyecHn/b7m5BEAThrtc3CUsnJNhWdox4/7QEx55+OEZsBQQrIDSx+z78UJg/f75wySWX8GPEtYAwJ/r7bkBwAcK/AUF4801h/fr1AgBh7x/+oHjeqYBwg3wN0WOEIAji/+OsN/D008LZZ58tTJ06VeiMs+1BQAAgfPbZZ+LzRo8RNwPCCaptOwBh+803CytXrhTOPvts4ZijjhK88fbZ3XdL6zV4jODn785OIVmSVnYuueQSeDwejB49Gi6XCzabUlZsa2vrXfSV5/Ccs9C/60gEcyFkaj4WU3aoeVdydHiCGN7fizCAuoVBughHsueLk6m/sb9hxyi3P4RAKAK9pJQJ4lTvf60/hFU7WnCygSIBliIz2mVb7dlJRLaYkeU8AyAEoJbdcfrpEAA4HA48MXkySgFcDGAmgGYAKwAUADgjQ+sJAjjvySexNxTCBx98gJLPP9fdtgqAxWxGU1OT4v4mAINV25YCKK2uxthTTsF3vvMdlJeW4jUAF6Z3+SljEgQhqaPHc889F/f3l19+ea8WlGm6urpQWlqKzkOHtNNxaUhjTVn8LvyhCN5beArqopN72baCIGD07W/BHvBh5U2n8o6dCvoxjfXjJz/D14e6cMl3huHptc0YN6QEb99wctrTWNe/tB7/3nAId84ahStPijNjLUEa65EV2/B/H+/GZScNx6Jzj8n7NNbRdy2H3xeAPSSu4d0bT0F9paqarR/SWL9542v8vy/289t3/WgSLpwRHQ6cQKJeuasdOzoCuHLGSJgEQXPbY+9dAU8gjN9dMBVnnxDt8yUI/ZrGuvGldXh9/SHcc9pwXDF9pPa2WZzGCoUjmHjPuwCAMdWFeOP6kwEAQWcBxt7xNgDgD2eNxZ2vbcKkoaW4b94E/HrpBlx58kicM7kOAPDK1nbctHQDJg8txYHGdng8Abx53XSMrtFoyldYiH9+uR+3vLoR9QUmtHR6UV1sx8e3nBa7bfR7/8QHO/Cnt76GJRLGyCoX3rrhFN1tAeDVz77F/7yyAeOGFOObBrFE/r93nC75gvo4jRUKhTD0iCNwy69+hdmnRf9OhwOwWDBv3jzc9Ktf4ZdXXAEAGDVhAn41fz7eXrECw+vr8eRjjwEOB9xeLyorK/H/nn8e537/+wBEr03dEUfg55dfjkd/9zvpednxROd7HwwGcd6ll2LHrl348KOPUF1dnfAYceJ3v4sTTjwRjz/+OBAOI+LxYNhRR2HB1Vfjtl//Wrlx9Bjh9/tRXl6O/33kEVxxySXaT5xCGoufvzs7k7bTpFSNlRcUFipP0PG2S+I5BUFAp8UOwQzYSouBQmUwYzKZUFJgQ4cAdJntGGTk+V2uxNswCvQrIYxs2211wGt3ompQBYBmqRrLqRGU6WFgW2ZQHjKozPg+djikk1cUc1ExvHYnuq0O6cAEiF8iozneTG1rs0mBRBq29YfCYoWJ2QJrsQNufwgtsKI+3v6zWqUDYCIsFuPvhWrbdpMdXrv0vvcIsitssznu897+n//iYIcXpx5ZjTE1xZrbdpjtCNsF+C2yfW8yGV9vMtsChrblbRqMHksMPi8nme99CscIKwCh0AVfMIKiyjK+NhvECiZPIIytnSF47U6UVpVhzKjB+Netyuv5k8eK7/PGg50QBDNgd2JQbRWgo8gwz84BnwDB7oStJP6+K3RYEbDaANhgLy1JuP9OHFcLr30b1rYGgejn0VVWAmiZyPvgGPHm66+jvaMDV15zTcw4pXPPPRfPLFmCX86fDwC46OKL8dSzz2L79u348MMP+d9aXFyMyy+/HDcvWoSKmhrU1NTg7rvvhtlshslu59s98cQTeO211/D+++9rfu+DwSB+fNFFWLt+Pd58802Ew2E0NjYCACoqKmCPrvn000/HD3/4QyxYsAAAsPDXv8bll1+O4447DieccAIeffRR9Hg8+OnVVwOFhdi1axdefvllzJ49G9XV1Thw4AAefPBBFBQUYO4Pf2jsM5/gGJEODJURdHV1Kf4f72egE4oI/AJLr/+GNHsmMxVZrENpKrBKMjbPpi1D87EOpmEuFjCw+uywUn2zCRheJZ7csqWxIKusYVXYyZSeszYM7TrjCULhCE9fBbLofebjIjRaTOQKrCKLNRRksGPUjuZuAEBNiXYya1CJE0cMKuLHvCKHNW7HdWZqZtsnqsQslHU/jld2zhha7sJwmdJpt5j7tVrumWeewaxZszTnRp577rlYs2YNNm7cCAC4+OKLsWXLFtTV1WH69OmKbR9++GGcdNJJ+P73v49Zs2Zh+vTpGDduHJyyC8uWlhbs3LlTdy0HDx7Ev//9bxw4cABTpkzBkCFD+M9nn33Gt9u5cydaWlr47fPPPx9/+MMfcNddd2HKlClYv349li9fzk3LTqcTn3zyCebOnYsxY8bg/PPPR3FxMT777DPU1NSktuMygKFLvvLycjQ0NKCmpgZlZWWavXUEQWwnnkwToQceeADLli3D1q1bUVBQgGnTpuGhhx7CkUceGfdxS5cuxZ133ok9e/Zg7NixeOihh7JmVpf8YKzVZwfIbGPBxk4fznjsY1QW2vHewplJ90FiB3A2zyYUEdDlDcVt054sgVAETdHeHb3pngzI++xkz0kwU7Cy8zKXHdXRMuFMeaqM4A+FIQiA02bhwXVlkQOH3f6kSs/Ze9fj1w7+5e+tug9UfxKKBmA2c+4GO4UOK1q6A7zHDqO0wIbGLh++ZcFOsb5ae/LYamxvErcbpBMUMdQ9deL12AEAl2z6eKKyc8a00ZV8uKnT1r/vzRtvvKH7uxNOOEFxITlu3DjdC8vi4mK88MIL/HZPTw8WL16s6G9zzz334J577tF9vREjRhi6cNUqXV+wYAFXetTU1tbirbfeSvi8/Y2hYOeDDz5ARUUFAIjyWppYuXIl5s+fj+OPPx6hUAi33347Zs+ejS1btqBQR9L67LPPcOGFF+KBBx7A97//fbz44ouYN28e1q5diwkTJqRtbakiNy0mVHYy0FjwqZU70eEJosMTxIF2L+orkutOzHqHFDqsKHZYxVRJjz+twU5jpy96kjTzeTypYh9As7HYNOcylw0VheJJpUXWWNAXDOPq57/CtNGVuHpmZht5hSMCznzsEwTDEXzw61N5U8GaYjHYMTouIhwRuJqopwYpgp0sMgVLyk5uNhUEZMpOkTJIYYEFSzfXFOsHMSePrcIzq3YDAIaUxr94UQc38XrsAMoChnhDQOWcNLqK+8f05mLlGuvWrcPWrVtxwgknoLOzE7/5zW8AAD/4wQ/6eWW5g6FPwsyZMzFq1Ch8+eWXmDlzZtpefPny5YrbS5YsQU1NDb766iuccoqGEQ3AY489hjPOOAM333wzAODee+/FihUr8MQTT+Cpp55K29pShSk7ZpN+s7FMpbEaO3148Yt9/Pbmg53JBzuyie2VRXa4/SG0dgcwujrBA2F8+OOBDvGqq7asoNcduAfSbCw2KqLcZedX4vI01ue7WrFy+2Fsa3RnPNg52O7FrsOi2fZAu1cR7HwN49U28s7XPTrBjlwtVY8z6U/Yd8Waw8oOC3aqVcEOU58ZmoUUUU4cWQm7xYxAOBJ3O/F5lcFNImUn2TQWAJw0qpL/Pxu6J6eLP/zhD9i2bRvsdjuOPfZYfPLJJ6iqqurvZeUMhr+le/bsyfici87OTgDgKpIWq1evxqxZsxT3zZkzR7ebY1/jjzMqgsHTWGlWdp5auVNxYth0sDPp52BXzjaLGRVR1cXIWIKnP96Fife8g9U7WxNumy6/DjCwxkUwT0u5y4bKIvbeSMEOCz7aPJnxWcnZebib/39fm4dPPWfpDqPKjk/W+ZrNMlIjf2+zKajN9annAHDxd4bjO6Mq8N2jlN4KdWBRHUfZKbBbcNwIcYxHvO7JQAppLHvyaazqYgeOGFTE15YPTJ06FV999RW6u7vR1taGFStWYOLEif29rJwiay5JIpEIbrzxRkyfPj1uOqqxsVHq5hhl0KBB3FWuxu/396mJOt6oCIak7KQv2GnqklSdsyYOAQBsPpT838qleYsJldGrPSMDJz/c1oxgWMCaPYn7LEkDQNMZ7GTPSTBTyD07PI0lm122q0UMQAKhSMYHcaqDHXdU2WEnRePBjrSd3mOUnp3seZ9DsguDXOWcybV46aqTYoIZdXpJz6DMuOH0sTh+RDnOPWZo3O0cVoviQjChQVmRxjKeSp82WlQ88knZIXpHUgnNd955R9NVLifRBFU95s+fj82bN2PVqlUpPV6PBx54AIsXL07rc8Yj3hBQRjH37KQvjfXkR6Kqc/yIcvzilFH4z6YGfH2wkxvHjcKuVu0Ws2aqRI99bWJqqs2TeNu0KjvRtFk2nQQzhZTGkpQd+XvDlB1AVIH0/ApPf7wL9RUunDFB3RbMOLtapNfa2dzN9z87KRpPY8mUHT2DcjA7gx32XcnV2VjxkKsoZhNQWRg/2DlxVCWW/nKaoecucVr5BVTCNFYKBmUAmD1+EJZ8tgcjqzJbzkzkDkkFO4l67CRbjcVYsGAB3nzzTXz88ccYOjT+lcHgwYNjuzk2NWHwYO0D96JFi7Bw4UJ+u6urK6PDyXiwE0/ZSXM1llzVuXHWEThqcDGsZhNaewJo6PSh1mBQEY4IvMQ3mTRWIBTBoahaY6Q6iCs7vazEAgaassMMynZu7Jbvb7na0t4T0Awmdx3uxn1vfYOqIkfvgh3Za22RKYjM+6GXklIjD4p0PTuyY0o2dS2Wq6D5hjywqCpywJLGye7FTpss2Emm9Nz46Wra6Cq8/+uZqC9PzrNI5C9JXZI0NjYiEono/iQb6AiCgAULFuC1117DBx98gJEjdbqQyjjppJPEpkkyVqxYgZNOOklze4fDgZKSEsVPJgmEDXh20lyNJVd1po2uhNNmwdhBYgfTzUn4duQnEpvVzK/mWhIEMIc6vGBd/JMKdsizkxRygzJLMbb2+CEIArr9ITR1SUFpp85nq6FTLPnXC7SN9sfZKVORtjSIwY7LbuFpB6/BKfTKNFZuKTsh2YVBviH37CRKYSX93DI1J5GyI59YnoyyAwCjq4viHoeJgYXhT0Jvq2a0mD9/Pv7xj3/gxRdfRHFxMRobG9HY2AivrG30ZZddphgvf8MNN2D58uX44x//iK1bt+Kee+7BmjVrdHsA9DVBQwbl9FVjyVWdG04/gr9PE2rFoC6ZYEde1it6dliqJL6yw1JY4rbxg51IREBDR3p67ACyaiyDJ9dcRmFQjio7wbCALl8Iu2XBh7it9vtw2C2+l4FQJGbO1NeHOjFp8Tt48O2tcdfh9gX58wDglVhFDiv3SHgNKztyg3JulZ6zwMuaRtUjW5AHFvF67KSCXM1JFOyYzSaeTo9nkiaIRBgOdjJR3fHkk0+is7MTp556qqKb48svv8y32bdvHxoaGvjtadOm4cUXX8T//d//YfLkyXjllVfw+uuvZ0WPHQDwG1J2xC+4Ow3KDlN1jhtejuljpJLLCXWityoZk3JQdlKxmSVlJ5Fas1cW7CTatqXbj0A4AovZxBsX9oaB1EFZblB22iwojAYWbT0BRQpL3Fb7syUPUtRq2Je72xAMC1i7tz3uOpg3qMxlg/waqNhp5a0HjBqkFaXnfr1gR7o/m4KdUCT3Dcp6KIOd9AYZ8gDHiOn4sQum4uHzJifs4UMQ8TCcBL388stRkMzcJQMYCaA++uijmPt+8pOf4Cc/+Ula15IujHl20qPsNHf58P9kXh25+saDnaTSWFHDpdkEs9mkaYLVYr8q2Ilnij4QTWENLnGmxdg5sNJYUWWnUPz8VBY50NPmQWu3X+GhAYAOnaDzsEyl8wbCChNzQ5eouLl1jMIMVvV15KBi7Gvz8NRYkdPGlZ30lp5naRornM9pLOlzkclgJ5GyA4iT1Qmitxj+lj777LMoLtaYZEsoYAfjeAdAKdjpnbLz5Mqd8GuoOgAwbkgxzCag2e1Hc1ecSdYygqpSWt7LxROISXnI2dsqpVAC4QhPa2iRzkosQNlUMNO9ZfqTSERQeHYA6f3Z3+7Bzmh1FGuPb0TZ8akCh8Zo0KI3toGxs1l8rVHVRYqmlcUOK+9rYtT7Iw9Sc630PDBADMo1aVBg5SjTWOnrzE4Q8ci/S5J+xkjpOUtjBUIRwyW6apq7fHjxv9qqDiC2SR9dLTbW2nzImLqjNldXRE+qgiCZY7XY1+ZV3I6XykpnJRYgpbEEIbu666Ybty/ETeBl0dEdrFPsy1/u56mlyUPLAOi/Xy0qZUeO0WCHKTujqwsxTBbsFDmscNnEz3YoIhiqnDJkUM5QsNPb4DiflZ1MprFKkvDsEES6yL9vaT/DAgZHnGCn0G7l06FTVXeYqnOshqrDmMhTWcZ8O2plx2ox8xNrq04AIwgCT2Oxv0lvWyATyo60n/M5lcX8Oi67hatZl540HBazCZ/vasP2JjcA4Njh5Yrt1SiUHVWg3Wg0jRUNrEZXFymDHadV0bHWSCpLnsbS9ewE0196vm5fO4797Xv455r9KT8HHxeRh8pOgc3CjdfpV3bEAMdpM+dloEhkJ/RJSzNBAwZls9nUq8aCSlVnrK4/Znw02DE6NoINAbXLDt6s6qdFpyKrrSfA01Zja8Q0Z1scj0+6lR25NyqfTcrtqhQWIA5dPDPaKyccEWCzmHiAayiNJQsiBEHg3ptAKKKroIQjAna3sDSWUtkpdlphs5h4TxYjqqUyjWVA2UlTsLN6VyvaegJYue1wSo8XBCGvS89NJhOOH1GBqiI7xtQUpfW5WbBDKSyiL8m/b2k/Y8SgDPSuseBTK3dxVWdGHPMeKz//2mCwwz0IskCN9XPRS02xsvPBJU4MKXPG3RaQlB2jjQ4TYTKZBkRjQakSS3mC+NkMqTfVsAoXqqIpB600VjAcUXS4lqsq7Z6gIsDRS2Ud6vDCH4rAbjFjaLkrxrNjMpngshk3KRspPQ9kII3liapIRpsfqgnJPGy2HB4EGo9//PxErLr1ND4sNF2wIIdSWERfkvSn7Yc//KGmkmAymeB0OjFmzBhcdNFFOPLII9OywFzDyCBQACh22AB4k24s2Nzlwwv/3QsgvqoDSMrOoU4fWrv9PHDRQ53GAiRlR68iiwU7wypdvONyvJRXOhsKMhxWM/yhiCLdkW+w/a9+D48ZVo7J9WXYsL8Do6qLUB4NhrSUHbFSTrotLw9v6FT6rrr9IZQX2qGGqTrDK12wmE0YXqlMYwGA026B2x+CNxBGOOrdcdq0ZxTJ1R9/KIJQOBJTpZcJzw5TI/W6NidC2YAz/9JYAGAxm2Axp3+21IS6EjhtZhw/XH/gM0Gkm6QvSUpLS/HBBx9g7dq1MJlMMJlMWLduHT744AOEQiG8/PLLmDx5Mj799NNMrDfrMWJQBuTKTnJXlkZVHUA0jI6KzoYx0m9HM9hJ0FhwX2s02Klw8cBIzy/S5Q3xk0xagx2bVJGVr7AAskojALl1zpGoKnLgB1NqURZNc3X5gjEVdPIUFqAMNJg5mdGjo3iw5xhcKqp4lYV2Xm5e5BADLd5YMBjCj5/6DDN//6FudZZP1QzSoxGwZqLPDlN0UlV25GZ4a54qO5liaLkL6+6cjQfPpandRN+R9Ld08ODBuOiii7Br1y68+uqrePXVV7Fz505ccsklGD16NL755htcfvnluPXWWzOx3qwnYHASciojI+Sqzg2nx1d1GOOT6LfD/UYKz078kRFM2Rle4eKTuPVUoAMdnuhz2hVG1t4yENJYLDVYoRHsTBtThTX/Mwvfn1SLsmgVjSDEjoyIF+w0qIKdbp0gvDU6J60qqjCZTCbu22HKDmvx39Dpw7p9HWjq8mNvW4/GswE+lalcKyjKhLLDFB2j/YDUBFXdxonkKLBbMtKVnyD0SDrYeeaZZ3DjjTfCLLuaMZvNuO666/B///d/MJlMWLBgATZv3pzWheYKxpWd5Hvt/OVjUdU5ZlgZTh5rrNHWxLqob8dA+XkgFGu45L12dAKYvbI0VmWCwaG8EitN5mQG29f5nMZiBvFEqUirxYziqMdCrbDFC3aaVL2Y9Hol8XSaLOi6+MRhmFBXgu+MEtMSLJD9WqYmtri1Pz/qMR9aXiHFbKw0KTvsdTw6FWCJCMkacNJJmyCyn6SDnVAohK1bY2fnbN26lQ8CdTqdA/YAwK74HAaVHbfBNFaz24d/fM68OrF9dfSYUGu8IkvbsyMNnNSClZ3XV7hkU9K1T2yHMuDXAZSNBfubW1/ZiB/8+dO0T+dm+7RSQ9lRUxbtsKw2KR/uVgc70hrVyo5eGXiLhnfo0pNG4M3rTuYzlFgaS64m6lXzqZUdLaVFHuAE02xQ1kvXJSKfy84JIh9J2qB86aWX4sorr8Ttt9+O448/HgDw5Zdf4v7778dll10GAFi5ciXGjx+f3pXmCEl7dgymsf6yMnlVBwDGR4Od/W1edHqCKHXpl3sGNaux9A3KvmCY92YZXuHi5lc9g3ImzMmAlMbq7+66giDg1bUHEIoI2NvqSWvJrmRQThzslLvs2N/mRXtP/DSWN45np9uv/blkQW+8dbA0lkLZ0Ql21GqctrKTfs9OD/fshOOON9FD68KAIIjsJelg55FHHsGgQYPwu9/9Dk1NTQCAQYMG4Ve/+hX36cyePRtnnHFGeleaIxgOdphnx4Cyk6qqAwClLhuGVbiwr82Drw91YlocU7NUNh/bZ0crgDnQ7oUgAIV2CyoK7Vyl0lN20t1jh5Etnp1uf4iXJKc78Go1mMYCwE3Kemksq9mEUERQeXbE96aqyIGWbj+6dZQdrTSWmoLovC3556BFJw1qzKAsU3bCAiIRAeZeThpnQVU4IiAQjnB10Cj53GOHIPKRpL+pFosFd9xxBxoaGtDR0YGOjg40NDTg9ttvh8UiHjCGDRuGoUOHpn2xuQCfep6wz45xg/J/NjbAH4pgcn1yqg5jQtS3kyiVpV2NJZ5cO73BmBP4vqjpdFhlIUwmEyqiV/ueQFizoVy6uyczpGqs/vXsdMjKvdO5FkEQeLBpJI3Fys87VOXnLI3FehwxZUfeUHBMjVi9p2tQNhB0FdhiP/u6yo46jaURZKm3SYe6Iy85T8W3I31XKI1FELlAry5LSkpKUFJSkq615AV8EGhCZcd4U8H90dlTJ46sSMkLxVJZicrPAxqzfsoKbHwMhFopkMrOxZNnscPKD/5aSlC+Kzvy/ZNOZacnEOZ/m9E0lno9ANASVXZY9RRTVdz+EPfKsNSblpdFEARelRcv6JJPUuevrefZia6Bfca0Xle9L9Phh/LI0mWp+HaC3KBMyg5B5AJJf1Obmppw6aWXora2FlarFRaLRfEz0DHeQdm4ssOMvbWlqc2oYSMEEnVS1lJ2zGaT1CxQlYpgA0CHV4pqgMkkbauu3vIFwzyVMbTMhXTiyJJqLHkjv3R5SwBJTXHazJqBhJoyncaCLI1VHw1OmfrG/DplLhsvKdeqxur2h/jnO65nR6OtgH6wE46+dlQV1PLsqIKd3gaSkYigUHaMTmiXEyJlhyByiqQ9O1dccQX27duHO++8E0OGDBmwVVd6GJmNBUit0o14dpifYkiK6Z/x0bERu1p64PYFdWfSBLnfSPmeVhY60NIdiKnIYmks+ciAikIHmrr8MdsyVafQbuHm7HSRLdVYHRlSdqQUlrHp00zZka/HGwjzAZ9Dy5myI57kWQprcImTjwbQSmOxYNdlt8QNugpk3ZKZP0iv9JxVY1UU2tHWE0jo2QF6H0h61aboFIIdo/20CILIDpI+66xatQqffPIJpkyZkoHl5D7sJBdv6jmQXFPBQ9GTUW1pasFOZZEDtaVOHOr0YcuhLpw4SntKul6FSWWRHWjSUnak7sl8W53yc3mPnXQHyA5bdqSx5H9zWoOd6H6vMpDCAuTKjtwgLAafDqsZ1dH5Weyk38SCnVIp2NGqijJSiQVIpecAMHFoKdbt60Brj1+z6omlsSq4smPAs9PLfatOW2mpSYngfXYo2CGInCDpb2p9fT0EQUi84QAlYFDZYWksfygSdzq0PxTm6YfastTSWAAwoS6xb0fLswNIZlS5D0cQBEX3ZIZer51MlZ0Dcs9O9qSx0hl4sSaNWt2TtZCUHWk9zdHPUHWxgysvamVnSKkThUzZ0QgAeI+dBAqTfA7WCSPERoPBsIAur35ZOfvbtPwz6saDvfXsqHsIpdJFORSJrVwkCCJ7STrYefTRR3Hbbbdhz549GVhO7iN5duL7l8QJ0eL/4zUWbOqUrsiNnuy0mGBgbISussM9O1Jq6rDbD18wArNJOcFcN9jJUPdkQJbGCuZnGkurkV88tAzKh2XBjpMHO+IaG7vE92ZQiZOPfNAKdth7mkhhkis7Rw0p5ilbdVNDAPBF9xOr5NPyz6jTVvJAUhAEXP38Glz19zWGL8LUqlUqBmXWbZyUHYLIDZJOY51//vnweDwYPXo0XC4XbDal/6OtrS1ti8tFeDVWgis+s9mEIocVbl8Ibl+QpxbUHGJ+ndLedaVm5edGgh311arW5HOm6tSWFShULN00Fld20mtOBrKpGkum7KTVoGy87BxQGpRZ6uiwW1RvqopilR2mAFUU2uOnsVjZeQJlR+7ZGV1dhKoiB9y+EFq6/YpGi5GIwL8vLI2l5Z9RB7HyQLLLG8I7X4v9vlq6A7rfIzlqJac3yo61l/1+CILoG5IOdh599NEMLCN/8IeMpbEA0bfj9oXimpR5JVYv0z9M2dl5uBueQEjTYKpnrtZKY+1tjfXrANIVurr0PKPKjk1KY3V4Alizpx0zj6zuc/NoppSdNoNeGUZ5NCgKhCLwBsNw2a08VVVb6oQzur9YsMOUxRKnDYV2A2msBOuQV2ONrCpEVZEdu1t6Yjxf8uCUrVntnxEEgacnixxWdPtDionjbr88VeczFOyoA7lUgh2jhQgEQWQHSQc7l19+eSbWkTckcxAsKbDhYIc3rklZ8lP0LkioKXaiptiBZrcf3zR04djhFTHbaA0CBaTUlLzCSsucDEhX6H3r2ZGqsR5avhX/74v9eOyCKfjBlLq0v1Y8MtVnJ9lqrEK7BXaLGYFwBG09AbjsVkXQzNJYXh7siJ+/YqeVp5y0gh2+jgTpNPYcg0ocKHZK5ezq8nO5V61Sx7MTigiINitGsdOqKH8X1y5t39zlx/jauEvTfI1UDMpB2SBQgiCyH0PBTldXF28e2NUVvzHdQG8yyPwFiaqxAGONBaWTVOrmZMaEulJ8sLUZmw9qBzt6np0qjflY+2TTzuVoeXZC4QifoTU0I54d1mcngt0tYjn8gaiS1JfIZ1Gl0yzNFJUKg8qOyWTC4FIn9rV5cKjDh6HlLhzqiCo7smCHeXaYsljstHGDsi8YQSgcUXhSWBorkWdn0tAyXHB8Pb4TrfrTC3aYsmM1m3iApPbsyAMblmILhKVtFMGOWznfSw91xVcqpechHTM/QRDZiaFgp7y8HA0NDaipqUFZWZmmd4R5A8Lh/q2I6W+MGpQBeWPBzKexAHmwo+3b0RoECkhX8vIARk/ZkQaHSie2Jrcf4YgAu8WMaoMm22RgwY4vFObBjtEBq+kkU8oOS2NVGVR2ALFx4L42D/a1eXDCyAqurInBjri/tJSdQof0ue3xh1Hqkgc70aArgXfIZjHjwXMn8dvsM6Gn7DhtUt8edeAhT3Ux87RS2ZHe56Yu7caFatSqlTelDsrUZ4cgcglDwc4HH3yAigpRCfjwww8zuqBcx+ggUEA+DNRIGisNyk5t/BlZegZldnLr9ofgC4bhtFlkZeeFqm3FE3KXL4RgOAKbxcz9OkPKnL0e4KgFm43V1OXnV/pGxnBo8fTHu/D25gYs+dkJ/P0xgj8UVng/0hXsCIKQ1MRzxrAKFz5FK/a3eRCOCFxZqysr4Ob5QCiCSETgyk5JgQ0Oq5QC6w6EUOqS9gHvs5NE0AVIys5hVWNB1lDQYTXzIEudUmIKmc1igjOargzIPDvywMWwshNQV2Ol7tmxUuk5QeQEhoKdmTNnav6fUBKJCLJpyIkPgqyTcDwVIt3KDgDsaO7mQYscvT47JU5x5lUwLA6kLHfZeCmzWtlhs7QiAtDeE0BNiRMHO8TAKBN+HUBSdnYe7ub3xVPL9PAFw3jkve3wBML47NsWnDFhiOHHqodupmtcRJdXmqSeTOsB1tV6f5sHzW4fwhEBVrMJ1cUOhVemyycNeGWppEKHBQFPRNFFORwRDJeeq6niBne1siO+rqjsRIMdVc8pVonlsFq44qioxlJ5dozAghv2mVYHP0YIUhqLIHKKpL+py5cvx6pVq/jtP//5z5gyZQouuugitLe3p3VxuYb8BGdE2SlOoOx0+6VKrXQoO0NKnagstCMcEbCt0R3z+wC/ilau3WQy8av51m4/H0xaWmBTXPkDYkk96/PCDK2ZmnbOsGueBJNXdj7adpirM+q5UolQD91MV88fFiAUOawxwWk86qMjIfa3e3jAPLjUCYvZpHge1mzQZAKKoqkkrV47HZ4ANwqXJ9nvqbpYO43FGgo6ZDO/1H4alsZyWM183pxuGsttMNiJ/l0spZpS6TnNxiKInCLpYOfmm2/mJuVNmzZh4cKFmDt3Lnbv3o2FCxemfYG5RLLBDjco66gQDdGTlFglYzyloofJZML4qLqjlcqKd7UqVWQFsLdV9MWoVR31tkwJOJhGdUoLLTO4kZljat7e3MD/r64mS4TcnAykT9lhAWOyDSXZe7OvzYODMnMyAFjMJh44MIWuyG7lKUZWfi4v0WbrKHPZklYzuEE5Jo0VVXasFv6agXBEEczIx684eFCrbVA+3GUsjcU6KLMyda0RFYkIRkjZIYhcIunS8927d+Poo48GALz66qs4++yzcf/992Pt2rWYO3du2heYS8gP0ommngMyg7KOCtHbmVhaTKgtwcfbD+PrQ1rBjvYgUEBuPA7wfjKJgh12gjyQwR47gFR6LsedpEHZFwzj/W+a+e1kg50OlbKTLs9OKn4dQEpjNXX5sfuwGJzKlTWnTfTlMJ8L+ywCUtWTXNlp4Q0Fk+/izQzu3mAYPf6QrOKLGZTNit483kCYXywwz47daub3yfvsdCuqsfyIRISEvjCWtmLBTiodlLlnx0zBDkHkAkl/U+12Ozwe0YPx3nvvYfbs2QCAioqKhGXp+Y5UiWU21O040TDQdJadMybGUXak7s+xHwvuu+j2Y79O2TmDnZjboidIpuwM7VNlJ7lg55MdLYqTe3uyyo4q7ZWubs6pmoLLXTYetHyxpxWA8nPEUlnM58L8OoB2Gqs1yZEVcgrtFl4BJk9lsWDHYbXAbjXzlJAnKL2ulMaySMbqsHYaKxQRYtKJWrC/iw9EpTQWQeQ9SQc7M2bMwMKFC3Hvvffiiy++wFlnnQUA2L59O4YOHZr2BeYSyVRiAZJBWW82FktjDUljkMBMytsa3THqQ7xyWvkYiL06ZecMnsaKjitgQVumlB12IpWTrEH5rU1iCov/nQZOmnLYSZY1mUtbGivJUREMk8nE1Z2v9opeOnkakSkpLI0lD3YKNUZGGO2xo7cWqdeOtF/93KAsvn+8/FyWVmLKjsNmlqk92k0FAWPl58yjwzw7qSk7lMYiiFwi6W/qE088AavVildeeQVPPvkk6urELrVvv/02zjjjjLQvMJcwOvGckaj0/JCsxX+6GFpegNICG4JhAdublCbluJ4d3isloDntXLEt76LsR2tPAL5gBCZT77tA66GVxgqE40+TlxMMR/DeFnG+0nnH1wNIQdmJbj+oRHyv/AZfOxE8fZRCkFEfDS5Z1ZM82GFl3M082JGlsdjIiGj7gA+2NuGNjSwYTK1PklZjQRbIMJWpkFVkyYKPgMKgLP4+GNYPdoyUn/eolJ1UPDtbGkQVu8zVey8dQRCZJ2nPzrBhw/Dmm2/G3P/II4+kZUG5jNEhoIzSBE0F2dW0kXk/RjGZTJhQV4JPv23F5oOdXOkB5H12NNJY0ZPc4W4/DkSrseoNGJRZJVZNsSNjc4Tkaawylw2d3iAEQQwijVQwtfUE4PaHYDYBpx9Vgyc/2pmCsiMGrINKHDjY4U2bssPSTDUpfAbUypvCs2NnwU7Us6OVxgqEcN2L67D860b+u0lDpc9LMjBFSO6FkpeeA5LaJK+Oks+a06q6c0cDF1ZGbqT8vEfl2fEEw7wpqhG2N7nxxe42WMwmnDXJeHsCgiD6j6TPPmvXrsWmTZv47X/961+YN28ebr/9dgQCyZ0g8o1khoACkrLjDYY1Da3s+ZIpOTbChFrxhLVZZVKWOijrG5S3HOpCIByB1WzSLYev4P6egJTCypBfB1AqOyMqC1HsiF/lpkbqIGzjnhR1dVUimEGZKTvpMiizYKSmJHl1Tx2Myt8vZ/QzqqXssDRWc5cf728VFa9LvzMcy66dhp8cV5/0OgDJAN0p86fJDcry15UrO/I+O3ZZM0QGe+9GVBZG/x4fBEHAhv0duu+BR1WNFY4ISXmsXvzvPgBiYJwptZIgiPSSdLBz9dVXY/v27QCAXbt24YILLoDL5cLSpUtxyy23pH2BuUQ8ZUSLItnVtFsjlSU3PKcTVn6++aDSUB7PoMzUGpaGGFpeoJibJEfu7+EDQMu1VaB04JB5doZXuhJWuamRZkNZeQqu2x9Kar5Ve8aCnfQoOyWq9gXxPDssWFy5/TCCYQFDywvwmx+MxzHDypP/A/jrx5rxpQ7K4lpYY0FNz46eshN978bUFAEQPTt/+3QPfvDnT/HMqt2aa2HKTpXMbG20144nEMKrXx0AAFz8neGGHkMQRP+T9Fl0+/btmDJlCgBg6dKlOOWUU/Diiy9iyZIlePXVV9O9vpxCMigbU2IsZpOkQmiYlJP1ABmFVWR909DFq0oAybOjmcZSVeHopbAAZRrrQIYbCgLK9Q6vLExY5abGLRuEWey0whI1GSej7rAOyjUl4n5KRxpLEAQe7AzqpbKj7nHEPDvyv53BFBaWcjp5bLXhFI8epZrKTlS1URmUFcqO3LPDS8/F+wRB4JVVo6vFYKfZ7cOytWIwsmF/B3+erw914r+7WhEKR/jrljhtPAVqtIvyv9cfgtsfwvBKF04eU2XoMQRB9D9Jn0UFQUAkIh4s3nvvPd5bp76+Hi0tLeldXY6RbDUWIF1Ra52YU3k+IwyvcKHIYYU/FMG3shELcauxVAbZ4Tpl54Ck7LR7AjjQHh0VkaFKLEDs2swCnuEVLr5P9arc1MgHYYodoMUTczK9driyU8wMyr0Pdrq8If4ZSMW3JZ8wrw421RVsrDIQgGIYKACcPLb3J3WtNBY3KMdVdqTvAPtc+qOfU28wjHC0ud/oGjGNtfFAJ74+JCqWhzrFQDsSEXDpM1/g4r/+F/ujwTcAuBwWWerMmLLzSlTVueiEYRmZ80YQRGZI+ix63HHH4be//S2ef/55rFy5kpee7969G4MGDUr7AnMJdjXvSCLtFC/lkqk0ltlswtHRoaAslZVorpfLblWcIPXKzgFpnEBEED0+QOZ67DDYFfqIquTTWCwoYibdClmwZoRwROAn8cFRX0w6lB25eTgV35bTZsGgqNKkVnbkTfwApbIjT2mZTMC00ZVJv7YabsaXBaAxBuXov95gbLDDevEA0veCvW8WswnDogNp2eBcQOpTdbjbj7aeAEIRAV/uaQMgtgiwW8z8NXv8xgJjlpY9KQ37hCCIviPps+ijjz6KtWvXYsGCBbjjjjswZswYAMArr7yCadOmpX2BuQT3vGgYfPWQUi6xB9tkDc/JMJH7dkSTcjAinZxtOq8nLzseppp2LsdmMfPAgZfPZzjYOXtKLSbXl2F8bWncfaqF3KAMgM/2MqrsdHmDfG4UCy7S4dnhfp0UUlgMFpSq97+6XF/RZ8cu/X/S0DKUuZIve1fDPg/xDMos6PEHdTw7FnWwIz5XkcPKg0w5Ld0B+IJh3gQTANZHU1suuwUmk4mrWEYbC2ql/QiCyH6SLj2fNGmSohqL8fvf/x4WS3qrhnKNVJQYPvlcS9nJkGcHACbUMWUnGuzIWvDrrb+qyM6vbOMpO4DYaVd+FZ/JNBYA3P/Difz/8fapFm6ZQRlIXtlh2xU5rNx3kp5gJ1qJ1YvWA7OPHoxvGtyYofKXqJWdEo2mggDS5kthyo5by7MTDbxY0OOT7Tu/zNej9uzIjeXVKk+Z1WxCKCKgodPH+0IBwLp9HQCkkRi8kaGBYCcSkTxCRY6kD50EQfQjKZ1FOzo68Ne//hWLFi1CW5soC2/ZsgXNzc0JHpnfpBKcMBUiXjWW1jiE3sLKz7c0dCEcERCUnWD0usLKh1HqjYrQ2ra0wNanJ4d4+1QLdbBTXpiksiNLg/FUSzgCQRDiPSwhTb3oscP4xSmjsOHu2Zio6o/jtKqDHe001ow0+HWABJ4dlbIjbwbJU8NWS4yyw+ZiFTnE/c4+c0cPKcGIKlF5PNThxf42yaezrVFMq7qin0em7BgxKMs7Lcv3EUEQ2U/SZ9GNGzdi7NixeOihh/CHP/wBHR0dAIBly5Zh0aJF6V5fTpFsNRYg8+xopFwkpSj9itmo6iIU2CzwBMLY3dLNTyoWs4lXI6lhPWgqC+0Jgxd5sJPJSiwtihNMk1fTpUpjVSSZxmJKg8NmUQSmvZ2PxRsK9iKNBUDz/SywK7/68rRMVZEDTpsZlYX2XpWbyymV+ahYEOhXeXa0gh22jaKpYFjp2WGBGgsK54wfzD9zBzu82N8uKTss3ci6NRfYjBuU2evZLKaMXIAQBJE5kv7GLly4ED/96U+xY8cOOJ3SQXju3Ln4+OOP07q4XCOQZJ8dQEof9HUay6IyKRvp/swqsuKVnTMqZD6PTKew1KRqUE5V2ZGnL+XvVW9NyulIY+mhNjyrZ2O9sWAGXrt2eto+e+w9CYYFbkD2qZQdFkD4ZJVs8frsyKvoAOCC4+sxoa4E5x9fzz1KB9u9ijSW/G8U/zVuUGYprGKnrdel+ARB9C1JH8m+/PJLXH311TH319XVobGxUeMRA4dUSsUlZUd5Yg5HBF5Wm6kxCxNqJd9OvLJzBrtaZg3c4lFR1H/KTvJ9dpTKTmWSnp2ArPO0PNDtrW8nHQZlPeTBjsVs4mXfjLGDihOmKpOh0G7hChNT3LhB2RpH2VFMPddWdliwc8X0kXjzupMxuNSJuuiE90MdXhyIBjtyhYt5daTePkaUHckQTRBEbpH0t9bhcKCrqyvm/u3bt6O6ujoti8pVpCv8FKqxVD1h5CfKjAU70YqsTQc74zYUZPzomKEIhCKYOzHxPCD5lO6hfa7s6Ddq1EJf2TEWLAVDUqBoMokBTyAc6XWwc7gX3ZMTIQ92ip3WjCsVJpMJpQU2tPUE0OkNYnCpM6apIA92ZPtNMQhUrez49SujmLKzp7UHDV2iQnbc8HL8d7foMWSKDu/tY8Cz4/aROZkgcpWkz6LnnHMOfvOb3yAYFE8EJpMJ+/btw6233opzzz037QvMJVIyKLMTs0qFUAQ7ae6zw2DBzpZDXTxdEE/ZKXJY8fOTRxkqI+9Pz06qBmXeZyeagjM6+VydvtQaa5AKzV2ZS2MVqIKdvkCdsvWrxkXwaiyN0nN7vNJzjfWzz+iGA50QBPHv/c4oqTcOT2PZjZeeS2ksCnYIItdI+iz6xz/+Ed3d3aipqYHX68XMmTMxZswYFBcX47777svEGnOGlNJYTm1/iT8sHXyNTlFPljE1RbBbzXD7Q9gZ7aScTI+geCiCnT5WdhJNk1cT02enMNpB2RMwVFEVVAW5zHvSG4Nyjz/Ey6Ezk8aSPqPFjr7pGcNHRkRHa6ibCrJ0ll8zjWXm+zWok8aSwwJs9p2sryjAUYOL+e9ZkMOqsuRdm/WI93oEQWQ3SX9rS0tLsWLFCnz66afYsGEDuru7ccwxx2DWrFmZWF9OIV3hG6+eKtZpgCcPnDKVYrBZzBg3pAQb9ndg7d4Ofl86kDcg7K9qLDZNPl7wKQiCbp+dQCgCTyCs6Dujhbq/UjqUHebXcdktGUmb9IuyozKOq5sKst4/CoMyT3XJPDsxBuXYYG1QiRMmE8Bi1fpyF8YOkoIdybNjvPS8mxoKEkTOkvJRbvr06Zg+fXo615LzpGZQ1q7G4l6FDKWwGBNqxWBn3f52AOlLmdWWOWE2iVfzcpWnL5AHB25fkJfMa+ELRviYDHYSK4iWkPtDEbT1BBIHO2E2ZkMV7ISNdeXVIpMpLEDp2WFBSKaR99oRBIGrNlLpOWsqmGDqefSigqWVSjSCNbvVjJpiB+9VVF/hwohKF/dTqZsKkkGZIPKbpM9s119/Pf70pz/F3P/EE0/gxhtvTMeacpbepLE8gTCX54HMlp3LmcAnoLsBpFHZKXLg2Z+egCU/PaHPy3StFjM/ISUyKbMTmNkkpTZMJhM3WBspP+cG5eh7xQLG3qSxmjJYiQWo0lh95tmRVEz5vmHBDvPuaDcVlHdQFhCJCAkNw3JvWX2FC1aLGaOqxWaDrqhBuTAJZYcZorU8QgRBZDdJn9leffVVTUVn2rRpeOWVV9KyqFylN1PPAeWU7mAos2XnDDYjKxxnCGiqzDyiGpPry9L2fMnArvYTmZS7ZCdMeVDGK7IMlJ9nwqDcp8pOH6VlSmXKjnwqPPPiSKXnsWkseVNBQJzllmhOlSLYifrG5owfDKfNjMlDywBIqTMjnp1u8uwQRM6S9Jm0tbUVpaWlMfeXlJSgpaUlLYvKVaSTnvGAwWox86tL+YmZpUAyHeyMHVSkCHDSpez0N/E6U8vR833w+VhJKDv2qLk7HQZlqew8U8pOf3h2pGGgLFVlMZv4Z067Git2XAQgBpLqpoJq5F4x1jPoV987AhvvnsMVTZailE9a14MHV5TGIoicI+kz25gxY7B8+fKY+99++22MGjUqLYvKVdRVOUbROjH7Zb1bMonDasERMuNmpoOrvqI4TmdqOXoVNslMPlc3ZEynQbmmJDPKTkE/KjtdvqCsoaD0eeNTz0MRRKJKo9bUc4AFO/GVllrZJPT6cqlBovwzzia8G2lA2R2nrw9BENlN0pcoCxcuxIIFC3D48GGcdtppAID3338ff/zjH/Hoo4+me305hT+UfDUWIJ5sGjp9ihNzKhPUU2ViXSm+PiQ2iswbZcdgF2X1fCVGRRKeHX9MGkt8/3sX7PRdGquvPTud3iAfCCo3f8vX5A9F4LSZJaO+zQyz2cSnmXsCYf590yudZ2msykK7rsm8vkLcprUngE5PEKUu/UCGDMoEkbsk/a392c9+Br/fj/vuuw/33nsvAGDEiBF48skncdlll6V9gblEKp4dQLuxYKrPlQrj60qBL/cDyFxPn77G6HwsvVRIqcaUbj2Yv0ptUO7NbKzWbjHIqopTSdYbLGap03NfKRWlstEorK8Tm04OKFUeXzAMq8XEB3c6ohcQNosZoUgYrbIgVM8wfOzwcgwpdWL20YN011TstKGurAAHO7zY1uTGCSMrdLclgzJB5C4pfWuvueYaXHPNNTh8+DAKCgpQVJR4VtJAIOVgR6OxYF9VYwHSjCwgn5QdZlBO5NnRToVIKZfEVTrqNBb37BjwgSS7rnTisLFgp4/77HiD+LZZDHbkc9asFjNXbnyhMGwh6bPIRkrYrWZ4g2G0dotpPvnMLTWVRQ58dttpCasBjxxcbCjYIYMyQeQuKZ/ZDh8+jG3btmH9+vUD3pjMSGXqOaDt2ZHPBMo044aU8BNGX6TN+gK9Aatq9AzKJUkoO+r3ymHtvbLDZjVl8sTK/CplcVI36UQeQPJgp1p5oSSvyJIHi+pKN6Z8JVKljLQ9YJ61bY2xM//kSAZl8uwQRK6R9Jmtp6cHP/vZzzBkyBCccsopOOWUUzBkyBBceeWV8Hg8mVhjzhBQVeUYRctM25eeHafNgrHRK+z8MyjHV2a6dK7W+RwnI2ksruxEA8ZeGpQFQeAqQqKGhr3hxlljcf5x9RhfG1tdmQnYPu32h7CtUezrJFd2AGVFlk/2HTCrgnGWxkpHSomNkdje2K27TSgc4RVbpOwQRO6R9Jlt4cKFWLlyJd544w10dHSgo6MD//rXv7By5Ur8+te/Tuq5Pv74Y5x99tmora2FyWTC66+/nvAxL7zwAiZPngyXy4UhQ4bgZz/7GVpbW5P9MzJCMIVxEYC2mbYv01gA+AnPmi+enSQNymqFoNSg5wdIf58df0jq6pxJM+wFJwzDQz+epJsGSjfyTs17WsULo7GDlMGOvLFgj4ZHhu3bgx3i48vS0P2ZKTtbG7t0Z6GxSiwgswEoQRCZIaWmgs888wzOPPNMlJSUoKSkBHPnzsXTTz+ddFPBnp4eTJ48GX/+858Nbf/pp5/isssuw5VXXomvv/4aS5cuxRdffIFf/OIXyf4ZGaHXBmVfbBqrr4KdeVNrUV3swMwjavrk9TJNbw3KRtNggPRexXRQTjGNpTix2vPnxGqzmPksKkAM5AarOkRLyo5UWl7okB7D9u2aPeJ4k/Eyv1mqjK4phMVsQpcvxMdLqGFrcaiaGxIEkRskfST1eDwYNCi2uqGmpibpNNaZZ56JM8880/D2q1evxogRI3D99dcDAEaOHImrr74aDz30UFKvmyl6bVCWnVj9fZjGAoCTx1bjyzvyZ5gr26epGpTlPipBEOJ6P/T67Mi7BGvxbbMb//h8H649dbRiLARTNFx2C0/f5AulBTY+h2p0dWHMfuWenZA0PkUe8LF9uzWaBpsyrKzXa3JYLRhZVYhvm7uxrcmNwdH+PNsa3bjw6c9x7amjMW10FQDqsUMQuUrSZ9KTTjoJd999N3w+H7/P6/Vi8eLFOOmkk9K6OK3X3r9/P9566y0IgoCmpia88sormDt3ru5j/H4/urq6FD+Zwt/LpoLuflR28g2tcn4t3H7x9+o+OyyNFQhHFOMLtJDPbxL/tSju1+OZVXuw5LM9eG3dQcX9TNnJx34u8v08uia2ipM3FpSnsWT7Qd0agY196C1HDo41KS9bewBtPQG8sbFB1lAw/94TghgIJP3NffTRR3HGGWdg6NChmDx5MgBgw4YNcDqdeOedd9K+QDnTp0/HCy+8gPPPPx8+nw+hUAhnn3123DTYAw88gMWLF2d0XYBoKk3VVNzfpef5iLRPU1N2WElzOCKgyxfkM5S04H12kvTsdHpFk608bQVIJc75GOyUyjw2anMyoExjse+AlmeHPddIWZ+e3nDkoGL8Bw3YJjMpf75L9ALube1Btz/+aAqCILKbpM+kEydOxI4dO/DAAw9gypQpmDJlCh588EHs2LED48ePz8QaOVu2bMENN9yAu+66C1999RWWL1+OPXv24Je//KXuYxYtWoTOzk7+s3///oysLRiWjI3Jl573b1PBfKRYVvkTiqOw6BmUTSaT4YqsQIrjItjwSZ+qHw8rO8/H5nXssw7Elp0DgFPDoCw3BLPu1AAwub7MUGm5EXj5eZOo7Lh9QWw62AkA6PAEcaDdCyA/A1CCGAgk9c0NBoM46qij8Oabb/aLKfiBBx7A9OnTcfPNNwMAJk2ahMLCQpx88sn47W9/iyFDhsQ8xuFwwOHITBdaOUHZCTX1poIafXbypO9NXyMPXrr9IZRFZ13JEQQh7jDJkgIb2j3BhL121IGp0WDHEw1q1GkybszNI3MyQ16RNVY2k40h9dmRpbHknh3Z92FKfVna1sXKz3c0dSMcEbBmbzvv3gwAXx8UgyAKdggiN0nqTGqz2RRenb7G4/HAbFYu2RIt89YrGe0r5Ce2VD07chWClJ3eYbea+bBLPZOyPxThipxmsKORXtRC3WeHBahsiKUeTNlRb8fuz8cSZ7ZP7RYz6ssLYn7POiX7QhF0R/eDMo0lKTlT6tPXH6i+wgWnzQx/KIJNBzt5CovBVB4yKBNEbpL0mXT+/Pl46KGHEAolbqOfiO7ubqxfvx7r168HAOzevRvr16/Hvn37AIgpKPm8rbPPPhvLli3Dk08+iV27duHTTz/F9ddfjxNOOAG1tbW9Xk9vYKkMi9mUdN8S+YmW+TfIs9N7WMpET5lhQYzJpK2ilGp0ttYiqOqzw07YiQzKespOTx6bYdk+HVlVCKuGalkgU3aYT0aRxpI9Jl3mZED83p4xfjAA4E/v78Dnu9oASErO9iax+isf3xOCGAgk/c398ssv8f777+Pdd9/FxIkTUVioNAguW7bM8HOtWbMG3/3ud/nthQsXAgAuv/xyLFmyBA0NDTzwAYArrrgCbrcbTzzxBH7961+jrKwMp512WlaUnhc7rXj0/Cm8GVwysP4jnkAYXV4x5dKXHZTzlRKnDU1dfl1lxi0zAmuVeCcKlhgxaSyLQc9OQNuz4/bH9pfJF1hZ99E6/XHk4yKYwlUk77MT3cfDKlyoTPOQ1BtnHYE3Njbgg63NYFagsyfX4v99sa9PmjwSBJE5kv7mlpWV4dxzz03Li5966qlx009LliyJue+6667Dddddl5bXTycuuxXzptal/Phip1UMdqInZt5nx5p/J7y+go+M0FFmWLCjLjtnGO3CHAinVo3liQY1vpC2slOUhzOYfjClFoFQBN/TmUQuHxfRrWFQZvs4nX4dxoiqQvzk2KF46cv9EAQxoJo2uhL/7wvpgouUHYLITZL+5j777LOZWMeAh6sQ0RMrpbF6T6IuyvHMyYDxkRHBsLZB2R8n2IlEBHiiio56OrpUep5/ga7LbsXl00bo/p5VY/lD2n12ThxViVfXHsDZkzOTtr7u9LFYtvYgAuEIThxZgRGVSuU6HyvkCGIgYPhMGolE8NBDD2H69Ok4/vjjcdttt8Hr9WZybQMK9Yk5EDWtUrCTOom6KLsT9LMxOvlcnXI0ksbyhcJgoqZa2ekO5G+fnUTI01hazRXPmVyLrxefoasM9Za6sgL8cuYoAMAPptRhWKVL8XsyKBNEbmL4THrffffh9ttvR1FREerq6vDYY49h/vz5mVzbgKJElXIhz07vSdRF2Rv1zOg1DCxJ0qBs4wZlpk7oBzvMjwLoKzv5WI2VCJbG8ga001gAMj649FffOwJfL56DGWOrUFpgQ0Wh1LageAC+JwSRDxg+k/7973/H//7v/+Kdd97B66+/jjfeeAMvvPACIpHUhh0SSmKUHdUIAiJ5EpWOs2CEqQmxj2cDWvWVnUhE4ObVGINynGosVokFaDQVzONxEYlwyGZj9dd+MJlMigBruEzdoTQWQeQmhs+k+/btU8ygmjVrFkwmEw4dOpSRhQ001I0Fqc9O7yl2xldmWJChG+wYSGPJAxrWZ8eIQVk+IkKtAPH0zQA8sSqbCrJqrP7dD3LfDhmUCSI3MXwmDYVCcDqdivtsNhuCwfh+BsIY6pQLBTu9h+9THWXGF/VF6alnRgzKQUWwwwaBJg522ORvIFbZ0UvfDASc0X3nlXl2+ns/KJSdAfieEEQ+YPibKwgCrrjiCsXoBZ/Ph1/+8peKXjvJ9NkhJNQpF/Ls9B7JoKwT7ARZGkt7H7PHd3riKDvyztkWdTWWfgflHr88jaXTVHAAnliZstPeE+D39XeAoVR2yKBMELmI4aPI5ZdfHnPfJZdcktbFDGTUZlgqPe89iQzGLBhx6vQyYsqQ2x9CJCJoNh5k4yasZhP/PVN2IgIQCkc0OwUrlJ1QGIIg8KGW2aJo9Acs2Gnp9gMQzch6wWhfQcoOQeQ+hr+51F8ns6iVHT+lsXpNIoOxP5jIoCy+J4IgloNrNR9UV2IByvcsoBPsyJUdQRCDJrvVBH8ozAOogRnsiPuKBYOFdkvaJpunyhGDilHmsmFwiTPjlWAEQWSGgXc0zVKkbr+UxkoXkrKjl8aK79lx2ixwWMXhkJ2eoGawoxWUyt+zQCgCjYHrCmUHENUdu9WsKEkfiCqCOvDMhn1Q6LBi5c3fpe8iQeQw9O3NEtiJ2e0LQRAEKj1PAyyAZGkoNYmqsYDEJmUtZcdqMYMJAHom5Z6AMrXG1sJ67BTYLANSRVCnFLNF3SotsOn2YyIIIvuhM2mWUCJTdkIRgXfXpTRW6sjTUOrgApD32dHfx4l8P9LEc2VgkmhkhMevVHZYSm0gl50Dse/FQN0PBEGkFzqTZglc2fGHFKXIFOykjtNm4fuvS2NkBE9jxVF2WBCq12tHr0WAwxq/i7I6+GJmaa0RCQMJ9XsxUPcDQRDphc6kWYK8WVl7j3RiJZ9A74g3uZyVfMdLFSZKYwU00lhA4saCamWHrWUgd08GYpWdQvvA3A8EQaQXOpNmCQ6rhR/oD0fLbs0maFbyEMaJNx+LNRWM59lJZHJmlVNqZSfRyAhdzw4vOx+Y/hC7xQx58VW2eHYIgsht6EyaRTAVgvUYoRRW7ylWjeGQk6j0HNBWhsIRAU1dPgCScqNWdphapB7yyYipxlJ7dgboSd5kMilMyjSegSCIdEBn0yyCqQgs2FGfQInkYZ4brS7KXNkxlMaSgqW7/rUZJ97/Pjbs75AZlHXSWHrKjl/bszPQ01iAcgr9QFW4CIJIL3Q2zSLYibnFLbbKp7Lz3hMvDcWUnbgGZY002NZGNwBgW6NbCnZiDMoJPDs6yo7bN3C7JzPkwedA3g8EQaQPOptmEWplh8zJvUc9TV6O1GcnsbIjr8ZigUq3P8SrrWw6pee6fXb8Uj8d+Vp6BnjpOaBMKw7E+WAEQaQfOptmEeTZST/xDMq8z47ObCwgdowHAHij5mJPIKTZVBAwkMaKPkdFodhemaXU2P1FA7gKSa60kbJDEEQ6oLNpFsHMmBTspA+tYIVhpIMyNzjLmgpKyk5Yt88OU+X8wfil5yzY8VMaiyNX2gbyfiAIIn3Q2TSLkNJYomeHgp3eIxmUlWmsUDiCUHSERDxvFDPIeoLS470BKeWkZ1DmTQU1lB1BEPSVHUpjKZS2gWzUJggifdDZNIvgaSw3eXbSRYlOU0CfzEsTT9lxRdNJTIkRBAGeoJRyYn121Gkspk5olZ77QxGwUV2VLNih0nOOXNkZyPuBIIj0QWfTLIL5S9zREx4pO72nRCMNBSiDkHjKjitaBs2UmEA4gnA0UumRGZTV75VTZTyWIy87L3OxNJaUGgMG9kneSZ4dgiDSDJ1Nswh2YmbY4xhnCWNwg7KOsmO3mmGOM12cnWx9QTHI8QUkRajHH9Y1KLMTtlcj2GGenwKbhQdTLGjq9gcVrzsQkQc7AznoIwgifVCwk0WwlAuD0li9R282Fh8CmkA9c8ka3HmDYYV3pycQQjChshPr2WEqUaFDGhEilZ6L/w7kzsFKgzIF/ARB9B46m2YRJaoTHDUV7D3lUU9MhzfIVRjAWCUWIL4HTPjx+EOKZoA9/hAvLber+uyogxg5LKBx2a3cyBw7G2vgBjsOmaJJg0AJgkgHdDbNImKUHQp2ek2Fyw6bxQRBAJqjxm9A1mMnTkNBQJzVxE64PYEwr8QCjKWxtJQdT1TZcdnlyk4EgVCEl7IP5D47bN8V2i1xU4wEQRBGobNpFhHj2aE0Vq8xm00YVOIEADR2+vj9XNkx4ItysfLzgErZCYQQCGlPPWcjD+IpO4UOK2+g5w+Fuaoj/m7gpm9YADiQ1S2CINILHU2yCLVPg5Sd9DCk1IkD7V5FsCPNxUq8j8Xycz88gTBXZQBlGkut7LBhlizYiUQE3PLqRoysKsSQUmf0eS0KBajDI/ZXKnZYYR3AgS7bJ2ROJggiXdDRJItw2iywW826XXmJ1GDKTkOnl9+XlLLDys/9IUUaKxgWeBm5Tc+gHG0WuKe1B698dQAWswm3nnEkAPFkznxZvlAY7dFgp6xQqfANNJgqNpAbKxIEkV7obJplyFNZFOykB6akNHXJlB3u2Ukc7DDPjjcQjplWzgIUh04HZanbsvhvOCJg9c5WAKJiJFd22nvEirGKaO+dgYrk2aFghyCI9EBn0yyD9YUByLOTLgaXFgAAGrQ8OwbSWAW8sWCYd09mdHjEAMVmNWk+hhmU5emvz3e1AYiWnkcDWr9c2Rngwc5xI8pRVWTH6eNq+nspBEHkCXTplGWQspN+BscxKDsMpLEKZQZlteGYBSgx1Viy9BQARZDEGg3KlR1/MMKfq9w1sNNYY2qK8eUds2AyUSUWQRDpgYKdLENefk59dtLD4Ggaq1GWxmIdlI0blMVUlD+kDHY6o80K1SqcPIgBoPD6MArtFv76vmAY7VGVaKArOwAo0CEIIq3Q2TTLkDcWJGUnPcg9O5HoXCsWhBjz7DD/TSgmaBGiAz3VBmWWxmIqjlaw43JYuUHaFwzzaiw2CZ0gCIJID3Q2zTLkyg55dtJDdbEDJpNYPdXaIwYULL1kRD0rkDUVVBuUGWqDslPVGVnt9QHEIEqq2pIMygM9jUUQBJFu6GyaZZBnJ/3YLGZUFzkASBVZRsdFAJKyo24qqHiNmNJzKT0lCAK8gVDMY1wOK98uHBFwuFvs8ExpLIIgiPRCZ9MsQ1GNRcFO2mCpLFaRxaqkjHVQljw73mBs0ALEGpRZZ+SIAATCER4kVcpSVIV2i8IgzQzUlMYiCIJIL3Q2zTIUyg6lsdKGNDJCbCzIjMZGSs8lZUdKY1lUM5vU71WBTDHyBSPcs3PS6Ep+vzgIVHocU53KKI1FEASRVuhsmmUoPDuk7KSNIaqKLD4uwpBnJzaNValSX+yqPjs2i4lPS/cHw9yoPLKqEKOqCwGIVWJms4m/z6Goebqc0lgEQRBphUrPs4xiqsbKCOrGgsl5diSDMqvmqipyKKaoq9NYJpMJTpsFnkAYvqCUxiqwW/C3y4/H/nYPRlaJQY9TNiIEoGCHIAgi3VCwk2XI01jUZyd9DC4VDcrMF+MLGQ92+NRzfwiRaK15dbEDaJC20QpMC6LBjjcY5mksl82CEVWFGBENdICov8cXiq7HzJUkgiAIIj1QsJNllCrGRdBJL10MLhGVHXUay4hnhzUV9ATEyiogGuzIUCs74nNL5edsXIRLY96TfA2k6hAEQaQfCnayDCo9zwzcs9PpgyAIsj47yZWeR3sIoqoocbAj747M0lhODdVGXhFGZecEQRDph4KdLIMMypmBjYzwBMLo8oV46bmhcREOybPDUCs7WilHVpHlDYa5R8ilkTaTp9IqCqkSiyAIIt3Q2TTLcFjN3KQsNysTvcNps/CS7qYuX0pNBQOhCDcSJ5fGkgzKLg1lRx4okbJDEASRfuhsmmWYTCb86cKpaO0OxKRKiN4xuMSJDk8QDZ0++EPGmwpqGYariqSgxGI2xfTdASQvjj8UVlRjxW4n3UejIgiCINIPBTtZyHePrOnvJeQlg0ud2NroRmOnlys7RtJYdosZVrOJ98ExmZRdjm0W7Qnd8vlYrM8OGZQJgiD6HkpjEQMGyaTsT2rquclkUqSfCmwWFDmkoEUrhQVIZmRvQF6NpZHGUig7FOwQBEGkGwp2iAEDKz8/2OFBIMzSWMa+AnJFxmVXBjt6/ZCYsuMJhqVZXBrBlfzx5WRQJgiCSDsU7BADBtZYcG+rh99nRNkBpMaCgOi7kQc/uspOND3V6QlKz5PAs0MGZYIgiPRDwQ4xYGAjI+TBjtEu1YVyZcdmhd1q5sM/9YIdVnre1hOIuU+O3CRdQcEOQRBE2qFghxgwqIeBWs0mWA1Olld4dqL/L4yqPXr9kJhi0+4JRG+bYY5TtQWQZ4cgCCITULBDDBgGlTgVt42msABlsOPiwY6o9iRKYzFlR6sSC1B2cS4jzw5BEETaoWCHGDCUOK2KoMXIXCyGy6E0KANSasuuV3quSmNppbDk67CaTSh2UDcIgiCIdEPBDjFgMJlMfGwEYGwuFqNQkcYSAxKjaSwe7OhMM2fblbnsMJm0AyeCIAgidfo12Pn4449x9tlno7a2FiaTCa+//nrCx/j9ftxxxx0YPnw4HA4HRowYgb/97W+ZXyyRFwyWpbKMNBRkKErPbUbTWOJ2XT79HjviduLjqXsyQRBEZuhXzbynpweTJ0/Gz372M/zoRz8y9JjzzjsPTU1NeOaZZzBmzBg0NDQgEolkeKVEviBXdoyMimBoGpRZGktX2VHer5fGYkFTZRGZkwmCIDJBvwY7Z555Js4880zD2y9fvhwrV67Erl27UFFRAQAYMWJEhlZH5CND5MFOEspOoZZnJ4Gyow5u9JSdmUdU48IThuHsSUMMr4cgCIIwTk55dv7973/juOOOw+9+9zvU1dXhiCOOwE033QSv16v7GL/fj66uLsUPMXBRpLFSVHbY/4uYZydBGouh59kpdtrwwI8mYtqYKsPrIQiCIIyTU6Ufu3btwqpVq+B0OvHaa6+hpaUF1157LVpbW/Hss89qPuaBBx7A4sWL+3ilRLbCGgsCSVZjaRiUWYWW8TRWTn3dCIIg8oacUnYikQhMJhNeeOEFnHDCCZg7dy4efvhhPPfcc7rqzqJFi9DZ2cl/9u/f38erJrIJZRorGWUnNo1VGZ18XuLUDmLUz6+XxiIIgiAyS05dag4ZMgR1dXUoLS3l940bNw6CIODAgQMYO3ZszGMcDgccDkdfLpPIYuSNBZMJdgodsWmsnxxbj0A4gh9MqdN8DAU7BEEQ2UFOKTvTp0/HoUOH0N3dze/bvn07zGYzhg4d2o8rI3KFykI7bNEmgEbnYgFKZYcZj0tdNlx76hjUlRVoPsaoZ4cgCILILP0a7HR3d2P9+vVYv349AGD37t1Yv3499u3bB0BMQV122WV8+4suugiVlZX46U9/ii1btuDjjz/GzTffjJ/97GcoKNA+4RCEHLPZxNWdVMdFGA1ajFZjEQRBEJmlX4OdNWvWYOrUqZg6dSoAYOHChZg6dSruuusuAEBDQwMPfACgqKgIK1asQEdHB4477jhcfPHFOPvss/GnP/2pX9ZP5CasIivlpoIGgxajfXYIgiCIzNKvnp1TTz0VgiDo/n7JkiUx9x111FFYsWJFBldF5DussWAyTQXlnh2jVVXq5y/QGQRKEARBZJac8uwQRDqYPX4wKgvtOGl0peHHpKLsmM0mRQ8eSmMRBEH0D3SpSQw4zplci7MnDUlq6KaiqaDDeNDitJkRCIvjTMigTBAE0T9QsEMMSJKdLm6zmHHVKaPQ6Qmiush4KwOnzSINAiXPDkEQRL9AwQ5BGOT2ueOSfoy84ouUHYIgiP6BPDsEkUHkFVjk2SEIgugfKNghiAwiLz+naiyCIIj+gYIdgsggDrmyQ54dgiCIfoGCHYLIIAXk2SEIguh3KNghiAzC0lgmU3KzuAiCIIj0QUdfgsggrBrLZbMkXe5OEARBpAcKdggig7CREWROJgiC6D8o2CGIDMJ8OlR2ThAE0X9QsEMQGYRNVqdghyAIov+gYIcgMghLYzmp7JwgCKLfoGCHIDIIpbEIgiD6Hwp2CCKDOK2UxiIIguhvKNghiAwyY2wVRlYVYu7EIf29FIIgiAEL1cMSRAYZU1OMD286tb+XQRAEMaAhZYcgCIIgiLyGgh2CIAiCIPIaCnYIgiAIgshrKNghCIIgCCKvoWCHIAiCIIi8hoIdgiAIgiDyGgp2CIIgCILIayjYIQiCIAgir6FghyAIgiCIvOb/t3fvcTHn+x/AX9+maKJalftSQlnkiBThKJdiXZbdw4rjspFlt/aRa7unEms3q9a68zjHNfY85M6xjyP2dMTDLhEq0ZYKhVBRmRQz0/v3R7+ZbWhRTX3nO+f9fDw8mO98Z3q/fOby7vv5XrjZYYwxxphR42aHMcYYY0aNmx3GGGOMGTVudhhjjDFm1LjZYYwxxphRMxW7gMZGRACA0tJSkSthjDHG2NvSfG9rvsdr43+u2Xn69CkAoEOHDiJXwhhjjLHaevr0KaytrWv1GIHq0iJJWGVlJe7fvw9LS0sIgiBKDaWlpejQoQPy8vJgZWUlSg0NifNJm7HnA4w/I+eTNs5XMyLC06dP0a5dO5iY1G4vnP+5LTsmJiZ49913xS4DAGBlZWWUL2QNzidtxp4PMP6MnE/aON+rartFR4N3UGaMMcaYUeNmhzHGGGNGjZsdETRt2hQRERFo2rSp2KU0CM4nbcaeDzD+jJxP2jif/v3P7aDMGGOMsf8tvGWHMcYYY0aNmx3GGGOMGTVudhhjjDFm1LjZYYwxxphR42aHMcYYY0aNmx0DZewHyZWXl4tdQoPSXIPNWN2/fx+pqalil9FojPH9aIyZGPsj3OwYoKysLMTExODJkydil9IgUlNT4e/vj3v37oldSoO4fv06fHx8cOrUKbFLaRBpaWlwcnLCxo0bxS6lQeTl5eHQoUPYsWMH7ty5AwCiXUevIRQVFSE/Px83btzQWW4szc+jR4+QkZGBixcv6iw3lnzG7smTJ7h37x7S0tL0+rzc7BiYJ0+ewNvbG/7+/ti3bx8UCoXYJelVSkoKXF1d0aVLF7Rv3x5A1cVZjcX169cxaNAg9O3bFx07dnzlfql/4CYnJ8PT0xNdu3bFyZMnkZiYKHZJepWamgpPT0+sWbMGAQEBmDVrFh4/fix2WXqTmpoKb29vjBs3DgMHDsSECRMQHx8PoKqhk/rrMzU1FQMGDMCECRPQv39/+Pr6IjY2FoBx5AMAtVotdgkNJi0tDWPHjoWPjw88PDwQHBysvycnZnAmTpxIXl5eJAgCrV27lp48eaJzf2VlpTiF1VNqairJ5XIKDQ3VWf5yPqkqLy+n0aNH05w5c4ioapyysrLozJkz9PTpU+16Uh2/lJQUksvlFBYWRjk5OeTo6Ehr164lIiKVSiVydfV3584dcnBwoIiICFIoFHTnzh0yNTWlkydP6qwn1fHLycmhDh06UHh4OF29epVSUlKoXbt21LlzZ9qyZYt2Panme/DgATk6OtKSJUsoLS2NUlNTacSIETRgwAD6+uuvtbmkmo+I6Pr16zR79my6e/eu2KXoXXp6Otna2tKXX35JJ0+epAMHDpCJiQlt3rxZL8/PzY4BUalUpFQqyc/Pjy5fvkzr1q0jQRC0gx0bGyvZN+q9e/eobdu2NGzYMO2y4OBgGjZsGPXs2ZNCQkKooKBAxArrT6FQUL9+/SgxMZGIiIYPH05ubm4kCAINHjyYoqOjRa6w7lJTU0kQBAoLC9MuCw4OpjZt2lBRUZGIlenPjz/+SO7u7lRaWqpdNm7cONq2bRtFR0fTf//7X+1yKb4Pt2zZQsOGDSOlUklKpZKIiGJiYkgul9OgQYMoJiZG5Arr55dffqHOnTvTnTt3tMsePXpEgYGB5O7uTqtXrxaxuvrLzs6mDh06kCAI5OvrSw8ePBC7JL0pLi6mDz74gL744gud5QEBATRlyhQiqv97jqexDIhMJoOpqSm6d++OkydP4osvvsCKFSsQGBiIfv36ITw8HI8ePRK7zDpzcnKCXC7Hnj17MGjQINy4cQNubm7w8/PDpk2bMHv2bDx79kzsMutFpVLh4cOH+PTTT2Fqaop//OMfSEtLQ7du3XD48GH885//FLvEOnnw4AGWLVuGFStWaKcdp0+fDmtra+zfvx+A9KcjS0tLUVxcjNzcXABAVFQUjh8/jri4OGzduhUhISFYv349AGnuw3P79m0oFAqYmppqlzVp0gQjRowAAOzYsQNKpVKs8urN3NwcFRUV2v2sVCoVWrZsieXLl8PFxQWHDh1CSkoKAOlNJ5eXl+Pvf/873N3dER8fj4yMDPj5+eHhw4dil6YXSqUSCoUC7u7uOsudnJxw8+ZNAHr4fKlXq8T0prKyUtu5/vDDD+Tj46O9z9XVlQRBoEWLFlFFRYVYJdaZJtetW7dozJgxZGdnR2PGjKGHDx9q17l27RqZm5vrbZNlY1OpVFReXk7e3t40Y8YMmjZtGsXFxWnvLykpoZEjR5Kfn5+IVepH9ekAX19fGjx4sMgV6UdmZia1atWKevbsSe+//z6ZmprSv//9byIiUiqVNH36dBo6dCiVlZWJXGndxMXFkUwmox9//JHKy8spPT2dLCwsaPfu3fTw4UNq2rQpHT16VOwy66ygoIA6d+6snUYm+n16tbCwkNq1a0dfffWVWOXVS0VFBcXExND+/fuJiCgrK4vs7e3J29tb8lt4NJ8nN2/e1C7TjNuWLVte+XwpKSmp08/hZkdE5eXlNX5wJiUl0eTJk4mI6K9//Su9++67NG/ePGratCl99913pFAoGrvUOqkpX05ODs2dO5dOnDihXaZWq4mIyM3NjebPn9+oNdZHTfkSEhLI3NycBEGgXbt26dz3ww8/UP/+/en58+eNWWad1ZRPM1aavy9evEg2Nja0Z8+eRq+vvmrKl56eTvv376fIyEgaMWIEvXjxQjvls337duratatkpltfzldZWUlhYWEkCAI5OzuThYUFBQUFae9zdnam7du3i1VuvWhej3FxcWRqakrffPON9j7Nl+mcOXPoo48+EqU+fXj27JnO7czMTG3Do/nFUaVS0dWrV0WoTn80Y0lU9Z7r16+f9nZISAgFBQXRixcvav28PI0lkrS0NLz//vv485//DA8PD2zevBn5+fkAAGtra1y/fh0eHh74+eefcfz4cWzevBkLFixAVFQUXrx4IXL1b/Zyvk2bNiEvLw+dOnVCZGQkvLy8tOuamJigrKwMlpaW6Natm3hF18If5RsyZAg2bdoEuVyOAwcO4LffftM+5ubNm+jUqRNMTAz/bVfT6/P+/fswMTFBZWWlNoO9vT1cXFxw5swZANKZyqpp/HJzc9GtWzdMnDgR77zzDszMzGBmZqad9rl69Sq6dOkCCwsLkat/s5rGr7CwECtWrMCFCxcQGRmJ48ePa6flioqKYG1tDTs7O5Erfzu3bt3Cv/71L+20t4mJCYgIvr6+WLduHSIiIhAWFoanT59qpxwLCgrQsmVLMcuuF7lcDuD3KbiuXbvi1KlTyMnJweTJk5GXl4egoCAsWrQIJSUlYpb6Ri+PX3XVPx9NTEy052QLCwtDdHQ0pk2bBjMzs9r/UD00YqyWsrOzqUWLFhQQEEC7d++mKVOmUJ8+fWjMmDGUkZFBREQTJkygPn360OXLl3UeK4XfKl+XLzMzk4he3dksNDSUHBwc6NatWyJUXDuvy5ednU1ERLt37ya5XE4DBw6kCRMm0MyZM8na2ppSU1NFrv7NXpdPs6m5+m9fsbGxJAgCXblyRaySa+Vt8p07d44EQaAvv/ySdu3aRQsXLqQWLVpQSkqKyNW/WU35XF1daezYsdrPl+rvvxcvXlBISAjZ29tTXl6eWGW/tYyMDLKwsKAmTZrQ/v37X5naVyqVFBMTQ+bm5uTr60t+fn7k7+9PzZo1o7S0NJGqrp2cnBw6duzYa6dMNWOYmZlJnTt3JisrK2ratCklJSU1Vpl18qbxI/o927Zt28jHx4ciIyOpSZMmr3wf1gY3OyLYuHGjzj45RFVHggwdOlQ7B5uVlaX94iT6/ctFCkeBvC6fl5cX5eTkaJcfP36c/Pz8yM7OTjJfln+Uz9vbm7y9vbUN27Vr12jhwoU0adIkCgwMlMwH7Zten5rx07wmc3NzafTo0TqvV0P2ptdnVlYWEVUdqdSyZUvq0aMHDR06VBKNKlHt3n/nzp2juXPnko2NjSTef5qjdmbNmkVTpkyhZs2aUWxsbI1fmGlpaRQUFETjx4+nWbNm0bVr10SouPbephl4mZ+fH9na2hr8Z0xtxo+oahpLEASytbWlS5cu1etnc7MjgpUrV5K9vb3OIa5ERAcPHqQhQ4bQp59+qnNeFql5XT5vb2+aM2cOlZSUkEqlovj4eJo0aZLBv0mre1O+gIAAevz4MRH93hBI6Tw0bzt+1b28riF7m3ya+woKCujx48dGl08zfgUFBbR69WrtFh9Dl5OTQ6GhofTTTz8REdGsWbNq/MLUvN80+1tp/jZ0tW0GKisr6bvvviNBECSxr87bjp/G+fPnqUOHDnppVLnZaSTVm5djx45Rjx496D//+c8rW2q+//576tSpk86e6VJQ23ya356JqnakNHR1HT+pbJGr6/hVn84yZPz+q1JTPimMYfV82dnZOjVrpqiqf2EqlUqdhtzQ338atW0Gnj9/TkePHqX09PTGLrVWajt+KpWKiouLiUh/v0hxs9MIfvvtN+revTslJCRol3l6elLv3r11Nilr2Nraas9MKwWcTxfnMyycT5dU850+fVpnefUjcqp/YZaUlNDf/vY3WrBggWS2qNalGdA0c4beyNV3/PSVj5udBnb16lWysrLSXvpBo7i4mJydncnDw0NnCqesrIz69+9PsbGxYpRba5yP8xkyzmd8+ao3MNX/PXv2bHrnnXfIy8uLZDKZJHYmJ6pfM6BUKg262TGk8eNmpwElJyeTXC6nqKgoWrp0KbVq1UrnaKq8vDzq0aMHvffeexQZGUlHjx6lxYsXk42NjSR29uR8nM+QcT7jzqdR/QvTwcGBbG1tKTk5uTFLrTNDagb0zdDGj5udBpKcnEympqbaM3Zeu3aNunXrRmvWrCGi3wdYpVJRQEAADRgwgBwdHal///6SOCqC83E+Q8b5jDOfpiF4eWtGRUUFzZs3j0xMTCRz1JWhNQP6ZIjjx81OAygtLaURI0boXN1bqVTSmDFjyNPTU7us+mbKkpISys/Pr/OpsBsT56vC+QwT56ti7PmqKy4upuDg4HofntxYDLEZ0BdDHT9udhpI9UM5NZ15SkoKWVlZ6VxGwJDnW1+H81XhfIaJ81Ux9nzVSeXwckNtBvTJEMfP8M9bLzH0/6fydnJy0i6TyWQAgPbt28Pd3R0JCQnadaV29WTOx/kMGef738pXXfWruRsyS0tLbNy4Ed988w0AQK1Ww9TUFN9++y3S0tIQExPzymOsra0RHR0NNze3xi63Vgx6/Bq0lWKv2LNnD8lkMkpMTBS7lAbB+aSN80kb5zNsr9vSVlhYSMOHD6eZM2e+cV2pEnP8eMtOIxs7diyGDRuGbdu2oaKiQuxy9I7zSRvnkzbOZ9het6XN1tYWM2bMwJ49e3Dx4kXJbZV7G2KOHzc79aRWq2u1vrW1NTp16oRz585J4grRnE8X5zMsnE8X55M2qTVzUho/geiliTP21jIzM3H8+HFMmTIFbdu2rXEdqjZvrlarIZPJoFKpcPfuXTg4ODRitbXH+TifIeN8nM/QaWqujblz5+Ls2bNISkqChYVFA1VWf5Ibv0afODMSN2/eJBsbGxIEgb766qsaz49Q05xr9cNBDRnn43yGjPNxPkOXkZFB33//Pd2/f/8P16mesfrFS2/dutXQ5dWLFMePm506UCgU5O/vTzNnzqRNmzaRIAi0ePHiGgeciCgqKoq+/vrrRq6y7jifLs5nWDifLs5neKTYDLwtqY6fNI7VMzAmJibo27cvbG1t8fHHH8POzg6TJ08GACxZsgR2dnbadR8/fozLly/j9u3b+Pzzz2FjYyNW2W+N83E+Q8b5OJ8hKysrw8qVKzFu3Dj069cPgYGBUKlUr2TTTO9ER0ejoqIC4eHhMDMzE6vstybZ8RO725IqhUKhczs2NpYEQaBFixZRYWEhEVVtlnzy5AkVFRW9dlOmIeJ8nM+QcT7OZ6iePXtGmzZt0l5sdd++fX+49aOoqIg+/vhj8vDwoKKiIjHKrRMpjh83O/VU/RL0e/fu1b6o7927R8HBwTR+/HiqqKgQucq643ycz5BxPs5niKTYDNSFlMaPmx09qKysJLVaTURVL2ozMzNydnYmU1NTSVx07004n7RxPmnjfNIlpWagrqQyftzs6EllZaX2RT106FCysbGh1NRUkavSH84nbZxP2jifdEmlGagPKYwfNzt6pFKpaP78+SQIAqWkpIhdjt5xPmnjfNLG+aRLCs1AfRn6+PHRWHrWo0cPXLlyBb169RK7lAbB+aSN80kb55MmQRCgVquxePFinD59GsnJyXBxcRG7LL0z5PHjMyjrGUnwSsO1wfmkjfNJG+eTLrVajV27dqFv377o3bu32OU0CEMeP252GGOMsUZgyM2AseMLgTLGGGONgBsd8XCzwxhjjDGjxs0OY4wxxowaNzuMMcYYM2rc7DDGGGPMqHGzwxhjjDGjxs0OY6zBzJw5E+PHjxe7DMZYIzl79izGjh2Ldu3aQRAEHD16tNbPsX//fvTu3RsWFhawt7dHdHR0veviMygzxurkTYfRRkREYN26dRD7VF4zZ85EcXFxnT50GWO1U1ZWhj/96U/w9/fHhx9+WOvHnzhxAlOnTsWGDRvg4+OD9PR0BAQEQC6XIzAwsM518UkFGWN18uDBA+2/9+3bh6VLlyIjI0O7rHnz5mjevLkYpengZocxcQiCgCNHjuhs3X3+/DlCQ0Oxd+9eFBcXo2fPnli1ahW8vLwAAFOmTIFSqcSBAwe0j9mwYQOioqKQm5tb53MV8TQWY6xO2rRpo/1jbW0NQRB0ljVv3vyVaSwvLy8EBQUhODgYLVq0QOvWrbF161aUlZXhk08+gaWlJbp06YITJ07o/Ky0tDSMGjUKzZs3R+vWrTFt2jQUFhZq7z948CBcXFwgl8tha2uL4cOHo6ysDMuWLUNMTAyOHTsGQRAgCAISEhIAACEhIXBycoKFhQUcHR0RHh4OpVKpfc5ly5ahd+/e2LFjBzp27IjmzZvjs88+g1qtRlRUFNq0aYNWrVrh22+/1alVEARs2bIFo0aNglwuh6OjIw4ePKj/AWBMggIDA3H+/HnExsYiNTUVEydOxMiRI3Hz5k0AVc2Qubm5zmPkcjnu3r2LO3fu1PnncrPDGGtUMTExsLOzw8WLFxEUFIR58+Zh4sSJ8PT0xJUrV+Dj44Np06bh2bNnAIDi4mIMHToUrq6uSEpKQlxcHB4+fIhJkyYBAPLz8+Hn5wd/f3+kp6cjISEBH374IYgIixYtwqRJkzBy5Ejk5+cjPz8fnp6eAABLS0vs2rULN27cwLp167B161asWbNGp9bs7GycOHECcXFx2Lt3L7Zv347Ro0fj7t27OHPmDFatWoWwsDAkJibqPC48PBwfffQRUlJSMHXqVEyePBnp6emN8L/LmOHKzc3Fzp07ceDAAQwePBidO3fGokWLMGjQIOzcuRMA4Ovri8OHDyM+Ph6VlZXIzMzE6tWrAVS91+us0a+zzhgzOjt37iRra+tXls+YMYM++OAD7e0hQ4bQoEGDtLdVKhU1a9aMpk2bpl2Wn59PAOj8+fNERLRixQry8fHRed68vDwCQBkZGXT58mUCQLdv366xtpdr+CPR0dHUt29f7e2IiAiysLCg0tJS7TJfX19ycHAgtVqtXebs7EwrV67U3gZAc+fO1XluDw8Pmjdv3htrYMyYAKAjR45ob//0008EgJo1a6bzx9TUlCZNmkRERJWVlbRkyRIyNzcnmUxGLVq0oGXLlhEAunDhQp1r4R2UGWONqlevXtp/y2Qy2NrawsXFRbusdevWAIBHjx4BAFJSUnD69Oka9//Jzs6Gj48Phg0bBhcXF/j6+sLHxwd/+ctf0KJFi9fWsW/fPqxfvx7Z2dlQKBRQqVSwsrLSWcfBwQGWlpY6tclkMpiYmOgs09SqMWDAgFduJycnv7YexoydQqGATCbD5cuXIZPJdO7TvL8FQcCqVasQGRmJBw8eoGXLloiPjwcAODo61vlnc7PDGGtUZmZmOrcFQdBZptkBsbKyEkDVB+TYsWOxatWqV56rbdu2kMlk+Pnnn/Hrr7/i1KlT2LBhA0JDQ5GYmIhOnTrVWMP58+cxdepULF++HL6+vrC2tkZsbKx2c/nb1qpZpqmVMfbHXF1doVar8ejRIwwePPi168pkMrRv3x4AsHfvXgwYMAAtW7as88/mZocxZtD69OmDQ4cOwcHBAaamNX9kCYKAgQMHYuDAgVi6dCns7e1x5MgRLFiwAE2aNIFardZZ/9dff4W9vT1CQ0O1y+qz8+PLLly4gOnTp+vcdnV11dvzM2aoFAoFsrKytLdv3bqF5ORk2NjYwMnJCVOnTsX06dOxevVquLq6oqCgAPHx8ejVqxdGjx6NwsJCHDx4EF5eXqioqNDu43PmzJl61cU7KDPGDNrnn3+Ox48fw8/PD5cuXUJ2djZOnjyJTz75BGq1GomJiYiMjERSUhJyc3Nx+PBhFBQU4L333gNQNRWVmpqKjIwMFBYWQqlUomvXrsjNzUVsbCyys7Oxfv16HDlyRG81HzhwADt27EBmZiYiIiJw8eLFep0jhDGpSEpKgqurq7a5X7BgAVxdXbF06VIAwM6dOzF9+nQsXLgQzs7OGD9+PC5duoSOHTtqnyMmJgZubm4YOHAgrl+/joSEBLi7u9erLt6ywxgzaO3atcMvv/yCkJAQ+Pj44Pnz57C3t8fIkSNhYmICKysrnD17FmvXrkVpaSns7e2xevVqjBo1CgAQEBCAhIQEuLm5QaFQ4PTp0xg3bhzmz5+PwMBAPH/+HKNHj0Z4eDiWLVuml5qXL1+O2NhYfPbZZ2jbti327t2L7t276+W5GTNkXl5erz2RqJmZGZYvX47ly5fXeL+dnR3Onz+v97r4pIKMMaZHNZ1IjTEmLp7GYowxxphR42aHMcYYY0aN99lhjDE94j0DGDM8vGWHMcYYY0aNmx3GGGOMGTVudhhjjDFm1LjZYYwxxphR42aHMcYYY0aNmx3GGGOMGTVudhhjjDFm1LjZYYwxxphR42aHMcYYY0bt/wAjIVRCrXbWjgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_trend(frame_by_invoice.index, frame_by_invoice[\"inference\"], \"Invoice Inference Trend\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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AgBaTXeizM7RQDwCoShCTMokdgiAIgkggOI5DWYNX7LjcHIw2p5DGGlqoF6I5/fNSken5/4lmi9B7h4mdRCk/J7FDEARBEAlEi9mBNiufslLKZQD46A4TOxk6FR6YMxQXnVKMyQPzkJnCR3bKPNEgjVKOfrmpABInjUV9dgiCIAgigTjmES299Fo43RwajDa0Whxo9fhx9FoV5o0twbyxJQAgRHaOeaJBWSlqFGVqAZBBmSAIgiCIHgjrnNwnJwUZOj6m0WJ2oM3TZDBDp5Lsn+l5XOcpM89MUaEwgy9Hr06QYaAU2SEIgiCIBIL5dfrmpMLhcgMAKlss4Dz9AX07J7M0FiMrRY3CDD6yU9dmhdPlhlIR37GR+F49QRAEQRASWCVW39xUQcicaOKjPRqlHFqVQrI/S2MxslJVyE3TQCmXwc15Iz7xDIkdgiAIgkggjnnSWH1zUoSUVblH7Oh9UlgAH8kRk5mihlwuQ4Gej+68+O0hrN9fC3ccj44gsUMQBEEQCcSJZl7YlGT7ix1fvw4QILLjeczKzz/cWoFrl23Ff344GrM1xxoSOwRBEASRILjdHJo8Az7z0jVCJKeima+q0mv9rbpalQIa0QgJFul54dLR+McfR2N8v2wAwJE6Y0zXHktI7BAEQRBEgtBmdYJlmzJTVEIkhw30DJTGAqSpLObzSdeqcMmpvXH+6CIA3tla8QiJHYIgCIJIENggzxS1Ahqlwi9tpdcGFjviVFaWT1qLCaTWAFPT4wUSOwRBEASRIDR5xA6L1GT6iJ1Anh3f7b6l6Ow5Nkg0HiGxQxAEQRAJAhvkmZXKC5QMvyhN4PZ64jSWX2TH4/OhNBZBEARBEN1Ok4kXJEy8dCyNJY3sUBqLIAiCIIgeQ4tPGstP7ARLY3nEjkzmvw87h9HmjNteOyR2CIIgCCJBaBbEjieNFWZkRyyOFJ5J6b7HcByEaerxBokdgiAIgkgQhDRWKi9etCoF1KIeOsEMyszI7JvCAgC1Ug6dZ8REMN/OsQYTrn7zZ2w50tjxxceQbhU7Tz/9NMaNG4f09HTk5+fjggsuwIEDB9o9bsWKFRgyZAi0Wi1GjhyJr776qgtWSxAEQRA9G980FiAVOMEMygWewZ8Fek3A59lxwXw7/9tdjR8ONWD5z8cjX3QX0K1iZ+PGjbjtttvw008/Ye3atXA4HJg5cyZMJlPQY3788UdcfvnluO6667B9+3ZccMEFuOCCC7Bnz54uXDlBEARBhI/LzYHjOu93Wb2nBu/9XB70eSGNlSpqEigWO0HSWGcMzMVDc4bikXOHB3zeW37Oix2Hyw2rw+W9rqdrM7t+TyOwxOsiVq9eLXm8bNky5Ofn47fffsOUKVMCHvPiiy/inHPOwT333AMAePzxx7F27Vq89NJLeO2112K+ZoIgCIKIBIfLjXOWfI/cNA0+vGlCh8/DcRwWfbQDZrsLZw3JRy9PNEZMs1CN5RU10shOYLGjVMhxw5T+Qa/NRBJLY134ymY0tNnx3T3ToFUp0OIRQY3Gnil2epRnp7W1FQCQnZ0ddJ8tW7ZgxowZkm2zZs3Cli1bYro2giAIgugINa1WHKk34eeyJpjtHTf4WhwumO18NKW61RJwn+b20lgBZmOFg7j83GhzYk+lATUGK6pa+HWw9FlPjez0GLHjdrtx1113YdKkSRgxYkTQ/WpqalBQUCDZVlBQgJqamoD722w2GAwGyRdBEARBdBXiCqaGto6LAbFfhs26EsNxXMA0FhM7qWoFlIqO3fbFXZTrDFZhOxs62mLm19ZsckQlXRdteozYue2227Bnzx588MEHUT3v008/jYyMDOGrpKQkqucnCIIgiFAYbV6xU2+0htgzNOJxDQ0B0kUmuwsOFy80xGksFpUJlsIKBxYRarU4UCcSWk0+Xh27yy15vT2FHiF2Fi5ciC+//BIbNmxA7969Q+7bq1cv1NbWSrbV1taiV69eAfd/4IEH0NraKnxVVFREbd0EQRAE0R4m0c2/zuAfkQkXcdl3oMgOMwlrRKXigDcqE8ycHA5CZMcqFTtM5LDIDr+OntdpuVvFDsdxWLhwIT799FOsX78e/fr1a/eYCRMmYN26dZJta9euxYQJgU1fGo0Ger1e8kUQBEEQXUWbJLLTcbHTKhIUDQHOI/bryGTexoBMqATrsRMOelE1ljSNxaetWkQptqYe6Nvp1mqs2267De+99x4+++wzpKenC76bjIwM6HQ6AMD8+fNRXFyMp59+GgBw5513YurUqXjuuecwd+5cfPDBB9i6dSv+85//dNvrIAiCIIhgGEWenUARmXBpN7JjljYUZAzITwMA9M1N6fC1WVSo1eKQXLvJZEObzQmXaIxEk6njrzFWdKvYefXVVwEA06ZNk2xfunQprrnmGgBAeXk55HJvAGrixIl477338Je//AUPPvggBg0ahFWrVoU0NRMEQRBEd2G0eUVKZ9JYEoNyoMiOSToqgjFlUC4+vXUiBhekd/jaQmTH6vTx7DgkESe2rafRrWInHMf2d99957ftj3/8I/74xz/GYEUEQRAEEV0kkZ1OpLGkBuXQaSwxMpkMY0qzOnxdQNpBua7Nm8ZqNtv9ys0pskMQBEEQSYbEs9MlaayOe3OCIe6gLB4T2mSyS8zJ/DaK7BAEQRBEUhEtz444jWW2u2CyOZGq8d7GvWks/2GenUXcQdnmdAvbm0z+kR22jp5Ejyg9JwiCIIhERdx3psFog9vdsaZ7Bp8hnL6prGBprGjAPDtWh1siuppNdr/hoI0kdgiCIAgiuRCLHaeb6/BIBXEaCwghdmKQxkrXKCGT+W9vszkF0zUzRvfEkREkdgiCIAgihojHRQAdNym3WnzO45MSY838MmMQ2ZHLZUgXpcyKMrRQyHn1U9ZoAgD0z0vzrIPEDkEQBEEkFb7jEzrq22FprAK9JuB52DDO7BiIHQDIEJW05+u1QiTnaL1H7OSmAqA0FkEQBEEkHcygzMRBR3vtMLEzwBNBqTfacaCmDXNe/AHv/nRc6FwcC88OIB03kZ+uQbaneWFZgxGAN7LTanHA6XL7n6AbIbFDEARBEDGERXb6eSIfHUljudycUMIuiJ02G97/pRz7qg34y6o9sDp4gRELzw7gI3b0GkFUsev2y00RfD0tlp5Vfk5ihyAIgiBihNvNwWRnYscrUiJFXL4+II8XTQ1GG3462ijZTymXIU0Tm64y4tla+elaIbLDyE7VINOzT1MPS2WR2CEIgiCIGGF2uMCGBfT3iJSOiB1W3q1TKVCYyc+OPFDThv01bQCA+RP6AABKslMkQ0CjCeuiDPBpLN8ZXJkpKmFbTxM71FSQIAiCIGIEi8go5TL0zuJFinjcQriwsnO9ToncNN6gXN5kBgAM6ZWOx84fjmkn5aE4s+PDPttDEtnRa5DT4i92clLVOFpv6nEVWSR2CIIgCCJGsCGgaVol8tIDV1GFA4vsZOhUyPech3F6/xzIZDKcNaSgk6sNjdSgrPUzQmfq1MK2nlaRRWksgiAIgogRrMdOmkYpiJSOiB1WiaXXqoTIDmPCgJxOrjI89LrA1VgAkKpWQK2UC9t6WmSHxA5BEARBxAhWiZWmUSIvTQsAMFidsDpcEZ2HpbEydCro1ArBhCyTAaf36xqxw9JYchmQkyYVO6yRIdvW1MO6KJPYIQiCIIgYwTw76Vol9Dol1Er+thtpdIelsVh0haXEhhfpJc3+YgkzKOekaaCQy3zEDr+G7B5qUCaxQxAEEQUO1bbhcJ2xu5dB9DDaRJEdmUyGPE8K6sNfKyIaCGrwjIrQa3nBwc4zoX/XRHUAYGihHlqVHOP7ZQOApBqLeXXYvyR2CIIgEgyb04WLXvkRF7/6I+zOntU5luheWGQnzWPuvfjU3gCAlzYcxlVv/uw3MTwYYoMyAJw9rAAZOhUuOqV3tJcclMIMHbb+5Wz867IxAKRjKVh0KTvN49mhNBZBEERi0WZ1os3mRKvF0eP+oiW6F7FnBwD+PGMQnrl4FHQqBX480oh3fzoe1nm8pee8qLhhSn/sXDwTQwv1MVh1cNI0Ssg9A0B1agV0KgUA7ygMJoCajD3r94DEDkEQRCexiaI5jaaOzT0iEhMmdtK1zFAsw7xxJbh56gAAQHmjOazzGHw8Oz0F5tFh6au8dA1G987AqN6Z3bgqf6jPDkEQRCcRV9ZQZIcQIy49F8MMxg1hzslqFZWe9ySyUlWobLEI6bWiTB0+Wzi5m1flD0V2CIIgOolY7DT2sPA90b34prEYuR5vS7hix+ARTeKRDT2Bwgy+K3SvDG03ryQ0PetdIwiCiEPY1GcgdOfYF789hEaTDY+dPzxm84uInoUpmNgRIjvhiWNfg3JP4f7ZQ3B6/xycPSy23Zs7C4kdgiCITmKTpLEC/6XucnN4cd1BuDng1mkDe/xfwkR08FZj+YidVG8ai+O4dsWvoYemsQbkpWFAXlp3L6NdKI1FEATRSazO9j07RqsTrK1KuOXGRPzTFjSyw6exbE63kOoKhtXhEkzwXdVAMNEgsUMQBNFJJGmsIGmJNptX4LRZSewkC+JBoGJS1EqkqPmy7fZSWazsXCYD0tSUkOkIJHYIgiA6iS2MyA6ryvH9P5HYCOMiNP4ihQ30bGzHpMy6J6eLetwQkUFihyAIopOIIzvhiB0DRXaSAo7jvNVY2kBiJ7yKLPYz1dN67MQTJHYIgiA6ibj0PNiNS5y6oshOcmBzuuFw8UYtX88OwA/UBID6dtJYmw43AACGdXG35ESCxA5BEEQnEUd2DFYnHC7/+ViUxko+xMbj1ABeG5bGamhnAvo3e2sAALOG94ri6pILEjsEQRCdRBzZAYDmAKksaWSH0ljJgFHUPTmQ1ybPk8YKNWLkWIMJ+2vaoJTLMH1ofmwWmgSQ2CEIgugk4tJzIHBjQUOAyM6+KgPOWfI9Vu+pie0CiW4hWPdkhtBYsC14GmuNJ6pzev8cZIqmjBORQWKHIAiik9gc0rRVIJOyOHXFboLf/l6L/TVteO+X8tgukOgW2oI0FGTkpLY/H2u1kMLq2R2KezokdgiCIDqJbxorUGQnUBqLiaK9la3gOE6y/4b9dbj031tQ1mCK9nLjnjqDFW431/6O3Uy7kZ12qrFqDVZsL28BAMwkv06nILFDEATRSVh3W0ZTgJuX2KzKUlotZl7sNJrsqDVIj3lzUxl+LmvCc98ciPZy45rvD9Zj/FPr8GwcvC/Mu5UeJLLD0ljBGlF+ur0SADCmNBMFehov0hlI7BAEQXQSFtlhHtTAkR1/z06T2Rvt2VvVKtn/UF0bAODrPTWobrVEdb3xzNbjzQCAn442dvNK2mfr8SYAwUvGWTVWm83pFx0sazBhybcHAQDzxpbEcJXJAYkdgiCITsJuVL08f32Hm8ZikR0A2FtlEP7fanEIkR6Xm8O7Px0Pax0cx+Hej3fi4VV7InwF3UOr2dFu92BfKpt54Xe03uSX+utpbPEIstMH5AR8Xq9VQq3gb8PiVJbT5caij3bA6nBj0sAcXEpip9NEJHZ+//13LF68GGeddRYGDBiAwsJCjBo1CgsWLMB7770Hmy2yH1qCIIhEgPXZKcrUAQCaAqQlAkV2miVixxvZOeyJ6jDe+7nc7y//QBypN+GjrSfwzk/H2x0u2d243Rz+8PImnPPiDxGV4le2mAHwgjBYt2oxX+yswtp9tR1eZ0c50WxGRZMFCrkM4/pmB9xHJpMhR/DteF/L6z+UYXt5C9K1Sjx7yWgaEREFwhI727Ztw4wZMzBmzBhs2rQJp512Gu666y48/vjjuOqqq8BxHB566CEUFRXh73//O4kegiCSClZ6LoidMKqxOI5Di8l7k99T6Y3sHKw1AgAmDcxBcaYOzWYHPt9R1e46tpU3C/8PJLh6Ek1mO441mlHfZsMPhxrCPq6yxZvSa8+83Wyy484PtuPGd7Zi94nWkPuKsTpc+Hp3dafGemw5wkd1RvXOCGpQBgI3FvzwV74676E5Q4WfKaJzhCV2Lr74Ylx00UWoqanBunXr8PTTT+P222/H9ddfj3vvvRdvv/02ysrK8OWXX2L79u147rnnYr1ugiCIHgOL7BRn8TemRpMNv1cbcM3SX7Cnkr/Jim+cLjcHg8WJNlH0pbLFIqS1DnnEzpBeelxxWikA4Jt97ffi2S4SO6Ea1fUE6kSG7PX768I6xuXmUN1iFR4frefFzrs/Hcd9H++C06dzdb3RBjcHcByw+PM9YVdwvf9LOW5Zvg0vrT8c8HmL3T/KVt9mw90rduKapb+g1ewQUlgT+gdOYTFyfRoL1rVZcazRDJkMmDOqMKz1Eu0T1qz4gwcPQqVqfwDZhAkTMGHCBDgc1B2UIIjkweZJMRVl8J6dJpMdiz/fi1/KmlCYocOTF4zwSytVNPPpGJkMKMrQobLFgn1VBkwcmCuYkwflpwl/+de1M1IAALYdbxH+H06Kpzupa/OKlu8O1MHt5tBqcWDp5jL8cWwJSrJTAh7jFAmWIw1GOFxuPPG/fbA63LhgTDEmiPwx4vdgW3kLPt1eiYtP7d3u2ljEaNeJFr/nnl97EK9sOIyPbp6AU0qzAAD/21WNh1btRovHcP74//bhJ09kZ0IQvw5DiOx4InFbj/GCdUgvPfRaGvwZLcKK7LQndFpaWiLanyAIIpFgpecs5dBsduCXMr4Sp85ghcnuBPPSalX8x+7xRl7sZOpUGNU7AwCwx+PbYZGdQQXpoi67ocWOwerAQZHXJ5BJuichjuw0GO3YVdmKh1btxj/XH8bfvt4f8JiqFmlV2tF6E/ZUtgqRtWON0rSW2AAOAE9/vT8sLxNb2+E6/zTZ5sMNcLo5of9NrcGKuz7cjhazAwPyUiGTAR//dgJVrVaoFDKM7RPYr8MQhoF6vr+/HuN/bsb1zWp3nUT4RFyN9fe//x0ffvih8HjevHnIyclBcXExdu7cGdXFEQRBxANCNVaGfy+UGoNV8Oso5TLkecRLeRMvdrJS1BhexJcm760yoNXiQI2Bj3oMzE8TNZ6zh6w+2lXRCvHT8RTZAYDnvjmAr3bzqbrvD9YHHKZ6wlOJpVLwht2yBpMQCWGPxTR5PFFTBuehd5YODUYbfjhY3+7a6j2VUQ1GG1rN0kwFE1xNnrTT8UYzHC4ORRlarL5rCq6d1E/Y9+SSTOjUipDX8m0s6BU7oUUSERkRi53XXnsNJSV8GdzatWuxdu1afP3115g9ezbuueeeqC+QIAiip8PETqpaicwUaWS71mATognpWiXSNfzzTOxkpqgwvIiP7Px2vBkHa/noTC+9Fhk6lZDmsLvckvlavojNyUA8iB3+5s5Sf2KTcpvNKdz0xTBz8ql9+KjH8UaTpN+Or9hh1W4F6RqcMSgPALCrsn2jsliIHa43Cv93uNyo9QhRJqTY+1yQoYVKIcfdM09C3xw+BTdhQG6712Lit6rFAqPNiX2eFgQkdqJLxGKnpqZGEDtffvkl5s2bh5kzZ+Lee+/Fr7/+GvUFEgRB9HSsnjSWVqVAdir/l/qY0kwAvPHU20lXJXTTLW/ib8zZqWqc2jcLGToVTjRb8NRXvwMABhWkCedM91TzhJqhxMSO0Ounh1djsVTRJSIPTapagWkn8aJk/e/+pmXWY2dsn2xoVXI4XBw2iiI1xxoCp7GyU9VCqrC9qiyO44SUEgAcqfOKnZpWK5hliH1PmdjJ8XzfdWoF3rxmHG6a2h/XTfZGeYIxqncm5DLeU/TyhsNwc0BJti5glJDoOBGLnaysLFRUVAAAVq9ejRkzZgDgf0Bcrvb7QBAEQSQSDpcbLs8dUKuS47R+2dCpFFh83nCoFDJwHHDUcxNO1yqRrvWN7Kih16rw5xmDAEDwggzKTxeuIfRiCeLbcYs8JDOG5QPwpll6Kix6MrRQj1M8wvCWaQOEbsHrDwQQO57ITkm2Dn1zUgFAYlg+3mSWVFyx6Etmihoji3mxs+tES8h0IN/N2JtCOyKK7Ig9Q02C2OHfZyZyAWBAXhoemD0UGbr2/av9clNx1el9AACvfncEADCuHZ8PETkRi52LLroIV1xxBc4++2w0NjZi9uzZAIDt27dj4MCBUV8gQRBET0bc7E+rUuCpC0fil4em4+SSTOSn83+dM8NxulYJvSeyU+UpoWY3yatO74PBnmgOAMn/fSt2fDnaYEKrxQGtSo5JntRJvKSx8vUaPDfvZPztopG4eeoATB6UC6VchqP1Jr9IDYvsFGXq0D8vVdg+rm8WVAoZ7E43qkSjNVhkJytFhcEF6VAr5TBYnYLQDES9j6A8LIrsiM/dJJprBgDZngnmHWHR2YMl6c+xlMKKOhGLnRdeeAELFy7EsGHDsHbtWqSl8b+Q1dXVuPXWW6O+QIIgiJ6MOAqgUcohk8mE6E2+nr8BMt+HOI3FokHsJqdUyPHIucOFcw0KKHYCR2v21/A+j2GFeuSHGFnRU+A4zit20rXol5uKy8aXQqmQQ69VYXw//mYv7r/DcZwQ2SnO1KF/rvf9Ob1/jlCqfqzBK2SYIMlKVUOtlGOoZ0bVzhCpLD+xI4nseL08TUHSWB0hM0WNu2eeJDwe348qsaJNWH12xKhUKtx9991+2//85z9HZUEEQRDxBIvsMKEjpsAT2TnsMR2L01iMrBTvTXLyoFzccdZAHG8yY3TvTGF7brq0YscXwSSr1wo33Z4Y2bE73Xx0xeKE3eNzYgZdMWcNycePRxrxybYTuOiUYmSmqNFidsBs93aqFkd2xvbNxr4qA47Wm1DWaMLkQXx0i/W9Ye/x6N4Z2FnRgt0nWnD+6KKAa2QirH9eKo7Wm1DRZIbV4YJWpZB0b24x2+Fyc8L7nN0JsQMAl48vxdZjTZDLZRiQl9b+AUREhCV2Pv/887BPeP7553d4MQRBEPEG67GjUfoHypnJtKqVjwika5RI00o/dsViBwAWif7CZ7QX2WE33KxUNbI9/h6z3SXcpAE+MvLmpjKc0idLaIbXVdS32fD4l/vwv93VeH7eaGEKeIZOJaxPzDkjeuEf3xzA3ioDZi35Hs/PO1nwv+SmaaBVKdDfIwjkMuCU0kx8f5AXP+LUl1eI8Md6fTvtR3aGFepR32ZDm9WJY40mDOmlF9JoAODmAIPFIRjB2fveURRyGZZcNqZT5yCCE5bYueCCCySPZTKZxOAl/muGTMoEQSQTLLIT6KbN0lgMcRqLkZXSvok1V2g8FzhawyqDslPUSNcooVLI4HBxaDTZUexpdPhzWROe+N/vyExR4ft7z+yy7rwbD9bj9ve2CWXzX++uEV5PfoCoDgD0zkrBRzdNwF0f7MDRBhPmv/ULrvaYeNlIjpHFGbhwTDH65KQgXatC31yp2HG5OWFER6ZHUI7yRMv2VLbC7eYCDthkxun8dC0G5KVhR0ULjtTxYse3qWGjyR6VNBYRe8Ly7LjdbuHrm2++wcknn4yvv/4aLS0taGlpwVdffYVTTjkFq1evjuji33//Pc477zwUFRVBJpNh1apV7R6zfPlyjB49GikpKSgsLMS1116LxsbGdo8jCIKIBTZncLHD0liMQGmscNIf7UZ2WLomVQ2ZTCacUzwMtMYTXWoxO/DGD2XtXjNaPP3V7zBYnUI/nV0nWryCQh/c1Duqdya+vGMy5ozsBZebw7IfjwEAenvEm0IuwwuXnoy7ZgwGAPTzVGeVeboot1ocQpPFTE9UaEBeKnQqBUx2l1Ah5wuL7OSlazAwn48eHa4zguM4QewoPSKpSSR2OpvGImJLxAblu+66Cy+++CJmzZoFvV4PvV6PWbNm4fnnn8cdd9wR0blMJhNGjx6Nl19+Oaz9N2/ejPnz5+O6667D3r17sWLFCvzyyy+44YYbIn0ZBEEQUYEZlNkYCDG+vVICRXYyU9q/Sea149nx9pNRef7lRYR4GKjYw/PmD0fRGKJnT7TgOA4Vnsqnf189FjIZn9JjjfPy00P3kklRK/H8vJOFtBfgjez40jeXNyhXNJnhdLmF16vXKqFU8N8bpUIudKsONPcK8IqdfLHYqTfCYHHC5PEMDSpIF65l93R6zulENRYReyIWO0eOHEFmZqbf9oyMDBw7diyic82ePRtPPPEELrzwwrD237JlC/r27Ys77rgD/fr1w+TJk3HTTTfhl19+iei6BEEQ0SJUGqvAL43lLT1n+HZcDoQ4shOoRwy7sTPhFMikLP6/ye7CK56eLrFEKhDSMNDjs1nnaRgYLI0lRqtS4N9Xnyq8T6UBBoQC/DBVtZJvNFjVYvWWnftEXFgqK1CHZkAa2WFG4QM1Bpxo4UVbTqoaxZke47mnUkunUrQ7FoLoXiIWO+PGjcOiRYtQW1srbKutrcU999yD8ePHR3VxvkyYMAEVFRX46quvwHEcamtr8fHHH2POnDlBj7HZbDAYDJIvgiCIaCFEdpSBxE7oNFa6VgmVov2PYSZ2rA63IB7EiD07gDelIhE7npv/WM+ohXd+Og6zvf2hmJ1BLBC0KgVGeroYsxRSoEqsQJRkp+Cda0/DjVP64w8nB66ikstlwpiGskaT17TtEzmb6unQvO73OkkDQoZY7IwpzYRCLsPBWiM2H+bHWRRl6oRzsh48lMLq+UQsdt566y1UV1ejtLQUAwcOxMCBA1FaWorKykq8+eabsVijwKRJk7B8+XJceumlUKvV6NWrFzIyMkKmwZ5++mlkZGQIX2zUBUEQRDQQSs8DpLHSNEqkiP7i901j+d6Ig5GqUULniRw1tNmwdHMZbl3+m1C+3WSW+kbYv+JeO8y/c97oIqRrlLA73YKPJ1Lcbg7OAIM6fWF9adg0eHE5PQChJ1A4jOydgQfnDPXzPIlhXZXL6o2isnPp/qf3z0aqWoG6Nht2+8zJcrjcwnuWn65BbpoGZ3jK2JnPqShTK7y/R0jsxA0Ri52BAwdi165d+OKLL3DHHXfgjjvuwJdffondu3fHvIPyvn37cOedd+KRRx7Bb7/9htWrV+PYsWO4+eabgx7zwAMPoLW1Vfhioy4IgiCigTWEQVkmk0miO3qfyI5viiUUrNdOVasFz6zmJ4T/UtYEi90lRJeyfMSO2KAsFkSsTDpQ48GV205gR0VL0HUYrA6c8cwGDF+8Bhe9shkvrD0YMEICeMcrFHnSPmw+FSOcNFYkMI/NwTqjMATUV1BqlAohuvPt77WS51gZuUIuE467cEwxAG//neLMFOH9PdbonW9G9GwibioI8L/AM2fOxMyZM6O9npA8/fTTmDRpkjBdfdSoUUhNTcUZZ5yBJ554AoWFhX7HaDQaaDRkHCMIIjbYHN4hoIEo0GuEadzpWhVS1QrIZXyflnDKzhm5aRpUNFnwzd5aWDzRpOpWC5rMfDRDrZAj1RNFChjZEZVIZ6eqcbzR7DcsdNeJFiz6aCf656Vi/f9NC7iO9b/XCc31tpW3YFt5CyYOyMFp/XMA8KZk1o7EK3b4yM7QQj2UcpkwzyraYod1SP692iBE0AIJyhlDC/DV7hqs3VeL/xP1NWJVYrlpaqEsfeawXkjTKIXJ9UWZWug91V1M41HZec+nQ2Jn3bp1WLduHerq6uB2S0OZb731VlQWFgiz2QylUrpkhcLbMIsgCKKrYZGdQE0FAalvJ12rhEwmQ5pGCYPVGXYaC/D6dr7cVSVsq261Cn6drFSVIDK8BmVvxVWzqPFgsC7LW4/xk9PZRPJAfLOvBgBwxWmlOFpvxE9Hm7DzRAtO65+Dg7VtOP+lTfjTpH6475whkvEOAC8IhxSmY0+lpxorgjRWOAwt5KukDtS0CWboQILyzJPyIZcB+2vacKLZjN5ZvNenXjTCgqFTK3DOiF74+LcTwmvx9VlRZKfnE3Ea67HHHsPMmTOxbt06NDQ0oLm5WfIVCUajETt27MCOHTsAAGVlZdixYwfKy8sB8Cmo+fPnC/ufd955WLlyJV599VUcPXoUmzdvxh133IHx48ejqCiwaY0gCCKWhCo9B4Benhu6XAbBv8NSWR0RO+JhoNWt1oDpGl+DstvNCftlp6qFMmnf8vOdnnJso80Z0JNjdbjw3YF6AMBl40owZXCe5zje+/LlzipYHW58sZMXZL5iBwBGFmcCAFLVCqRpOvT3dlD65qRCo5TDbHcJryVQZCcrVS0M22SVYYDUnCyGpbIAPkrl2y25s92TidgT8U/aa6+9hmXLluHqq6/u9MW3bt2KM888U3i8aNEiAMCCBQuwbNkyVFdXC8IHAK655hq0tbXhpZdewv/93/8hMzMTZ511Fv7+9793ei0EQRAdwcZKzwNUYwHe6EWaRilEXoQUSwRprLwAN9TqVkvAqqMcH09Oq8UhpFyyUoJ7dnaKvDoGq9MvYrH5cAPMdhd66bUYWZwBg4VP7ez2iJ1fPZGhE80WtJjtfmksgJ9P9f4v0Y/qAHwfncEF6dhd2YqDnknzwQTljKH5+KWsCev212HBxL4ARJPYfcTO6f1zMKxQj7o2Gwbmp/kNC6U0Vs8nYrFjt9sxceLEqFx82rRpIdNPy5Yt89t2++234/bbb4/K9QmCIDpLqD47gLfXjm/JOQBkRmRQ9ve31IjSWGJhwpoKtln5gZvMnJyuUUKtlAdMY7WY7TjW6J0YbrA4/MTON3t5Q+/M4QWQyWTCrKnyJjPq2qzYXuGN7u+oaBHEg1jsTB9agH65R4OWkHeWoYXpkiqrYH2MTi7hS/CPN3o7KQeL7CjkMnxyy0Rw4JCiVgqeI0Y2NRTs8UScxrr++uvx3nvvxWItBEEQcUd7aaxhhXrIZHxTPca4vtlQKWQYU5IZ9nVYGgsAJnjMwNWtVtGoCO9NPVOnAhv71GwWjTTwRHS8kR9vhMJ3OGarxSF57HJzQvXSzGG9AAAZKSqht837P1cI7wXAp4c4DhJxBfBCYsPd04QxD9FmSC+95HEwPw0TNA2iKA0zKAfq/6NTK5Ci5kWqXqsURkaEugbRc4g4smO1WvGf//wH3377LUaNGgWVSqqan3/++agtjiAIoqcTqvQcAPrnpeG7u6dJTK/3njMEt581KKKuu2Kxc8mpvbHlaCNaLQ5hEne2KF0j95RON5rsaDTa/VJdwjgJkf9np0+5ua/Y2VbejEaTHelaJU7rny1sH9U7E8cazXjnp+OS/dfu44VRUYY24MDNWDG0UCp2gqWxmKAx2V0w2ZxI1SiFSFReWuhIjUwmQ1aqWogEURqr5xOx2Nm1axdOPvlkAMCePXskz4mnnxMEQSQDrPRcE0TsAEAfT7M7MZGOF2DpMIVchrOHFyDtc74cel81X9nka8TNTvWIHZPNbzJ3oDTWTp9ZUWxiOOPjrXw10tlDCyTVSKN6Z+DznVXC3K7JA3Ox6XADagx8lCTYLKtYwSqyGMHSWKlqBbQqOawONxqMNl7seKrQCjLa9xPliMQOGZR7PhGLnQ0bNsRiHQRBEHGJENkJUnoeLfrkpOLumYORn66FXqtCrwwtDtcZcbiuDYB/KqUkOwWH6ow41miGweKdig5401hNJrvgm9xRwaexctM0aDDaJJGdVosDn3sqrC4bXyq5ziifrsjXTOyLTZ7RCgA/s6oryUxRozBDi+pWK1LVCmiCGMdlMhny0vneRQ1GG0qyUoQ0Vq8wzNMsYqRSyJAe5aoyIvp06rfzxIkTOHHiRLTWQhAEEXd4x0XEfhDkwrMGYd44fuRNoSf64HDxYsV3ejrrJnykzugX2WHCyOnmYLA4UdVqRYPRBqVchgkDeD+QWOx8uu0ELA4XBhekYVzfLMl1hhfpBX+QTsV3JxaLBbE5uatgqaz2JsqzdFV9mw1NZrvwXoYzs4u9h1kpaspqxAERix23242//vWvyMjIQJ8+fdCnTx9kZmbi8ccf92swSBAEkeh4B4HGNrLjS6FPqiU7iNg5VNcmaSgI8CMTWI+bRpNN8OsMKUwXyq5ZWTnHcXj3Z74FyFWn9/G7sadqlMK1xpRmQqWQY3iR1zdT3A1iZ0gvPpXVnnGY+aDqjXbUGrzdk8MZzuo7h4zo2UQce3vooYfw5ptv4m9/+xsmTZoEANi0aRMeffRRWK1WPPnkk1FfJEEQRE+lvdLzWNHLJz0krsYCvGLncJ1RuHlLy9PVMNqcaDLZsbeKT2GNLM5EhmcUAovs/FLWhMN1RuhUClwgaq4nZmzfbBysNWLSQH5o5vDiDKzbzzfr647Izri+2QCOoG+uv1dKDIvg1LfZBLHjO6k+GL4pQaJnE7HY+e9//4s33ngD559/vrBt1KhRKC4uxq233kpihyCIpMLmDD0bK1YU+UZ2UgNHdmoNNqSo+f452T6NB8ubzGgw2nHI04DvJFF5PPP5rNxWCQC4YEwR9EEmjt898yQML9Lj4lN6AwBGiCM7XWxQBoBpJ+Vh+fWnSSJMgZCKHY85OUyxU5qdIvmX6NlELHaampowZMgQv+1DhgxBU1NTVBZFEAQRL3gjO12bxuolEjsapRw6H7Gl16pQoNeg1mATBpGKq4bEFVmH63ixM6ggXTDpsmqsMk/TvdM9vX0CkZ2qxpWn9REej/RMN1fIZX7ptq5AJpMJUaZQCL12jDbUtEYW2TlvdCFUivCuQ3Q/Ef92jh49Gi+99JLf9pdeegmjR4+OyqIIgiDihe5KY4nTQ9mpgU2yg/KlZdjZAeZn1bRacMwjaAblpwnRG5bGYuXV4VQoMQozdHj8D8Px9EUju/x9iYRckUGZiTxW4t8eGqUCfzi5WNL/iOi5RBzZeeaZZzB37lx8++23mDBhAgBgy5YtqKiowFdffRX1BRIEQfRkhDRWkBLnWCGO7ASrOhqYnyYpA5dEdjw36V+PNcPNARk6FfLSNRLPDsdxgpcl0llWV0/oG9H+3YE4slNr4N+bcCM7RHwRcWRn6tSpOHDgAC688EK0tLSgpaUFF110EQ4cOIAzzjgjFmskCILokXAc121pLL1WJVRUZacG9tIw3w4AKOXSfjAsjbWtnJ9nNSg/DTKZTBA7BosDRpsTZjv/+nyHYyYC4tJzlsaKJIJFxA8d6oRUXFxMRmSCIJIeh4sTpokHa14XS1hjwWAjEQaJxE6WT6qLpbFYZIrN7tIzsWN1CqbddI0SqQnYOI9FdmxOt+Bryg8zjUXEFxH/KbJ06VKsWLHCb/uKFSvw3//+NyqLIgiCiAdY92QA0HRxZAfw9toJ1utFHNnxnd+U4+M1Gejx97DIjsvN4Wg9b1zOS1ABoFUphGiXxROho8hOYhLxb+fTTz+N3Fx/93l+fj6eeuqpqCyKIAgiHmApLJmMr4jqanpn8WXPwQZX5qRpJJ1+Jc/5iB8WBdKqFFB7XsshT5VWQXriCgBxt2SVQhY0SkbENxH/dpaXl6Nfv35+2/v06YPy8vKoLIogCCIeEIaAKuXdMjLgpin9ccMZ/XCpZ4REIAbm8SLGd1ilbzRocIG3cotVZLGS9HArlOIRcTVVfnrXTmgnuo6IxU5+fj527drlt33nzp3IyQneh4EgCCLR6K6yc0bf3FQ8NHdYyEqpgR4vju84CbHYSdcoJYImQ8endg55hoxGWokVT4gjO4ks6pKdiB1nl19+Oe644w6kp6djypQpAICNGzfizjvvxGWXXRb1BRIEQfRUuqvsPBIuG1eCw3VGXHSKdNSDVsXPxzLanBhYkCaJTDGTMovsJGIlFkMqdhJX1CU7EYudxx9/HMeOHcP06dOhVPKHu91uzJ8/nzw7BEEkFd1Vdh4Jo3pn4qObJgR8js3HEldtAV6TMhtymsgiIFeU3kvk15nsRCx21Go1PvzwQzz++OPYuXMndDodRo4ciT59+rR/MEEQRAIhTDzvwV2CQ5Gdys/HEvt1AK/YYVBkh4h3Otw4oW/fvuA4DgMGDBAiPARBEMkEi+xo4lTsnDUkH0fqjJg6OE+y3XfgZyKLAPLsJAcRx17NZjOuu+46pKSkYPjw4UIF1u23346//e1vUV8gQRBET4X12emOsvNocMf0QdixeCYGtRfZSWARkJfmFXLUYydxifg39IEHHsDOnTvx3XffQav1/mDMmDEDH374YVQXRxAE0ZOxeEYppKjjM7ID8JPJfRGLnXSNEinqxI3e56Z7PTuJXHWW7ET8E7xq1Sp8+OGHOP300yXu/eHDh+PIkSNRXRxBEERPhnXdjWexEwi9zntrSOSoDsD32UnXKOFwu1GUSWInUYlY7NTX1yM/P99vu8lk6pamWgRBEN0Fi+zEq0E5GOLITiL7dQBApZDjvRtOh9PtTugIVrITcRpr7Nix+N///ic8ZgLnjTfewIQJgcsbCYIgEhEW2dElmNgRG5QTuRKLMbJ3BsaUZnX3MogYErGMfeqppzB79mzs27cPTqcTL774Ivbt24cff/wRGzdujMUaCYIgeiQJK3aSKLJDJAcRR3YmT56MHTt2wOl0YuTIkfjmm2+Qn5+PLVu24NRTT43FGgmCSAI4jkN9m627lxERVk8aS5dgnh1xGotMu0Qi0KEE5YABA/D6669Hey0EQSQxr3x3BM+uOYC3rhmLs4YUdPdywkKI7CSY2BFHdpIhjUUkPhFHdrZt24bdu3cLjz/77DNccMEFePDBB2G326O6OIIgkof9NW2Sf+MBsz0x01jpGiVYvQmlsYhEIGKxc9NNN+HgwYMAgKNHj+LSSy9FSkoKVqxYgXvvvTfqCyQIIjmwexr02T3DNeMBa4J6duRyGUqyUqCQy9A3J6W7l0MQnSZisXPw4EGcfPLJAIAVK1Zg6tSpeO+997Bs2TJ88skn0V4fQRBJAhM58SR2EjWNBQD/vXY8PrppAnl2iIQgYs8Ox3Fwu/kPo2+//RbnnnsuAKCkpAQNDQ3RXR1BEEmD3RWHYidB++wAQL/cVPTLTe3uZRBEVOhQn50nnngC77zzDjZu3Ii5c+cCAMrKylBQEB+mQoIgeh4OJwfAK3riAYtn6nmidVAmiEQjYrGzZMkSbNu2DQsXLsRDDz2EgQMHAgA+/vhjTJw4MeoLJAgiObDFZWTHCSDxPDsEkWhEnMYaNWqUpBqL8eyzz0KhoF94giA6Rjx7dhIxjUUQiURYYofjuHbnXoknoBMEQUSKwxPZscVTGitBmwoSRKIRVhpr+PDh+OCDD9rto3Po0CHccsst+Nvf/haVxREEkTzEY2TH6vHsUBqLIHo2YUV2/vWvf+G+++7DrbfeirPPPhtjx45FUVERtFotmpubsW/fPmzatAl79+7FwoULccstt8R63QmJw+WGUi6j6fFEUhJvYsfpcgtmajIoE0TPJiyxM336dGzduhWbNm3Chx9+iOXLl+P48eOwWCzIzc3FmDFjMH/+fFx55ZXIyqLJsR2hyWTH9Oe+w/ShBfjHH0d393IIosuJt9Jzq2id5NkhiJ5NRAblyZMnY/LkybFaS1JzsLYNzWYHfilr6u6lEES34GCRnTjx7Jg9lVgyGaBRRlzYShBEF0K/oT0EZs50xskHPUFEm3grPbfavX4dSj0TRM+GxE4PgYkdu4vr5pUQRNfDcVzceXYsCToXiyASERI7PQS7p3us0x0fH/QEEU2cbq/Ij5c0ViLPxSKIRIPETg/Bm8aiyA6RfIijOXET2bFTZIcg4gUSOz0EbxorPj7oCSKaiAWOLV7EjsMzKoIiOwTR4+mQ2Dly5Aj+8pe/4PLLL0ddXR0A4Ouvv8bevXujurhkggzKRDIjFvl2p6sbVxI+Fo9BmcrOCaLnE7HY2bhxI0aOHImff/4ZK1euhNFoBADs3LkTixcvjvoCkwVmTHZzgMtNqSwiuZCkseJE8JNBmSDih4jFzv33348nnngCa9euhVqtFrafddZZ+Omnn6K6uGRCHNFxxMmHPUFEC2lkJz5+/pnYoe7JBNHziVjs7N69GxdeeKHf9vz8fDQ0NERlUcmIg8QOkcSIBY6bi490rpUMygQRN0QsdjIzM1FdXe23ffv27SguLo7oXN9//z3OO+88FBUVQSaTYdWqVe0eY7PZ8NBDD6FPnz7QaDTo27cv3nrrrYiu2xNxiKqwqCKLSDZ8oznxkMpikR0tRXYIoscTsdi57LLLcN9996GmpgYymQxutxubN2/G3Xffjfnz50d0LpPJhNGjR+Pll18O+5h58+Zh3bp1ePPNN3HgwAG8//77OOmkkyJ9GT0O8Ye9g3rtEEmGbzQzHlJZZorsEGGyZcsWKBQKzJ07t9vWsHLlSsycORM5OTmQyWTYsWNHu8csW7YMMplM8qXVaiX71NbW4pprrkFRURFSUlJwzjnn4NChQzF6FR0notlYAPDUU0/htttuQ0lJCVwuF4YNGwaXy4UrrrgCf/nLXyI61+zZszF79uyw91+9ejU2btyIo0ePIjs7GwDQt2/fiK7ZU5GmsSiyQ8QvVocLN77zG6YMysX1Z/QP6xi/yE4ciB0rGZSJMHnzzTdx++23480330RVVRWKioq6fA0mkwmTJ0/GvHnzcMMNN4R9nF6vx4EDB4TH4tEoHMfhggsugEqlwmeffQa9Xo/nn38eM2bMwL59+5CamhrV19AZIo7sqNVqvP766zhy5Ai+/PJLvPvuu9i/fz/eeecdKBSx/aX//PPPMXbsWDzzzDMoLi7G4MGDcffdd8NisQQ9xmazwWAwSL56ImKxEw9+BYKoNVhR1eL/u7fteDO+P1iP1384Gva5bD4/8/HQa0doKkhpLCIERqMRH374IW655RbMnTsXy5YtE5674oorcOmll0r2dzgcyM3Nxdtvvw0AaGtrw5VXXonU1FQUFhbihRdewLRp03DXXXdFtI6rr74ajzzyCGbMmBHRcTKZDL169RK+CgoKhOcOHTqEn376Ca+++irGjRuHk046Ca+++iosFgvef//9iK4TazrcVLC0tBRz5szBvHnzMGjQoGiuKShHjx7Fpk2bsGfPHnz66adYsmQJPv74Y9x6661Bj3n66aeRkZEhfJWUlHTJWiNFHM0hgzLR03G63Dj/pU2YteR71BqskufqjTYAQF2bLeyfZUcce3YoskOE4qOPPsKQIUNw0kkn4aqrrsJbb70FjuM/76+88kp88cUXQgsXAFizZg3MZrNQCLRo0SJs3rwZn3/+OdauXYsffvgB27Ztk1zj0UcfjVmWw2g0ok+fPigpKcEf/vAHST89m43/XRentuRyOTQaDTZt2hST9XSUiNNYHMfh448/xoYNG1BXVwe3j79k5cqVUVucL263GzKZDMuXL0dGRgYA4Pnnn8cll1yCV155BTqdzu+YBx54AIsWLRIeGwwGXvCYTECgSJRCAYhzkiZT8AXJ5YD4mpHsazYDnFfgcCYjdHb+puFsMwH56UH3lSCTASkp3scWCxDK8yMOK0ayr9UKuEI0e4tk35QUft0AYLMBTmd09tXp+PcZAOx2wOGIzr5arfdnJZJ9HQ5+/2BoNIBSGfm+Tif/XgRDrQZUqsj3dbn4710wVCp+fwAGkw2GhlYAwH++3oWHzx0u7NZa3wKVywGHQoX6NhuK9Br+Zy3EeZm4kXFuaB12OAxtQEqASeJKJf9eAPzvhNkc/LyR7BvJ771nXyZ20ly24PtH8TNCgu/vPX1GhLdvN3xGvPn667jqj38ETCacc8YZaG1txcaNGzFt2jTMOusspKak4NMPPsDVl18OAHjv7bdx/pw5SJfL0dbcjP/+97947733MH3KFMBux9KXXkLRoEH8NTw/T7np6RjQX5QyDvV77/t7EGLfk0pL8dZ//oNRp5yC1tZW/OPZZzFx4kTs/fVX9C4uxpCSEpSWlOCBe+7Bv//5T6RmZuKFl1/GiRMnUF1VFfrnXfR5Are73c8IiFrddAguQu644w5Oo9Fw55xzDrdgwQLummuukXx1FADcp59+GnKf+fPncwMGDJBs27dvHweAO3jwYFjXaW1t5QBwrfxHg//XnDnSA1JSAu8HcNzUqdJ9c3OD7zt2rHTfPn2C7msZPES677Bhwc/bp49037Fjg++bmyvdd+rU4PumpEj3nTMn+L6+P0aXXBJ6X6PRu++CBaH3ravz7nvrraH3LSvz7nv33aH33bPHu+/ixaH3/eUX777PPBN63w0bvPu+9FLofb/80rvv0qWh9/3oI+++H30Uet+lS737fvll6H1fesm774YNofd95hlh18pvNobc94VJl3N97vuS23qsiX+vQ5337ru5T36r4Prc9yU36eY3Q+97663e9dbVhd53wQLvvkZj6H0vuUT6MxxqX89nxJWv/8T1ue9LzqHVBd83Rp8R3LBh0n3pM4Knh31G7Ac4JcDViva97YILuKuuuorf96WXuFsBbpbnOSPApQDc557HO/75Tw4Ad/z4cclnxBiAu9N3DWF+RpQBHABu+/bt/L4RfEbY167lBgDcX0TPbwW40Z5zKuRybtasWdzs2bO5cyZMCH3exYu96w3jM4LjRPfv1lYuUiKO7LzzzjtYuXIl5syZ0zmV1QEmTZqEFStWwGg0Ii0tDQBw8OBByOVy9O7du8vXEys4juvuJRBESIy2EH89i6hptQJhZHniwZDsC4vsIEAAiiAA4E0ATgBiOzL3+efQaDR46aWXkAHgSgBTAdQBWAtAB+CcLl9peKiUSowBcFi07VQAOwC0ArD/5S/Ie+wxnHbaaRhbWtodSwyKjIvwztqvXz98/fXXGDJkSKcvbjQacfgw/7aNGTMGzz//PM4880xkZ2ejtLQUDzzwACorKwWjltFoxNChQ3H66afjscceQ0NDA66//npMnToVr7/+eljXNBgMyMjIQGtVFfR6vf8O3ZTG+vMHO7B6bw0A4O3rxmPc8JKg+0pIwhD1KxsO41/rD2PW8AIsuWyMd19KY/F0QRrrh/01uPE/m5GiVsBsd0Ehl2H1nWegd3YKbl2+DWsPNcKhUOEvc4fi+kl9MeWx/6G+zY6Zwwrw4uVj/M77zm9VePizvUIa661rxmLCgFz/NUQpjfX9wTrc/O423Dl9EG6aOqBDaaw5L/6AfdUGvHPZcJwxKC/wvpTG6ti+CZDGcjqd6D14MO79858x86yzvPtqNLjg4otx99134+brrgPsdvQfMQJ/vu02fL12LfqUlODVF18EALTZ7cgpKMD777+Pi88/H7Db0draiuLBg3H9ggVY8swzkvOG8xlx7Phx9Bs+HNu3b8fJJ58c0WeEy27H8BEjMGfWLDz/t7/576tS4dDx4xgyZAi+/vJLzJwyJfh5O5DGEu7fra2B798hiDiy8+ijj+Kxxx7DW2+9FdAjEwlbt27FmWeeKTxm3poFCxZg2bJlqK6uRnl5ufB8Wloa1q5di9tvvx1jx45FTk4O5s2bhyeeeCLyi6emSn/5Qu0XyTnDRfzhA8Co0sCi5j9sbWpdyH1DEsn3JJJ9fXorRG1fjcZ7QwpzX4taC4taC4NCE/w9V6vDz/HGal+VyiskormvUun9UIvmvgpF2D/DBjsHi1qLkX2z4XS7sa28BT/X2dC7JA/VTjkcCv61VLdaYXFyKLfJAbUW25rsAa/Bqq84mRwWtRZWta79tchkAfdpMNrw2ndHcO3kfijSBN53U7UVZpUWa4614aY5Aa4TxvvASs+1mfrwf/c78RkRtX2T4DMiLGL8GfHlqlVobmnBdbfcInhMGRdffDHefPNN3HzzzYBKhSuuvBKvLV2KgwcPYsOGDcLPSXpqKhYsWIB77rkH2dnZyM/Px+LFiyGXyyFTq4X9XnrpJXz66adYt24df4EAv/dNTU0oLy9HVVUVAAjl5KzKCgDmz5+P4uJiPP300wCAv/71rzj99NMxcOBAtLS04Nlnn8Xxigpcf8stwrVXrFiBvLw8lJaWYvfu3bjzzjtxwQUXYGYEbWUgl0f2u9EBIhY78+bNw/vvv4/8/Hz07dsXKp8PaF+XeCimTZsWMmUjLtFjDBkyBGvXrg37GvGCpM9OkjYVtDld0Cjbz3mwyjV2syG6HoOV/ytXr1MhM0WFbeUtqPFUZTUavRGqmlYrKpq9EZWKJgtazQ5kpEg/N3yrrzpTer50cxne2FSGBqNNGvkTUdbAR1j2VRvgcnNQyCPPRVE1FhGKN998EzNmzPATOgAvdp555hns2rULo0aNwpVXXoknn3wSffr0waRJkyT7Pv/887j55ptx7rnnQq/X495770VFRYWkAqqhoQFHjhwJuZ7PP/8cf/rTn4THl112GQBg8eLFePTRRwEA5eXlkMu9RdrNzc244YYbUFNTg6ysLJx66qn48ccfMWzYMGGf6upqLFq0CLW1tSgsLMT8+fPx8MMPh/9GdRERi50FCxbgt99+w1VXXYWCggJJgyGi40j77CSfZ+fRz/dixdYKrL5rCkqyQ/+Vyt4rEjvdh8HCxI4ShRn8hy7rudNo9IbEq1stON4oTTXtrWrFxIHSFJXDKf2Z70zpORMymw43gOO4gJ9Rxzz7WB1uHK03YlBBut8+7SGMiyCxQwTgiy++CPrc+PHjJX/oDx06NOgf/unp6Vi+fLnw2GQy4bHHHsONN94obHv00UcFwRKMa665Btdcc03Ifb777jvJ4xdeeAEvvPBCyGPuuOMO3HHHHSH36QlELHb+97//Yc2aNZg8eXIs1pO0iD/sk7HPzs9lTTDZXdhbZYhA7CTf+9RTaGViR6tCYQaf6qhptcJid8Fk94rQmlYrjjdKfSp7Aogdu49/ozOGZSauGox27K9pw9BCaW7f7eZwvMkrwPZWGTokdszUVJDoArZv3479+/dj/PjxaG1txV//+lcAwB/+8IduXll8EXFTwZKSkoiNQUT72JN86jmL0tic7UdrBLETxr5EbBCnsVhkp7rVikaT1OhY22YTIi1aFf9xs6fSv4t5tMZFcByHclEkafPhBr99qg1Wyfn3VLZGfB2XmxPOQWksItb84x//wOjRozFjxgyYTCb88MMPyM0NYOAnghKx2Hnuuedw77334tixYzFYTvKS7LOxWOv9cLwa7P2xUWSn2zBY+IqXDJ0KhZlM7FgEv05+ugYKuQwuN4ffjjcDAM48KR8AH9nxxV/sdEzItpgdaBOVxW8KIHZYCosRaD3tIU6hplBkh4ghY8aMwW+//Qaj0YimpiasXbsWI0eO7O5lxR0Rp7GuuuoqmM1mDBgwACkpKX4G5aampqgtLplI9tlYzP9gC8OHQ56d7keI7GiVKNTzaaxmswOVHt9Ovl4DpVyGqlYrDtS2AQBmjyzE13tqUNZggtHmRJrG+/Fjd0XHs8PSU0q5DE43h5+PNvkZ31mkqShDi6pWK/ZWGYJ6e4JhEf3saZQdnrpDEEQXEbHYWbJkSQyWQYhNyQ53EkZ2HJFEdtxh70vEBsGzo1NBr1MK/XZYSignVQO1Qo6qVqvQ/uWU0kz00mtRY7Di92oDxvXNFs4XbhrLbHdiy5FGTBqYG9AYzPxBY0ozUdZgQoPRju3lLdBrVZDJgKGFeiGyM2NYAT74pQJtVicqmiwozQm/fFsYAqpSUJEGQcQBHarGIqKPxLOTZDdxsf8hHAFjd1LpeXdjEBmUZTIZemVocbTehD1VvB8nJ03tidy0AABUChkKM3QYUaxHjcGKPZWtUrHjCk/s/Of7o1jy7SE8fO4wXDe5n9/zzK/TJycVRZk6fLajCn/+cAeqW63QKOXYcPc0HPMIooH5aRhSmI5dJ1qxp6o1MrHjIHMyQcQTYcVfDQaD5P+hvoiOIUljJVmfHXFKIBwBw94rp5tLypRfT8Bg9Xp2AAgmZRbZyU3TCNsAoCQrBQq5DMOK+J4j+6qknxXMo8NMzLYg39eKJovn38Cdk8s920uzUzDZU/FV3cr3/7E53Vi9pwbHPIKob04qhhfpJesOF3FkhyCInk9YkZ2srCxUV1cjPz8fmZmZAcO2LOftCtUCnAiK2JScbAZli6hUOZzIjlgMWp1upCnkWL2nBuVNJtw4ZUBM1khIEffZASCUnzeZeINyTqpa0qiPtRNgAqjZLB2NwX7m0zQqWB22oJEdo80hub4vzLPTJycFZw3Jx2c7qpCZokJ+uhZvbS7DV7urhehPv9xUDC/KAFCBvVWR/aFGkR2CiC/CEjvr169HdjYfct6wYUNMF5SsiFNXyVZ6Lo7mhGVQFvUksjpcSNMo8ZdVu9FgtOPsYb3QLze2bcd7GhVNZvzjmwO44Yz+GFHs36012lgdLkGU6n0iO4ycNI0k6tHHkyJK9ZiSfQeJMnGTplGgwRg8jdXmiSi1BhE7TMiUZqcgXavCu9efBoBvePjW5jJs9VSGqRVyFGXqhPdrT2VrRCZl6p5MEPFFWGJn6tSp6N+/P3799VdMnTo11mtKSuxJ3EFZnMYKy7Mjeq+YUGox8ze/WoM16cTO5zur8NmOKqSoFXj6olExvx6rxJLJgDS1NLLDyElTQ6/1VmqWeiI76e2JHa1S8tgXJnbYGsRYHS5hZEWpT2PKokwdRpdkYmdFCwCgJFsHhVyGIb3SoZDL0Giyo9ZgQ6+M8GY2WSmNRRBxRdg1k8eOHaMUVQxxJHFTQbO9Y54dfn837E43nJ4KNpZGSSZMttDRjmjDeuzotSrIPakq38hObqrUs8PEB4vsmGw+HZNdLLKjlDz2pc3K0lj+k61PeGZwpWmUyE71H9p4zvBewv+ZINaqFBiYlwYgMt+OMCqC0lgEERdQg4gegMvNQVxtTp6d0IgjX1aHS3J8Mood9p6xqEes8XZP9gaGWWNBRk6aGvnpGjDbTp8cXlykanhxEDyNpZI89iVUGuu4KIUVKB01e4RX7PTN8Ub/hhfzJuVIfDvCqAgVfYQSRDwQUen5mjVrAk5wFXP++ed3akHJiG8kJ9kiO9YI01ji98fmdMHs8N44k1Ps8O9fR8XOuz8dx1Nf/Y5/XT4G04cWtLu/eC4WgzUWZGSnqqFUyLHwrEE40WzGoHw+epLuETNGn7V6Izu8GOpIGktciRWIvrmpGNIrHftr2tDfE80BgBFFGVi5rTKiTsrsZzZFHXH3DoIguoGIflPb67FD1VgdwzdkT6XnobH7pLHMyR7Z8YzN8I2WhIPT5ca/1h+C2e7Cg5/uxrr+OZLOxoFglVCs7Bzgozw6lQIWhwvpGqXQ8G/R2YMlx7LIjsXhgsvNCRVbfp6dAILf6nAJ2812FxwuN1QKb2TleKO3EisYT100Ep9uq8QFY4qEbaz8fG8kaSw7TTwniHgiohhsTU0N3G530C8SOh3Dt4mg3UlprFD4RXZsSS52hDRW5J6ddfvrUGvgh3fWGmxYsvZgu8ewHjviyI5MJhNSWTlp/n4ZBhMzgFScOVzSNFagnwNfMedbfi5EdkKInVNKs/D4BSMkEZlhHrFT1WoN++eHqrEIIr4IW+xQS/TY4evRSbbIjlmSxgrHoCz27Lhhtntvgr79W5IB9p75pobC4b2fywEAY/tkAQCW/ngM+2tCe1d8e+wwmCE5J00T9FiNUgGVgv8sMYnEC4vspIeoxvJN0xl8Htd6KrF8zdLtka5VCYblvWGmsgTPjpo8OwQRD4T9m8pxyRVt6Ep8PTrJVnpulVRjRRbZsTpcErHEpm4nE+w9M9n51FC4VDSZ8f2hegDAP/44GucM7wWXm8O/1h0OeZwhgGcH8Jaf5wSohBITqNcOEzep6uCeHd/Ila9Jmfl4MnShrx+IYUInZQPsTjd2n2iFO8R7yURR76zwR0wQBNF9hC12FixYAJ1O1/6ORMT4zQVKMoOyJeLIjtSzQ9VY3tcfiW/n/V/KwXHA5IG56JubiqtO7wMAwpTyYHhFhVTslHhu/O31qkkLJHZYGssjoAL9DvhFdnzETqs58LrCYYRnjMVvx5tx1Rs/47yXNuHW5dskP1sMo82J7eUtACCMpCAIomcTtkF56dKlsVxHUuMf2UlisRNWZEdaem62ezV7k9keUSfcREDsb2mzOsK+2X+1uxoAcPn4UgDeKqaKJjPcbk7ooeOL0GfH5zpXnl4Kp9uNeWNLQl43Tei1w5+H4zj/PjsRRnbcbg5tNum8rkgY4Sk///b3WmHb6r01qPz3Fry5YCzy9V4B9/PRRjjdHPrkpAhjMAiC6NlQwrkH4PAxJCdzn532qrHcbk6SqrE6XbDYpekQU4C/xhMZsUAMN7LDcZwwIHNUbz6qUZiphUIug83pRr3RFvTYQH12AH745//NPKldASBEdjyRGqebA8uSh/Ls+Hp0xOXnbVancI6OiJ3hRd6WGmqlHA+fOwzZqWrsrmzFvZ/skuy76XADAGASRXUIIm4gsdMD8A3ZJ1ufnUiqsRw+5m2rw1/cNCdZKkuSxgrTpGwRzbdi3YZVCjmKPBVV5UGmigPBPTvh4uvZEQub1BAdlH3TWOLIDvu/TqWAWhn5x1p2qhpDeqVDLgP+ednJuG5yP3xw4+mQyYDvDtTjcJ1R2HfTIV7snEFihyDiBhI7PQC/NFYEJtNEwHc2VigzvG/Uy+ZwSfrsAEBj0okdcRorPLHDjNwapRwpopEHLJXFBmoGojVAn51IYOXnTOyIf/4jSWOJR0Z0dk0A8N4Np2P9/03DOSMKAQCDC9IxfQjfZPHtLccA8BVfh+qMkMmACQNyOnwtgiC6FhI7PYBk76Bs8UldhYru+PYk4sdFSG/wyRfZEYkdURorlGhkRu7sVLXE38RMxhXNISI71sCenXBhw0NNPpEduQzQhajG8o1aidNYrUHK4SMhO1WNvj5DZP80qS8A4OPfTsBgdQhRnVHFGchMibzqiyCI7iHiT4YLL7wwoPlTJpNBq9Vi4MCBuOKKK3DSSSdFZYHJgG+pebJ5dnx9OjanO2hnWl8haHW4/SJhyRbZEb9/LPpx23vbcKTOiM8WToJG6f9eNpm9YkcM89sES2NxHBe1NBYTZkysqZVyqD0dke0ut5/RnEWtctM0aDDaAqaxOhPZCcTEATkYlJ+GQ3VGvLD2IH6v5nsQkV+HIOKLiCM7GRkZWL9+PbZt2waZTAaZTIbt27dj/fr1cDqd+PDDDzF69Ghs3rw5FutNSMiz4yt2ghuMfd8rm9Pld3yTKbi5NhERR3aMVidcbg5f767G/po2HKkzBTymyRhY7IgrsgJhcbgEcdnRKApLYwmRHc/3VKWQS/w2vt/rNhsvaIqz+BYYhi4QOzKZDNd4ojtLNx/DT0ebAABTBudF9ToEQcSWiMVOr169cMUVV+Do0aP45JNP8Mknn+DIkSO46qqrMGDAAPz+++9YsGAB7rvvvlisNyFxCB/2/F+xyVZ67uu5CVV+7hsFE8/GYjfKJlPkYxPiFY7jJCmfNqsTzWY7WLCrts0a8DhxGktMaTuRHSYqVApZh0clsGGfJs+YD/bzr1HKoRGLHZ9UFovs9M4MLnY6mloLxYVjijGqdwZ66bWYM7IX/nbRSJzWLzvq1yEIInZE/KfZm2++ic2bN0Mu934oyeVy3H777Zg4cSKeeuopLFy4EGeccUZUF5rIsA97nUoBh8tJaawQkR2/NJbT2zW4d6YORxtMSRXZ8fU3GW1ONIjKxusNgd+L9tJYtQYbrA6XXzpR6LGjVXW4lxGbf8XECxM1aoU3jSXeLlybiR0W2bFG16AcjBS1Ep8vnBz18xIE0XVEHNlxOp3Yv3+/3/b9+/cLg0C1Wm1SNXXrLKzPDvMyJF0ay0fshBoZ4Zva4A3K/PEsvZFMkR1fsWOwOtDQ5vUssXlRvghpLB+TbVaKSqiIOtFs8TvO22On46IiVYjs+IgdpRxyuQxKNgndN41lDZ7GCtbVmSAIAuhAZOfqq6/GddddhwcffBDjxo0DAPz666946qmnMH/+fADAxo0bMXz48OiuNIFhH+qsEiXRSs85joPTzUGlCKyt/auxQkV2/NNY7GbJ5hQlV2RH+l4ZrdLITtA0Fovs+Ewol8lkKMlOwe/VBlQ0mTEwP03yPBMc6dqOVz35josQe3YAXvQ47a7gaSyP2Gm1OAQTcywjOwRBxD8Rf2K98MILKCgowDPPPIPaWr61ekFBAf785z8LPp2ZM2finHPOie5KExgWyWH9TnzLq+Odez/ehXX76/Dtoql+aRPAa1BO0yhhtDnb8ez4R3Zsgtjhb4LN5iSK7DhCp7HqgqWxPJ6dQEM7S7N1+L3aENC3w3w24t48keI7LkIc2WH/mgOIHVZ6XpzJi1qnm4PF4UKKWilEeUjsEAQRiIjFjkKhwEMPPYSHHnoIBgNfhqnX6yX7lJaWRmd1SYIgdlSeNJY7scTOj0ca0WSy42BtG07vL23E5nJzgljJ0Kl4sRNC7PlXY7lhtkv/4m8MMeog0fCN7LRZnWgQTX6vbQstdrIC9IoJZVJmwjRF3fHITrAOyoLY8UR4bE43nl2zHzmpGlw9oY8QAcxP10Apl8Hp5tBqcSBFraTIDkEQIen4Jxb8RQ7RMVhqRkhjJZhBmRmQA3mRxObkrFQVKlssIedj+aexXDB7og1i46rD5Q6aNkskfP1N/gbl0NVYOWn+YidUrx0mODpaiQV4U2C+aSy1KI0FAEcbTHh5wxHIZcA5I3oJx6dpldDrVGgy2WGwOFGYEVuDMkEQ8U/Ed4Pa2lpcffXVKCoqglKphEKhkHwRkcP+smXGTX4wYuIIHiZeAnXFFft12I0qnA7KqR5haHW4YPacozBDB+aLbzYnR2NB3/eqzeqQprHabHC7fZtWugVxkJ2q8TsnEzsHatrw0a8V+NozHR3wtgnQdSKNxSI7ZjtfScdEsDiNBQBHPPOo3Bywo6KFv65KAZVCLvysMGMyiR2CIEIRcWTnmmuuQXl5OR5++GEUFhZS1VUU8JaeK0XbOKiV8f/echwnCJpAkR2WFtGpFNB6Ov2GMig7PSm+NK0SJrsLbZ4megB/E81KUaPJZEeTyY78dG1UX0tPhL1XKWoFzJ73Qyx2nG4OTWY7ctO8ooYJQZkssDgQp7HYxO8vb5+MEcUZwmiOaHh2AMBkd0pKz8X/Hm3wNkTceqwZgDcqpPf822p2wO0WdXUmsUMQRAAiFjubNm3CDz/8gJNPPjkGy0lOmAhgkR22rSPTm3saDhcnNLgLFLFhUR+dWgGNSu7ZFsqzw58sXatCrcEmqVxLUSuQneoVO8kAe09z0zQobzLD5nSjukWauqoz2KRix1Oan5WihkLuL6j75aRi1vACHKhpQ32bDSa7CzWtVl7sODof2dEo5YLnxmRz+nl2WGPBsgbvpPHfyn3EjiiyY7Q7hZ8xiuwQBBGIiO+mJSUlCZVi6Qn4enaAxPHtiNNUgdJY5ggjOyyN5Vv6rFLIoFLIhb4xSSN2PMJQXOXGZoNlpvA3ft/y80ZPaX6gyjgAkMtl+PfVY/HdPWdidEkmAD4CA0i/Xx1FJpN5TcpWpyBgfdNYZfXeyM7eylYAvMgFvGKn1eJAq6f6Tq2UB52pRhBEchOx2FmyZAnuv/9+HDt2LAbLSU7sog7KjESpyLKJxE6gztCWAJGdUKXnLAqW7jOEkr13+Xo+gvHKhiM41hB4LlQiwYRhqkbhl1oaVsgXEPh2URZGRYQxtZtVXTGR463G6pyoEPfaYSJY5WNQNonGiLAIHhO5gmfH4iS/DkEQ7RKx2Ln00kvx3XffYcCAAUhPT0d2drbki4gchyiMz+ZjJUoXZXFKyh4gYiOu7tEIkZ32xU6KSgGxXYxFCm6aMgBZKSrsqzbg3H9twtZjTZ1+DT0ZJgw1SoXEC5OuVaIki41+kEZ2moPMxQqEb7djr0G5U4Wcol47rqCl54Hwena8aSzqsUMQRHtE/Im1ZMmSGCwjuXGISm+VcjkcLldiprEClZ6L0iJez077pedqz9BIJqZYCnBk7wx8decZuG35Nmwrb8Gbm8owtm/iinAW2dGq5EjXKlHn6auTm6YRolz+aazA3ZMD4RfZ8XxvUjqZLkoTys8dsHvGzPiWnjPUSrkgiNI9c7UyxGksEjsEQbRDxGJnwYIFsVhHUsNu4CoFH9mxOAILg3jEGmYaS6uOLLKjUvD+DCZ2xGmVwgwdrjitD7aVt0hSIYkIe680SgXSRKm93DQ18vV8NZpvF+XmCNJYrMSfeXYsUSg9B8SNBV0SAcv/6z23SiHDqaVZ2HK0EYDYoMz/a7A4aC4WQRDtEpbYMRgMQgNB1jU5GNRoMHLEs4GYbyERIzuBRIzX8CqHlnl2wph6rlLIPIZm/kaXopL+KLMbZ6DUWSLhFTtypIvSWLlpGhSks8iOVOw0RpDGSvGck4kcs4MXPZ0VO+mCQdkRtPQc4IXrkMJ0kdjxGJQ9/7ZQZIcgiDAIS+xkZWWhuroa+fn5yMzMDNhbhw3kY5PPifBxim7gTOwkjmdHHNkJXnqeolYKkZ1wSs/5yI73puh781UL72NiiMZgMAO4RimXVKjxaSw+suPbRbkpEs8Oi+x4ulQzcdrZNJbgBbJ7Z5v5VmMBQHGmDoML0oXH7DX2zUkFAPxeZcCY0kwAJHYIgghOWGJn/fr1gvl4w4YNMV1QMiIO4ysTzqAcuvScRQy0KoXQXyVkU0GfNBbDtzpII0R2EuN9DIYQ2VFJDcq5aRoUeDw7rIuy3NNTJxKxw95XNn/MGuU0Vps1eJ8dgB8BEkjsDCvSI0OnQqvFgR8ONgCghoIEQQQnLLEzderUgP8nokPANJY7MSIS0mqs4OMidCqFIF7C8uwoZdBIxI5v353kEDtWSWTHe7PPSVMjN00Dmcy/i3JkYsdTNSWksaJTep4umnwu9mEBPpGdLB0GFaR5j/O8RoVchkkDc/DV7hrsq+ZT6xTZIQgiGBGXnq9evRqbNm0SHr/88ss4+eSTccUVV6C5uTmqi0sWHBKx44nsJMhN2tJOGsvbZ0cu/EUfVjWWQg6t6Kboe/MVPDsJEiELhtizk+aTxlIp5MjxCBpmUuY4ThgXEUnpuTnKpeepIrETqvS8OFMHvVaFogw+JScWNJMH5knOqdd2bk0EQSQuEYude+65RzAp7969G4sWLcKcOXNQVlaGRYsWRX2ByYDYdKuUe7wmCRPZCS+NpZOksUJ5dvjnlPLQaSx1kqWxtCqF5Gafl84LGTYfjJWft9mcgmCMNLLjcnPC+xmt0vM2m1P4nmoCRHZ6e3oFPTR3GK44rRRj+2YJz00emCs5J0V2CIIIRsR/CpWVlWHYsGEAgE8++QTnnXcennrqKWzbtg1z5syJ+gKTAYfTG61QeT7oEzGyYwsZ2VF601ihOig7vWmscAzKiR/Z8aaxVKKICEtZ9crQYl+1AWv21GDa4Dx8f7AeAN/UL5zRCkJkx+6UfC8769lJE0V22HyuQAbl3lk6AMDcUYWYO6pQco7SnBSUZqegvMkMgMQOQRDBiVjsqNVqmM38h8u3336L+fPnAwCys7PbLUsnAsMiO0qFHCrPB78zQcZFiD07gQRcoMiONeTUc1EaK2Rkh38fEz6yI+qgnCoyKOd4xM7Vp/fBhgN1+ODXCshkMqzcdgIAMG9sSVjnFyI7NpdgUpbJpCbijpCq9o6LYN9HlU/puVzGi7VQTBqYi/JfygEAGSkkdgiCCEzEn1iTJ0/GokWL8Pjjj+OXX37B3LlzAQAHDx5E7969o77AZMAuTmMJ1VgdT2O98cNRfLr9RFTW1lls7XRQlnh2fCI7VofLb+is2MytFTWf8/WQqBX8cwkvdoRqLK9nR6uSCyXjZw7Jx0NzhgIA3v+lHDanG9OH5OPBOUPCOn+q0EHZ6Z2LpVIEbD8RCd4OygE8O55/e+m1kmhVIM4Y5E1lUWSHIIhgRCx2XnrpJSiVSnz88cd49dVXUVxcDAD4+uuvcc4550R0ru+//x7nnXceioqKIJPJsGrVqrCP3bx5M5RKJU4++eSIrhlLdp1owRc7qyI+zhGgGkts5m01O/D31ftxsLat3XPVGax44n+/4/5PdsPdA3w/7RmUrZJqLK9np7rVgrFPfIt7Pt4l2Z9Fh5QKaRrL10PCbpiJUsIfDHEaK88TzSnO1EnEyHWT+2HBhD4AgNG9M/CvK8ZA2Y6IYKR40lgWh0votdNZczLgTWM1mezC3C3f0vNiTworFBMH5ECt4M3tWWF0hCYIIjmJ+FOrtLQUX375pd/2F154IeKLm0wmjB49Gtdeey0uuuiisI9raWnB/PnzMX36dNTW1kZ83Viw5UgjLn/9J+i1Skw9KU/o8BoO4j47gToof76rCq9+dwSrtlfi6zvPQKpGiQdX7saxRhPevf40oRkfADR5Km1sTjcMVgcyu/kG0J5B2Szps8MiOy5sO94Co82JHw83SPb3HRfBYN4SBrtxOt2cpMdMT8fpckMmkwk+lvawitJYQwvT8fRFIzGkV7pkH5lMhkfPH44LxhRjaKE+LK8Og6UHOQ5CFZdO3bkUFgD0z0tFdqoaTSY7Wsx8B2SWvpo8KBfj+mbh6gl92z1PZooab183Hi43F9HrIggiuYhY7Gzbtg0qlQojR44EAHz22WdYunQphg0bhkcffRRqdfg319mzZ2P27NmRLgE333wzrrjiCigUioiiQbFkfL9sDMxPw+E6I5ZtPoY7pg8K+1jBdCsqPbdLIjv8Taa61Yr7PtkFrUqBz3bwEaRDtUaMKM4Q9jVYnML/G4z2bhc7ljD77PAdlL2RnaoWCwCg3mgTunMDUs+OuM+Ob7SBvY8A/15q5T3/Ruh0uTFzyfdI16qw6taJYaWKxJEdmUyGy8eXBtxPJpNhTGlWwOdCoVXy0+U5Dmgw8uXrvqM5OkKKWolnLxmF6/67VdjGfFaFGTqsuHli2Oc6vX9Op9dDEERiE/GfaDfddBMOHjwIADh69Cguu+wypKSkYMWKFbj33nujvkBfli5diqNHj2Lx4sVh7W+z2WAwGCRfsUAhlwkC540fjgrDCcNB6tlhkR2vMBCbfNfsrRWEDuCNjDAMFu91WfO4aGOxuzDzhY14YOXudveVRHYC+JDEU8/ZX+Z2lxuVHrHjcHHC7CPAK5h8x0UEKz0HQpey9yTqjTYcrTdhZ0VLyJEZYsSenVggl8uEFGG9Z8ZWZyuxGNOHFuCaiX2Fx8xnRRAEEW0i/oQ8ePCg4JNZsWIFpkyZgvfeew/Lli3DJ598Eu31STh06BDuv/9+vPvuu1Aqw/vr8umnn0ZGRobwVVISXhVKR5g7shAD8lJhsDrx383Hwj6OpWbUkmosrzBg0Q/W/l8m884sYhUyjDabWOxIB0BGiwO1bThYa8SXu9r3J0nTWP5VVoGaCgJAWYNJ+D+LKADiyjWZJH2n8/XsiDwp8eLbYd4VAGgLUyyLq7FiBRsG2mDkxXNnuyeLuX/2EIztk4XsVDX65KZE7bwEQRBiIhY7HMfB7SmL/vbbb4XeOiUlJWhoaAh1aKdwuVy44oor8Nhjj2Hw4MFhH/fAAw+gtbVV+KqoqIjZGiXRnU1lMNqc7RwBuNwcmK4RG5TFaSwmCC4bV4qnLhyJ//5pPIYU8tPlfbsN+6axYgG7EbdZne0KCWuY1Vji2ViAVOzUtYnFjrj0PHhkRyaTeXvtxElkp83q/d4ZrO3/7ADeNJY2RpEdwCusGz2i01dYdgatSoEPb5qAnx6YHpHPjSAIIhIi/oQcO3YsnnjiCbzzzjvYuHGjUHpeVlaGgoKCqC+Q0dbWhq1bt2LhwoVQKpVQKpX461//ip07d0KpVGL9+vUBj9NoNNDr9ZKvWHLuqCIUZmjRanFgV0VLu/uLxYJKKRelsbyRHatoHtEVp5ViyuA80YDGrk9jiW/KzFwaDEk1llOaxnK7OSFdo1MpoFTIofREtk40m4X96tv8Izu+pee+s7H4feKr1w6rdgIiiOw4uyCyo2aRneimsRgKuUySdiQIgog2ETsNlyxZgiuvvBKrVq3CQw89hIEDBwIAPv74Y0ycGL6pMFL0ej1275Z6RF555RWsX78eH3/8Mfr16xeza0eCQi5DgV6L6larMDwxFOJoh0ohgzrA1HOhPFt0k2H+FotPZKdNFE1qNHYujXX7+9tR02rB+zecLilVFt+Im8125KVrgp5DMgjUJ7JjEqXg2GvTKOVw2l0QV82LI1Ti0RqSpoIa/xuwWimHye6Kmy7KRkkaK9zIjnc2VqxglW6xSGMRBEF0BRGLnVGjRvmJDgB49tlnoYjQYGg0GnH48GHhcVlZGXbs2IHs7GyUlpbigQceQGVlJd5++23I5XKMGDFCcnx+fj60Wq3f9u4mJYifJhDirsIquTeyI24qyJq5SSMZCslzDHFkp7ETkR2b0yX0DCpvMqN/nnfytPhG3NzONcTr8+2gvLOiFQDfPI6lRrQqhZ9IrA+QxlL6prECpFbibT6WKUKx43C54fKowq6I7DDxHCiKRhAE0ZPp0J+DLS0teOONN/DAAw+gqakJALBv3z7U1dVFdJ6tW7dizJgxGDNmDABg0aJFGDNmDB555BEAQHV1NcrLyzuyxG4lmBAJhHDzlssgl3s7KAeqxtKqwxA71tBprHDNuo2iaIqv90cidsyhxY5NZEr2nY21+Qjv8Zo4MEcosw4UoQiUxhKPi1Ar5AGb5MXb5HNjhAZlcZVZrKqxAO/PGvs5oH42BEHEGxH/ibZr1y5Mnz4dmZmZOHbsGG644QZkZ2dj5cqVKC8vx9tvvx32uaZNm+Y3DkDMsmXLQh7/6KOP4tFHHw37el1FsBQTAKzeUwM3x2HOSH6oodiDAniriBwBDMpiYyi7htk3jWUVp7GkQqS80Yw5//wBl48vwUNzh4V8DeJjfdNh4ms0mULflK0+fXbEPXNYw8BJA7wt/zUBbqSBqrHEg0CDeUhUPdygXGuw4qvd1bjk1N5I16oiTmOJR3Gow+yI3BFYJIeJRkpjEQQRb0T8Cblo0SL86U9/wqFDh6DVeof0zZkzB99//31UFxevBDMPWx0u3PH+dtzx/nYhZSH2oACAUu4RO25/g3Kg6qNI0li7KvmuxJsON7b7GsQCo8FP7Eg9O6HwFXyspL7V4sDuSj6NNXGgtymcOLKT7/ECBUpjqRRyFOj5n7/CIMMie3o11isbDuOxL/bho638HLNIS89ZZEetkMe0Q7Rvd2oSOwRBxBsRR3Z+/fVX/Pvf//bbXlxcjJqamqgsKt5hfwkHEiLsr+Mmkx2pGqVkVATARywAqb/FGiCyw/7vn8aSppjEoxLMnmofsSAKRr1I4NSHSmOF8OyIPSUMu9MNlUKOn482ws0B/XNTUZjhnYEkjuyM6p2Jb3+vDRzZkcvROysFH9x4OooyAs9Q0vTw+VispL7OYAUgTWOFU3oe64aCDF+PTrSrsQiCIGJNxJ+SGo0mYBfigwcPIi8vLyqLind0QSI74k7A7P++aSyV3DvTiSHuReO9hlLyHEMsZFxuafdhZphuDUPshIrsiG/KzT6l500mO+76YDu2HGkMmMZjUZYfj/DRJXFUB5BGdkb35sdgNJrsgmgSp7EAflRAaU7gZnQ93aDMRCP7fkScxhJGRcRWfKT6iJto9tkhCILoCiIWO+effz7++te/wuHgP6BlMhnKy8tx33334eKLL476AuMRXRDPjtg8zPrT2H3EjjJA6bnFHkDsqPwFFcdxfjdJcSqL+XuMNqfEAB2I0J6d4GmsL3dVYdWOKvz7+yOShoIsy8Je149H/P06gPQ1jvCIHZebQ7PZDo7jJGms9gjUoLEnwd5H9nMRaRrLOwQ0xpEdjTSyQ2ksgiDijYg/JZ977jkYjUbk5+fDYrFg6tSpGDhwINLT0/Hkk0/GYo1xh9dPIxUe4u7GLRZeJHiHgMo8//qnXqyefXSBqrEc3nPanG7hxp6bxvtdxBVZ4pRXe2kSaWQneBrLt+LraD3f+bjRaIfV7m0YqBYN+axrs+JgrREymf8QR/GNu092CrJT1cJ6xNGucMSO+Jo9Ed/IjrSpYPgG5VinsfwiO1R6ThBEnBHxp1ZGRgbWrl2LzZs3Y+fOnTAajTjllFMwY8aMWKwvLgknjcUiO76RCpVQes5vd7k5IQ0TqBpLImA855fLgNJsHRqMNklURryeVotDEBKBCJXGMkg6KEvFDhvz0GSywyoaZeDydEt2uNzYX9MGADipIB1ZPmsQi52iTB1y09RoMtlR32ZDabY3XSWeah6MQJVtPQnWAJKJYHFDSPGMs2B0RfdkgCI7BEHEPx3+E23SpEmYNGlSNNeSMISTxgrq2fFJvYhTQYGqscwBojXpWhVyPJEdSRrLR+yEoqFN1GenzdezE7yXz7FGT2THZBOEmE6lEF6P3eUWRFmgzstMxGWnqqFVKZCXrsHBWiPq22yScRORRHZ6rmeHfx+8kZ1IPTtdlMZSkWeHIIj4JuJPyTvuuAP//Oc//ba/9NJLuOuuu6KxprgnnLJwdoOz+5ae+8zGkoidAB2Uxc8zMaXXKZHjiZhI01jeG2h7YqdRNDHdZHcJr8Xhckt65xisXv+Pw+XGiWaLZ11uNJm9TejEZeBm0awvX9iNuyiTLyfP84i2BqNN4r1RhlFq3ZPFjvh9DOzZicSgHGvPjm8ai8QOQRDxRcSfkp988knAiM7EiRPx8ccfR2VR8Q7zNIROY3k8O37VWJ40lmeyPIsOaZTSXiraAAZlJqb0WhVy0nixEyqNFQyXm/OL2LBUVqCbcIvnXBVNZkmpeVWLRVirSlQGzkRXoLEDLCXDytHzRL12xN2TWWPCUPTkPjuSCecWB9xuDkar1KAcquEmANhYZ+0YR1pS1ZTGIggivolY7DQ2NiIjI8Nvu16vR0NDQ1QWFe94zcO+kR3/aeHCDVzpm8aSRnZ8b2iBrtEmpLGUyE71T2OJ9w0ldppMdrg5QCYDCvTeyAp/Df44nUqBDJ0KgLfXDkthMapbrJ61ywXhYXO6BdEV6KaZmcKfs6+nnJwZrevbbEK0SxmGXwfwvqc90bMjFjZuDjDanZLBqA4X166xuqvSWL5NBSmNRRBEvBHxp+TAgQOxevVqv+1ff/01+vfvH5VFxTvesnBpFEQS2WGeHafUoOw7G4ulOnxvMLoAqTIhjaVVITfNP40VKAoUCCZsslPUQpdiVpElFVT8NVivnbIGs+Q8lZ7Ijk6tkKSUQomdK04rxT2zTsL1Z/A/Syyy02C0+5Xpt4cgsHqg2DH4lJbXGazw6b/ot48vVqEaK8YGZWoqSBBEnBOxQXnRokVYuHAh6uvrcdZZZwEA1q1bh+eeew5LliyJ9vrikkBCBPAxKPv12eFFjm8FkTAXy+cGk6Liv3VONweHi+9KzCJHep1KECLifjnhprHYMblpGiGy0uiTxkrXKpGhU6EMXkF1rEEa2WFiR6tUQKVgnh9OEIGBSphz0zS47cyBwuNAaaywxU4P9uz4pgMrPVEwmQxIUyvRZnOizepEfnrwc3RZZEf0fVLIZTGdw0UQBBELIhY71157LWw2G5588kk8/vjjAIC+ffvi1Vdfxfz586O+wHgkaBpL3FTQEtiz42tQZoLJ94amVXsfm+0uZOjkwvnFUZfGYAZlc/uRndx0tRAh8k1jpWlVyErhn2P+I5bGUshlcLk5r2dHrYDaFl5kxxchjWUUe3bCS2P15EGgvk0D2XuVplZCr1MJYicUXWVQlvR3UinC8ksRBEH0JDr0KXnLLbfgxIkTqK2thcFgwNGjR0noiGBRF4eLk/hFQo2LUPt2UHZLS899IztqhRwKj2GZCaI2SRqLFwlsPhYQfmSHCZucVG9kxzeNpdcqhR45rOqK9dgZWsiHI2paPZ4dpUISsbJEIHZYZKfZbBeOU0YY2emRnh2bVMgwsZOqUSJdy//8tNdFuav67KiVXs+VllJYBEHEIR3+k7C+vh4HDhzAjh07yJjsg2/UhSE2KFsdblgdLr+mgoIo8Hh5LAGGgAL8mI4Un34+4jQWi7qI52NZwhQ7bAioOI3FtrGbdLpWiSyPmbjF7IDN6RJu2KeWZgHwzvfSqeUBPTvhGF2zUtRQyGXgOKDGMzAznIaCgDfi0TMjO75pLE9kR+sVO8b2IjtsXESMOygDXrFNlVgEQcQjEX9KmkwmXHvttSgsLMSUKVMwZcoUFBYW4rrrroPZbG7/BEmAOOrCIjNuN+f3l3qrxSEIECYGBIOyT2QnUHmxVi01QnsNykqolXLhptlo4udKmcOsxhI8O+lqvxJ29hrSNSpvZMdkR0WTGW6OHy0wuJfUaCKO7NgkkZ32s6gKuUzotVPRxP98RezZ6YGRnWBpLD6yo/Ls0zPSWIB3ZARVYhEEEY9E/Cm5aNEibNy4EV988QVaWlrQ0tKCzz77DBs3bsT//d//xWKNcYc46sKiGEa7U6i2SfO0328xO4SbXK8MvurJ12cSrBoL8G8s2CbqoAxA0ljQ7nJLeuCEk8bKTdWImvpJ01hpWqUQPWo22YVKrL65qcJ1GZI+O043zA7WZye8G2eB572paOLfK3WYN/ee7dmRCplqT8ovTaMQRGp71VgsjRXrPjuAd2QERXYIgohHOtRU8M0338Ts2bOh1+uh1+sxZ84cvP7669RUUIRf1MUjLtRKOfI9vWtazHZUNPMigc19Usk9BmW3NI0V6IbmO/lcaCqo429MGR4xIo4gMXxLz/dVGTDvtS34+Wij1KCcLu2zY7CK01is9NwuVGL1zU0VtgvrVIs6KLsiMygDQC/P+3WihX+vwumeDIiaCrpCN+frDtgcLOb1ZT2J0iSendCRHaujGyI7JHYIgohDIv6UNJvNKCgo8Nuen59PaSwRviMjmJ8mQ6cSmvG1WBwo96RmSjxiRzAos9Jzu3eYpi++Je7iPjv8v54IgcXh1825zeaURHqW/ViGX4414f6Vu1Fr8PfstJgdcLjcIs+OSvDsNJsdOFDLD/fsl5MqpL4YGqUcaiX/uuzOyNJYgLebMovsRF567mpnz66HCZmCdD5qxVJtkaWxusagDHi/VzoVTTwnCCL+iFjsTJgwAYsXL4bVahW2WSwWPPbYY5gwYUJUFxfP+A4DbbV4/TSZHrFTZ7AKwqIki7+hq4SqJQ4cxwmTwwOlsXyvIRiUmdjxXMdg9YqdNNEEa3F0Z+uxZgB8RVW9Z/BnTpoGmTqV4D9qMtm9nh1ReXtliwWf7agEAJzWP1vo3iysUy2txhIMyuGmsTyNDVnKL9w0Vs/us8O/j8We7zsjrUPVWF0Q2dGQQZkgiPgl4j/TlixZgnPOOQe9e/fG6NGjAQA7d+6EVqvFmjVror7AeMV3Krl3SKcKmZ40z94qAwA+RcCEg7jSyOXmYA0hDMTRI4fLLYgeIY3FxI7FKaTT0rVKcBwHk92FVosDWalqNBhtOOrTEBDgPT9yuQzZqWrUt9lQ32bz+oI03tJzJiamD8nH5IG5wqgJNtpJq5R2UI6k9BwAemXw4oml9iLtoNwzDcr8+9g7S4ffjjcL2yOJ7Hg7KMde7LDIDokdgiDikYjFzsiRI3Ho0CEsX74c+/fvBwBcfvnluPLKK6HT6do5OnnwSzF5oijiNNbuylYAfAqLNWoT38gdLi60Z0c0cFR8Y2TRGxbhaRWlsXRqBWSAIHYAb1Snf24qjDYn6tpsSNcqhWvmpmlQ32ZDg9EmiuyohAgVvz45Hj1/OGQyGRQyvmScdVbWqRXC6zLbXYL4CNug7InsMMItPRf67Dh7nmeHlZUXZ/pHdlj6sc0WOrLDziGO1sUKFtnpCjM0QRBEtInoU9LhcGDIkCH48ssvccMNN8RqTQkB8zb4p7FUwrDLAzW8z4X5dQDpkEuH2y1UYwU2KMuFazAxlapWCE33WITHYHVIoilqhRxVrVaR2GkCAEwYkIMhvdLx8Gd7JTfh/HQNfq8GqlqsknERSoUcmSkqtJgduP2sQZLXkZ3qFTtalbfPjrgKLNw0Vi8fsRNpU8GeGdkJnsZi4qW9yI6451GsYVV5rMkjQRBEPBHRp6RKpZJ4dYjg+KexWMM/r2eHpWVKsrwigVVjAXyZdrCmgvw1PIJKFNnRi6ItLLIjNiinqJSQefzDTHj86kmjjOubjXNHFcLu4jC6t3ey/fAiPTYerMf28mYhmsBusA/OGYr91W244QzpENhsUUWWVuWN7LABqJHMWGJl+Yxwj1PHQem5b2QnkjSW2Cwea66d3A+9MnSYO6ow5tciCIKINhH/SXjbbbfh73//O9544w0olVSZEQyvn0Zaep4h8uwwSrO9Nzy5XCbMlnK6OVFTQf8bvFZUeu5bicWuBbA0Fhu+qRAMrWz7Xk86bWzfLCgVclw3uZ/kOmP78h2RfznWBKPd22cHAOaNLQn4+rNTpWJHuKZntEQkM5ZS1Lxpl938w01jMYFl62Fix+3mhPext0joApEZlLsyjZWZosYVp5XG/DoEQRCxIOJPyV9//RXr1q3DN998g5EjRyI1NVXy/MqVK6O2uHhGG6wHjlaFjBTpX+Li9A8AaJVymOwumO0uIf0UqqmgOI3FUlf8/1k1llOIEKWoFcLNsdXiwI6KFjjdHHrptX5RBsappdkAgOON3tYC+naiCdmi8nOdSuGXxkrRROb96KXXos1qBBB56XlPm41lsjsF83ZRplZi5haLHUOIyI7N6fU+pXVBGosgCCKeifhTMjMzExdffHEs1pJQ+E4+Z5EXsUGZUeojdnLSNDA1mdFgtAml54EGMAql53Ynms3e8zMC9dnRqRWiKi0HfvOYk8f2zQoaaclIUWFwQRoO1jKxIWu33DknNXQaK9weO4xeGVocqotM7MR6NpbLzWF7eTPUSjn6ZKf6idhgiCNUOhUvPtm2VI1CSEvZnW7YnK6AfXTEKa7UCN9LgiCIZCPiT8mlS5fGYh0JR7CmgnqdtIoJ8E9l5KapUd5kRkObzdtUMMANTycSVNWt0rET7FqAtM9OqlopSW/tqeJTWOP6Zod8Paf2yRbETrpW1W4KStxFWafy9tlhkZ1IZyyJK7IircZiEZCfjzZib5UBf5rUN+wUWig+21GJRR/tFB5ffEpvPDePb8fw67EmvL3lOP56/nChRJ8hHushk8mQoVN5x3CIDMpsX02a/3vFUlipaoXQB4kgCIIITNgNOtxuN/7+979j0qRJGDduHO6//35YLJZYri2u8U1jSauxvDe/vHSNX1VSbpp3RIMwGytEnx2z3SVMzS4SpaKYqGmzOmGyeedRsQjEkXojthxpBACcMSg35OsZ2ydL+H84HhFxF2WtSi7MxmLpmkj7tfSSiJ3IZmO53Bxcbg4PrdqDv365D79Xt0V07WAw8ceE3KfbT6DVE2F74st9+GJnFT7ZdsLvOObF8W0RAPApKYVc1m5FVleakwmCIOKdsMXOk08+iQcffBBpaWkoLi7Giy++iNtuuy2Wa4trUkQ9cABpGksv8liUZPn7ZNg8qnqjXTAoh+qgbHW4hNlKRRne84lLkmsN/PPiNNavx5rh5oCTSzLRPy8t5OthJmXf8wbD16DsW0EV6YwlccQqUs8OwPt26jzvQaghqJHAznPbmQMxMD8Nbg7YdLgB9W027DzBR8xONPv/QdDmUzIuTj2mekROeyZl8UBWgiAIIjRhi523334br7zyCtasWYNVq1bhiy++wPLly+F29yzzZ0/BdyK52ECsVMiFm5mvXwfwRnYajTZRU8Hgs7HMdheqWv0jOxqlQjiOiZ0UtUJSng4AF51S3O7rKc1OEXqshCN2WBpLJuO9M74en85FdiIbBArw3wcmMqLVd6fVwleWZeiUmDY4DwCw8WAdNh6sF/Y50ew/L67Np3xfbCpn/huxIA0Ei+x0RSUWQRBEvBO22CkvL8ecOXOExzNmzIBMJkNVVVVMFhbveIWIEw6XGyZPhIelLFhjQd9KLADI86SAGkRiJ1Rkx2x3obqVFzOFPj1p2PVqhMiOUhJJUMplOHdUUbuvRyaTCamscFInvbN0UCvlKMrQQSaT+UVjOmJQZoSfxvKKoiaTXUihRcuwzCI7mSlqTD2JiZ16bNhfJ+wTMLIj6kINeIVNish/80dPSf/fv96PnRUtIc5BYocgCKI9whY7TqcTWq1P236VCg5HdFICiYZYiIh9F+zmlKnjBU0gscMiO1UtVu98qYCeHf5clS0W2J1uyGT+DfjYjbS2lR/umaJSSMTOmUPyJSmnUEz2+HqClaiLyUxRY+UtE/HeDacB8B/eGWkaq6ADnh2ZzNu4sMFoF7ZHW+xk6FQY1zcbOpUCtQYb1uytEfapbLaA46TjKsTzxdjxgDeFBQDXTuqLWcMLYHe5ccu7vwndqBld2T2ZIAgi3gn7k5LjOFxzzTXQaLzt4q1WK26++WZJrx3qs8MTqAdOmkYpjDo4f3QRTDYnpgzK8zuWeXYqRCmQwNVY0tLq/HSNnxBgKSvxPCqx2LloTPspLMa8sSXIT9fitP6hK7cYI4q9XZh9U0+pEYqdnFQ1VAoZHC5OMDuHg1oph93lRoPRJmyzu1wRXTsYLazcP0UFrUqBCQNysH5/HZxuDnqtEgarE202JwwWp6Qs3bcLNYu+iVNSMpkMz/5xNA7WbkZZgwnv/nQcd0wfJDzf1oUNBQmCIOKdsD8pFyxY4LftqquuiupiEgnxIFBvJZb37b5hSn/cMKV/wGPZHCJ2M1XIZQF9KjqfVFBRgIiL3ucvf51agawUNU4qSIeb43DmkPxwXxJUCjnOHlYQ9v5i/CM7kd2k5XIZ8tO1qGyxQBVBqbVaKQdskIqdGER2AGDaSXlY70lhTR9agB8O1aPBaEdFsxkZKV7h55fGSmGRHakA1GtVuHBMMZ5fe1BoLcDwenaoGosgCKI9wr7jUH+dyBDPrRLEji68G1Ouz7BFXZDRCr4+HnElFsP3milqvrT56zvPgNPN+YmQWNFZgzIAFOg1vNgJM40FeE3KDW3RFTsuNydEV1jfpKmDvVG6aSfl4WiDCQ1GOypbLJIol69BmaURs1L804nM28WEr/ccnmghpbEIgiDapWvudEmI4NlxuFDexKejfP00wUhVKyTVV4EqsQB/wVCU6X9+327N7Bi5XNZlQgfw99l0ROxcNr4UI4r1OH1ATvjXVfIisUHkeYnGrCyDqHydCco+Oak4Y1AuemfpcOaQfPT2tBXwNSkbrNIeOWcNycd1k/vhrhmD4Iu4AaQYo4/vhyAIgggOfVLGCJbGcrk57PV0KT6pID2sY2UyGXLTNMJNUhuk27BGKZfMVSoMFNnxqZyK1BgcLfzSWBF2UAZ4z1CwwaNBrxsoshOF0vMWkQ9LLOTeue404f+9M5nYkZafG23SqEyKWomHzx0W8DqsAaVvZIcMygRBEOFDkZ0YIY5c7Kjgxc6gMMUO4K3IAoILA5lMJnkuoGdHJ70Zdtccpc6WnncUtcfYXR9lz46vXycQwSI7vmmsUGQGiexQU0GCIIjwIbETI1QKuWAqPljLjycIN7IDSMVOsMgOIBVVgdJYPTWy05E0VmeuG22DcouZNRQMJXb4tgKVIrHDcRwaPWXwvubxQHg9O4FLz6kaiyAIon1I7MQQJlJcbg4yGTAwP/RIBjF56dJBmu1dAwgc2Qnm2elqOjsuouPX5QVnY5T77EQW2fGmsbaVN6PGYIVOpcBJvfTtXoed32R3SdYdSXSIIAgi2SGxE0PEwqI0OyWiG7wkshPiOHYNtVKOnADNAcXVWCqFfyfjrsJX7HRVOo1FdtiMMiA6nh1v9+TgYqfYI3YMVqew/we/VAAAzh1VGFZUhp+MLr0mQINACYIgIoHETgwR+1IG5YefwgJ8xE6IqikW9SnK0AYsTxensTpiCo4WcrkMSlF/nK6L7Pi/d1GJ7Jjbj+ykqJVCWXllswVtVge+3FUNALhsfHhGa4VcJnwP2SwuwFuNRWksgiCI9iGxE0PEKaaTeoWfwgJ8DMohhAF7LlAlFiA1KHeVKTgY4qhSV3t2xETFs2Pxdk8OBUtlVbZY8MXOalgcLgzMT8MppVkhjxPDokcssmNzuoToFBmUCYIg2ofETgwR39AHR2BOBoDctPA8O0zABPLrANLIQ3f5dRhi4dFVawmUtrNFkMayO9147Iu9+HyndOBtOJ4dwCt2DtcZ8d4vxwEAl40rCRiFCwaryGLl50bRrLXuqq4jCIKIJ+iTMoaIb+gRp7HSw6vGEtJYASqxAGmao7sqsRhisdNlaaxORna2HG3E0s3HsHTzMZTVm3DH9IGQyWSC8GADXYPBKrL+vno/AN43dWEE88gAIMOn1454LpYigtEZBEEQyQpFdmIIEyIKuQz981Lb2VtKuKXnpw/IgVYlx6SBuQGfVyrkguDp9siOJ8qikMsCemlige+YCiAysVNnsAr/f+Hbg3j8y98BeDsotxfZ6Z/r/b4XZ+rw/LyTkZOmCXGEP0Jkx3NNKjsnCIKIDPq0jCEsetEnJyWkYAmEXquEWsFP7A6Vxrr69D64fFyJME092LmMNmfEwzejDYuypASZ9RWTa3bSoNzoGTNRnKlDZYsFb20uw41T+qPFYxYOVY0FABed0hsGqwP9ctNw1pD8DkVihJERnl471FCQIAgiMiiyE0NYJCWSZoIMfmQEn74INhuLEUroAN7y85RurMYCIDRZ7Mp0WiDPTiSl500esTNnZC+hT9KB2rawPTtqpRw3ThmAs4cVdDjlJDQWpMgOQRBEh+hWsfP999/jvPPOQ1FREWQyGVatWhVy/5UrV+Lss89GXl4e9Ho9JkyYgDVr1nTNYjsA82uc2if8yhsxzLfTWXEgiB1Nz/DspHbhTbqznh3WeTknTYPBBbzYOVTbJvhn2hM70SDD16Dsma1FDQUJgiDCo1vFjslkwujRo/Hyyy+Htf/333+Ps88+G1999RV+++03nHnmmTjvvPOwffv2GK+0Y1x/Rj+8f8PpmD+hb4eOL83mxVJuhB4PX1iflp7i2enKfj+dFTus83J2qhoDPSbz3ZWtwuT09krPowEbBsqiSdQ9mSAIIjK69dNy9uzZmD17dtj7L1myRPL4qaeewmeffYYvvvgCY8aMifLqOo9GqcCEATkdPv7BOUMxdXAeZgwt6NQ6WK+dntJnpytFl1jsyGWAm4ssjdVo4iM7uWlqYd1bjzUD4I3W6V0QpfI1KLdRQ0GCIIiIiGvPjtvtRltbG7Kzs7t7KTGhKFOHP44tCRidiARWEVTiiRR1F+x1dKVnR2xQzk7lI2QdiezkpGqEXkmVLfxgT71W2SVGa6GpoMeg7PXs0KgIgiCIcIjrPw3/8Y9/wGg0Yt68eUH3sdlssNm8E68NBkNXLK1HccOU/jitfw7GlGR26zrU3RzZyU1To8FoE1JQ7SGeUJ6TpkZ+uhZKuQxONwega/w64usIBmWqxiIIgoiIuI3svPfee3jsscfw0UcfIT8/P+h+Tz/9NDIyMoSvkpLwZhIlEhqlAuP6ZrdbtRVrhNLzLkyniSM7eR7Dt83pCra7hDabU0h55aRqoFbK0U/UN4c1+4s1GaJxEW43hzYrL3r0JHYIgiDCIi7FzgcffIDrr78eH330EWbMmBFy3wceeACtra3CV0VFRRetkvClW9JYkshOZGksFtVJVSuENYvHfnR1ZIfjeL8OlZ4TBEFERtx9Wr7//vu49tpr8cEHH2Du3Lnt7q/RaKDRdK6aiYgOzKCc2k19dlhkx+5yg+O4dv02jaKyc8aggjRgN///zC4SOxqlAilqBcx2F1otDmoqSBAEESHd+mlpNBpx+PBh4XFZWRl27NiB7OxslJaW4oEHHkBlZSXefvttAHzqasGCBXjxxRdx2mmnoaamBgCg0+mQkZHRLa+BCB8mctK1XWesFUd28jyiheMAp5sTmhwGg3VPzhENZe2OyA7ACyuz3YUWi50iOwRBEBHSrWmsrVu3YsyYMULZ+KJFizBmzBg88sgjAIDq6mqUl5cL+//nP/+B0+nEbbfdhsLCQuHrzjvv7Jb1E5Fx5el9MG9s74gHYXYGSRor3StawklliSuxGKyxIND+qIhoIh4GysROV4pGgiCIeKZb/zScNm0aOI4L+vyyZcskj7/77rvYLoiIKYML0vHMJaO79Joahb9nB+DFTmo72U0hjZXqFUl9clKhUsjgcHFdHtkB+IosaipIEAQRGXFpUCaIcFGJIjtZKWphPlWwxoJbjzXhpfWH4HJzAdNYKoUc/XP56I6+C8WOeBiokZoKEgRBRAR9WhIJjbj0XK9VQa2Qw+J2BU1jPfLZXuyrNmBAXppkLpaYK08vxTtbjmNiJ7pjRwpLmW04UA+7yw2VQoasLip9JwiCiHdI7BAJjdizk6FTQa2Uw+JwBWwsyHEcyhpMAIBt5c2CZyc3TSoq5k/o2+F5Zx2F9dpZv78OAHDBycVdWsJPEAQRz5DYIRIasdhJ0yqFx4EiO40mOywOvuHg9vIWGDzN+3LaM/d0AZk6r+CSyYCbpw3oxtUQBEHEFyR2iIQmN43vfFyUoYVCLhPSWoE8OxVNZuH/uytbofVMZ89J6/50kbjya/aIXhiQlxZib4IgCEIMiR0iocnQqfD1nWcIZl5NiMhORbNF+L/N6RZSXT1C7IjM0LdOG9iNKyEIgog/SOwQCY84ChIqjSWO7IjJ7gFG4FElmdCq5Jg1vBdGFFMDTYIgiEggsUMkFYLYcfkPA2ViR6uSw+rgxVBmiqrbB6gCQHGmDjsXz4RS3v1rIQiCiDfok5NIKgTPTsA0Fi92ZgwtELaJGwp2NxqlQugTRBAEQYQPiR0iqWCRnUCl5xVNvGfnvNFFwjbfHjsEQRBE/EFih0gqxJ4dg9WBa5b+gs93VsHl5lDVwoudkcUZ6JebCsC/xw5BEAQRf5Bnh0gqxKXnG/bX4bsD9ThQ04YxJZlwujmoFXIU6LU4uSQTZQ2mHtFjhyAIgugcJHaIpEIS2eH4GVPVrVZ8+3stAKA4SweFXIYrTyvF0Xojzj+5KOi5CIIgiPiAxA6RVIjFDqu4AoC3txwHAPTO0gEAxvbNxmcLJ3f9AgmCIIioQ2KHSCrETQXZaAgAwkyskuyUblkXQRAEETvIoEwkFWLPTpvV6fd8SRaJHYIgiESDxA6RVIjTWEZbALGTrevqJREEQRAxhsQOkVSI++y0eaaa56V7K65KKY1FEASRcJDYIZIKtYKfZG53uWHwpLHOHVUoPE9pLIIgiMSDDMpEUiFEdhxuGD1iZ8rgPNS12ZCqViAzRRXqcIIgCCIOIbFDJBXeQaButNn4NFaGToWXrzilO5dFEARBxBBKYxFJhdeg7BKqsdI1pPkJgiASGRI7RFKhEU09Z2msdC2lrgiCIBIZEjtEUsEiOwarE043BwBI01JkhyAIIpEhsUMkFUzsNBptAAC5DEhVK7pzSQRBEESMIbFDJBWsg3KjyQ4ASNMoIZPJunNJBEEQRIwhsUMkFSyy00Z+HYIgiKSBxA6RVDCxw0gnvw5BEETCQ2KHSCp8xU4alZ0TBEEkPCR2iKSCeXYYFNkhCIJIfEjsEEmFxi+NRZ4dgiCIRIfEDpFU+KWxKLJDEASR8JDYIZIKMigTBEEkHyR2iKTCz7NDBmWCIIiEh8QOkVT4R3bIs0MQBJHokNghkgqNUjoagkrPCYIgEh8SO0RSoVJIR0OQZ4cgCCLxIbFDJBUymUySyqI0FkEQROJDYodIOjQKsdihyA5BEESiQ2KHSDqkkR0SOwRBEIkOiR0i6RCLHTIoEwRBJD4kdoikgzw7BEEQyQWJHSLpYI0FNUq5X98dgiAIIvGgT3oi6WACh/w6BEEQyQGJHSLp8IodSmERBEEkAyR2iKSDpbHInEwQBJEckNghkg5KYxEEQSQXJHaIpENDYocgCCKpILFDJB0sspOmIc8OQRBEMkBih0g6mGeHIjsEQRDJQbeKne+//x7nnXceioqKIJPJsGrVqnaP+e6773DKKadAo9Fg4MCBWLZsWczXSSQW5NkhCIJILrpV7JhMJowePRovv/xyWPuXlZVh7ty5OPPMM7Fjxw7cdddduP7667FmzZoYr5RIJGYO64W+OSk4c0h+dy+FIAiC6AJkHMdx3b0IAJDJZPj0009xwQUXBN3nvvvuw//+9z/s2bNH2HbZZZehpaUFq1evDus6BoMBGRkZaG1thV6v7+yyCYIgCILoAjpz/44rz86WLVswY8YMybZZs2Zhy5YtQY+x2WwwGAySL4IgCIIgkoe4Ejs1NTUoKCiQbCsoKIDBYIDFYgl4zNNPP42MjAzhq6SkpCuWShAEQRBEDyGuxE5HeOCBB9Da2ip8VVRUdPeSCIIgCILoQuKqHKVXr16ora2VbKutrYVer4dOpwt4jEajgUaj6YrlEQRBEATRA4mryM6ECROwbt06yba1a9diwoQJ3bQigiAIgiB6Ot0qdoxGI3bs2IEdO3YA4EvLd+zYgfLycgB8Cmr+/PnC/jfffDOOHj2Ke++9F/v378crr7yCjz76CH/+85+7Y/kEQRAEQcQB3Sp2tm7dijFjxmDMmDEAgEWLFmHMmDF45JFHAADV1dWC8AGAfv364X//+x/Wrl2L0aNH47nnnsMbb7yBWbNmdcv6CYIgCILo+fSYPjtdBfXZIQiCIIj4I2n67BAEQRAEQUQKiR2CIAiCIBIaEjsEQRAEQSQ0JHYIgiAIgkhoSOwQBEEQBJHQkNghCIIgCCKhiatxEdGAVdrT9HOCIAiCiB/YfbsjHXOSTuy0tbUBAE0/JwiCIIg4pK2tDRkZGREdk3RNBd1uN6qqqpCeng6ZTNbdy4HBYEBJSQkqKioSsskhvb74JZFfG0CvL55J5NcG0OsLBsdxaGtrQ1FREeTyyFw4SRfZkcvl6N27d3cvww+9Xp+QP9QMen3xSyK/NoBeXzyTyK8NoNcXiEgjOgwyKBMEQRAEkdCQ2CEIgiAIIqEhsdPNaDQaLF68GBqNpruXEhPo9cUvifzaAHp98UwivzaAXl8sSDqDMkEQBEEQyQVFdgiCIAiCSGhI7BAEQRAEkdCQ2CEIgiAIIqEhsUMQBEEQREJDYocgCIIgiISGxE4ckMgFcxaLpbuXEFPYLLZEpaqqCrt27eruZXQJifh7mIiviSACQWKnh3P48GH897//RXNzc3cvJers2rUL1157LSorK7t7KTFh7969mDlzJr755pvuXkpM2LNnDwYPHoyXXnqpu5cSdSoqKvDJJ5/grbfewvHjxwGgR8zSixaNjY2orq7Gvn37JNsTRfzU1dXhwIED+OWXXyTbE+X1JTLNzc2orKzEnj17onpeEjs9mObmZpx55pm49tpr8eGHH8JoNHb3kqLGzp07MWbMGAwcOBDFxcUA+CGticLevXsxefJknHrqqSgtLfV7Pt4/dHfs2IGJEydi0KBBWLNmDX7++efuXlLU2LVrFyZOnIgXXngBN9xwA6677jo0NTV197Kixq5du3DmmWfi/PPPx6RJk3DhhRdi3bp1AHhBF+8/m7t27cKECRNw4YUX4vTTT8esWbPwwQcfAEiM1+dyubp7CTFjz549OO+88zBz5kycdtppuOuuu6J3co7o0fzxj3/kpk2bxslkMm7JkiVcc3Oz5Hm32909C+sEu3bt4nQ6HffQQw9Jtvu+tnjFYrFwc+fO5W688UaO4/jv0eHDh7mNGzdybW1twn7x+L3jOI7buXMnp9PpuL/85S/c0aNHuf79+3NLlizhOI7jnE5nN6+ucxw/fpzr27cvt3jxYs5oNHLHjx/nlEolt2bNGsl+8fq9O3r0KFdSUsI9/PDD3Pbt27mdO3dyRUVF3IABA7hXX31V2C9eX19NTQ3Xv39/7t577+X27NnD7dq1izv77LO5CRMmcH/961+F1xWvr2/v3r3c9ddfz504caK7lxJ1fv/9dy4nJ4e7//77uTVr1nArVqzg5HI598orr0Tl/CR2eihOp5NzOBzc5Zdfzv3222/ciy++yMlkMuEb/8EHH8TlL2xlZSVXWFjITZ8+Xdh21113cdOnT+dGjBjB3XfffVx9fX03rrDzGI1Gbty4cdzPP//McRzHzZgxgxs7diwnk8m4M844g3v22We7eYUdZ9euXZxMJuP+8pe/CNvuuusurlevXlxjY2M3riw6vPvuu9z48eM5g8EgbDv//PO5N954g3v22We59evXC9vj8ffv1Vdf5aZPn845HA7O4XBwHMdx//3vfzmdTsdNnjyZ++9//9vNK+wcmzdv5gYMGMAdP35c2FZXV8ctXLiQGz9+PPfcc8914+o6x5EjR7iSkhJOJpNxs2bN4mpqarp7SVGjpaWF+8Mf/sDdcccdku033HADd8UVV3Ac1/nfN0pj9VAUCgWUSiWGDRuGNWvW4I477sDjjz+OhQsXYty4cXj44YdRV1fX3cvsEIMHD4ZOp8M777yDyZMnY9++fRg7diwuv/xyvPzyy7j++uthNpu7e5mdwul0ora2FjfddBOUSiX+85//YM+ePRgyZAhWrlyJ5cuXd/cSO0RNTQ0effRRPP7440Lacf78+cjIyMBHH30EIL7TkQaDAS0tLSgvLwcAPPPMM/jiiy+wevVqvP7667jvvvvwz3/+E0B8eniOHTsGo9EIpVIpbFOr1Tj77LMBAG+99RYcDkd3La/TaLVaWK1WwWfldDqRl5eHxx57DCNHjsQnn3yCnTt3AoivVLLFYsG///1vjB8/HuvWrcOBAwdw+eWXo7a2truXFhUcDgeMRiPGjx8v2T548GAcOnQIQBQ+VzollYiY4Ha7BRX7/PPPczNnzhSeGzNmDCeTybi7776bs1qt3bXEDsFeU1lZGXfuuedyubm53LnnnsvV1tYK++zevZvTarVRC112NU6nk7NYLNyZZ57JLViwgLv66qu51atXC8+3trZy55xzDnf55Zd34yqjgzglMGvWLO6MM87o5hV1noMHD3L5+fnciBEjuDlz5nD/3969R1VVp28AfzYHVJBLXMy0mQ5oimU4ohZeakQq0DEbu0iio5EOjRas5TWnwetUmJDTmFl/lCk6a4GXSc3W6FQu0eWEF1RQGgIFG3CiAh1wwEDO4fn94e/sOIgIh+M5e+95P2ux5Oxzex+/5/Kyv/vi6enJv/3tbyTJpqYmzpw5kzExMayvr3dzpY7Zv38/TSYT//KXv/DHH39kUVERfXx8uGXLFn7//ffs3r07d+/e7e4yHVZVVcX+/furU8jkT1Or1dXV7Nu3L1999VV3leewhoYGZmZmcvv27STJ8+fP02w2c9y4cbpfw2P7HDl37py6zDZm77///g2fK7W1tQ49jzQ7GvHjjz+2+QGal5fHqVOnkiR/85vf8Gc/+xnnzp3L7t27880332RdXZ2rS+20trKVlZVxzpw53Ldvn7rMarWSJEeMGMH58+e7tMauaCtfTk4Oe/ToQUVRuHnzZrvr/vSnP3HkyJFsbGx0ZZkOayufbaxs/x4/fpxBQUHcunWry+vrirayFRUVcfv27UxLS+Pjjz/Oa9euqVM+Gzdu5IABA3Qz1do6X3NzM5cuXUpFURgeHk4fHx+mpKSo14WHh3Pjxo3uKrdLbK/F/fv309PTk6+//rp6ne0L9cUXX+Qzzzzjlvq66urVq3aXS0pK1IbH9gejxWLh6dOn3VCd89jGkbz+fnvwwQfVy0uWLGFKSgqvXbvW6ceVaSwNKCwsxK9+9Sv88pe/RFRUFN577z1UVlYCAAICAvDVV18hKioKn3/+Ofbu3Yv33nsPCxYsQHp6Oq5du+bm6tvXOtuGDRtQUVGBsLAwpKWlITo6Wr2th4cH6uvr4efnh0GDBrmv6E64Wb6xY8diw4YN8Pb2xo4dO/D111+r9zl37hzCwsLg4aH9t19br81vv/0WHh4eaG5uVjOYzWZERETg0KFDAPQxldXW2JWXl2PQoEGYMmUK7rjjDnh5ecHLy0ud9jl9+jTuvfde+Pj4uLn6W2tr7Kqrq/Haa6/h6NGjSEtLw969e9VpuUuXLiEgIAAhISFurrxjLly4gE8++USd8vbw8ABJxMXFYd26dVixYgWWLl2K//73v+qUY1VVFXr16uXOsh3m7e0N4KfptwEDBuCzzz5DWVkZpk6dioqKCqSkpGDRokWora11Z6m31HrsWmr5uejh4aEei23p0qXIyMjAjBkz4OXl1fkndUIjJrqgtLSUgYGBTEpK4pYtWzht2jQOGzaMTzzxBIuLi0mSTz31FIcNG8aTJ0/a3Vfrf122l62kpITkjRudpaamMjQ0lBcuXHBDxZ3TXr7S0lKS5JYtW+jt7c0xY8bwqaeeYmJiIgMCAnjmzBk3V39r7eWzrXJu+VdYdnY2FUXhqVOn3FVyh3Uk25EjR6goCn//+99z8+bNXLhwIQMDA1lQUODm6m+trXyRkZGcNGmS+rnS8r137do1LlmyhGazmRUVFe4qu8OKi4vp4+PDbt26cfv27TdM6Tc1NTEzM5M9evRgXFwcExISOGvWLPbs2ZOFhYVuqrrjysrKuGfPnnanS23jV1JSwv79+9Pf35/du3dnXl6eq8p0yK3Gjvwp24cffsjY2FimpaWxW7duN3wHdoY0O2727rvv2m2TQ17fIyQmJkadjz1//rz65Un+9AWj9b1B2ssWHR3NsrIydfnevXuZkJDAkJAQXXxZkjfPN27cOI4bN05t2M6ePcuFCxcyPj6eycnJuviwJW/92rSNn+31WF5ezokTJ9q9VrXqVq/N8+fPk7y+p1KvXr04ePBgxsTE6KJJJTv33jty5AjnzJnDoKAgXbz3bHvuzJ49m9OmTWPPnj2ZnZ3d5pdmYWEhU1JSOHnyZM6ePZtnz551Q8Wd05FmoLWEhAQGBwdr/rOlM2NHXp/GUhSFwcHBPHHiRJeeW5odN1u9ejXNZrPdrq4kuXPnTo4dO5a/+93v7I7NoiftZRs3bhxffPFF1tbW0mKx8MCBA4yPj9f8m7WlW+VLSkri5cuXSf7UEOjpODQdHb+WWt9WqzqSzXZdVVUVL1++rJtsZOfGrqqqimvXrlXX+GhdWVkZU1NT+emnn5IkZ8+e3eaXpu29ZtveyvavlnW2GWhubuabb75JRVF0sa1OR8fOJjc3lz//+c+d0qRKs+MGLZuXPXv2cPDgwfziiy9uWFPz1ltvMSwszG4rda3rbDbbX9Dk9Y0ptc7RsdPL2jhHx6/ldJZWGfl9R3Ytn97Gr7S01K5m2xRVyy/NpqYmu2Zc6+89svPNQGNjI3fv3s2ioiJXl9opnR07i8XCmpoaks77A0qaHRf7+uuvef/99zMnJ0ddNnr0aA4dOtRu1bJNcHCwenRarTNyNlLytaanfEbORv7v5Dt48KDd8pZ75bT80qytreUf/vAHLliwQBdrUx1pBmyNnNabuK6OnbPySbPjQqdPn6a/v7966gebmpoahoeHMyoqym4ap76+niNHjmR2drY7yu0UI2cjJZ+e8xk5G/m/ma9lA9Py99/+9re84447GB0dTZPJpIuNybvSDDQ1NWm62dHS2Emz4yL5+fn09vZmeno6ly9fzjvvvNNub6qKigoOHjyY9913H9PS0rh7924uXryYQUFBmt/g08jZSMmn53xGzkZKPpuWX5qhoaEMDg5mfn6+K0t1iJaaAWfT2thJs+MC+fn59PT0VI/cefbsWQ4aNIhvv/02yZ8G22KxMCkpiaNGjWK/fv04cuRIze8dYeRspOTTcz4jZyP/d/PZmoLWazQaGho4d+5cenh46GKvK601A86kxbGTZuc2u3LlCh9//HG7M3w3NTXxiSee4OjRo9VlLVdZ1tbWsrKy0uHDYruKkbORks9Gj/mMnI2UfG2pqanhvHnzuryLsitosRlwFq2OnTQ7LtByl05bl15QUEB/f3+7Uwloee71ZoycjZR8NnrMZ+RspORrix52L9dqM+BMWhw77R+vXsf4/4f1HjhwoLrMZDIBAO6++2489NBDyMnJUW+rp7MoGzkbIPn0nM/I2QDJ1zpfSy3P5q5Vfn5+ePfdd/H6668DAKxWKzw9PfHGG2+gsLAQmZmZN9wnICAAGRkZGDFihKvL7RRNj91tbaVEu7Zu3UqTycRjx465uxSnM3I2UvLpmZGzkZJPy9pby1ZdXc3HHnuMiYmJt7ytXrlz7GTNjhtNmjQJjz76KD788EM0NDS4uxynMnI2QPLpmZGzAZJPy9pbyxYcHIznn38eW7duxfHjx3W3Rq4j3Dl20uw4kdVq7dTtAwICEBYWhiNHjmj+LNFGzgZIvtb0lM/I2QDJ15re8nWG3ho5PY2dQraaOBMOKSkpwd69ezFt2jT06dOnzduwxfy51WqFyWSCxWLBxYsXERoa6sJqO8fI2QDJB+g3n5GzAZIP0Hc+W72dMWfOHBw+fBh5eXnw8fG5TZV1ne7GzuUTZwZ07tw5BgUFUVEUvvrqq20eK6Gt+deWu4VqlZGzkZKP1G8+I2cjJR+p73zFxcV86623+O233970Ni3ztTxx6YULF253eV2ix7GTZqeL6urqOGvWLCYmJnLDhg1UFIWLFy9uc/BJMj09nX/84x9dXKVjjJyNlHyt6SmfkbORkq81veXTYzPQUXodO+3vp6dxHh4eGD58OIKDg/Hcc88hJCQEU6dOBQC88sorCAkJUW97+fJlnDx5Et988w1efvllBAUFuavsDjFyNkDy6TmfkbMBkk/P+err67F69Wo8+eSTePDBB5GcnAyLxXJDLtv0TkZGBhoaGrBs2TJ4eXm5q+wO0+3YubvbMoK6ujq7y9nZ2VQUhYsWLWJ1dTXJ66so//Of//DSpUvtrtbUGiNnIyUfqd98Rs5GSj5Sn/muXr3KDRs2qCda3bZt203Xfly6dInPPfcco6KieOnSJXeU6xA9jp00O07U8nT0WVlZ6gv83//+N+fNm8fJkyezoaHBzVU6xsjZSMmn53xGzkZKPj3m02Mz4Ag9jZ00O07W3NxMq9VK8voL3MvLi+Hh4fT09NTFyffaY+RspOTTMyNnIyWfXumpGXCUXsZOmp3boLm5WX2Bx8TEMCgoiGfOnHFzVc5h5Gyk5NMzI2cjJZ9e6aUZ6Ao9jJ00O7eJxWLh/PnzqSgKCwoK3F2OUxk5Gyn59MzI2UjJp1d6aAa6SutjJ3tj3UaDBw/GqVOnMGTIEHeX4nRGzgZIPj0zcjZA8umRoiiwWq1YvHgxDh48iPz8fERERLi7LKfT8tjJEZRvI+rwjMMdZeRsgOTTMyNnAySfXlmtVmzevBnDhw/H0KFD3V3ObaHlsZNmRwghhHABLTcDRicnAhVCCCFcQBod95FmRwghhBCGJs2OEEIIIQxNmh0hhBBCGJo0O0IIIYQwNGl2hBBCCGFo0uwIIW6bxMRETJ482d1lCCFc5PDhw5g0aRL69u0LRVGwe/fuTj/G9u3bMXToUPj4+MBsNiMjI6PLdckRlIUQDrnVbrQrVqzAunXr4O5DeSUmJqKmpsahD10hROfU19fjF7/4BWbNmoWnn3660/fft28fpk+fjvXr1yM2NhZFRUVISkqCt7c3kpOTHa5LDioohHDId999p/6+bds2LF++HMXFxeoyX19f+Pr6uqM0O9LsCOEeiqJg165ddmt3GxsbkZqaiqysLNTU1OCBBx7AmjVrEB0dDQCYNm0ampqasGPHDvU+69evR3p6OsrLyx0+VpFMYwkhHHLXXXepPwEBAVAUxW6Zr6/vDdNY0dHRSElJwbx58xAYGIjevXvjgw8+QH19PV544QX4+fnh3nvvxb59++yeq7CwEBMmTICvry969+6NGTNmoLq6Wr1+586diIiIgLe3N4KDg/HYY4+hvr4eK1euRGZmJvbs2QNFUaAoCnJycgAAS5YswcCBA+Hj44N+/fph2bJlaGpqUh9z5cqVGDp0KD766CPcc8898PX1xUsvvQSr1Yr09HTcdddduPPOO/HGG2/Y1aooCt5//31MmDAB3t7e6NevH3bu3On8ARBCh5KTk5Gbm4vs7GycOXMGU6ZMwfjx43Hu3DkA15uhHj162N3H29sbFy9exL/+9S+Hn1eaHSGES2VmZiIkJATHjx9HSkoK5s6diylTpmD06NE4deoUYmNjMWPGDFy9ehUAUFNTg5iYGERGRiIvLw/79+/H999/j/j4eABAZWUlEhISMGvWLBQVFSEnJwdPP/00SGLRokWIj4/H+PHjUVlZicrKSowePRoA4Ofnh82bN+Of//wn1q1bhw8++ABvv/22Xa2lpaXYt28f9u/fj6ysLGzcuBETJ07ExYsXcejQIaxZswZLly7FsWPH7O63bNkyPPPMMygoKMD06dMxdepUFBUVueB/VwjtKi8vx6ZNm7Bjxw488sgj6N+/PxYtWoSHH34YmzZtAgDExcXh448/xoEDB9Dc3IySkhKsXbsWwPX3usNcfp51IYThbNq0iQEBATcsf/755/nrX/9avTx27Fg+/PDD6mWLxcKePXtyxowZ6rLKykoCYG5uLknytddeY2xsrN3jVlRUEACLi4t58uRJAuA333zTZm2ta7iZjIwMDh8+XL28YsUK+vj48MqVK+qyuLg4hoaG0mq1qsvCw8O5evVq9TIAzpkzx+6xo6KiOHfu3FvWIISRAOCuXbvUy59++ikBsGfPnnY/np6ejI+PJ0k2NzfzlVdeYY8ePWgymRgYGMiVK1cSAI8ePepwLbKBshDCpYYMGaL+bjKZEBwcjIiICHVZ7969AQA//PADAKCgoAAHDx5sc/uf0tJSxMbG4tFHH0VERATi4uIQGxuLZ599FoGBge3WsW3bNrzzzjsoLS1FXV0dLBYL/P397W4TGhoKPz8/u9pMJhM8PDzsltlqtRk1atQNl/Pz89utRwijq6urg8lkwsmTJ2Eymeyus72/FUXBmjVrkJaWhu+++w69evXCgQMHAAD9+vVz+Lml2RFCuJSXl5fdZUVR7JbZNkBsbm4GcP0DctKkSVizZs0Nj9WnTx+YTCZ8/vnn+PLLL/HZZ59h/fr1SE1NxbFjxxAWFtZmDbm5uZg+fTpWrVqFuLg4BAQEIDs7W11d3tFabctstQohbi4yMhJWqxU//PADHnnkkXZvazKZcPfddwMAsrKyMGrUKPTq1cvh55ZmRwihacOGDcNf//pXhIaGwtOz7Y8sRVEwZswYjBkzBsuXL4fZbMauXbuwYMECdOvWDVar1e72X375JcxmM1JTU9VlXdn4sbWjR49i5syZdpcjIyOd9vhCaFVdXR3Onz+vXr5w4QLy8/MRFBSEgQMHYvr06Zg5cybWrl2LyMhIVFVV4cCBAxgyZAgmTpyI6upq7Ny5E9HR0WhoaFC38Tl06FCX6pINlIUQmvbyyy/j8uXLSEhIwIkTJ1BaWoq///3veOGFF2C1WnHs2DGkpaUhLy8P5eXl+Pjjj1FVVYX77rsPwPWpqDNnzqC4uBjV1dVoamrCgAEDUF5ejuzsbJSWluKdd97Brl27nFbzjh078NFHH6GkpAQrVqzA8ePHu3SMECH0Ii8vD5GRkWpzv2DBAkRGRmL58uUAgE2bNmHmzJlYuHAhwsPDMXnyZJw4cQL33HOP+hiZmZkYMWIExowZg6+++go5OTl46KGHulSXrNkRQmha37598Y9//ANLlixBbGwsGhsbYTabMX78eHh4eMDf3x+HDx/Gn//8Z1y5cgVmsxlr167FhAkTAABJSUnIycnBiBEjUFdXh4MHD+LJJ5/E/PnzkZycjMbGRkycOBHLli3DypUrnVLzqlWrkJ2djZdeegl9+vRBVlYW7r//fqc8thBaFh0d3e6BRL28vLBq1SqsWrWqzetDQkKQm5vr9LrkoIJCCOFEbR1ITQjhXjKNJYQQQghDk2ZHCCGEEIYm2+wIIYQTyZYBQmiPrNkRQgghhKFJsyOEEEIIQ5NmRwghhBCGJs2OEEIIIQxNmh0hhBBCGJo0O0IIIYQwNGl2hBBCCGFo0uwIIYQQwtCk2RFCCCGEof0f+3eevN7EcdcAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_trend(frame_by_file.index, frame_by_file[\"inference\"], \"AI inference Trend\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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HYmZiqsNECCGECI6NNe88MjISkyZNQs+ePdG7d29ERUVBLpdj8uTJAICJEyfC398fy5cvBwDMmDEDAwcOxMqVKzFixAhs374dZ86cwfr16/l9ZmdnIzk5GampqQCAGzduANBmp/R/ymvevDlatGhh6UOuFtVhIoQQQoTHqgHTmDFjkJmZiUWLFiEtLQ0hISGIjo7mJ3YnJydDLNYlwfr164dt27Zh4cKFmD9/PoKDg7Fnzx506tSJb7N3714+4AKAsWPHAgAWL16MJUuW1M+B1QHVYSKEEEKER8RodnGt5Ofnw9XVFXl5eWadz/TJH9ex7uhtvDKgBRaO7GC2/RJCCCGk9ufvRrdKTuioDhMhhBAiPBQwCQzVYSKEEEKEhwImgaE6TIQQQojwUMAkMCIqK0AIIYQIDgVMAiMRU+FKQgghRGgoYBIYGpIjhBBChIcCJoHhL42isXJHCCGEEMKjgElgaJUcIYQQIjwUMAkM1WEihBBChIcCJoHRXRqFIiZCCCFEKChgEpiyeInKChBCCCECQgGTwOjmMFm5I4QQQgjhUcAkMLo6TBQxEUIIIUJBAZPAUB0mQgghRHgoYBIYqsNECCGECA8FTAJDdZgIIYQQ4aGASWCoDhMhhBAiPBQwCQzVYSKEEEKEhwImgaE6TIQQQojwUMAkMLqyAlbuCCGEEEJ4FDAJDA3JEUIIIcJDAZPAiPhJ3xQwEUIIIUJBAZPAiKkOEyGEECI4FDAJDNVhIoQQQoSHAiaB0V0axbr9IIQQQogOBUwCw10ahcoKEEIIIcJBAZPAiGnSNyGEECI4FDAJDNVhIoQQQoSHAiaBoTpMhBBCiPBQwCQwVIeJEEIIER4KmASG6jARQgghwkMBk8BQHSZCCCFEeChgEhiqw0QIIYQIDwVMAkN1mAghhBDhoYBJYHRlBShgIoQQQoSCAiaBoSE5QgghRHgoYBIYEU36JoQQQgSHAiaBoUujEEIIIcJDAZPAUB0mQgghRHgoYBIYujQKIYQQIjwUMAkMd2kUKitACCGECAcFTAKjKytg5Y4QQgghhEcBk8DQkBwhhBAiPBQwCYxulZx1+0EIIYQQHasHTGvXrkVQUBBkMhlCQ0Nx6tSpKtvv3LkT7dq1g0wmQ+fOnXHgwAGDv+/evRtDhw6Fp6cnRCIR4uLiDP6enZ2N6dOno23btrC3t0fz5s3x9ttvIy8vz9yHVitUh4kQQggRHqsGTDt27EBkZCQWL16Mc+fOoWvXrggPD0dGRobR9idOnMC4ceMwZcoUnD9/HhEREYiIiMDly5f5NnK5HAMGDMCnn35qdB+pqalITU3F559/jsuXL2PTpk2Ijo7GlClTLHKMpuIzTJRiIoQQQgRDxKw4WSY0NBS9evXCmjVrAAAajQYBAQGYPn065s6dW6H9mDFjIJfLsX//fn5bnz59EBISgnXr1hm0TUpKQosWLXD+/HmEhIRU2Y+dO3fixRdfhFwuh42NTY36np+fD1dXV+Tl5cHFxaVGt6mJpCw5Bn3+N5ztbHDpg3Cz7ZcQQgghtT9/Wy3DpFAocPbsWYSFhek6IxYjLCwMsbGxRm8TGxtr0B4AwsPDK21fU9yDVlWwVFpaivz8fIMfS+AmfVNZAUIIIUQ4rBYwZWVlQa1Ww8fHx2C7j48P0tLSjN4mLS3NpPY17cfSpUvx6quvVtlu+fLlcHV15X8CAgJqfZ9VEdGlUQghhBDBsfqkb2vKz8/HiBEj0KFDByxZsqTKtvPmzUNeXh7/k5KSYpE+UR0mQgghRHhqNmHHAry8vCCRSJCenm6wPT09Hb6+vkZv4+vra1L7qhQUFGDYsGFwdnbGr7/+Cltb2yrb29nZwc7OzuT7MRXVYSKEEEKEx2oZJqlUih49eiAmJobfptFoEBMTg759+xq9Td++fQ3aA8ChQ4cqbV+Z/Px8DB06FFKpFHv37oVMJjP9ACyE6jARQgghwmO1DBMAREZGYtKkSejZsyd69+6NqKgoyOVyTJ48GQAwceJE+Pv7Y/ny5QCAGTNmYODAgVi5ciVGjBiB7du348yZM1i/fj2/z+zsbCQnJyM1NRUAcOPGDQDa7JSvry8fLBUVFeGnn34ymMDdpEkTSCSS+nwIKqA6TIQQQojwWDVgGjNmDDIzM7Fo0SKkpaUhJCQE0dHR/MTu5ORkiMW6JFi/fv2wbds2LFy4EPPnz0dwcDD27NmDTp068W327t3LB1wAMHbsWADA4sWLsWTJEpw7dw4nT54EALRu3dqgP4mJiQgKCrLU4dYIl2FiTDssxwVQhBBCCLEeq9ZhasgsVYcpR65At6WHAAAJHw+HWEwBEyGEEGIutT1/m5RhunbtGrZv345jx47hzp07KCoqQpMmTdCtWzeEh4dj1KhR9TIx+mEm1ssoqRmDGBQwEUIIIdZWo0nf586dQ1hYGLp164bjx48jNDQUM2fOxNKlS/Hiiy+CMYYFCxbAz88Pn376KUpLSy3d74eW3ggkzWMihBBCBKJGGaZRo0bhvffew65du+Dm5lZpu9jYWKxevRorV67E/PnzzdXHRkU/w0TxEiGEECIMNQqYbt68WW2dIkC77L9v375QKpV17lhjpR8wUYaJEEIIEYYaDclVFyzl5uaa1J5UTn9RHNViIoQQQoTB5MKVn376KXbs2MH/Pnr0aHh6esLf3x8XLlwwa+caI8owEUIIIcJjcsC0bt06/sKzhw4dwqFDh/DHH3/giSeewHvvvWf2DjY2+lUEmMZ6/SCEEEKIjsmFK9PS0viAaf/+/Rg9ejSGDh2KoKAghIaGmr2DjU35sgKEEEIIsT6TM0zu7u5ISUkBAERHRyMsLAyAtiq1Wq02b+8aIcM5TBQwEUIIIUJgcobp2Wefxfjx4xEcHIwHDx7giSeeAACcP3++wqVGiOlEIhHEIu2EbwqYCCGEEGEwOWBatWoVgoKCkJKSghUrVsDJyQkAcP/+fbz55ptm72BjJBaJoGGM6jARQgghAmFywGRra4tZs2ZV2P7OO++YpUOEm8fEKMNECCGECESNAqa9e/fWeIdPPfVUrTtDtLh5TFSHiRBCCBGGGgVMERERBr+LRCIwveyHSH9lF038rjNupZyGIiZCCCFEEGq0Sk6j0fA/f/75J0JCQvDHH38gNzcXubm5OHDgALp3747o6GhL97dR4Gox0YgcIYQQIgwmz2GaOXMm1q1bhwEDBvDbwsPD4eDggFdffRXXrl0zawcbIy7DRHWYCCGEEGEwuQ7T7du34ebmVmG7q6srkpKSzNAlIi5LMdGkb0IIIUQYTA6YevXqhcjISKSnp/Pb0tPT8d5776F3795m7VxjpRuSo4CJEEIIEQKTA6YNGzbg/v37aN68OVq3bo3WrVujefPmuHfvHn744QdL9LHR4Sd9U7xECCGECILJc5hat26Nixcv4tChQ7h+/ToAoH379ggLCzNYLUdqTySiITlCCCFESEwOmADtCX3o0KEYOnSouftDoBuS02is2w9CCCGEaNUqYIqJiUFMTAwyMjKgKXdW37Bhg1k61piJKcNECCGECIrJAdMHH3yADz/8ED179kTTpk1pGM4C+AwTBUyEEEKIIJgcMK1btw6bNm3ChAkTLNEfAv05TFbuCCGEEEIA1GKVnEKhQL9+/SzRF1JGQnWYCCGEEEExOWB65ZVXsG3bNkv0hZShOkyEEEKIsJg8JFdSUoL169fjr7/+QpcuXWBra2vw9y+++MJsnWusqA4TIYQQIiwmB0wXL15ESEgIAODy5csGf6MJ4OYh4ssKUMRECCGECIHJAdORI0cs0Q+ihzJMhBBCiLCYPIdJ3927d3H37l1z9YWU4QImmsNECCGECIPJAZNGo8GHH34IV1dXBAYGIjAwEG5ubli6dGmFIpakdrghOTUFTIQQQoggmDwkt2DBAvzwww/45JNP0L9/fwDA8ePHsWTJEpSUlOCjjz4yeycbG11ZASt3hBBCCCEAahEwbd68Gd9//z2eeuopfluXLl3g7++PN998kwImM6BLoxBCCCHCYvKQXHZ2Ntq1a1dhe7t27ZCdnW2WTjV2VIeJEEIIERaTA6auXbtizZo1FbavWbMGXbt2NUunGjv+0ig0JYwQQggRBJOH5FasWIERI0bgr7/+Qt++fQEAsbGxSElJwYEDB8zewcaILr5LCCGECIvJGaaBAwfixo0beOaZZ5Cbm4vc3Fw8++yzuHHjBh555BFL9LHRoTpMhBBCiLCYnGECAH9/f5rcbUE06ZsQQggRFpMzTBs3bsTOnTsrbN+5cyc2b95slk41duKyZ4UCJkIIIUQYTA6Yli9fDi8vrwrbvb298fHHH5ulU40dDckRQgghwmJywJScnIwWLVpU2B4YGIjk5GSzdKqxo0ujEEIIIcJicsDk7e2NixcvVth+4cIFeHp6mqVTjZ2IVskRQgghgmJywDRu3Di8/fbbOHLkCNRqNdRqNQ4fPowZM2Zg7NixluhjoyOmOkyEEEKIoJi8Sm7p0qVISkrCY489Bhsb7c01Gg0mTpxIc5jMhOowEUIIIcJicoZJKpVix44duH79OrZu3Yrdu3fj9u3b2LBhA6RSqckdWLt2LYKCgiCTyRAaGopTp05V2X7nzp1o164dZDIZOnfuXKFY5u7duzF06FB4enpCJBIhLi6uwj5KSkrw1ltvwdPTE05OThg1ahTS09NN7rulUFkBQgghRFhMDpg4QUFB6NKlC4YNG4bAwMBa7WPHjh2IjIzE4sWLce7cOXTt2hXh4eHIyMgw2v7EiRMYN24cpkyZgvPnzyMiIgIRERG4fPky30Yul2PAgAH49NNPK73fd955B/v27cPOnTtx9OhRpKam4tlnn63VMViCiFbJEUIIIcLCTCSXy9nLL7/MJBIJk0gk7Pbt24wxxqZNm8aWL19u0r569+7N3nrrLf53tVrN/Pz8Kt3P6NGj2YgRIwy2hYaGstdee61C28TERAaAnT9/3mB7bm4us7W1ZTt37uS3Xbt2jQFgsbGxNe57Xl4eA8Dy8vJqfJuaenXLaRY4Zz/76b8ks++bEEIIacxqe/42OcM0b948XLhwAX///TdkMhm/PSwsDDt27KjxfhQKBc6ePYuwsDB+m1gsRlhYGGJjY43eJjY21qA9AISHh1fa3pizZ89CqVQa7Kddu3Zo3rx5lfspLS1Ffn6+wY+lUB0mQgghRFhMDpj27NmDNWvWYMCAAfzQEQB07NgRt2/frvF+srKyoFar4ePjY7Ddx8cHaWlpRm+TlpZmUvvK9iGVSuHm5mbSfpYvXw5XV1f+JyAgoMb3aSqqw0QIIYQIi8kBU2ZmJry9vStsl8vlBgHUw2bevHnIy8vjf1JSUix2X3wdJkoxEUIIIYJgcsDUs2dP/P777/zvXJD0/fffo2/fvjXej5eXFyQSSYXVaenp6fD19TV6G19fX5PaV7YPhUKB3Nxck/ZjZ2cHFxcXgx9LoSE5QgghRFhMDpg+/vhjzJ8/H2+88QZUKhVWr16NoUOHYuPGjfjoo49qvB+pVIoePXogJiaG36bRaBATE1Np4NW3b1+D9gBw6NAhkwK1Hj16wNbW1mA/N27cQHJyskn7sSSqw0QIIYQIi8mFKwcMGIC4uDh88skn6Ny5M/788090794dsbGx6Ny5s0n7ioyMxKRJk9CzZ0/07t0bUVFRkMvlmDx5MgBg4sSJ8Pf3x/LlywEAM2bMwMCBA7Fy5UqMGDEC27dvx5kzZ7B+/Xp+n9nZ2UhOTkZqaioAbTAEaDNLvr6+cHV1xZQpUxAZGQkPDw+4uLhg+vTp6Nu3L/r06WPqw2ERVIeJEEIIERaTAyYAaNWqFb777rs63/mYMWOQmZmJRYsWIS0tDSEhIYiOjuYndicnJ0Ms1iXB+vXrh23btmHhwoWYP38+goODsWfPHnTq1Ilvs3fvXj7gAsBfrmXx4sVYsmQJAGDVqlUQi8UYNWoUSktLER4ejq+//rrOx2MuYjENyRFCCCFCImImLsU6d+4cbG1t+WzSb7/9ho0bN6JDhw5YsmRJrap9N0T5+flwdXVFXl6e2eczzd51AT+fuYvZw9rizUGtzbpvQgghpDGr7fnb5DlMr732Gm7evAkASEhIwJgxY+Dg4ICdO3di9uzZpu6OGKErK2DljhBCCCEEQC0Cpps3byIkJASA9rpuAwcOxLZt27Bp0yb88ssv5u5fo8RfGoXG5AghhBBBMDlgYoxBo9EAAP766y8MHz4cABAQEICsrCzz9q6R0q2Ss24/CCGEEKJVqzpMy5Ytw48//oijR49ixIgRAIDExMQKVbhJ7dAqOUIIIURYTA6YoqKicO7cOUybNg0LFixA69baScm7du1Cv379zN7BxojqMBFCCCHCYnJZgS5duuDSpUsVtn/22WeQSCRm6VRjJ6IMEyGEECIoNQqYGGPVXidOJpOZpUMEkFAdJkIIIURQajQk17FjR2zfvh0KhaLKdvHx8XjjjTfwySefmKVzjRUNyRFCCCHCUqMM01dffYU5c+bgzTffxOOPP46ePXvCz88PMpkMOTk5uHr1Ko4fP44rV65g2rRpeOONNyzd74ca1WEihBBChKVGAdNjjz2GM2fO4Pjx49ixYwe2bt2KO3fuoLi4GF5eXujWrRsmTpyIF154Ae7u7pbu80OP6jARQgghwmLSpO8BAwZgwIABluoLKUN1mAghhBBhMbmsALE8qsNECCGECAsFTAJEk74JIYQQYaGASYDEYsowEUIIIUJCAZMA6YbkrNwRQgghhACggEmQuCE5RhkmQgghRBBqFTDdvn0bCxcuxLhx45CRkQEA+OOPP3DlyhWzdq6x0pUVsHJHCCGEEAKgFgHT0aNH0blzZ5w8eRK7d+9GYWEhAODChQtYvHix2TvYGNEqOUIIIURYTA6Y5s6di2XLluHQoUOQSqX89iFDhuC///4za+caK6rDRAghhAiLyQHTpUuX8Mwzz1TY7u3tjaysLLN0qrGjDBMhhBAiLCYHTG5ubrh//36F7efPn4e/v79ZOtXYiagOEyGEECIoJgdMY8eOxZw5c5CWlgaRSASNRoN///0Xs2bNwsSJEy3Rx0ZHIqayAoQQQoiQmBwwffzxx2jXrh0CAgJQWFiIDh064NFHH0W/fv2wcOFCS/Sx0aEhOUIIIURYTLr4LgBIpVJ89913eP/993H58mUUFhaiW7duCA4OtkT/GiWqw0QIIYQIi8kBE6d58+Zo3ry5OftCylAdJkIIIURYTA6YGGPYtWsXjhw5goyMDGjKndV3795tts41VjQkRwghhAiLyQHTzJkz8e2332Lw4MHw8fHhsyHEfMS0So4QQggRFJMDph9//BG7d+/G8OHDLdEfArr4LiGEECI0Jq+Sc3V1RcuWLS3RF1JGLKYhOUIIIURITA6YlixZgg8++ADFxcWW6A8BXRqFEEIIERqTh+RGjx6N//3vf/D29kZQUBBsbW0N/n7u3Dmzda6x4obkqKwAIYQQIgwmB0yTJk3C2bNn8eKLL9KkbwuhS6MQQgghwmJywPT777/j4MGDGDBggCX6Q6A36ZvqMBFCCCGCYPIcpoCAALi4uFiiL6QM1WEihBBChMXkgGnlypWYPXs2kpKSLNAdAlAdJkIIIURoTB6Se/HFF1FUVIRWrVrBwcGhwqTv7Oxss3WusdKVFbByRwghhBACoBYBU1RUlAW6QfTRkBwhhBAiLLVaJUcsi+owEUIIIcJSo4ApPz+fn+idn59fZVuaEF53VIeJEEIIEZYaBUzu7u64f/8+vL294ebmZrT2EmMMIpEIarXa7J1sbKgOEyGEECIsNQqYDh8+DA8PDwDAkSNHLNohQnWYCCGEEKGpUcA0cOBAtGzZEqdPn8bAgQMt3adGjyZ9E0IIIcJS4zpMSUlJNNxWT6gOEyGEECIsJheuJJZHdZgIIYQQYTEpYDp48CD27t1b5Y+p1q5di6CgIMhkMoSGhuLUqVNVtt+5cyfatWsHmUyGzp0748CBAwZ/Z4xh0aJFaNq0Kezt7REWFob4+HiDNjdv3sTTTz8NLy8vuLi4YMCAAYKam0VDcoQQQoiwmFSHqboaTKauktuxYwciIyOxbt06hIaGIioqCuHh4bhx4wa8vb0rtD9x4gTGjRuH5cuXY+TIkdi2bRsiIiJw7tw5dOrUCQCwYsUKfPnll9i8eTNatGiB999/H+Hh4bh69SpkMhkAYOTIkQgODsbhw4dhb2+PqKgojBw5Erdv34avr68Jj4hlcENyFC8RQgghwiBiNSz2IxaLkZaWZjSQqa3Q0FD06tULa9asAQBoNBoEBARg+vTpmDt3boX2Y8aMgVwux/79+/ltffr0QUhICNatWwfGGPz8/PDuu+9i1qxZAIC8vDz4+Phg06ZNGDt2LLKystCkSRP8888/eOSRRwAABQUFcHFxwaFDhxAWFlajvufn58PV1RV5eXlmrz119k4ORn1zAoGeDjj63mCz7psQQghpzGp7/q7xkJyx2kt1oVAocPbsWYMARSwWIywsDLGxsUZvExsbWyGgCQ8P59snJiYiLS3NoI2rqytCQ0P5Np6enmjbti22bNkCuVwOlUqFb7/9Ft7e3ujRo0el/S0tLUV+fr7Bj6XQpG9CCCFEWGocMJm76nRWVhbUajV8fHwMtvv4+CAtLc3obdLS0qpsz/1bVRuRSIS//voL58+fh7OzM2QyGb744gtER0fD3d290v4uX74crq6u/E9AQIBpB2wCqsNECCGECEuNA6ZJkybB3t7ekn2pF4wxvPXWW/D29saxY8dw6tQpRERE4Mknn8T9+/crvd28efOQl5fH/6SkpFisjzTpmxBCCBGWGgdMGzduhLOzs9nu2MvLCxKJBOnp6Qbb09PTK5147evrW2V77t+q2hw+fBj79+/H9u3b0b9/f3Tv3h1ff/017O3tsXnz5kr7a2dnBxcXF4MfSxGXPSsUMBFCCCHCYLU6TFKpFD169EBMTAy/TaPRICYmBn379jV6m759+xq0B4BDhw7x7Vu0aAFfX1+DNvn5+Th58iTfpqioCIB2vpQ+sVgMjUDGwHQZJit3hBBCCCEATCwrYG6RkZGYNGkSevbsid69eyMqKgpyuRyTJ08GAEycOBH+/v5Yvnw5AGDGjBkYOHAgVq5ciREjRmD79u04c+YM1q9fD0A7P2nmzJlYtmwZgoOD+bICfn5+iIiIAKANutzd3TFp0iQsWrQI9vb2+O6775CYmIgRI0ZY5XEojwuYzD1vjBBCCCG1Y9WAacyYMcjMzMSiRYuQlpaGkJAQREdH85O2k5OTDTJB/fr1w7Zt27Bw4ULMnz8fwcHB2LNnD1+DCQBmz54NuVyOV199Fbm5uRgwYACio6P5GkxeXl6Ijo7GggULMGTIECiVSnTs2BG//fYbunbtWr8PQCV0q+Ss2w9CCCGEaNW4DhMxZMk6TLcyChH2xVG4OdgibtFQs+6bEEIIacxqe/42OcP0zDPPGK3JJBKJIJPJ0Lp1a4wfPx5t27Y1ddekDJ9hohQTIYQQIggmT/p2dXXF4cOHce7cOYhEIohEIpw/fx6HDx+GSqXCjh070LVrV/z777+W6G+jQJO+CSGEEGExOcPk6+uL8ePHY82aNfz8Io1GgxkzZsDZ2Rnbt2/H66+/jjlz5uD48eNm73BjQHWYCCGEEGExOcP0ww8/YObMmQaTscViMaZPn47169dDJBJh2rRpuHz5slk72phQHSZCCCFEWEwOmFQqFa5fv15h+/Xr16FWqwEAMpnM7Neea0xoSI4QQggRFpOH5CZMmIApU6Zg/vz56NWrFwDg9OnT+PjjjzFx4kQAwNGjR9GxY0fz9rQRoTpMhBBCiLCYHDCtWrUKPj4+WLFiBX8JEh8fH7zzzjuYM2cOAGDo0KEYNmyYeXvaiFAdJkIIIURYTA6YJBIJFixYgAULFiA/Px8AKtQxaN68uXl610iJaNI3IYQQIih1qvRtyQvQNmZchokx7bAczQcjhBBCrMvkSd/p6emYMGEC/Pz8YGNjA4lEYvBD6k6sFyDRsBwhhBBifSZnmF566SUkJyfj/fffR9OmTSn7YQFisX7AxCABPcaEEEKINZkcMB0/fhzHjh1DSEiIBbpDAN2QHEDzmAghhBAhMHlILiAggJa7W5j+kBw91IQQQoj1mRwwRUVFYe7cuUhKSrJAdwhQfg4TRUyEEEKItZk8JDdmzBgUFRWhVatWcHBwgK2trcHfs7Ozzda5xkpkMCRnvX4QQgghRMvkgCkqKsoC3SD6KMNECCGECIvJAdOkSZMs0Q+ix2DSN6WYCCGEEKurUcCUn5/PF6nkqntXhopZ1h3VYSKEEEKEpUYBk7u7O+7fvw9vb2+4ubkZrb3EVaRWq9Vm72RjU74OEyGEEEKsq0YB0+HDh+Hh4QEAOHLkiEU7RLTEIm12iQImQgghxPpqFDANHDjQ6P+J5YhFImgYozpMhBBCiACYXIcpOjoax48f539fu3YtQkJCMH78eOTk5Ji1c40ZN4+JMkyEEEKI9ZkcML333nv8xO9Lly4hMjISw4cPR2JiIiIjI83ewcaKmyZGk74JIYQQ6zO5rEBiYiI6dOgAAPjll1/w5JNP4uOPP8a5c+cwfPhws3ewseIzTBQxEUIIIVZncoZJKpWiqKgIAPDXX39h6NChAAAPD49qSw6QmhPzGSYKmAghhBBrMznDNGDAAERGRqJ///44deoUduzYAQC4efMmmjVrZvYONlZcaQFKMBFCCCHWZ3KGac2aNbCxscGuXbvwzTffwN/fHwDwxx9/YNiwYWbvYGNFk74JIYQQ4TA5w9S8eXPs37+/wvZVq1aZpUNEixuSYxQwEUIIIVZncobp3LlzuHTpEv/7b7/9hoiICMyfPx8KhcKsnWvMdBkmK3eEEEIIIaYHTK+99hpu3rwJAEhISMDYsWPh4OCAnTt3Yvbs2WbvYGMloiE5QgghRDBMDphu3ryJkJAQAMDOnTvx6KOPYtu2bdi0aRN++eUXc/ev0eJXyWms2w9CCCGE1CJgYoxBU3YW/+uvv/jaSwEBAcjKyjJv7xoxc036Vqk12HYyGQmZheboFiGEENIomRww9ezZE8uWLcOPP/6Io0ePYsSIEQC0BS19fHzM3sHGSiI2T8B04vYDzP/1Epbuv2qObhFCCCGNkskBU1RUFM6dO4dp06ZhwYIFaN26NQBg165d6Nevn9k72FiZ69IoOUXaifgP5DQhnxBCCKktk8sKdOnSxWCVHOezzz6DRCIxS6eI+YbklGrt7UuVNBmKEEIIqS2TM0wAkJubi++//x7z5s1DdnY2AODq1avIyMgwa+caM3PVYVKqtYFSiUpd1y4RQgghjZbJGaaLFy/iscceg5ubG5KSkjB16lR4eHhg9+7dSE5OxpYtWyzRz0bHXHWYVFzApKSAiRBCCKktkzNMkZGRmDx5MuLj4yGTyfjtw4cPxz///GPWzjVm/BymOkZMCm5ITkVDcoQQQkhtmRwwnT59Gq+99lqF7f7+/khLSzNLp4guw6Q215AcZZgIIYSQWjM5YLKzs0N+fn6F7Tdv3kSTJk3M0imiC5jqWuhbNySnoevSEUIIIbVkcsD01FNP4cMPP4RSqQSgvYRHcnIy5syZg1GjRpm9g42V2Ex1mLghOe3/aViOEEIIqQ2TA6aVK1eisLAQ3t7eKC4uxsCBA9G6dWs4Ozvjo48+skQfGyWxmeowKfWCpBIqLUAIIYTUismr5FxdXXHo0CH8+++/uHDhAgoLC9G9e3eEhYVZon+NljkvjcIpVaoBe9s67c+cjsVn4lh8Ft4LbwtbSa0qXBBCCCH1wuSAidO/f3/079/fnH0hesxXh0l3e6GtlPv84A1cuJuHgW2aoH9rL2t3hxBCCKmUyV/r3377bXz55ZcVtq9ZswYzZ840uQNr165FUFAQZDIZQkNDcerUqSrb79y5E+3atYNMJkPnzp1x4MABg78zxrBo0SI0bdoU9vb2CAsLQ3x8fIX9/P777wgNDYW9vT3c3d0RERFhct8tScRlmOoY4ygMhuSEtVJOrtD2J79YaeWeEEIIIVUzOWD65ZdfjGaW+vXrh127dpm0rx07diAyMhKLFy/GuXPn0LVrV4SHh1daMfzEiRMYN24cpkyZgvPnzyMiIgIRERG4fPky32bFihX48ssvsW7dOpw8eRKOjo4IDw9HSUmJwTFMmDABkydPxoULF/Dvv/9i/PjxJvXd0nRzmMw3JCe0OUzc/KpigQVyhBBCSHkmB0wPHjyAq6trhe0uLi7IysoyaV9ffPEFpk6dismTJ6NDhw5Yt24dHBwcsGHDBqPtV69ejWHDhuG9995D+/btsXTpUnTv3h1r1qwBoM0uRUVFYeHChXj66afRpUsXbNmyBampqdizZw8AQKVSYcaMGfjss8/w+uuvo02bNujQoQNGjx5t2gNhYea+lhwAlArs8ihKFQVMhBBCGgaTA6bWrVsjOjq6wvY//vgDLVu2rPF+FAoFzp49azBZXCwWIywsDLGxsUZvExsbW2FyeXh4ON8+MTERaWlpBm1cXV0RGhrKtzl37hzu3bsHsViMbt26oWnTpnjiiScMslTGlJaWIj8/3+DHknRlBeq2H4WAM0xc34oVFDARQggRNpMnfUdGRmLatGnIzMzEkCFDAAAxMTFYuXIloqKiaryfrKwsqNVq+Pj4GGz38fHB9evXjd4mLS3NaHuuwjj3b1VtEhISAABLlizBF198gaCgIKxcuRKDBg3CzZs34eHhYfS+ly9fjg8++KDGx1dXlhmSE1ZgolBRwEQIIaRhMDnD9PLLL2PlypX44YcfMHjwYAwePBg//fQTvvnmG0ydOtUSfTQrTdks6gULFmDUqFHo0aMHNm7cCJFIhJ07d1Z6u3nz5iEvL4//SUlJsWg/zXXxXSGvkuP6RkNyhBBChK5WZQXeeOMNvPHGG8jMzIS9vT2cnJxM3oeXlxckEgnS09MNtqenp8PX19fobXx9fatsz/2bnp6Opk2bGrQJCQkBAH57hw4d+L/b2dmhZcuWSE5OrrS/dnZ2sLOzq+HR1Z3u0ijmuZYcILwME9e3IsowEUIIEbhaVwvMzMzEjRs3EBcXZ/JkbwCQSqXo0aMHYmJi+G0ajQYxMTHo27ev0dv07dvXoD0AHDp0iG/fokUL+Pr6GrTJz8/HyZMn+TY9evSAnZ0dbty4wbdRKpVISkpCYGCgycdhKSIzDckp9LJKJQKa9K3RMKjK0mdCC+QIIYSQ8kzOMMnlckyfPh1btmzhh7ckEgkmTpyIr776Cg4ODjXeV2RkJCZNmoSePXuid+/eiIqKglwux+TJkwEAEydOhL+/P5YvXw4AmDFjBgYOHIiVK1dixIgR2L59O86cOYP169cD0NYumjlzJpYtW4bg4GC0aNEC77//Pvz8/Pg6Sy4uLnj99dexePFiBAQEIDAwEJ999hkA4Pnnnzf14bAYsZnqMKn0xvSENOlbfzI6DckRQggRulpN+j569Cj27dvH12M6fvw43n77bbz77rv45ptvaryvMWPGIDMzE4sWLUJaWhpCQkIQHR3NT9pOTk6GWKxLgvXr1w/btm3DwoULMX/+fAQHB2PPnj3o1KkT32b27NmQy+V49dVXkZubiwEDBiA6OhoymYxv89lnn8HGxgYTJkxAcXExQkNDcfjwYbi7u5v6cFgMN+lbbcYhOSGVFdDvFw3JEUIIEToRM3GSjJeXF3bt2oVBgwYZbD9y5AhGjx6NzMxMc/ZPsPLz8+Hq6oq8vDy4uLiYff9TNp1GzPUMfDqqM8b0al7r/QyL+gfX0woAAG8/FozIx9uYq4t1ki1XoPvSQwCAR4K98OOUUCv3iBBCSGNQ2/O3yXOYioqKKizbBwBvb28UFRWZujtSCXPVYdIfkisV0NCXfoaJygoQQggROpMDpr59+2Lx4sUGlxopLi7GBx98UOlkbWI6c9VhMhySE9AcJhUNyRFCCGk4TJ7DFBUVhWHDhqFZs2bo2rUrAODChQuQyWQ4ePCg2TvYWJmtDpNKmGUFhHxRYEIIIaQ8kwOmzp07Iz4+Hlu3buUrco8bNw4vvPAC7O3tzd7BxspsdZgMVskJJzBR0io5QgghDYhJAZNSqUS7du2wf//+BlHVuyHj6zDVMcUk1CE5pUp3XDQkRwghROhMmsNka2trMHeJWA6XYVI3giE5yjARQggROpMnfb/11lv49NNPoVKpLNEfUoab9G3eITnhZJj0J30rVBqo6zpZixBCCLEgk+cwnT59GjExMfjzzz/RuXNnODo6Gvx99+7dZutcY6YrK1D7QIIx1iAKVwLaLJOTXa0ubUgIIYRYnMlnKDc3N4waNcoSfSF6zLFKTq1h0I+3hJRhqhAwKShgIoQQIlwmn6E2btxoiX6QcsxRh0lVLtoS0sV3ywdMQppfRQghhJRX4zlMGo0Gn376Kfr3749evXph7ty5KC4utmTfGjVdWYHa70NRLigpFVCGqfyKPZr4TQghRMhqHDB99NFHmD9/PpycnODv74/Vq1fjrbfesmTfGjURNyRXhzE5ZbmgRFhzmAyPi0oLEEIIEbIaB0xbtmzB119/jYMHD2LPnj3Yt28ftm7dCo1GOFmLh4luSK72+6gwJCegDJOxOUyEEEKIUNU4YEpOTsbw4cP538PCwiASiZCammqRjjV2ujpMtY+YFILOMNEcJkIIIQ1HjQMmlUoFmUxmsM3W1hZKpdLsnSLmqcNUPihRqplg6h2VD+ZoSI4QQoiQ1XiVHGMML730Euzs7PhtJSUleP311w1qMVEdJvMwRx0mbkjO3lbCT6ouUarhKIDl++UnpNOkb0IIIUJW4zPnpEmTKmx78cUXzdoZomOOOkxcFsdZZsMHJKUqDRztqrpV/dC/lhxAARMhhBBhq3HARPWX6pc56jBxQ3JSGzGkEjEUao1g5gpVnPRNl9ohhBAiXCZfS47UD3PUYeKG5KQSMexstE+1cAMm4azgI4QQQsqjgEmgzFmHyVYihp2tBIBwSgtQ4UpCCCENCQVMAsUNydWprEBZFsdGIoLMVvtUC6W0AA3JEUIIaUgoYBIoswzJlVXTtjUYkhNGhokLmLgL7lKGiRBCiJBRwCRQ5igrwE/6logh44bkBJNh0h6Xq70tAKBYIIEcIYQQYgwFTAJljlVyhkNy2oBJKBfg1S95ANCQHCGkZn6/eB/nk3Os3Q3SCFHAJFDmqMOkNDIkJ5Q5TFwwp8swCaNfhBDhuvNAjre2ncPb289buyukEbJ+yWdilDkujaJS61bJScp2KLSyAnzARJdGIYRUIyW7GACQVaCwck9IY0QBk0DpygrUfh9KPmAS8fsrv5zfWri+uZQFTHQtOUJIdbIKSwFoM9IaDePnehJSH2hITqB0Q3J1mcOkPyTH1WESRmDCzWFykWkDJqH0ixAiXFzABAjnyx9pPChgEihJ2TOjrsMkJv0hOa4Ok1DKCigqrJKrOmAqVqix5/w95BZRKp6QxiqzQBcwFdFCEVLPKGASKHOUAdAfkuMyTEKZ9M1VIXe1144KVzckt/NsCmbuiMPXf9+2eN8IIcKUWagfMAnjs4w0HhQwCZR9WcBUlw8FgyE5gWWYys9hqm5I7l6udrJnRn6JZTtGCBGsrEJdhplW1pL6RgGTQNlLtQFTXVaPGQzJCWwOU/lVcko1q3C5FH35xdr0O31IEtJ46Q/JGftsvJtTxH/uEWJuFDAJlAMXMNUhQOCH5Gz0ClcKZKIkP+m7LGACqj7W/BIlAErDE9KYZVUxJHc6KRsDPj2CD/Zdre9ukUaCAiaB4gKcumSY+MKVYv1J38IIOLjhQic7G5QtCERJFceaX6wNmITSf2J5DwpLcSU1z9rdIAKh1jBky/WH5Awnfd9IK9D+m15Qr/2qjEbD8NbWc/j4wDVrd4WYCQVMAuUgrdlk6Koo9YbkdGUFhJFh4q9zZyOGg2312bT8EhqSa2xe/+ksRnx5HElZcmt3hQhATpHCYNVw+c9GeanK4F9ru5tTjN8v3cf6fxL4DDlp2ChgEihu0nddMiqGQ3LCujSK/oWB7Wsw/FhQlmGq74rg8ekFuJqaX6/3SbRuZRQCAJKzi6zcEyIE+sNxQMXPAnnZ74UCCZgKSnVB0pV79BnyMKCASaC4OUx1yzDpD8kJ8+K72hpR1R8r9w2tPjNkSrUGz62LxXPrTtBQYD1Taxhyy4JkoWQMiHWVvxxK+S9YQsswFZbo+kFDyw8HCpgESqY3TFXb68kZ1mEqm8MkgAyTRsOg0nAlD0R8cFjZHCbGmFVWyaXllSCvWIkihRp5xZRSr0+5RQpwL3uhZAyIdWUWGpYUKf8FiytkWVAijNeLXK+w5uV7FDA9DChgEiguiABqn1XRDckJK8Ok1LtAntRGzA8/VhYMlao0UJQdS31W972bU8z/n1bn1a8cvYru9NgToGKGqfzrorBU+3upSlNliZL6oh+4XaKA6aFAAZNAcQEOUPusitFVcgLIMHH9Amo2JJevl90pUWqgqcPlYkyRmqsfMAnjW2tjkS3XPeeUYSKAYZVvACgu954s0nudCGFYTl6q+zxLyJILok+kbihgEiiJWDeMVtuTtf6kbyFdfFepVwvKViKutuZUfrkUe33VkrqXSxkma8mW606OdKIhAJBVVrSS+/JX/vNCP7AWQpBdqDfpmzHg6n2a+N3QUcAkYNzqsdoGOUqBXnyXG16TiEWQiEXVHmf5Jbn1NY/pHg3JWY1+hknIAVNt5xcS03EZpuYeDgCMzWHS/S6MgMmwfzSPqeGjgEnAHOp4PTlu6MtGLBbUxXd1K+S0FStNGZID6i9gSs3TBUzl0//EsvTnMJU/8QiFRsPw/LpYTPjhpFUDJ8YYpmw6jcgdcVbrQ33gLovCBUwVygoIbEiOWyUnEWs/52geU8NHAZOAyep4PTkVXxxSZHDxXWt/K9avwQToXQamsoCp3JBcfdViogyT9TzQu8iqEE5+xmQWluLMnRwci89CTpH1VlHezytBzPUM7D5/DzlyRfU3aKC4C+8GVJJh0s8qCWGlHPe67ezvCkAYtZiy5Qpco6HBWhNEwLR27VoEBQVBJpMhNDQUp06dqrL9zp070a5dO8hkMnTu3BkHDhww+DtjDIsWLULTpk1hb2+PsLAwxMfHG91XaWkpQkJCIBKJEBcXZ65DMgu+FlMtMyrc5Ue084Rs+O3WHpbjMl/Ssjla9nyGyfiHXIUMUz0EL4wxgzlMcgqYKmWJAFw/wyQXaHZP/3V5N8d6xTX1h6wTH9RfVfQ/r6Rh6Kqj9TLUpL0sSrkMk7LyITm5ALKSXADXp6UnACA+o6DeC++W99qPZzD8y2NIfkDFYGvD6gHTjh07EBkZicWLF+PcuXPo2rUrwsPDkZGRYbT9iRMnMG7cOEyZMgXnz59HREQEIiIicPnyZb7NihUr8OWXX2LdunU4efIkHB0dER4ejpKSkgr7mz17Nvz8/Cx2fHXBV/uu9ZCcNjCyEYvhKJWgLDNs9TL9+kUrAcBZpr0Ab2XzDqwxh+mBXGEwuZyG5Iw7Fp+Jnsv+QvTlNLPuV/+aYUKYj2KM/utSPxtZ3/L0sluJmfUXMO27eB830wux5/w9i99XtlwBDQNEIqCZe8UhOcaYQWAthKwk97pt1cQRXk5SaBhw08rXuUvIlIMx4HZWoVX70VBZPWD64osvMHXqVEyePBkdOnTAunXr4ODggA0bNhhtv3r1agwbNgzvvfce2rdvj6VLl6J79+5Ys2YNAO0bJyoqCgsXLsTTTz+NLl26YMuWLUhNTcWePXsM9vXHH3/gzz//xOeff27pw6wV+zpeT05/SE4kEsHFXhuYWLsIo0JtGDC5yLTHyRWnLK/89voImMqfAGlIzrh/bmbigVyBv28Y/4JTW/oBkxBOfsboDxXftWbApPd+TqjHE2FuWRbwSj1cOoi7LIq7gxTOMu5zUff4awv86toXCOA1wwVMzjIb+LrKABi+rusbY4x/rdTn0G1esRLL9l99KKqdWzVgUigUOHv2LMLCwvhtYrEYYWFhiI2NNXqb2NhYg/YAEB4ezrdPTExEWlqaQRtXV1eEhoYa7DM9PR1Tp07Fjz/+CAcHh2r7Wlpaivz8fIMfS7OvZPlsTSn1huQAwFUgAZN+BXIAfCBXWearQoapHoIX/RpM9XWfDREXzNb1NZVfosTi3y7jfHIOgPIBkzAfe/0huXu5wgiYEuvxQsXc/V5JzbP4vEguYGriZGd0zmP5LKQQgmyuD452NnCRVf0ZVx+KlWr+Cgv1Gbjtv5iK748nYs3hW/V2n5Zi1YApKysLarUaPj4+Btt9fHyQlmY8xZ+WllZle+7fqtowxvDSSy/h9ddfR8+ePWvU1+XLl8PV1ZX/CQgIqNHt6oKbd1Tbk7VCb0gO0AuYrDhBFdCb9F22ck/3YVKzOUz1UUuq/AlQqPNorI07AdQ1YNp99i42x97BF4duAmggc5gMMkzWnMOk60dCPQ7J5ZZ9juSXqCyeYeNWyHk5S41eGaCo1PgEcMaY1YrOcn1wsrMRxJdV/Uy9/vvL0tLztFNh0vMrTolpaKw+JGcNX331FQoKCjBv3rwa32bevHnIy8vjf1JSUizYQy1ZNZcMqY7+kBwgnAwTN4dJWpZh4lLsBZX0q8IquXoMmLgsGA3JGWeugOly2bDO7YxClCjV5SbwCjRgMpj0LYwMU9IDeb1Vws/VO+laeliOWzXp5WTH122rqu4S9/uM7XHouewv3M+r/+dHP2DivxRaM2DSy27p1zmztKyybJY1hyPNxaoBk5eXFyQSCdLT0w22p6enw9fX1+htfH19q2zP/VtVm8OHDyM2NhZ2dnawsbFB69atAQA9e/bEpEmTjN6vnZ0dXFxcDH4szcHIB4Mpyg/JCWUOk7L8HKbqhuTK+mtfx7pUpuDmMLXwcgRAQ3KVMdeQ3NWyE25qXkmF7J5SzQRRP6w8g0nfdRySe3/PZTy/7kStHsfylw5Kq4dv8moNM5gndNXC81Oyy4IzD0cpn3kvVWmgLgsOywfVXA2kk4kPUKRQ43I9L+lnjPF9cpLZwNXB+p+9+vddn3OYHpQNpz6ggKlupFIpevTogZiYGH6bRqNBTEwM+vbta/Q2ffv2NWgPAIcOHeLbt2jRAr6+vgZt8vPzcfLkSb7Nl19+iQsXLiAuLg5xcXF8WYIdO3bgo48+Musx1gW/Sq7WZQXKhuQENodJUUkgl1+sMjoXgjsx+bjYAajfIbnW3k4AKMNUGXNkmBQqDeIzdKuHzt7RzmPydJTy24Q4j0m/1k9BiarWjwFjDNtPJ+N0Ug5WRF83+fbl77c+5jEVlCgNJllbOsPEneA9HKQGFybnss3l35/yUhU0GsZnprghvfqivQCw9gHSzmGqemFLfdAPrOtzSI57DgpKVIK4KHJd2FTfxLIiIyMxadIk9OzZE71790ZUVBTkcjkmT54MAJg4cSL8/f2xfPlyAMCMGTMwcOBArFy5EiNGjMD27dtx5swZrF+/HgAgEokwc+ZMLFu2DMHBwWjRogXef/99+Pn5ISIiAgDQvHlzgz44OWlPiq1atUKzZs3q6cirp0s91+5Npio3udq1mkxOfeGuJcfVYeI+TBRqDUpVGoMLDwO6DxlvFxmSHhTV66Tv1t7OANLo4ruV4D6EC0pUUGsYX9XYFLcyCg0uyHw2SRswNXG2g1yhQolSA3mpCh56AZQQlB9euZdTzL/HTFFYquKPf+vJZDzbvRl6BLrX+PblA6aELDn6t/YyuR+myC03D9LiQ3JlAZO7oxR2NmKIRNrrsxUpVHCys6kwJFdQqkJ+iZKf5FzfAZN+xstRKpA5TCVWCpj0Mks5cgW8XWT1dt/mZvU5TGPGjMHnn3+ORYsWISQkBHFxcYiOjuYnbScnJ+P+/ft8+379+mHbtm1Yv349unbtil27dmHPnj3o1KkT32b27NmYPn06Xn31VfTq1QuFhYWIjo6GTNawnijd5EbTo3K1hoGbyiAVWIap/JCco9RGVyPKSN90GSbt82fpOUxFChVfuTmYMkyVYowZzC+r7fyM8suNz9zJBqBdQu5kpw2mhViLqfzcutpO/C4ffMzffcmkb+Lc497M3R4AkJBp+dICuWX36eZgC5EISMsv4YdeLIHPMDlKIRKJ9GrUaR8n7gsN9+VQXqriV9YBQEZB/U445l6vDlIJJGJhlHTRX+xTn3OY9F8XDX1YzuoZJgCYNm0apk2bZvRvf//9d4Vtzz//PJ5//vlK9ycSifDhhx/iww8/rNH9BwUFWf1yIcbols+afrLQ/8AtPyRnzYmHgG6okJuMLhaL4GRng/wSFfJLVPDWmx5WolTzk8R9nLVDcpYOmLjskrOdjS5Io4CpgiKFmp9DAmhPBu61yAJxV3GX2oihUGlwu2yll4eTFI55NsgqVAhy4jf3PrKzEaNUpan1PCZuMqy7gy1EIhFupBfgwKX7eDrEv0a3507CIQFuuJtTXC9Dctx9+rnaw91BisQsOa6k5uPRNk0scn/cHCZ3B+3ry0EqQZFCjSKl9nXBXW/Q21mGe7nFKCxV8ZdSAeo/w6Q/4Ruofp5mfdAP8HOKFGCMQSQyPSNsCoVKY3C/DX3it9UzTKRy3JBcbQIEhV7AxNc7kln/Ww5QsdI3UPkHCve7SKQdogFqX/m8pu7lar+N+rnZ13ni/cOs/HNV29cVN+F7ULmTrYeDFI5SIWeYtMfb1tcZQO2rfXPDI01d7RHeUZtZNyXo4R73bs3dTb5tbXEr5FztbdHBT/sNx5LDclyGydNJGzCVXylXVPb64OY5ls8wZVow+2UMN+mcC5iEkN3X/6Ks1rBKy7iYU/kAqaFnmChgErC6rApT6c0JsS1fh8nqQ3KGk74BVLrslptY62xnAwe7ulU+rynu26i3i24Js1BrAVlT+Quc1uZ1xRjjM0xPdjW8RJG7o25ITsiTvtv7agOG2pYW4Ibk3B1t+YymKTVr9DNMAJCSXcR/KbGUPL0huY58wGSZlXJqDeOHAPkMk61hjbpCBRcwaR+/ghKVwQWc630Ok0K3Qg6o/POtPpX/glMfK+WyygWq2fUcuJobBUwCZm+kom1NcUNyErEIYrGw6jDpClfqZ5jKVpGUOwlzHzAu9rZGC9ZZAvcm93Ky4zMcNCRXUfkP/9q8ru7mFKOgRAWpRIzH2nsbTBr3dJTCwU64ASt3/FyGpe5DclL48gFTzU4sJUo1f83D1t5OcJRKoGFAcrZlC2lyQZ6bgy1aN9HO80ux0H3mFetW5LmVLc+Xlfts5ApXcgFTqcqwvEJmQWm9Trvggmnu84P77C0oW71nDeXfn9n1MPG7fEaJhuSIxTjUZUhOZbhCDhBOwKQrXFl9hokLoFxklQdMF+/mYvFvl81WwTyLqyrsJOWDVpWGWfxbe0NjjiE5bhgn2McJDlIbBJRNXAa0GSZHPsMkrIBJP1Bp35TLMNV20rcuYOJO+Gl5Ncsw6Q9ZO9vZINBTWzfszgPLDstxz7WrvRRNXbXP2f0a9tlU2XLt+9FFZsNnpR247HvZZwH3+uCG7QHDx6BUpanX68txGVFHfg6T9l/GrHedu/IlDeojw1R+IUB9BGmWRAGTgPGVvmszJKepOOzFBUwlSo1VCwGWv5YcADiXBUzlh3l0GSYb2Eu1x1K+DtOaw7ewOfYO9l1MNUv/uG9FXnrXrQIoy1Re+Q/g2gRMXMFDblinZVm2AtDOYXKSCjNg4l6nIpFuDlNOkbJW/eQnNDtKTR6S498fMluIxSL4uZUFXBYuXsllmFztbfkLy2YWllqkzg63oku/rET5BTHcHDdXe1vYlWWuk7IMA9j6HJYrLNX2mbuKgZ2NBLKya4Naa1iOC65tyrK49ZHt0R8Wra/7tCQKmASsLteSK790H9C+eblFEdbMMimM9E03JGd80reLzLbSADKj7IPQXJc/0B+Ss5WIdUuVBTgsZE0VnqtavKbiM7RL4NuWzQNqWVZZHdCeIB35sgLCCla5Y+euE8bVEqvNsBxXwsLdQRd8PJAravSlRpfp0X7h4G5f0wxVbeUVa098bg628HSUwlYiAmO696I5ZevVYOJUmPRd9q+TnQ0fpJTPsmXUcJjTHAr5DJPuC5e1M/zc/XLlJ+qjFlNWWXbQuyzzVz6AamgoYBKwuszZMTYkJxaL4Gxn/YqzRucwVTYkV9bPquYwPSh7U9Z03kd1uG+i3IocLnCllXKGzDGHiRvG8XfTfogbZJgcpXDi5jAJNMPEvW793R0A1G6lnP6QnLuDLT9UXZOMCPf+4E7Glh4e4/BzmOy1mS1ThxJNwZ3Y9Su/l/8s4DJMjnY2umHcsvcr9zlTnyvldKvkdIVMrT3xm7vfoLIvJfVRi4kLkNr4OJfdJwVMxELqMn/G2JAcAEFc06jqsgLlhuT0MkyVZdy4N6W5vt1m6V3oE9BP/1PApI97rrihhtq8prihJy4z0rKJLsPk7mgr2DlM+osRAF3Al1qLLCd34nIvK8roXbY0vibDcnl6Q9YA+Enjls8wlWW2yj5PLHm/+pPiOeXfk1zhSkephF9ZyWnjow3C63NIjr+OXB0yTEq1Bkv2XsGhq+nVN66GRu/af0Fl89zqcw4Td4kpCpiIxdjrXSLE1CwTn8UpHzAJoHglV1bAcNI3l/kyPszjYm9jNMNUrNBd2T7DDPM21BrGTzLlJpBSaQHjdBWmtdkVUwMmtYbxQW7TsoCpva8LHKQSBHo6wM5GojckJ6zHXhfIa/vnXzZ3KLUWQ3K6DFP54KP6E3z5ITnucbT4HKZKhgLNNSyuL1uvyjfHvlzWV3+StWO5gKld2XBvvc5h4soK6PXF1OKVJ24/wKYTSVi6/6pZ+sMtEmzuoX2/1ucqOS7DlFOksNoqQXMQRKVvYpzURgwbsQgqDUOxQm3Sdaq467XZSAwruVp7HB3Qn8NUcdJ3xTlMuqEPWdmk72Klmq9Syw3HAebJMOUWKfhLynAf0JRhMo57rgLc7XEro9Dk11RWYSl//Tkum+fqYIuDMx/lg1S+DpPAglX9oWJAW+QUAFJzTQ9UymdQfFxrPvG7fMDkUw9zmBhj/IpUt7I+N7Xg/eYYmcNUvqAs9/pwtJPw0w4A7Wdoi7IhqHoNmEp0Q4QcUz97uTlYKTlFKFGqK1xj0xTc82VnI+afq/rJMGnvI7gsy6dh2mBbaNeFrCnKMAlcbecxKSsZkhNCtW8umLM1Uoep8lVyujlMjIFf0q0/iTBbrqjz0n9uOM7dwVa3hJnmMBnFBQ0BHrXLMHHzbLyd7QzqLwV4OPABlNAnfXMTjLmAydRJ38UKXXkCLiDwcTY9YOICNy47VViqQoGFLsNRrFTzX3rc+AxT2dwpC2S2uEyIh9EhOe1rUG5kDhMAeDlK+QnH9TmHiesP9/oA9LPoNQv+kx9oV/kxBtyu4/UBuderq70t/zqzdIaJMcYvoPFxlvHH35CH5ShgEjjdahDTvmErjcwTAoSRYTI2XFjZhEgua+TpKDX4hsWVFtDPMAF1/1Dk3uCeTrp6Lg61fA4edroMU+0CJi4b4VPF1csdpZad9J1RUIJbGaafjAr05tYB+hkm0wIm7qRlKxHxx+rrqn3t1WRYLb9chsnRzoY/MVkqy8Q9z7YSEf/eqI8Mk35WQqb3RbJUpeaH+R2kNnx1bQDwcrbjh9brt6xA3TNM+sVHuesr1pZ+RpR7HC2dYSrS+zLg6STlP1MpYCIWwwVM5WsPVcdYrSNAGAGTwsgqOddKxve5E5C/u73BEn8u41Z+mWpd5zHpSgpUnv4nWtzJOsBDGywUlKgMLsZbHS6Dwp1sjeFOOEUWCpjGrv8Pw1cfM/lkWnFIThcwmPIY5OgNx3EXQjWlFhOfYZLphustvVJOvwYT12dLljPQr1PF0X9PFullH8tP+vZ0lFo1YDI2h6k2ARMX1MfGxkIikWDEiBEm9Uf3OrHhh35zi5UmvVY5jDG88c5suHp6w97eHmFhYbh89Toif47Dpn8T+XbcZ7PMVgwHqQQ5p/fi7jcvY0A7P4SGhuLUqVMG+y0pKcFbb70FT09PODk5YdSoUUhPr/uEd3OigEngans9uUqH5AQQMClVlV9LTr+oZmGpSndV9LJv8LJyj0f50vt1LS2QyVf51s8w0ZCcMdz8Mm7SNwCThoHu1yTDZMFJ3w8KS5GQKYdCrUF8eoFJty0/6dvbWQZJ2XxDU07M/HXk9IabfEy4PEr5OUyA5Wsx6QdMnKZ6867MPak3p8rClWr+tSGzFcNGIjYIUryc7ODtzNW2KoXKAoU1jakqYKrJpG/GmMGlZm6XBUw//PADpk+fjn/++QepqTUv1Ks/JMddXoax2p0HPv30U3y/7mvYDXoNkWt2wdHREY89PhS/nErEst+vIaNA+7rjajB5Otrh559/xqXda+DWfxyWbd6Prl27Ijw8HBkZGfx+33nnHezbtw87d+7E0aNHkZqaimeffdbk/lkSBUwCV9vryQl5SM5Y4Ur9NDo3j4nLLrna2/IfPOUnYJcvvZ9ZULeThH6Vb075+RJE+4HOZZg8naT8Y5Rr5PI0jDGcScqukCUtX1LAGCe9mjrmvhbYzXTdUFyKiZc1KV9WQCIW8fOHTJnHpMue6AU8ekv0qztmYwGTpVfK6YpW6gKYJk52EIu05Uyy5ObL5JSqdAGR/hwm/VVy3BcZ7rpt+sNgnk528HCUQizSBgj1MRzEGNOVFZDVbkguW67g60gB2gxTYWEhduzYgTfeeAMjRozApk2b+L+PHz8eY8aMMdiHUqmEl5cXtmzZgvxiJTSlRYj9YQncXJxxb+0E5J/egyeGPoaZM2ca7UNGQQnWHb2NJXuvYMb28/jzShoYY1j5RRSc+oyBQ3Af/J1pj42bNiMrIx1FN2Oh0jDsOJUCQJdh8nKS4osvvkDXx56FU5fHYd8kEOvWrYODgwM2bNigfUzy8vDDDz/giy++wJAhQ9CjRw9s3LgRJ06cwH///Vft41VfKGASuNpeT07IQ3LG+iYRi/iTIxcwcSceLrsE6DJuujlM5s0wcdeR078mVfmqwkT7euRqfbnIbKt8Xf16/h6eWxeLlX/eMNjOLUGvekhO+9irNYyfD2Eu8Rm6rFJKtmlzj/LLFa4E9GoxmRAw6Ret5HAZpmKlutrrjnHvFf2Aibu9pYbkuOfYTe8+bSRi/j1jzswWl12SiEUGE6j1PwfKzxdyNsgwSSERi/j5M5aoRF5eqUrDz6nSD95MKVzJDcdx8zwTs+TYvn0H2rVrh7Zt2+LFF1/Ehg0b+ID6hRdewL59+1BYqPsScPDgQRQVFeGZZ55BfokKOYe/R9rNC9i7dy9CXv0cJXev4MrFOIP7XbJkCYKCgvDzmRSErTyKT/64jk0nkvBbXCpm7ojD6UvXkZWZDvugEADaz+hNZzJg27QNSlOvAwC2nUqGSq3hv8y6ycQ4e/YsOvUeAED7mS0WixEWFobY2FgAwNmzZ6FUKhEWFsb3pV27dmjevDnfRgiorEBdyeWAxMhyT4kEkMkM21VGLAbs7Y22ddUoYK8ogSKvQLu9fNuiIsDIt1Aml0OmLDHMMBUVwZ1p91eam2/YJ5EIcNANraC4GNBUcYJydDRoW1SigL2thJ/TUGnbkhKI5XLYK0ogUxQb9MFbrEQhRPwHyv20HNgrStDC3oVvxz0epXn5AHPXLVt1tcHdzELkZOYYf6wdHMBfF6a0FFAZPxHlP8iFiGl0c5gUCrioyp6D/IKK+7a31z4nZW2hrOLDUCbTvVZMaatUattXxs4OsLExva1KpX0sKiOVAra2RtsW5JXAXlECiVgEB2UJPKQi3EfZyVStBkp0J80zV+7CXlGCc9fuAoMCtfuUSpGeXwqxRo2mNupK3x+OEt1HVGGxAjJFFa/Jsv0C0L52i6sIXGxscCOtLGBiDBn3H1T+HrWx0T5uZW1RVARlXj7sFSVw05TytwuSMVxQKQxrEVX1vpdI+IyHm4OUb2sPwEesQn6JChmpD+Di41zpZ4QirwD2ChXcNAp+W7OyrqZx/ajkMwJAxfd9DdpyWUQvieHzFigD8rNKkHE/G3C3rfAZUePPk5IS7WsIQE6m9nH2dLKFuLiIb8t9kVTJi1GSmwd7RQncmQ0gl8NFrX2/AtpVcoA2A5aXU4gHGdmAWyWnvRp+RgCo8n0vLyzl799RWQpIJYBYDFd7W9iqlSjNM/I5wil73ydnF8FWrUTvps64fC8fpQoN1q37FhNGPw/I5Rj2yCPIy8vD0aNHMWjQIIQPGQJHBwf8un07JowbBwDYtmULnho+HM5iMR5kZqHw8mFMmPc5Hnv0UbS6eBR5Ya/jzg+vIfZGGv4+l4BBbX3g6ewMjWMTzN51EQDQ2ccBj7V0xZHrmbiZXojVO/7RHpetPXr62OF0qhxfxsRD4uAGb0kRvG3VyMnMxd/nkpCXVQh7RQlcih5ArVajmbcXcLcsy6dWw8fDA9evXgXkcqTduQOpVAo3W1vtY1P2Xvbx8UFaamrV7yNT3vf6bWuDkVrJy8tjAFie9uOl4s/w4YY3cHAw3g5gbOBAw7ZeXpW37dnTsG1gYKVtb3g2Z9O3ndO17dCh8v0GBhrut2fPytt6eTHGGCsoUbI1h+PZhVYhlbd1cDDc7/DhlbcFWOCc/eyfmxmMMcauDQivsi0rLGQjvvyHBc7Zz04MGFl124wMXR/efLPKtv1f/4EdupKmbTtrVtX7vXxZt9/Fi6tue+qUru2KFVW3PXJE13bNmqrb7t+va7txY9Vtf/5Z1/bnn6tuu3Gjru3+/VW2/X7suyxwzn62N+6etu9V7XfFCqbRaFjbhQfYkxO/qLrt4sWs/ft/sMA5+9m946eqbjtrlq6/iYlVt33zTfbcN/+ywDn7WbfpW6tuO2mSbr+FhVW23d+2P1v8m95roqr9Dh/OFv92mQXO2c9WRF8z22dEXqcQFjhnPwtfdVTbtorPCNahg+F+a/AZ8ckf11jgnP3sbuuOlbct+4zgDRxYeVsTPyMYY+xWRgELnLOfHewwoMq2x+MSGWOMTfzhJNvZ6bGq92vCZwRLTNS1reFnREq2nK3qP67qtmWfEV/F3GQfDZrMb78OMBuApeu1fSsigr344ovaPqxZw94EWHjZ3woB5gCwvWW/v//SHAaALf/5H4PPiG4Am1GuD288PZe1nv87W/f3Labavt3gb/8CDABLLfv93eEzWeCc/cyh7QD2RM8+Ro/pXtltNr04lQXO2c9e/P4/xo4cYe8BrHdZm60Ak+rfbsUKxhhjvXr1YrMnTKj6MVu8WPdcXL5cdduyzwj+/J2Xx0xBQ3IPufKFK82FMYY3fjqLzw7eMPtye24FUk2GIbkME3eJBnPx0huSI9WzN/HyKPnFKpQoazbExq+UM+OQKGNMl2EyM1PmMOUYGZKrK26o21JzmLgMk43YMp8tNcFlmKpb5cUNxTURwPvZlMLD+ivkAOAHACoAftAOC9kA+GbvXvzyyy/Iy8sDALwAIAZABoA90GYqh5XdvkRZcRJ6VT6K6IzXBraCRGwYIviW/cutXevQVFtFXaosQOumTYzuywuABIC8VPu+4D6z0/X25wtAASC33G3T09Ph6+lZoz7XBxFjrOpXHDEqPz8frq6uyEtNhYuLS8UGZhqS++j3q/jpv2S8PrAlZoS1qfGQ3LdHb2NVTDwi+gXjk1Fd+LbZhaXo/8lhAMAHT3fEsv1X8fGznTGyq79JQ3JHUuSYvOk0pBIxIh8JwOo/b0AqEePM+2EVJpqXT7c/svwQsgoU2P1mP7Rvqnvs3tx6FgcSCrD82c4Y17s5xn91BOcTs/HF6K54onNTAMAbP53F3zcy8eHTHfHcI23QdtFBKFQafD+2M6ZvOQ1PJ1scn/NYxQ7XIN3OGEPIB4eQL7bBsbmPaVd/KRTYeyYJc3ZdQv/Wnvh+Ui/DGwlgSC61WAMXZ3vth2E9DckdvZGB1386hw5+zvjljf6Ys/cadlxIx3vhbfHWoy34Ibmr9/Mw6mvdHIRPn+uMp3oG4Xp2CYZFHYOnTIyz7z1aeR9sbTFo9b9IelCEn6eGorevfZVtjaXmY66m47cLqXh/ZAf+xJlepELoyuPatozBXlmK84seN15NudyQnLKgEF2W/AkAiJ03hJ/8fPRGBl7dFofWzb3w+9uPaNtXMyQ3YesFHIvPwsrnu2JUO3f+T/N3X8Kv5+9hZlgwXhvYyuB9r9Yw3L+XBZWG4YnVx+BkZ4PTC3VzP/JK1ei64hgA4OKSofj1eDy6+LugW3N3VFCLIbm3tp7D75fuY1l4K7zYO4D/8w/HEvD5nzfxZJemCGnuhtj0Uix/trP2dVmDIbn0/BLM2H4e3b3t8V5Ya4hEImw7eQdL91/D0A4+WD2uG982t0iBkA8PwU6lwPzwNvjkj+sI7+iDqLHdcDO9AE+v+RcAcHTJcHi72OPX83cxZ+sZ2EGD7yb2wAf7ryIpSxuUvNinORaM6FDlZ8TtjAIcvp6J53o005Y3qOJ9fzrxASZuOI0WXg44MONRvq1Gw9B+7m8Qq9Q4+t4geBtbHVr2vh+7PhZn49PxxTMdkZiRj8gXwjDo6YlYNfMFPChUwMXeBlIHe0SMGoVZs2bh9SlTAIUCLTt1wjtvvYU/Dh1CYEAAvlm9GgDw7Lpj+HX2k5j/2Tf4aPoknL+VhlUHLmDn+2Mw9aVJUIWMxZHrmQCA8Y8G4/2IsnOG3vs+5UERRnx5DNfWTcHcd2Zi6dxZuPagBO/+fBZ/LXgKWzb8gLEREfjhWAIOXk1HUakKdrZirBodgudHjUDLDl0R2/QZeDhKcXhmf3RqF4wJE15Gl/Dx6BvggDYdgvG/jRsxKiICsLXFjcREtGvXDrHHj6NPSEjlr51aDMnx5++8POPn70rQHKa6cnQ0DAiqamfKPstInJ1RLJUhX2JnfB/6H3Z6imxlKLGVGQYvDg5wsZOhWKp9oy48lAiFxA6/XM/ByL7Bhjuwr/zEpFJr8PGBMwCAl/oH4dWh7bAm9h7ySlVIKALa+lZxrDIZCiR2KJaKYevibHBMdq4uAAr4OUxJhRoUS2Xw8fPk24mdnVAsLUChjR0KFWq+snfb5l4olspwVwEoZfZIyyuBg1RiUIBSd0d2gJ0dihQqSMQi2NloT5L5xUrkSbRvPH6VnFQKqYsLiqUyZMO26udRKq35+LgpbW1tdYFLObczC/HE6uPo09ITW17uXWXbCmxsdMGTiW1zxVIUS2Xa58zREc7O2tdhfrFSG+iVPU5XcrP51xsAXMpR4SmpFGl5uQCAJm7Vv3/4C/AqNTV/H4nFgKMjGGNYfDgJd3OK4Xn6PhY/2REAcOOe9uTQqokj7ueVoEgkwj2lGK3cKu5/55kUxKXkYt7w9nCysyl7/WqPycnDFSh7j/n6eaHURmo46bua/vJlBRwNX1se3u4olj5AUonhPv6+kYGPD1zDzfRC9Ah0R7FUBg9Xe4M2Lg4M9rYSFCvVWPLbFew+fw9SiRgbJ/dC/9ZeVT9ulXyeGPS5bJWck5vh+9fL1wPFUhn+SCzAz9dzAABtvJ0w/bHgKj9PAO2XlTm/XMR/Cdn4LwGwd3bE9MeCka62QbFUBkdPV4P74hZilNpIkaaWoFgq4z9PnDzEKJbKIBYBHo7a93FEiD/+upqB3y/dx/j/XYaGAY5OjpAr1Pjp0gO8NdIWJfml2BN3DxEh/tqVm3a6Qovjtl1GRkEpNsRlYM34bugRqPe8lnsvF9gUolgqg025zzexWAR7J+0csDyxFN5VvDZSsouhlNjCz98L/506BnVpIZQdHsf7p5WIS8mDSKStnm3fph8+XrUWI8dMRDN3R4x/4QWs27gRN2/exJEjR/j7l4sd4NRpCDauWoawbq3g7e2NothNsLWRQGJnhxWT++ODfVdw4eAOHPnya7wfEaPtiN77PsDREVtmDMH3krexZk0UevXqhhYtWkB6/Gs08/dDxKhRgEyGKcM6Y9tnM/HMM89g2rRpAIDIWbMwadIkeA1zQ7pXa3R4/Evk5BViR0l7/O9gAjwdpXjs6bGInD8fHn5+cHFxwfTp09G3b1/06d+/yteOgbL3vaXQkJzA1bZoIrcSrfyQnH6dEi7YOHsnp0LtlIt3c/HFnzeMDrHsOJOC+IxCuDnY4q3BrSEWi9DOV3txxWv386vtG3e/5S8MzNW0KShRQaXW8EMKzfRWyTnoVfjlUrsOUgn83ez5IYJzd3Lw+KqjiPj6X76mU3nyUhUe/+IfPL3mX/7YuaKVznY2BpkGbqWWEFfJRV9Og0KlQeztLP45rw/55QomVrZK7mrZ64G7sCz3e02KVnLqUovpwt083M3RBjA/n07h69HcLKu71NbXma9UzrXTl5BZiHm7L2HryWS8svk0SpRqvtaUk50NbPRew03LilfmFClRpFDhQaHxuj/5JUpsOJ6IjPwSw0nferiru//vVArm7b6EH2OT8OzX/+Kljaf5cghn72iDEpdyQz0ikYh/XHefvwdAW8pj6pYziEvJrf5BqwZfh6ncMDhXDkF/Zd+GfxMNhuwZY/j+WAJW/xVvUGl6x+kU/H0jk79EzspDN7Hr7F1+xZ1HucdHKhHzbbmVrdzrpKmrDC/1C8Ks8Lb88yMSifDJqM5o4eXIXytyzQvd0b6pC4qVaiw/cB3Pfv0vPvnjOiZuOMn3mTGG2bsu8Kvr7ueVYPS3/2HfhcprIHErF7kyB/q498ntTDne3HoW83+9hCPXM5CWV4K7OUUoKFFCodIgtWzCfnMPB5w4sBP2gSG4Uyjinz/GtEOuWV4hSLl5GcMW/YQihQovvPACrl69Cn9/f/TXCzTyS5RwH/IKuvXsjZEjRyIsLAz9+/dH+/btIZPJILOVYPmzXdC7qS0SEm5XemwhAW746pMlmD59Ol599VX06tULhYWFiI6OhkxvROX27dvIysrifx8zZgw+//xzqM/swP1Nb+NB8k24PbsYGpkrXO1t8UCuwNXAZ+AU3BvPjhqFRx99FL6+vti9e3elfbEGyjAJXPll9DXFLfkuH5QA2jdtYakKYpE2gMovUSE+oxBty4IepVqDt7adQ0p2MQ7fyMCPL4fyVXaLFCqsOhQPAJjxWDD/AdC+qQvO3MnBtfv5iOjmD0D7YbP5RBJ2nLmLT0d1Rpdmbvz+AcDWxjCY0y/slpZfAg3T9l+/JhJf+Vyh5ksKeDpJIRaL4O1sh9S8Eqz88yZKlBqkZBfjl7P3MD60eYXH4N9bWfxck3u5xQjwcOA/eD2dDD+ca1vaoT4ci9dmSpRqhoRMOf8cWhq/rL7sGoDcybNCwJSqDZCeDvHHphNJuHa/AIwxfsl7VTWYOFyAn1VYir0XUtG9uZtBscyq7Nc7sckVavx8OgWvPNKSn7/UxscZpUoNbqQXGBQK5Hzyx3X+vfRfQjbe3HoObwxqBcDwOmGANnh0trNBQakK/zuVgk//uI5mHvb4bmJPtGqiDYCUag1e//EsTtx+gN/i7vFzmMoHBCO7NMXppGxsPZmM/51K5rfbSkSY1DcIoS09MeeXi8iWK+DhWDGj6OsqQ0KWdjiwf2tPiCDC8VtZGLf+P0wZ0AJTH2kJNWMoVan5yuAchUqDrw7HY++FVNhKtKu7pg1pjcFtvaFUa/hg161coKa/n9E9m+FkYjbuPCjCtpPJeOWRltBoGBbsucwfz/fHEvB8zwDYSkT46b87AIC5w9ohNa8YG/9NwqydF/j9lb9Yq0gkgoOtBAWlKj4I577YiEQiLHmqY4XHxFlmi69f6I7XfjyLJzr5YnBbb+QWKfDOjgvYcSaFb3czXRskf/ZcV3x3LAF/XcuAVCLG1qmh2HQiCb9fvI8P919FWHsf/vOIU6RQ4Zu/tQFHM/eKWTXuC8ai3y7zQdi2k7rn195WgnceDwZj2v97OUnxx+/70XnJQSjVDN2au+Grcd0gs5XgzgM5Lt3tgPXtuyI1rwQb/03CW4Pbw9gsm/xiJcR2Dvj6+40I9CzLOsnl+OCDD/Dqq6/y7ZYsWYIlS5ZUuH35x/7DDz/Ehx9+WGmbpKSkCtumTZuGadOmIUeuwII9l3AzvRCRj7dBWHsffHv0Nr48HA95z5fQaegbmD44GAq1BruvFyJCVmxQWsaaKGASuNpeS05RSeFKQPvhcy+3GBP7BuFWRiGO38rC6aRs/mT7W1wqX5fm8r18jPvuP/z0Sii8nOyw6UQSsgpL0dzDAS+EBvL75OYiXSs7EZWq1Hh/z2X8fOYuAGBL7B18/rwbGGN8jZLKLgycX6zkr/re1E0Gsd7kUnuDDFNp2fGUTex0kSE1rwSnkrL59uuO3sbons0MMgEA8PfNTP7/1+7nI8DDwWjRSu19CrPSt7xUxWcZAOB6Wn79BUw1yDAxxviTWUQ3f/z43x1kyxVIzy/lT7pVVfnmcJmDD/ZdBaC93MXWqaFo51v13AONhuHApfsAgCHtvHH4egY2nUjC5P4tcLOscnIbH2c+Y1K+eGXs7Qf482o6JGIRlj7dCR/su4LD1zNwPD7L4Nj1+bnZ40Z6AZb9fhWMAQmZckSs/RefPNsFYR28sfzAdZy4/QCANvvFKT/p20YixkfPdMaTXf2wIvo61Ax4sktTPNnVj3/M2jftj7VHbuOprn4V+sEFolKJGEuf7gQfFxle2XwGsQkPsObILaw5cotv+1RXP3z+fFdIbcS4lVGId3bE4dK9PIP9vbfzAmLeHYTfL95HVqECno7SCo9/gIc9xvVuDqlEhPdHdsDOs3cxb/clfHcsAR2aumD76RTsvZAKsQgI8nJEQqYcG/QupdEryB0vD2gBxhhKlBr8fjEV+SXaL3bdmrtVOEYvZzsUlKpwJZULmKo/nbVv6oJ/Zg/mfx/ZxQ+fRd9Aal4JujZzxRuDWuOtbefwW1wqYq5l8FnNecPboVeQB7o2c8OFlFzczSnGT//dwcR+gZi+7TxupBdgQp9AxKXk4npaAbycpIgc2qbC/XPvk4yCUthKRHi2WzMci89EekEpJCIRipVqfHxAW8+ouYcDRCIRZLYSrBwdgoz8EkzqF8R/bno52aFHoAfcHKSYuSMO3x69jRdDA+Eks8G9nGJ4u9hBZiuBUq2BXKGGIv02Du3LxuBH+iEvL48PeJ5++ulqHzdzcneU4usXehhsm/5YMAa2bcJ/UZ/9y0X+b539XSlgIjWjCxBqPtxy8W4u/rySBgBwsKs4iXVWeFv8fSMD7w5ti+/+ScDxW1k4eycHL/YJhFrD8HXZh+m43s0Rcy0d19MKMOGHU/huYg98ezQBADAzLNjgWnDtmxoOyb39v/M4eEV3HaCjNzOh0TD+2zpg7LItZVfzLlHhXq725OVX7tuv/kU3+QCn7Nunt95KGH83exQr1UjOLsL+i/f5rBegPZH/fV1Xkv96WgGGdvTVu46cYcDED4vW4fIcOXIFztzJQW6RAowBT3fz4+dO1Vbs7Qd88Aloj6O+Pvr4S4OUnQBc+KGGQtx5IEegpyPu5hSjoEQFqUSMDk1d0KqJI26mF+Lq/Tw+w1STITkXvUyOVCLGA7kC49b/h62v9EEHP8OTdkp2EWbvuoj2TV0Q1sEbqXklcLKzwarRIRj0+RHczSnGiujr/KVQ2vg483OO9Ifk7uUW44N9VwAA43s3x/jQ5mju4YA5v1zkM5PGVmb6uclwI70AjGlPzg5SCc7eycFb287BzkbMF998trs/dp/TDpeJRRWzVZw+LT2x+03jcziauTtg+bOdjf6tZ6AHdp+7hxlhwWhZlt3aNjUUB6+k4/M/b/DXJhOJgL0XUiEvVaGFlyM2xyZBqWZwtbfF+yM7wN/NHgv2XEJCphyf/HEdR8reN28Nbl0huyISiQz682x3f6z+Kx5p+SUY//1JANoClKvGhGBk56b4/dJ9xCY8gIOtBN4udhjTq3nZMJt2P8uf7YyCEiU0zPgKs6/GdcOO0yn4L+EBHsgVGFDd/CwjbCVirH2hO47FZ+HlAS3gZGeDeU+0w7Lfr6GwVAUvJzu82Kc5XuoXBEB7/cu3HwvG7F0X8c3R2zh7Jwd/XtV+zi37/RoA7erBteO7V8jcAbrPOO4xnBmmC6pUag1e/+ks/rqmfYwDPHRZVGNBMefJrn74+u9b2ozNz3FIyJIjMUsOsUi7D/3X1tdfRWHmtDcglUrRo0cPHDt2DF5epj9ultClmRv2T38Enx28jtsZcjjLbOAss62QXbQmCpgEzpTLchSWqrD5RBJW/xUPhVqDQE8HjOrerEK7gW2aYGAb7RLQXkEeAIDTZVmZ3y/dR0KWHG4Otlgwoj1efbQlnl8Xi2v38/HE6mMoKFGhtbcTng7xN9hnW19niETaa7H9eysLB69ov5mve7EHZmw/j8yCUly9n48gL71J3jaGAZOzTJel4DJM/uXS2vpVt7kMEzeE5uOiC3Qm9A2ESq3B53/exNd/38ITnX35ACU+oxCpetWIueEZbkjOy7nckBw3h0mpvTyH0eKc1Rj//UmD+V1X7+cbHTYwBTcc52Rng8JSFa7XYP6YufAXny37MA5p5gY3B1uk55diWNQxzBnWli/NEOzjBKmNNmi6mV6Iq6n5fJBSkwzT+NDmyC1WYmgHHzwS3ASTN57Chbt5eOH7//DbWwPQ3FN7YskqLMWEH04i6UERYhMeYOtJ7TDP4x184Opgiwl9g/BlTDy+/Ucb9EslYgR5OvDDe3ezi1CqUmNF9A38GHsHCrUGzjIbzAzTLogYEOyFo+8Nwl/X0rH3QqrR9xb3TdhBKsHa8d3g726Pzw/ewJ64VP4ac5GPt8H0Ia2RVajAPzcz4e4gNciimsO43gF4rL23weMrEokwrJMvhnbwQZa8FG72Upy4nYXXfjyLGL0vEIPbNsHyZ7vwWaolT3bExA2n+KE0fzd7vNCn4jB3eXY2Eswe1hazd12Er6sM7Zu6YGLfQDwSrP3sebKrH56sIhAAdJ8JxnTyd0Unf9dq+1Gdbs3dDVYQThnQAs3cHeBkZ4O+rTz5uVKcZ7v545u/byMxS47oK2mwlYjwxqDW2HchFYlZcix6sgNCWxpfCs9lEtv5OuPNQa0N/mYjEeOrcd0x4YeTOHMnh58XWh2JWIR3h7Y1eB7FIkDDgDsPdFnTVu074djGszXap7W42ttiWYTxLwFCQAGTwMn05s9k5JegVKUx+OYBcBMpE7HmyC1+SGRoBx989nzXamt/hDR3g1ik/XadmCXH6r9uAgBe7q/9tuVkZ4PNL/fC2G//4yczRj7epsKHiIPUBkGejkjMkuP93y4DAMI7+uDxDj7o18oTf13LwFG9YTCJWFQhw8SN+V+8m8vPvSqfitWf06Wbw6Q9MXMX2ZTaiDG6ZwAkYhG+PZqAm+mFeOqrf7FydFd08nflvyU7y2xQUKLCtTRtoMENQwR6GK6y4C6+y5j2sgdGl55X4X5eMa7dz4dYpM0YnLj9AD/+dwfjejev0xDaP2VDQ+NDm2P9Pwm4bqG6QndzivDBvqvwcbHDyC5+cLKzwe1MbYaCyyy5O0qxb9oAvLfrAv5LyMaSfVf5ekAdy7JAHfxcsCcuFV8dvsVnWoI8q1/R0tHPFWvHd+d///GVULzw3UlcupeHV7acxu43+6NIocLLm04j6UER/FxlKFKq+aG2kV20JSlmPBYMDwdb/H0zE+eTczG8sy9sJGIEeGhfYyk5xVh1KB4/HNcOE/Vt6YmFI9sbrLS0kYgxrFNTDOvU1Ghfn+zqh5OJ2XgvvC2f2VkwogPmD2+P+IxCZBWWom9LT+0k5Gc7Y/LG0+jX2vx1ZkQiUaXBqHa+n/Zvg9p6Y/PLvfHGT2fh7SzDvOHtMKitt0H7R9s0wbCOvoguy1rPCAuucXb02e7NEBHib/aA0JK4wLIyNhIxZoYFY8b2OADAytEheKqrH2Y8FoycIkWFDLW+iX2DUKxUY9rg1gYZeo69VILNL/fGX9fSMbidt5E9GDe0g/az9vK9PEzqF4QJfQIhV6iQkCmHvFSFYqUaXcvmkJLao4BJ4LhVYTfTCtH3k8MQAdj8cm+D5cHHb2XhowPadHBLL0e8Obg1RnX3r1EmxMnOBh38XHD5Xj5e/P4k7uUWw8NRikllKWhAe8L6flJPvLzpNDr4uWBYR+MfJu2bOiMxS46ETO1k05f6tQAADGzrrQ2YbmTiSqo2KBnW0bdC0NXZ3xWD2zbBkRuZiE3QzvNoVknAVKzQrZLzLEvZ9gjUfksc37s5n8Zd80J3RO6Iw430Ajy99l/MDm+LIze0AdPEvoFYe+Q2krLkyC9R4mSiNstWfum1vV6AVKRQmxwwnSrbb0c/V2yb2gev/3gW0VfSsHjvZfxvap9aZaxSsouQmCWHRCzCS/2CsP6fBNzPK0FukaLCiquaunQ3DzYSkUFtrHu5xRj33X/8nLaf/ks2uI2v3kk5wMMB217pg60n72B1TDyyyp4frrhdh6babECpSgM7GzFmDW1rkHGsKReZLb6b2BNPrTmOm+mFePKr47ibUwSlmsHTUYqfXgmFrUSMyJ/joNIwDAjWPp8SsQgv9W+Bl/q3MNgfl2HKliuwoSxYWvl8Vzxbw/eQvj4tPfFX5MAK20UiEdr4OKONjy5A9nOzx8F3qqhBVU/6tPTE6QVhFeb56Vs4sj1OJWUjwN0ez3bzr7SdMQ0pWKqpJ7v44X5eCQI9HPgacRKxqMpgCdBm4r8YHVJlG0c7mwoZ/OqIRCJ8N7Fnhf1wgTExDwqYBI6byKjQW5785tZz2PNWf7Tw0taZWf2XdtXauN4BWBbRuUIgUp2egR64fC8f93KLIbURY/2EHhUyU6EtPXFyQRjsbMSVfgC293XBgUvab6Htm7qgV5A2gBlUNvx35k42v6T37ceCK9xeJBJh8ZMd8e+tf/jjrZBh0su4cW24Ibn+rb1wYu4Qg5P4wDZN8Oc7j2LRb1fw+6X7WP7Hdf5vz/UIwI7TKcgqVGDHqRQUKdTwcpJWSIVrazVp55/IS1Vwd7A16UT6X4I2YAptoR3+XDCiPY7cyMB/CdmYtfMiWng5IL9EhYTMQtjZSPDu0DZ8dqIyXLaue3M3+LnZw9/NHvdyi3E9rQB9yg0HaDQMv56/hyAvB/QI9DC6v6QsOZ795l+oNAzTB7fG9MeCEZeSi3d/voCU7GIEejqgV5AHDl5Jg0bD0LeVF8I7+lS4L7FYhAl9gzCqRzP8GHsHtzIKMaqHduiqZ5A7+rf2hIejHWaHt62QKTWFr6sM6yf2xOhvY5FYthqsW3M3fBTRmX/sdr7er0b7crW3hYvMBvklKijUGjwS7FWrYKkhqypYArRB5b9zhkAiFlXbtjEQi0V4fWAra3eD1DMKmASura8zng7xg4NUgrG9mmPJvis4n5yLKZtP4+fX+uJmWgHO3MmB1EaMmWEVh8pqomeQOzadSAIAfDG6K3oGGT+pVldWv51eZmJyvyD+hBPg4YBWTRxxuyzzNLyzb6VDUUFejnj10Zb8Kp4Kc5j0JsGXli3z93TUfasztprC08kOa8Z3Q79Tnvhg71Uo1BoEeTqghZcj2vm64PitLGwsW63Tr5WX0YDQ0c4GpSoFdp29iw3/JmLJkx35QKA6JxO12TJuXkOAhwPeHNQaq/66iV/O3a3Q/siNDLw/sgM6+7tCodagjY9zhcf+17L6OkPa+QDQZvfu5RbjRrmASa1hmPvLRew8excuMm1FaGPDKTvPpvATyL88fAs/HE+EvGxVYHMPB/xvah/4udljxaguYEC1rzMHqY22QrUema0EW1/pU+XtTBES4IYNk3rhn/hMPNXVr07zWZq5O+Bq2bDpwhEdGlWwVFPlJ3kT0thQwCRwthIxVo/txv/+7YQeeHrNv0jIlCN81T/80NO4XgE1mkBrzOMdfDCudwB6BXlgZJeqJ2FWpWuAK+xstHVbngox3M+gtt64nakNSoxll/S9Nbg1Dl/PgFKtqVDLhPvQvp1RWCHDVBWRSIQXQgPR2d8Vnx28gdE9tZd0aOfrjOO3svhJ4NzwTXlcoLY6RpvNW/9PAh8wfXv0NtLzS7FgRPsKgURGQQkSMuUQiYDeeoHom4NbwcPRFndzi5ErV8JeKkHLJo7441IaYhMeYN7uS3xbZ5kNJvQJxOT+LdDE2Q63Mgpx9k4OJGIRRnX3LzsOF/x1LQPX03QTv/OKlJj360U+65dfosLfNzIRXm5IVa1h2HVWG7iN7tkMv1+8D7lCDWc7Gwzt6ItZ4W34FT9CG14ZEOxV6XNmilbeTrh6Px9j6zivjBDy8KKAqYHxdpbhxym9MW3beVxPK8ADuQJSiRivD6p9etjORlvl1Rx92z99ABzKVcoGgGe6+WPziSSM6t6s2vo59lIJ9k7rD4lYVOGbvlO5qs8+LnZoYcI8mC7N3PDjlFD+d/2sGAA8UsnJ16Hct+sb6QW4npYPG7GIH+Z7rL03+rf2QvKDIizYcwkv9gnki3S29XE2WIZuKxFjQt+gCvfzQmggvv3nNracuAMGBrVGu/rr679v4+czKfht2gDsLCuyN7htE/56VNxJ/ur9ApxOysb/Tibj90v3UarSQCoRo2uAK04n5WDvhdQKAdM/8ZlIzy+Fu4MtlkZ0woywNohP12aqTJ2v1VC9N7QtOvu74MU+gdU3JoQ0ShQwNUCtvZ3x27T++DImHt8dS8Sbg1oZrflhDcE+xr+dd/J3xYXFQw0mUFelsnkSnf1dMfWRFihRajCwTRP0a+3Jr2KrDf35Sq2aOFb6OHIBk6u9Ldr4OOF0Ug5+i0vlCzgCwL4Lqejf2gtfHY7HsfgsnEzIRkhZwb3yc30qIxGL8Oag1vySY42G4a9r6fg0+jpuZ8oxraywGwA+Swbo6mBdSMnF8+t0F7tt5+uMRSM7wElmg6fW/IuYa+mQl6oMivxxAVhEN3/Y2WgvM+MvkEJx9aW5pwNefZTmpBBCKkcBUwNlZyPBe+HtEPl421rNW7KGmlTirY5YLNJeWdxMWns7QSIWQa1hfH0YYzo3c8XV+/n47LkuUGkYTifl4Ndz9wwqW0dfScPsYe2w76L2chwKtYZfIcdN+DaVWCzC0I6+aN/UBcO/PIbzybkAtMU19ZcdB3k68hOX7W0leLJrU4zr3RwhAW4QiURgjCHI0wFJD4rw17V0fhVOVmEpDpUV3nu+R0CF+yeEEKJFAVMD11CCJaGS2UrQ1scZV+/nY2DbygOmpU93wqyhbeHmIEWJUg0nOxv+4sDtfJ2RVahAVmEpZu+6gBKlBi2bOMJWLMaNsorSvWsZMHECPBzw2XNd8fpP2sJzo3r4G9SxspGIsfnl3kh6IEdYe58KBf9EIhGe7OqHrw7fwt64VDwd4o8zSdl45+c4KNUMnf1dK1TNJoQQoiNixq7UR6qVn58PV1dX5OXlwcWFTjQN2fW0fFxNzccz3Wq+lDzy5zj+0hYrnuuCy/fysCX2Dv/3RSM74PEOPnjh+5Po6OeCb17sUdmuTLL2yC38cfk+vpvY0+Rh2Pj0Ajy+6h8A2rlgcoUKjGkrN387oYdZqiYTQojQ1fb8TQFTLVHA1Lgdi8/EhB9OwctJiuNzhuDSvTx+7pDURoxT8x+Dm4O01pdSsZQXvv8P/956wP/+bDd/LHm6o9ELyRJCyMOotudvGpIjpBYGtPbC6rEhaNXECTJbCXo0d4eviwxp+SUY0bkpX21bSMESAPz4cijS8kugUGlgZysWzGIBQggROgqYCKkFkUhkcPkCsViEGWHB+O5YAt6oQ4kHSxOLRUaLexJCCKkaBUyEmMm43s0xrnf1V3EnhBDS8NBFgQghhBBCqkEBEyGEEEJINShgIoQQQgipBgVMhBBCCCHVEETAtHbtWgQFBUEmkyE0NBSnTp2qsv3OnTvRrl07yGQydO7cGQcOHDD4O2MMixYtQtOmTWFvb4+wsDDEx8fzf09KSsKUKVPQokUL2Nvbo1WrVli8eDEUCoVFjo8QQgghDZvVA6YdO3YgMjISixcvxrlz59C1a1eEh4cjIyPDaPsTJ05g3LhxmDJlCs6fP4+IiAhERETg8uXLfJsVK1bgyy+/xLp163Dy5Ek4OjoiPDwcJSXaS1lcv34dGo0G3377La5cuYJVq1Zh3bp1mD9/fr0cMyGEEEIaFqtX+g4NDUWvXr2wZs0aAIBGo0FAQACmT5+OuXPnVmg/ZswYyOVy7N+/n9/Wp08fhISEYN26dWCMwc/PD++++y5mzZoFAMjLy4OPjw82bdqEsWPHGu3HZ599hm+++QYJCQk16jdV+iaEEEIantqev62aYVIoFDh79izCwsL4bWKxGGFhYYiNjTV6m9jYWIP2ABAeHs63T0xMRFpamkEbV1dXhIaGVrpPQBtUeXhUfoHU0tJS5OfnG/wQQgghpHGwasCUlZUFtVoNHx8fg+0+Pj5IS0szepu0tLQq23P/mrLPW7du4auvvsJrr71WaV+XL18OV1dX/icgIKDqgyOEEELIQ8Pqc5is7d69exg2bBief/55TJ06tdJ28+bNQ15eHv+TkpJSj70khBBCiDVZNWDy8vKCRCJBenq6wfb09HT4+voavY2vr2+V7bl/a7LP1NRUDB48GP369cP69eur7KudnR1cXFwMfgghhBDSOFg1YJJKpejRowdiYmL4bRqNBjExMejbt6/R2/Tt29egPQAcOnSIb9+iRQv4+voatMnPz8fJkycN9nnv3j0MGjQIPXr0wMaNGyEWN/pkGyGEEEIqYfWL70ZGRmLSpEno2bMnevfujaioKMjlckyePBkAMHHiRPj7+2P58uUAgBkzZmDgwIFYuXIlRowYge3bt+PMmTN8hkgkEmHmzJlYtmwZgoOD0aJFC7z//vvw8/NDREQEAF2wFBgYiM8//xyZmZl8fyrLbBFCCCGk8bJ6wDRmzBhkZmZi0aJFSEtLQ0hICKKjo/lJ28nJyQbZn379+mHbtm1YuHAh5s+fj+DgYOzZswedOnXi28yePRtyuRyvvvoqcnNzMWDAAERHR0MmkwHQZqRu3bqFW7duoVmzZgb9sXKVBUIIIYQIkNXrMDVUeXl5cHNzQ0pKCs1nIoQQQhqI/Px8BAQEIDc3F66urjW+ndUzTA1VQUEBAFB5AUIIIaQBKigoMClgogxTLWk0GqSmpsLZ2RkikciqfeGi5Yc120XH17A9zMf3MB8bQMfXkD3MxwbU7fgYYygoKICfn59JC74ow1RLYrG4wvwna3vYyx3Q8TVsD/PxPczHBtDxNWQP87EBtT8+UzJLHFpLTwghhBBSDQqYCCGEEEKqQQHTQ8DOzg6LFy+GnZ2dtbtiEXR8DdvDfHwP87EBdHwN2cN8bIB1jo8mfRNCCCGEVIMyTIQQQggh1aCAiRBCCCGkGhQwEUIIIYRUgwImQgghhJBqUMBECCGEEFINCpgaiYd9MWRxcbG1u2Ax3HULH1apqam4ePGitbtRbx629+LDdjyEVIYCpkbg1q1b2Lx5M3JycqzdFYu4ePEiXn75Zdy7d8/aXTG7K1euYOjQofjzzz+t3RWLuHz5Mtq0aYM1a9ZYuysWkZKSgl9++QUbNmzAnTt3AMDq1540lwcPHuD+/fu4evWqwfaHJYDKyMjAjRs3cOrUKYPtD8vxPcxycnJw7949XL582az7pYDpIZeTk4PBgwfj5Zdfxo4dO1BYWGjtLpnVhQsX0K1bN7Ru3Rr+/v4AtBdGfhhcuXIFAwYMQI8ePdC8efMKf2/oH9xxcXHo168fgoODcfDgQZw8edLaXTKrixcvol+/fli1ahWmTp2KKVOmIDs729rdMouLFy9i8ODBeOqpp9C/f38888wziImJAaANCBv6a/PixYvo27cvnnnmGfTp0wfh4eHYvn07gIfj+ABArVZbuwsWcfnyZTz55JMYOnQoQkNDMXPmTPPtnJGH3vPPP88GDRrERCIRi4qKYjk5OQZ/12g01ulYHV28eJHZ29uzBQsWGGwvf3wNUXFxMRsxYgR79dVXGWPa5+jWrVvs6NGjrKCggG/XUJ+7CxcuMHt7e7Zw4UKWkJDAWrZsyaKiohhjjKlUKiv3ru7u3LnDgoKC2OLFi1lhYSG7c+cOs7GxYQcPHjRo1xCfv4SEBBYQEMDef/99dv78eXbhwgXm5+fHWrVqxb755hu+XUM8NsYYS0tLYy1btmSzZ89mly9fZhcvXmSPP/4469u3L/vwww/542qox8cYY1euXGGvvPIKu3v3rrW7YlbXrl1jnp6ebO7cuezgwYNs586dTCwWs6+//tos+6eA6SGmUqmYUqlk48aNY2fPnmWrV69mIpGIf/Fs3769wb7p7927x5o2bcoee+wxftvMmTPZY489xjp16sTmzJnDMjMzrdjDuiksLGS9evViJ0+eZIwxFhYWxnr27MlEIhF75JFH2GeffWblHtbexYsXmUgkYgsXLuS3zZw5k/n6+rIHDx5YsWfm89NPP7HevXuz/Px8fttTTz3Fvv/+e/bZZ5+xw4cP89sb2nvwm2++YY899hhTKpVMqVQyxhjbvHkzs7e3ZwMGDGCbN2+2cg/r5t9//2WtWrVid+7c4bdlZGSwadOmsd69e7OVK1dasXd1d/v2bRYQEMBEIhELDw9naWlp1u6SWeTm5rKnn36avf322wbbp06dysaPH88Yq/t7jYbkHmISiQQ2Njbo0KEDDh48iLfffhtLly7FtGnT0KtXL7z//vvIyMiwdjdrrU2bNrC3t8ePP/6IAQMG4OrVq+jZsyfGjRuHtWvX4pVXXkFRUZG1u1lrKpUK6enpeO2112BjY4P169fj8uXLaNeuHXbv3o2tW7dau4u1kpaWhiVLlmDp0qX88OnEiRPh6uqKn3/+GUDDH1bNz89Hbm4ukpOTAQArVqzAvn37EB0dje+++w5z5szBl19+CaDhzWlKSkpCYWEhbGxs+G1SqRSPP/44AGDDhg1QKpXW6l6dyWQylJSU8HPOVCoVmjRpgg8++ACdO3fGL7/8ggsXLgBoeMPixcXF+Pbbb9G7d2/ExMTgxo0bGDduHNLT063dtTpTKpUoLCxE7969Dba3adMG8fHxAMzwuVKncIsIlkaj4aPpL774gg0dOpT/W7du3ZhIJGKzZs1iJSUl1upirXHHlZiYyEaOHMm8vLzYyJEjWXp6Ot/m0qVLTCaTmS0VW59UKhUrLi5mgwcPZpMmTWITJkxg0dHR/N/z8vLYsGHD2Lhx46zYS/PQH94IDw9njzzyiJV7ZB43b95k3t7erFOnTmz48OHMxsaGHThwgDHGmFKpZBMnTmRDhgxhcrncyj01XXR0NJNIJOynn35ixcXF7Nq1a8zBwYFt2bKFpaenMzs7O7Znzx5rd7PWMjMzWatWrfjhcMZ0w8RZWVnMz8+PzZs3z1rdq5OSkhK2efNm9vPPPzPGGLt16xYLDAxkgwcPbtCZJu5zJD4+nt/GPWfffPNNhc+VvLy8Wt0PBUwPkeLiYqMfwGfOnGFjx45ljDH24osvsmbNmrE33niD2dnZsU8++YQVFhbWd1drxdjxJSQksNdff5398ccf/Da1Ws0YY6xnz57snXfeqdc+1paxY/v777+ZTCZjIpGIbdq0yeBvX3zxBevTpw8rLS2tz27WmrHj454n7t9Tp04xDw8P9uOPP9Z7/+rK2PFdu3aN/fzzz+zjjz9mjz/+OFMoFPwQ1g8//MCCg4MbxLBx+WPTaDRs4cKFTCQSsbZt2zIHBwc2ffp0/m9t27ZlP/zwg7W6WyfcazE6OprZ2NiwZcuW8X/jTsqvvvoqGzVqlFX6Zw5FRUUGv9+8eZMPmrgvnSqVip0/f94KvTMP7nlkTPte69WrF//7nDlz2PTp05lCoTB5vzQk95C4fPkyhg8fjkcffRShoaH4+uuvcf/+fQCAq6srrly5gtDQUBw6dAj79u3D119/jcjISKxYsQIKhcLKva9e+eNbu3YtUlJS0KJFC3z88ccYNGgQ31YsFkMul8PZ2Rnt2rWzXqdrqLJjGzhwINauXQt7e3vs3LkT169f528THx+PFi1aQCwW/lvY2GszNTUVYrEYGo2GP4bAwEB07twZR48eBdBwhuWMPX/Jyclo164dnn/+ebi5ucHW1ha2trb8MNb58+fRunVrODg4WLn3VTP23GVlZWHp0qX477//8PHHH2Pfvn388OKDBw/g6uoKLy8vK/e8ZhITE7F3715+6F4sFoMxhvDwcKxevRqLFy/GwoULUVBQwA+dZmZmokmTJtbsdp3Y29sD0A0nBgcH488//0RCQgLGjh2LlJQUTJ8+HbNmzUJeXp41u1ql8s+dPv3PRbFYzNfpW7hwIT777DNMmDABtra2pt+pGYI5YmW3b99m7u7ubOrUqWzLli1s/PjxrHv37mzkyJHsxo0bjDHGnnnmGda9e3d29uxZg9s2hG+4VR3fzZs3GWMVJ/MtWLCABQUFscTERCv0uOaqOrbbt28zxhjbsmULs7e3Z/3792fPPPMMe+mll5irqyu7ePGilXtfvaqOj0uf638b3L59OxOJROzcuXPW6rJJanJ8x48fZyKRiM2dO5dt2rSJvfvuu8zd3Z1duHDByr2vmrFj69atG3vyySf5zxX9951CoWBz5sxhgYGBLCUlxVrdrrEbN24wBwcHJpVK2c8//1xheoJSqWSbN29mMpmMhYeHs3HjxrGXX36ZOTo6ssuXL1up16ZJSEhgv/32W5VDv9xzePPmTdaqVSvm4uLC7Ozs2JkzZ+qrmyar7rljTHdc33//PRs6dCj7+OOPmVQqrXAONAUFTA+BNWvWGMxRYky7SmfIkCH82PStW7f4EzBjupNUQ1ihU9XxDRo0iCUkJPDb9+3bx8aNG8e8vLwaxEm3smMbPHgwGzx4MB/wXbp0ib377rts9OjRbNq0aQ3mA7u61yb33HGvx+TkZDZixAiD16qQVffavHXrFmNMu4qsSZMmrGPHjmzIkCENItg15X13/Phx9vrrrzMPD48G8b7jVlRNmTKFjR8/njk6OrLt27cbPfFevnyZTZ8+nUVERLApU6awS5cuWaHHpqtJUFHeuHHjmKenp6A/X0x57hjTDsmJRCLm6enJTp8+Xaf7poDpIbB8+XIWGBhosISZMcZ27drFBg4cyF577TWD2j0NTVXHN3jwYPbqq6+yvLw8plKpWExMDBs9erSg3/D6qju2qVOnsuzsbMaYLqhoSHWKavrc6SvfVshqcnzc3zIzM1l2dnaDOT5TnrvMzEy2cuVKPvMkdAkJCWzBggVs//79jDHGpkyZYvTEy73XuLln3L9CZ2pQodFo2CeffMJEIpHg5y7V9LnjxMbGsoCAALMEuhQwNVD6AdBvv/3GOnbsyP76668KGaPPP/+ctWjRwmD1QENg6vFx3+QZ005SFbLaPncNJStY2+dOf2hOyB7m915djq0hPH/6x3f79m2DPnPDbfonXqVSaRDQC/29xzE1qCgtLWV79uxh165dq++u1pipz51KpWK5ubmMMfN9CaOAqQG6fv0669ChA/v777/5bf369WMhISEGaXKOp6cnX0W5IXiYj+9hPjbG6PjKa0jH9zAfG2O64zty5IjBdv3VUvon3ry8PDZ//nwWGRnZYLK6tQkquIBQyMFgXZ87cx0bBUwNzPnz55mLiwt/mRNObm4ua9u2LQsNDTUYjpLL5axPnz5s+/bt1uiuyR7m43uYj40xOr6GfHwP87ExZvz49IMg/f+/8sorzM3NjQ0aNIhJJBLBT87n1CWoUCqVgg2YhPTcUcDUgMTFxTF7e3u2YsUKtmjRIubt7W2wyi0lJYV17NiRtW/fnn388cdsz5497L333mMeHh4NYhLtw3x8D/OxMUbH15CP72E+NsaqPz6O/ok3KCiIeXp6sri4uPrsaq0JKagwJ6E9dxQwNRBxcXHMxsaGrzB76dIl1q5dO7Zq1SrGmO4Fo1Kp2NSpU1nfvn1Zy5YtWZ8+fRrEqpWH+fge5mNjjI6vIR/fw3xsjFV+fFxQUT6rUlJSwt544w0mFosbzGo4oQUV5iLE544CpgYgPz+fPf7442zBggX8NqVSyUaOHMn69evHb9NPvebl5bH79+/XugR8fXqYj+9hPjbG6Pg4DfH4HuZjY6zmx6cvNzeXzZw5s87Lz+uLEIMKcxDqc0cBUwOhv1yX+6Zw4cIF5uLiYnDZDKGOQ1fnYT6+h/nYGKPj4zTE43uYj42xmh+fvoZSOkCoQYW5CPG5E/51FRo5Vla+vk2bNvw2iUQCAPD390fv3r3x999/820b2pXPH+bje5iPDaDja8jH9zAfG2D68enjLl8jdM7O/2/vXmOaOv84gH8PhUUQJFwc4hJBtkl2gdHBZhDNiJoCITjiJl4IiCYmXjBRhpqFccumBhnZlC17oROJLyiDyZYtwW0hINlEEAwQNwLa6BgbTosSAwZCD8//haF/K8wKou158v0kJJzT09Pf18c2P55zqRe++OILfPLJJwAAVVXh6uqKgwcP4vLlyygvL5/0HG9vbxQXFyMqKupZl/vYnHrsnmo7Rk/d6dOnhU6nE83NzY4u5amQOZ/M2YRgPi2TOZsQ2s/3qBk/s9ksVq9eLTIyMuxuq0WOHDvOMGlcUlISVq1ahRMnTmBkZMTR5cw6mfPJnA1gPi2TORug/XyPmvHz8/PD5s2bcfr0abS0tGhudtAeR44dGyYno6rqtLb39vbG4sWL8euvv2ri291lzidzNoD5HqalfDJnA+TPN11aagi1NHaKEA8dBCSH6enpwQ8//IBNmzYhMDBwym3EA+cTqKoKnU4Hi8WCvr4+BAcHP8Nqp0/mfDJnA5gP0G4+mbMB8ucD/l/zdGzfvh2NjY1obW2Fh4fHU6rsyWhu7J75QUCa0pUrV4Svr69QFEV8+OGHU95HY6pj0Q9e8uvMZM4nczYhmE8I7eaTOZsQ8ucT4v7VYp9++qn4559//nObBzM++IXB165de9rlzZgWx04blwNIbnh4GIcPH8aaNWvw1ltvITMzExaLBfv374e/v791u4kuu7i4GCMjI8jNzYWbm5ujyn5sMueTORvAfBO0mE/mbID8+QDg6tWriI6Oxp07dzAwMICsrCybbMDkqxh1Oh3Gxsbg5ubmtLNnWh07NkxOwMXFBZGRkfDz88P69evh7++PDRs2AMCk/0C3b99GW1sbrl+/jl27dsHX19dRZT82mfPJnA1gPi3nkzkbIH8+rTYVj0OzY+ewuS2yMTQ0ZLNsNBqFoigiOztbmM1mIcT9qdY7d+6IgYGBR07POiOZ88mcTQjmE0K7+WTOJoTc+e7duye+/PJL6xccV1ZWCkVRxL59+yYdvhoYGBDr168XS5cuFQMDA44od9q0OHZsmJyMxWKxHretqKiwvkH+/vtvsWfPHpGcnCxGRkYcXOXMyZxP5mxCMJ+W88mcTQh582mxqZguLY0dGyYnND4+LlRVFULcf4O4ubmJ0NBQ4erqqokvvLRH5nwyZxOC+bRM5mxCyJ1PS03FTGhl7NgwOanx8XHrG2TlypXC19dXdHZ2Oriq2SNzPpmzCcF8WiZzNiHkzqeVpmKmtDB2bJicmMViEXv37hWKooiOjg5HlzPrZM4nczYhmE/LZM4mhNz5tNBUPAlnHzteJefkXnvtNVy6dAnh4eGOLuWpkDmfzNkA5tMymbMB8uZTFAWqqmLfvn2or69He3s7wsLCHF3WrHLmseOdvp2c0OA3hU+HzPlkzgYwn5bJnA2QO5+qqjh16hQiIyMRERHh6HJmnTOPHRsmIiIiDXHmpkJm/PJdIiIiDWGz5BhsmIiIiIjsYMNEREREZAcbJiIiIiI72DARERER2cGGiYiIiMgONkxE5NQyMjKQnJzs6DKI6BlpbGxEUlISFi5cCEVR8N133017H9988w0iIiLg4eGBoKAgFBcXP3FdvNM3ETmMvcuj8/PzcfToUTj6dnEZGRkYHByc0Qc3EU3P8PAw3njjDWzduhVr166d9vNra2uRmpqK0tJSGAwGdHV1Ydu2bXB3d0dmZuaM6+KNK4nIYW7cuGH9vbKyEnl5eeju7rau8/T0hKenpyNKs8GGicgxFEVBTU2NzSzz6OgocnJyUFFRgcHBQbz++usoKipCbGwsAGDTpk0YGxtDVVWV9TmlpaU4cuQIent7Z3wfKx6SIyKHWbBggfXH29sbiqLYrPP09Jx0SC42Nha7d+/Gnj174OPjg4CAABw/fhzDw8PYsmULvLy88NJLL6G2ttbmtS5fvoyEhAR4enoiICAAaWlpMJvN1serq6sRFhYGd3d3+Pn5YfXq1RgeHkZBQQHKy8vx/fffQ1EUKIqChoYGAMCBAwewZMkSeHh4ICQkBLm5uRgbG7Pus6CgABERETh58iQWLVoET09P7Ny5E6qq4siRI1iwYAGef/55HDx40KZWRVHw1VdfISEhAe7u7ggJCUF1dfXsDwCRBmVmZqKpqQlGoxGdnZ1Yt24d4uPjceXKFQD3G6o5c+bYPMfd3R19fX34888/Z/y6bJiISHPKy8vh7++PlpYW7N69Gzt27MC6deuwbNkyXLp0CQaDAWlpabh37x4AYHBwECtXroRer0drayvOnj2Lf//9FykpKQCA/v5+bNy4EVu3bkVXVxcaGhqwdu1aCCGQnZ2NlJQUxMfHo7+/H/39/Vi2bBkAwMvLC6dOncIff/yBo0eP4vjx4/jss89sajWZTKitrcXZs2dRUVGBr7/+GomJiejr68O5c+dQVFSEjz76CM3NzTbPy83NxXvvvYeOjg6kpqZiw4YN6Orqegb/ukTOq7e3F2VlZaiqqsKKFSvw4osvIjs7G8uXL0dZWRkAIC4uDmfOnEFdXR3Gx8fR09ODkpISAPff6zMmiIicQFlZmfD29p60fvPmzeLdd9+1Lr/zzjti+fLl1mWLxSLmzp0r0tLSrOv6+/sFANHU1CSEEOLjjz8WBoPBZr9//fWXACC6u7tFW1ubACCuX78+ZW0P1/BfiouLRWRkpHU5Pz9feHh4iLt371rXxcXFieDgYKGqqnVdaGioOHz4sHUZgNi+fbvNvpcuXSp27NhhtwYimQAQNTU11uUff/xRABBz5861+XF1dRUpKSlCCCHGx8fF/v37xZw5c4ROpxM+Pj6ioKBAABAXLlyYcS086ZuINCc8PNz6u06ng5+fH8LCwqzrAgICAAA3b94EAHR0dKC+vn7K86FMJhMMBgNWrVqFsLAwxMXFwWAw4P3334ePj88j66isrMSxY8dgMpkwNDQEi8WCefPm2WwTHBwMLy8vm9p0Oh1cXFxs1k3UOiE6OnrScnt7+yPrIZLd0NAQdDod2traoNPpbB6beH8rioKioiIcOnQIN27cwPz581FXVwcACAkJmfFrs2EiIs1xc3OzWVYUxWbdxEmd4+PjAO5/yCYlJaGoqGjSvgIDA6HT6fDLL7/g/Pnz+Pnnn1FaWoqcnBw0Nzdj8eLFU9bQ1NSE1NRUFBYWIi4uDt7e3jAajdap/8etdWLdRK1E9N/0ej1UVcXNmzexYsWKR26r0+nwwgsvAAAqKioQHR2N+fPnz/i12TARkfTefPNNfPvttwgODoar69Qfe4qiICYmBjExMcjLy0NQUBBqamqQlZWF5557Dqqq2mx//vx5BAUFIScnx7ruSU4ofdiFCxeQnp5us6zX62dt/0TOamhoCFevXrUuX7t2De3t7fD19cWSJUuQmpqK9PR0lJSUQK/X49atW6irq0N4eDgSExNhNptRXV2N2NhYjIyMWM95Onfu3BPVxZO+iUh6u3btwu3bt7Fx40ZcvHgRJpMJP/30E7Zs2QJVVdHc3IxDhw6htbUVvb29OHPmDG7duoVXXnkFwP3Dap2dneju7obZbMbY2Bhefvll9Pb2wmg0wmQy4dixY6ipqZm1mquqqnDy5En09PQgPz8fLS0tT3QPGSKtaG1thV6vt/6BkJWVBb1ej7y8PABAWVkZ0tPT8cEHHyA0NBTJycm4ePEiFi1aZN1HeXk5oqKiEBMTg99//x0NDQ14++23n6guzjARkfQWLlyI3377DQcOHIDBYMDo6CiCgoIQHx8PFxcXzJs3D42Njfj8889x9+5dBAUFoaSkBAkJCQCAbdu2oaGhAVFRURgaGkJ9fT3WrFmDvXv3IjMzE6Ojo0hMTERubi4KCgpmpebCwkIYjUbs3LkTgYGBqKiowKuvvjor+yZyZrGxsY+8Wa2bmxsKCwtRWFg45eP+/v5oamqa9bp440oiIicz1c36iMixeEiOiIiIyA42TERERER28BwmIiInwzMliJwPZ5iIiIiI7GDDRERERGQHGyYiIiIiO9gwEREREdnBhomIiIjIDjZMRERERHawYSIiIiKygw0TERERkR1smIiIiIjs+B8lHck161an3gAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_trend(frame_by_file.index, frame_by_file[\"queue\"], \"AI queuing Trend\")\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/cope2n-api/EDA/utils/__init__.py b/cope2n-api/EDA/utils/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/cope2n-api/EDA/utils/processing_time.py b/cope2n-api/EDA/utils/processing_time.py
new file mode 100644
index 0000000..47ffd32
--- /dev/null
+++ b/cope2n-api/EDA/utils/processing_time.py
@@ -0,0 +1,27 @@
+import numpy as np
+import time
+from django.utils import timezone
+
+def queuing_time(start_time, ai_profile_individual):
+    return ai_profile_individual["inference"][0] - start_time
+
+def inference_cost(ai_profile_individual):
+    return ai_profile_individual["inference"][1][0] - ai_profile_individual["inference"][0]
+
+def postprocessing_cost(ai_profile_individual):
+    return ai_profile_individual["postprocess"][1] - ai_profile_individual["postprocess"][0]
+
+def cost_profile(start_time, ai_profile_individual):
+    result = {"queue": queuing_time(start_time, ai_profile_individual),
+              "inference": inference_cost(ai_profile_individual),
+              "postprocessing":postprocessing_cost(ai_profile_individual)}
+    return result
+
+def backend_cost(created_at, ai_start_time):
+    """
+    Args: 
+        created_at: str : django timezone format: example: 2024-04-01 16:16:18.344 +0700
+        ai_start_time: float : timestamp
+    """
+    received = created_at.timestamp()
+    return ai_start_time - received
\ No newline at end of file
diff --git a/cope2n-api/SBT_detail_report_20240122.csv b/cope2n-api/SBT_detail_report_20240122.csv
deleted file mode 100644
index 51c3653..0000000
--- a/cope2n-api/SBT_detail_report_20240122.csv
+++ /dev/null
@@ -1,95 +0,0 @@
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-SAP_20240122213546_e81dd7e549a84a9db9128091044bb6e2,SGG20240122143707-604,0PBE3NJWC00007X,0PBE3NJWC00007X,0PBE3NJWC00007X,1.0,1.1959187984466553,1.328813886642456
-SAP_20240122175408_73c1a9ffdc3e4e979e465f3c75c4852e,SGG20240122105631-900,0Q4G3NJWB00001R,0Q4G3NJWB00001R,0Q4G3NJWB00001R,1.0,1.0807509422302246,1.2137628555297852
-SAP_20240122101636_e791188939fe436cbc48311b2ece0688,SGG20240122031852-671,355157585068819,355157585068819,355157585068819,1.0,1.1120171546936035,1.243566370010376
-Total requests:,73,,,,,,
-Total images:,83,,,,,,
-No. imei images:,79,,,,,,
-No. invoice images:,2,,,,,,
-No. bad quality images:,3,,,,,,
-No. valid images:,80,,,,,,
-No. per of bad quality images:,3.6144578313253013,,,,,,
-Average accuracy:,99.91662500000001,,,,,,
-Average imei processing time:,1.1152757762314438,,,,,,
-Average invoice processing time:,1.5,,,,,,
-Average processing time (by request):,1.2344432562169887,,,,,,
diff --git a/cope2n-api/SBT_detail_report_20240123.csv b/cope2n-api/SBT_detail_report_20240123.csv
deleted file mode 100644
index b09620b..0000000
--- a/cope2n-api/SBT_detail_report_20240123.csv
+++ /dev/null
@@ -1,100 +0,0 @@
-requestId,redemptionNumber,userSubmitResults,OCRResults,revisedResults_by_SDSRV,accuracy,processingTime,processingTime (by request)
-SAP_20240123082550_44b93bc5218b4bdc98f6d4d8c6bd7cec,SGE20240123013334-382,0LES4DAWC00079K,,OLES4DAWC00079K,0.0,1.578105926513672,1.7278159618377686
-SAP_20240123082550_44b93bc5218b4bdc98f6d4d8c6bd7cec,SGE20240123013334-382,0ASQ5NBWB00110N,0YZJ5ABWE00279H,0YZJ5ABWB00279H,0.9333,1.4063599109649658,1.7278159618377686
-SAP_20240123213920_c48a7f38b7954df4b18e0110978ed882,SGG20240123144513-539,R52WA031XTB,R52WA031XTB,R52WA031XTB,1.0,1.0555365085601809,1.1914425849914552
-SAP_20240123172323_54cbf0baef664932be85ddc48b3e5ed7,SGG20240123103351-731,StarHub Shop,Starhub Shop,Starhub Shop,1.0,1.5,1.998062467575073
-SAP_20240123172323_54cbf0baef664932be85ddc48b3e5ed7,SGG20240123103351-731,23/01/2024,[],2024-01-23,0.0,1.5,1.998062467575073
-SAP_20240123172323_54cbf0baef664932be85ddc48b3e5ed7,SGG20240123103351-731,352838655733522,352838655733522,352838655733522,1.0,1.5,1.998062467575073
-SAP_20240123165416_f1fee53e40ed4e66894712832590bf39,SGG20240123095750-076,355157585089880,355157585089880,355157585089880,1.0,0.9204578399658204,1.0534032344818114
-SAP_20240123102544_352fbee009974ee3957b1a69b0681793,SGG20240123032703-636,350290892942478,350290892942478,350290892942478,1.0,1.053553342819214,1.1972230434417723
-SAP_20240123210628_706683c8baed4e5e816b6d3aecd1b9e0,SGE20240123140832-862,0YZJ5ABW800096F,0YZJ5ABW800096F,0YZJ5ABW800096F,1.0,1.4548404216766355,1.5922752380371097
-SAP_20240123210628_706683c8baed4e5e816b6d3aecd1b9e0,SGE20240123140832-862,0BXE7WEWC00075P,0ASL5NAW700006K,0ASL5NAW700006K,1.0,1.4495079517364502,1.5922752380371097
-Total requests:,73,1H3648MW900042H,I1H3648MW900042,1H3648MW900042,0.9333,1.0602545738220217,1.194186067581177
-No. bad quality images:,5,0ASL5NAWB00059W,0ASL5NAWB00059W,0ASL5NAWB00059W,1.0,1.511136531829834,1.6513153076171876
-No. valid images:,87,0YZJ5ABWA00059F,0YZJ5ABWA00059F,0YZJ5ABWA00059F,1.0,1.4989757537841797,1.6513153076171876
-Average accuracy:,99.69333333333333,0A124NAWA00059R,0A124NAWA00059R,0A124NAWA00059R,1.0,0.9429290294647216,1.0791343212127684
-SAP_20240123222547_cb96ead51c554aa5943185a0c8d54a7a,SGG20240123152631-766,5T4Z14BWB00107W,5T4Z14BWB00107W,5T4Z14BWB00107W,1.0,1.0956780910491943,1.2297438144683837
-SAP_20240123214224_efb4142ece484e30a36c06ea89d60938,SGG20240123144402-382,R52WA0368VA,R52WA0368VA,R52WA0368VA,1.0,0.948305606842041,1.0809253215789794
-SAP_20240123183926_aede7be083314b05848c6eda8ff024ca,SGG20240123114112-340,350290892942494,350290892942494,350290892942494,1.0,1.054713010787964,1.1879619121551517
-SAP_20240123160440_14a4d2915070483d91d86b80818481e9,SGE20240123091756-194,1ESV43AWA00037M,ESV43AWA00037M,1ESV43AWA00037M,0.9333,1.670224905014038,1.8106819152832032
-SAP_20240123160440_14a4d2915070483d91d86b80818481e9,SGE20240123091756-194,0ASC5NAWB00008Y,0ASC5NAWB00008Y,0ASC5NAWB00008Y,1.0,1.5459167957305908,1.8106819152832032
-SAP_20240123123753_acba9374bdaa49d6b2335960bcf11995,SGG20240123054007-431,350290893058704,350290893058704,350290893058704,1.0,1.0240483283996582,1.1601284503936766
-SAP_20240123183006_707e70e790e54c40bfb97232647c1d6f,SGG20240123113159-038,350022681357406,350022681357406,350022681357406,1.0,1.2359330654144287,1.3708775997161866
-SAP_20240123211323_36a8074c107f4c18b8598c1a7493f8db,SGE20240123141437-465,0EFV4DBW900218A,0EFV4DBW900218A,0EFV4DBW900218A,1.0,1.4533536434173584,1.5940874576568604
-SAP_20240123183406_2fa0f23e52664cbf81142578bc83590d,SGG20240123113643-298,350290893058738,350290893058738,350290893058738,1.0,0.8936467170715332,1.0260516166687013
-SAP_20240123195520_5afc242fe340472e81b2f2ff2be55b64,SGG20240123125755-912,StarHub Shop,,Starhub Shop,0.0,1.5,1.596767282485962
-SAP_20240123195520_5afc242fe340472e81b2f2ff2be55b64,SGG20240123125755-912,16/01/2024,['2024-01-16'],2024-01-16,1.0,1.5,1.596767282485962
-SAP_20240123195520_5afc242fe340472e81b2f2ff2be55b64,SGG20240123125755-912,350040121840765,350040121840765,350040121840765,1.0,1.5,1.596767282485962
-SAP_20240123175343_7d3deb35385d466594c844ed54d41a8f,SGG20240123105857-891,0Q8A3NJWA00025T,0Q8A3NJWA00025T,0Q8A3NJWA00025T,1.0,1.058218479156494,1.2077916622161866
-SAP_20240123101924_de042ee4d3134c03bf85464d8964ba1e,SGE20240123032041-797,0ASQ5NBWA00238T,0ASQ5NBWA00238T,0ASQ5NBWA00238T,1.0,1.500563144683838,1.6704104900360108
-SAP_20240123101924_de042ee4d3134c03bf85464d8964ba1e,SGE20240123032041-797,0YZJ5ABW900301X,0YZJ5ABW900301X,0YZJ5ABW900301X,1.0,1.5183355808258057,1.6704104900360108
-SAP_20240123090514_2877d55f5f624d5a91c032d9d17bac19,SGG20240123020810-490, Shopee (Samsung Brand Store),Shopee (Samsung Brand Store),Shopee (Samsung Brand Store),1.0,1.5,1.6047218799591063
-SAP_20240123090514_2877d55f5f624d5a91c032d9d17bac19,SGG20240123020810-490,20/01/2024,['2024-01-20'],2024-01-20,1.0,1.5,1.6047218799591063
-SAP_20240123090514_2877d55f5f624d5a91c032d9d17bac19,SGG20240123020810-490,351285621891730,351285621891730,351285621891730,1.0,1.5,1.6047218799591063
-SAP_20240123194657_c5c59a8a8fc34d179a652f0dff57d00d,SGG20240123124923-909,0A6E8NAT500070Z,0A6E8NAT500070Z,0A6E8NAT500070Z,1.0,1.065589189529419,1.198945140838623
-SAP_20240123185755_9f2237c4bbde459ea4322733cfb77316,SGG20240123120059-357,R52WC04XD1H,R52WC04XD1H,R52WC04XD1H,1.0,0.9161908626556396,1.0538626670837403
-SAP_20240123153445_a5f6a3da26734784ba3138aeea3af06a,SGG20240123084054-471,350290890345823,Z5244126,Z5244126,1.0,1.041551113128662,1.1772826671600345
-SAP_20240123184650_4ebced96cb944a96a6aeb96bf673b7e2,SGG20240123115138-867,350731692111566,Z5273087,Z5273087,1.0,1.226555109024048,1.3583556175231937
-SAP_20240123064430_655c284b25d847da84bfa29f283aec74,SGG20240122235143-319,358615313895909,358615313895909,358615313895909,1.0,1.0425071716308594,1.1779240131378177
-SAP_20240123194612_eb3fe02bea614d7abab2ec59ffe3d45e,SGE20240123124725-624,0D654DBW900117T,0D654DBW900117T,0D654DBW900117T,1.0,1.9077568054199217,2.051615333557129
-SAP_20240123194612_eb3fe02bea614d7abab2ec59ffe3d45e,SGE20240123124725-624,0ASQ5NBW900290A,0ASQ5NBW900290A,0ASQ5NBW900290A,1.0,1.5917203426361084,2.051615333557129
-SAP_20240123161117_586a210c3c2e40ecbb0fb838c204656c,SGG20240123091218-567,5TW514BWC00163E,5TW514BWC00163E,5TW514BWC00163E,1.0,1.0901319980621338,1.2230156421661378
-SAP_20240123223733_9bd455e8d44349d3b4c272c791f63a63,SGG20240123154005-867,355157585073355,355157585073355,355157585073355,1.0,0.9051179885864258,1.0367518424987794
-SAP_20240123001412_0f1b4d31d41543e1b3e58e0ecb6b5afd,SGG20240122171534-556,0BXB7WEW400046T,0BXB7WEW400046T,0BXB7WEW400046T,1.0,1.263411521911621,1.4003635406494142
-SAP_20240123194404_a65a9a3ba8f448e4b08ec4dd8e36d968,SGG20240123124639-589,0PK73NNW300004Z,0PK73NNW300004Z,0PK73NNW300004Z,1.0,1.1530351638793943,1.2852743625640872
-SAP_20240123134537_d69c139461b5435aa39e05020ee01748,SGG20240123064849-615,350290892787063,350290892787063,350290892787063,1.0,0.9154336452484132,1.0547178745269774
-SAP_20240123184622_9184b9581b2642adbcdae9469867dd4a,SGG20240123115508-935,354136920475880,354171670475889,354136920475880,0.6667,1.0411310195922852,1.1880298614501954
-SAP_20240123145909_65865e098ae24cb0ac54a75c34668ad0,SGG20240123080430-780,350022681378790,350022681378790,350022681378790,1.0,1.3853368759155271,1.8785964012146
-SAP_20240123192009_2df2ebcd80ad43d7a1b223963fbd1257,SGG20240123122144-121,350290892786826,350290892786826,350290892786826,1.0,0.8282873630523682,0.965009069442749
-SAP_20240123210808_de6ed4c7589748da947f22685137906c,SGG20240123140947-741,R52W906HQJP,R52W906HQJP,R52W906HQJP,1.0,1.1264901161193848,1.2613776683807374
-SAP_20240123162143_6ddcc25eddd44d9f89f7005ad9c23c6c,SGE20240123092404-621,5BB614AT900225B,5BB614AT900225B,5BB614AT900225B,1.0,1.0674471855163574,1.2037085056304933
-SAP_20240123135533_c766dab811a1410db5ad4f6d8aa5a641,SGE20240123070123-510,5BB614AT900225B,,,1.0,1.1989383697509766,1.3331547737121583
-SAP_20240123180028_ffde5dd67a7a44eab7e1b577e827ce02,SGG20240123111047-231,0JYH3NIWA00038J,0JYH3NITC00013X,0JYH3NITC00013X,1.0,1.014045000076294,1.1488369464874268
-SAP_20240123140938_a44c841299934629969810c0d28cfa0b,SGG20240123071518-144,355157585108979,355157585108979,355157585108979,1.0,0.8961708545684814,1.0340763092041017
-SAP_20240123151506_31b3d829f7db41a88393e2fa2d6e65e6,SGG20240123081751-279,0PBE3NJWB00010W,0PBE3NJWB00010W,0PBE3NJWB00010W,1.0,1.1338512897491455,1.266256666183472
-SAP_20240123130013_c1adb17368784cfcabd30037d5cbde05,SGG20240123060450-667,352271451338876,352271451338876,352271451338876,1.0,1.0713376998901367,1.2094150543212892
-SAP_20240123145633_cd4816f2da8b403d9d5e1619e7408da7,SGG20240123075817-498,0JYD3NETC00181F,0JYD3NETC00181F,0JYD3NETC00181F,1.0,1.1109106540679932,1.2437745094299315
-SAP_20240123081408_f40bfa784a9045008da860b6e4524541,SGE20240123011605-039,06QB4EAWA00265A,06QB4EAWA00265A,06QB4EAWA00265A,1.0,1.19771409034729,1.3311336994171143
-SAP_20240123180044_a67b558dada64033a5591ee77688504f,SGE20240123110318-641,5T8J14BW200044J,5T8J14BW200044,5T8J14BW200044J,0.9333,0.8690104484558105,1.0022464752197269
-SAP_20240123205445_0143577363ed4f85b590caa0d810bdd2,SGE20240123135759-562,0YZJ5ABW800096F,0YZJ5ABW800096F,0YZJ5ABW800096F,1.0,1.4552805423736572,1.635456657409668
-SAP_20240123205445_0143577363ed4f85b590caa0d810bdd2,SGE20240123135759-562,0BXE7WEWC00075P,0ASL5NAW700006K,0ASL5NAW700006K,1.0,1.483368158340454,1.635456657409668
-SAP_20240123215755_b94beab6e5a5440f8b81f30d280285a1,SGG20240123150044-838,0JYH3NIWB00021H,0JYH3NIWB00021H,0JYH3NIWB00021H,1.0,1.1183812618255615,1.2533207893371583
-SAP_20240123143833_21a811877ff14e5fb31e8dfdf689cf44,SGG20240123074418-721,0JYH3NIWB00039D,0JYH3NIWB00039D,0JYH3NIWB00039D,1.0,1.180159568786621,1.31880578994751
-SAP_20240123182450_2691e7eaa834463c8b5944377aa320a7,SGE20240123112558-050,0NL33NDW800138V,0NL33NDW800138V,0NL33NDW800138V,1.0,0.9890167713165284,1.1217728614807128
-SAP_20240123234407_7af8ed2d000045a297e6e74519b08fa0,SGG20240123164929-683,0Q893NJW400009Z,0Q893NJW400009Z,0Q893NJW400009Z,1.0,1.030411720275879,1.1836191177368165
-SAP_20240123122909_b50959aee30d414eac7c899b9486131b,SGG20240123053053-318,352271451339122,352271451339122,352271451339122,1.0,0.9082932472229004,1.0405772686004635
-SAP_20240123174018_feb6585b7ad04816bdc0e612d7643b8f,SGG20240123104242-828,350022681409447,350022681409447,350022681409447,1.0,1.0878000259399414,1.226934051513672
-SAP_20240123195522_c75eb31faa0a4d81ade090ef6a9a4cdb,SGG20240123125653-279,350290892788509,350290892788509,350290892788509,1.0,0.8299510478973389,0.9639953136444092
-SAP_20240123212427_63d3c8a453bc4e6184e3453799f288c0,SGE20240123143513-680,0LES4DAW900174P,0LES4DAW900174P,0LES4DAW900174P,1.0,1.7433292865753174,1.8850017547607425
-SAP_20240123212427_63d3c8a453bc4e6184e3453799f288c0,SGE20240123143513-680,0W2M5ABW900040D,09PF5NBWB00103N,09PF5NBWB00103N,1.0,1.352958917617798,1.8850017547607425
-SAP_20240123171318_0f6ff35b3f344730b9a28d0d9c534289,SGG20240123101508-339,0Q4G3NJW700036H,0Q4G3NJW700036H,0Q4G3NJW700036H,1.0,1.152907371520996,1.2892757415771487
-SAP_20240123175431_fa89d924a0cc49869c36a1c29383bbe3,SGG20240123110220-046,0Q8Q3NJWA00040Z,0Q8Q3NJWA00,0Q8Q3NJWA00040Z,0.7333,1.0812995433807373,1.2139001846313475
-SAP_20240123151606_e1223cfa1c9d4f0ab079071aed94a0e0,SGG20240123082007-737,350290892789127,350290892789127,350290892789127,1.0,0.8312041759490967,0.9687529563903808
-SAP_20240123104140_740be67ab8e741ef98c097f549c5f3d9,SGG20240123034432-823,0ASL5NAWB00200W,0ASL5NAWB00200W,0ASL5NAWB00200W,1.0,1.2096869945526123,1.51051721572876
-SAP_20240123104140_740be67ab8e741ef98c097f549c5f3d9,SGG20240123034432-823,0U0T4ADWB00072K,0U0T4ADWB00072K,0U0T4ADWB00072K,1.0,1.3561460971832275,1.51051721572876
-SAP_20240123210135_0fe65d2a89654f9bbc8e75e96b52db3f,SGE20240123140333-688,0ATS4NAW900137L,0ATS4NAW900137L,0ATS4NAW900137L,1.0,1.6624469757080078,1.804120397567749
-SAP_20240123210135_0fe65d2a89654f9bbc8e75e96b52db3f,SGE20240123140333-688,0A6E8NAW400081B,0A6E8NAW400081B,0A6E8NAW400081B,1.0,1.437251329421997,1.804120397567749
-SAP_20240123212012_eb3884e4e00d4216a26c820416375d9e,SGE20240123142208-482,0KWQ5DBWC00077L,0KWQ5DBWC00077L,0KWQ5DBWC00077L,1.0,1.3535113334655762,1.570662832260132
-SAP_20240123212012_eb3884e4e00d4216a26c820416375d9e,SGE20240123142208-482,0YZJ5ABWA00030H,0YZJ5ABWA00030H,0YZJ5ABWA00030H,1.0,1.4321649074554443,1.570662832260132
-SAP_20240123213129_8e3887bd9f004d2483898fe798670e9f,SGE20240123143231-239,0ATT4NAWC00188E,0ATT4NAWC00188E,0ATT4NAWC00188E,1.0,1.476223707199097,1.6176918506622315
-SAP_20240123213129_8e3887bd9f004d2483898fe798670e9f,SGE20240123143231-239,0ASE5NAWC00012E,0ASE5NAWC00012E,0ASE5NAWC00012E,1.0,1.371586799621582,1.6176918506622315
-SAP_20240123072448_699bb46cc101473fa363f6c8f3013a6c,SGG20240123002622-228,0Q4G3NJW700040J,0Q4G3NJW700040J,0Q4G3NJW700040J,1.0,0.936915397644043,1.0710798263549803
-SAP_20240123114130_a33e7b62a5a341d4b2082deedbf8610a,SGG20240123044335-200,RFAW70TR69Z,RFAW70TR69Z,RFAW70TR69Z,1.0,1.0058083534240725,1.144510841369629
-SAP_20240123184341_f20573948be943fa9d34731badd3acda,SGG20240123114733-093,350022681372140,350022681372140,350022681372140,1.0,1.065063238143921,1.19722638130188
-SAP_20240123141105_68a61fc5fb13435791e7180578d26dc0,SGE20240123071331-917,0PC73NIW300006T,0PC73NIW300006T,0PC73NIW300006T,1.0,1.0126621723175049,1.1455126762390138
-SAP_20240123075032_e1f470b43e2e4e5b8a83914f8740c3c7,SGG20240123005628-499,355157585877003,355157585877003,355157585877003,1.0,0.8368320465087891,0.9748104572296142
-SAP_20240123215203_7e8064abcedb44fd8f5f4f8944af56ba,SGG20240123145446-521,350022681371563,350022681371563,350022681371563,1.0,0.9583642482757568,1.0905424118041993
-SAP_20240123154707_51f143b22a6849848b29acb6f5032662,SGG20240123085110-691,0PBG3NJWB00009N,0PBG3NJWB00009N,0PBG3NJWB00009N,1.0,0.9717984199523926,1.1052661895751954
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-SAP_20240123103042_209f007a630943b7897475394842a575,SGG20240123033312-770,0Q8Q3NJWA00038E,0Q8Q3NJWA00038E,0Q8Q3NJWA00038E,1.0,1.1338074207305908,1.2729328632354735
-SAP_20240123181934_a271e8c0f36b4cb494044110dfed7859,SGG20240123112359-382,350290893058548,350290893058548,350290893058548,1.0,0.9646432399749756,1.0983699321746827
-SAP_20240123233057_beb449ccffd64a358049bc5c8dfa715d,SGE20240123164155-362,06QB4EAWA000430,06QB4EAWA00043,06QB4EAWA00043,1.0,1.1025099754333496,1.2378340721130372
-SAP_20240123125933_972665f108df4b4bb0500f9332ccb04a,SGG20240123060224-972,355157584979537,355157584979537,355157584979537,1.0,1.2067914009094238,1.339586114883423
-Total images:,92,,,,,,
-No. imei images:,86,,,,,,
-No. invoice images:,3,,,,,,
-No. per of bad quality images:,5.434782608695652,,,,,,
-Average imei processing time:,1.2000985404095017,,,,,,
-Average invoice processing time:,1.5,,,,,,
-Average processing time (by request):,1.309822721884283,,,,,,
diff --git a/cope2n-api/SBT_detail_report_20240124.csv b/cope2n-api/SBT_detail_report_20240124.csv
deleted file mode 100644
index 8bb8071..0000000
--- a/cope2n-api/SBT_detail_report_20240124.csv
+++ /dev/null
@@ -1,115 +0,0 @@
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-SAP_20240124115831_7d174ed9f40f46bb9e6082e333fdfb7e,SGG20240124050222-360,0Q4G3NJW700099K,0Q4G3NJW700099K,0Q4G3NJW700099K,1.0,1.1639134883880615,1.2965968608856202
-SAP_20240124131223_74ab8d8a4e1c446e845ed1ce0ff164ae,SGG20240124061604-904,355157585878241,355157585878241,355157585878241,1.0,1.0842888355255127,1.2202275753021243
-SAP_20240124170618_4d9b2df5d51b49d8b0fec277a3f0c9d5,SGE20240124100827-754,0D654DBWA00076E,0D654DBWA00076E,0D654DBWA00076E,1.0,1.0904393196105957,1.2243412494659422
-SAP_20240124204116_4ec227536e4940a28b92e3af1fd588ce,SGE20240124134456-973,0A124NAWA00107H,0A124NAWA00107H,0A124NAWA00107H,1.0,1.7773869037628174,1.9257532119750975
-SAP_20240124204116_4ec227536e4940a28b92e3af1fd588ce,SGE20240124134456-973,0A124NAWA00094W,0A124NAWA00094W,0A124NAWA00094W,1.0,1.681182622909546,1.9257532119750975
-SAP_20240124155345_bd4ae38c03e0434499f4fb6813e46d3f,SGE20240124090032-733,0U0T4ADWB000260,0U0T4ADWB00026,0U0T4ADWB00026,1.0,1.0807514190673828,1.2133186817169193
-SAP_20240124195733_3f53dd0d817c42ab83c83f758e28a694,SGG20240124130104-571,0Q4G3NJWB00249A,0Q4G3NJWB00249A,0Q4G3NJWB00249A,1.0,1.0008625984191897,1.1338914394378663
-SAP_20240124224821_c4b41e13e3f4408aaff359e1f12c32fa,SGG20240124155716-766,0JYD3NEW900083V,,0JYD3NEW900083V,0.0,1.0936756134033203,1.2265716552734376
-SAP_20240124135509_bbc08ab3ded343c5af1f97f7f040db03,SGG20240124065629-529,350022681378451,350022681378451,350022681378451,1.0,1.248225212097168,1.3883801460266116
-SAP_20240124125714_98461ac8de584cadb20b75470e0120c8,SGG20240124055755-780,0Q8Q3NJW900147J,0Q8Q3NJW900147J,0Q8Q3NJW900147J,1.0,1.0199074745178225,1.152522420883179
-SAP_20240124120757_6177d12ae2164a6dbacdeb43beb68dd3,SGE20240124050937-638,0ATS4NAWA00085X,0ATS4NAWA00085X,0ATS4NAWA00085X,1.0,1.4850854873657229,1.6198719501495362
-SAP_20240124120757_6177d12ae2164a6dbacdeb43beb68dd3,SGE20240124050937-638,0ASQ5NBW900411A,0ASQ5NBW900411A,0ASQ5NBW900411A,1.0,1.3751676082611084,1.6198719501495362
-SAP_20240124213552_6aff9ad6f76d489e8dbafb0baef553ca,SGE20240124145202-918,0ASL5NAW900025X,,,1.0,2.1626198291778564,4.345880365371704
-SAP_20240124213552_6aff9ad6f76d489e8dbafb0baef553ca,SGE20240124145202-918,0YZJ5ABWA00033F,,,1.0,2.3405134677886963,4.345880365371704
-SAP_20240124175902_32ea3de9594e4bedaf038e5b066f92ed,SGG20240124110057-841,350731692350008,350731692350008,350731692350008,1.0,0.9413790702819824,1.0772393703460694
-SAP_20240124181541_04bd5674168f4c23846b77a408f3c287,SGG20240124111708-107,350290892786966,350290892786966,350290892786966,1.0,0.9224932193756104,1.0577260017395018
-SAP_20240124150530_88edf9b286d642aa90c4d4218a57dd31,SGG20240124080809-110,355157585264483,,,1.0,0.9764890670776368,1.118965244293213
-SAP_20240124194041_346f60bb167347d2bb6e5b49661410f4,SGG20240124124249-495,0EBL3CATA00159M,0EBL3CATA00159M,0EBL3CATA00159M,1.0,1.190054416656494,1.324295377731323
-SAP_20240124130440_f7cc2c4bcef04feab3c4b6eae148cf8e,SGG20240124060605-578,0Q4G3NJW800003H,0Q4G3NJW800003H,0Q4G3NJW800003H,1.0,0.9935150146484376,1.126208400726319
-SAP_20240124194149_f9600733aad546d0bd06b2ca18860a7e,SGG20240124124447-317,0Q8Q3NJW500156Z,0Q8Q3NJW500156Z,0Q8Q3NJW500156Z,1.0,1.1719467639923096,1.307425117492676
-SAP_20240124133709_82de6ed5aca2489680ead0e1a1c1d8c8,SGG20240124063914-358,350290893058829,350290893058829,350290893058829,1.0,0.8782927989959717,1.022010898590088
-SAP_20240124141935_4327774c82224db49b07c65f859778d5,SGG20240124072047-270,R52WB0ER19X,R52WB0ER19X,R52WB0ER19X,1.0,1.214860439300537,1.3474043369293214
-SAP_20240124162459_5e75f782dd1d4111bb8d60f81ffd2497,SGG20240124093114-059,5T4Z14BWB00237V,5T4Z14BWB0023ZV,5T4Z14BWB00237V,0.9333,0.9604878425598145,1.0938499927520753
-SAP_20240124161238_301bfd6503ed4dc1850afd19cfac6082,SGG20240124091539-471,5T4Z14BWB00242A,5T4Z14BWB00242A,5T4Z14BWB00242A,1.0,0.8879427909851074,1.0253249168395997
-SAP_20240124193109_43eae098e5dc45aba25e57f5d3834a47,SGG20240124123249-202,R52WB0EQZ4X,R52WB0EQZ4X,R52WB0EQZ4X,1.0,0.9113397598266602,1.0445958137512206
-SAP_20240124120504_3c24cbb97b784b489fa83f99da39d2a4,SGG20240124050814-139,350040121840591,350040121840591,350040121840591,1.0,1.5,1.9578109741210936
-SAP_20240124120504_3c24cbb97b784b489fa83f99da39d2a4,SGG20240124050814-139,StarHub Shop,Starhub Shop,Starhub Shop,1.0,1.5,1.9578109741210936
-SAP_20240124120504_3c24cbb97b784b489fa83f99da39d2a4,SGG20240124050814-139,19/01/2024,['2024-01-19'],2024-01-19,1.0,1.5,1.9578109741210936
-SAP_20240124230826_74e28ce15a6b449586b27f47c688b346,SGG20240124161603-408,0PBG3NJWB00002P,0PBG3NJWB00002P,0PBG3NJWB00002P,1.0,1.1986920833587646,1.3304604053497315
-SAP_20240124142220_348c3f0b4c1f4775995d7bcdcd556d1a,SGG20240124072251-346,356467780728391,356467780728391,356467780728391,1.0,1.259378433227539,1.392421579360962
-SAP_20240124094549_10dd9bfec30a4929942b7603410b439d,SGG20240124024916-834,355157584808769,355157584808769,355157584808769,1.0,0.900362491607666,1.0362270832061768
-SAP_20240124111434_459fe19aa27a4112bd520d0cfec94cf5,SGE20240124041709-318,0JYC3NET300428Z,0JYC3NET300428Z,0JYC3NET300428Z,1.0,1.112053394317627,1.2492879390716554
-Total requests:,79,,,,,,
-Total images:,103,,,,,,
-No. imei images:,95,,,,,,
-No. invoice images:,4,,,,,,
-No. bad quality images:,5,,,,,,
-No. valid images:,98,,,,,,
-No. per of bad quality images:,4.854368932038835,,,,,,
-Average accuracy:,99.51887755102041,,,,,,
-Average imei processing time:,1.249292457496727,,,,,,
-Average invoice processing time:,1.5,,,,,,
-Average processing time (by request):,1.3929973137843128,,,,,,
diff --git a/cope2n-api/SBT_detail_report_20240125.csv b/cope2n-api/SBT_detail_report_20240125.csv
deleted file mode 100644
index 4a5290c..0000000
--- a/cope2n-api/SBT_detail_report_20240125.csv
+++ /dev/null
@@ -1,116 +0,0 @@
-requestId,redemptionNumber,userSubmitResults,OCRResults,revisedResults_by_SDSRV,accuracy,processingTime,processingTime (by request)
-SAP_20240125213556_9be8e42deb384997b52f1627cd9036ae,SGE20240125143859-948,0ASL5NAWB00178V,0ASL5NAWB00178V,0ASL5NAWB00178V,1.0,1.4889461994171145,1.628902530670166
-SAP_20240125213556_9be8e42deb384997b52f1627cd9036ae,SGE20240125143859-948,0YZJ5ABWA00042B,0YZJ5ABWA00042B,0YZJ5ABWA00042B,1.0,1.488931655883789,1.628902530670166
-SAP_20240125204257_e1baab714ef04dedb9eee1a23d3e2dad,SGE20240125134453-128,0ATU4NAWA00221P,0ATU4NAWA00221P,0ATU4NAWA00221P,1.0,1.3176016807556152,1.4584299087524415
-SAP_20240125101846_a30e68ba16234502893faceae34c599b,SGG20240125032143-030,5T4Z14BWC00043Y,5T4Z14BWC00043Y,5T4Z14BWC00043Y,1.0,1.0199410915374756,1.152536964416504
-SAP_20240125224513_03c574f959294cbb9f2d601100d0ddbc,SGE20240125154742-991,06QB4EAWA00158Y,06QB4EAWA00158Y,06QB4EAWA00158Y,1.0,1.0634562969207764,1.1954639911651612
-SAP_20240125160714_fa2175cc36004570ba0afa71c1b59d72,SGE20240125090937-806,0HX34DBWA00060T,0HX34DBWA00060T,0HX34DBWA00060T,1.0,1.039566993713379,1.172396993637085
-SAP_20240125220736_bc50900a2fe145e38f8477958ee8d7c0,SGG20240125151228-397,0PBD3NJWB00001V,0PBD3NJWB00001V,0PBD3NJWB00001V,1.0,1.1566109657287598,1.2912472248077391
-SAP_20240125192500_01936d2c7e8f4a459c4d526f90bd9a1e,SGG20240125122649-640,355157585015174,355157585015174,355157585015174,1.0,0.933051586151123,1.0662609100341796
-No. valid images:,102,0ASL5NAX100069K,0ASL5NAX100069K,0ASL5NAX100069K,1.0,1.3499441146850586,1.488349771499634
-No. per of bad quality images:,3.7735849056603774,0YZJ5ABW900264T,0YZJ5ABW900264T,0YZJ5ABW900264T,1.0,1.3293275833129885,1.488349771499634
-SAP_20240125201554_9a7404943fbb4841a6362a71d3546f55,SGG20240125131953-507,R52W805LBAX,R52W805LBAX,R52W805LBAX,1.0,1.2617237567901611,1.3950358390808109
-SAP_20240125224841_bfb5e1029a36414aac1413d97be39370,SGG20240125154952-766,350290890547733,350290890547733,350290890547733,1.0,0.8830780982971191,1.01670823097229
-SAP_20240125205434_f575befce0ec42f8b5645443b9c6482a,SGG20240125135937-930,350290890609178,350290890609178,350290890609178,1.0,1.2261323928833008,1.3658510208129884
-SAP_20240125104539_811b7fab8ca6427581646a26862d200e,SGG20240125034719-140,5T4Z14BWB00205L,5T4Z14BWB00205L,5T4Z14BWB00205L,1.0,1.1542768478393557,1.2871693134307862
-SAP_20240125135012_7b495a3516e94889ba09f37f3a6593a2,SGG20240125065319-543,0YDK5ADWA00101K,0YDKSADWA00101K,0YDK5ADWA00101K,0.9333,1.1237897872924805,1.2563174724578858
-SAP_20240125123038_ac46ab6e5bd044e6a9f6043d277b95d2,SGG20240125053257-472,0Q893NJWC00009V,0Q893NJWC00009V,0Q893NJWC00009V,1.0,1.1087157726287842,1.2406862735748292
-SAP_20240125162758_321c0b8822324fbe9111ce4daa641130,SGG20240125093246-227,5T4Z14BWB00059B,5T4Z14BWB00059B,5T4Z14BWB00059B,1.0,0.9552195072174072,1.1094771385192872
-SAP_20240125102309_7abd107fbd374e38b32e7b3742b8d7b4,SGE20240125032608-460,0ELL43BWA00153M,0ELL43BWA00153M,0ELL43BWA00153M,1.0,1.597317457199097,1.742768144607544
-SAP_20240125102309_7abd107fbd374e38b32e7b3742b8d7b4,SGE20240125032608-460,0ASQ5NBWC00125B,0ASQ5NBWC00125B,0ASQ5NBWC00125B,1.0,1.3949432373046875,1.742768144607544
-SAP_20240125121008_8aee1d77c3c244f88f431d19b0189888,SGE20240125051315-669,5BB614AW700205K,5BB614AW700205K,5BB614AW700205K,1.0,0.9202213287353516,1.053608274459839
-SAP_20240125180618_7e065fe71afd4120b16d9ab5282abcc8,SGG20240125111350-850,350290890346102,Z5243951,Z5243951,1.0,1.235400915145874,1.3726869583129884
-SAP_20240125162736_7c4b7ddf3dc84792af82a83712bfeeab,SGG20240125092933-779,0LR14DBWC00070W,,0LR14DBWC00070W,0.0,1.1674394607543943,1.3014973163604735
-SAP_20240125224306_32770c6dbe384d10803f8ded176ff3ff,SGG20240125155105-300,0J4T3NITC00011D,0J4T3NITC00011D,0J4T3NITC00011D,1.0,1.0477051734924316,1.181892251968384
-SAP_20240125214938_930ae2d226f44f7faf5aee1ad27a4bad,SGE20240125145129-306,358423446502314,358423446502314,358423446502314,1.0,1.5,2.1542447566986085
-SAP_20240125214938_930ae2d226f44f7faf5aee1ad27a4bad,SGE20240125145129-306,Best Denki (VivoCity),Bes1Dank1,Best Denki,0.6,1.5,2.1542447566986085
-SAP_20240125214938_930ae2d226f44f7faf5aee1ad27a4bad,SGE20240125145129-306,24/01/2024,['2024-01-24'],2024-01-24,1.0,1.5,2.1542447566986085
-SAP_20240125211124_58a1d74b70ef4c688ab5c870944a01ba,SGE20240125141327-747,0LES4DAW900162Y,0LES4DAW900162Y,0LES4DAW900162Y,1.0,1.7253801822662354,1.8631020545959476
-SAP_20240125211124_58a1d74b70ef4c688ab5c870944a01ba,SGE20240125141327-747,0ASQ5NBWC00091F,0ASQ5NBWC00091F,0ASQ5NBWC00091F,1.0,1.4699831008911133,1.8631020545959476
-SAP_20240125122931_e8d9f49133e448f1a541f6c4a83cd5eb,SGE20240125053115-201,0ASQ5NBWA00052Y,0ASQ5NBWA00052Y,0ASQ5NBWA00052Y,1.0,1.310577154159546,1.4626351356506349
-SAP_20240125122931_e8d9f49133e448f1a541f6c4a83cd5eb,SGE20240125053115-201,0YZJ5ABW800069W,0YZJ5ABW800069W,0YZJ5ABW800069W,1.0,1.308171033859253,1.4626351356506349
-SAP_20240125160938_99142d5946734eab821ce27cc59a60dc,SGG20240125091024-692,0Q8Q3NJWA00070L,0Q8Q3NJWA00070L,0Q8Q3NJWA00070L,1.0,0.9890553951263428,1.1352375507354735
-SAP_20240125103536_c0c1f77f7faa430d90542ef6c4fb65a4,SGG20240125033757-959,5T4Z14BWB00252E,5T4Z14BWB00252E,5T4Z14BWB00252E,1.0,0.9085402488708496,1.0423117637634276
-SAP_20240125120420_64afa031c77e438783b3743f175c132a,SGG20240125050649-053,350022680360880,350022680360880,350022680360880,1.0,1.219712495803833,1.3600147724151612
-SAP_20240125114015_bcd2cc75deac420bb01095057868f8f9,SGG20240125044206-241,5T4Z14BWB00066F,5T4Z14BWB00066F,5T4Z14BWB00066F,1.0,0.9332277774810792,1.0666464328765868
-SAP_20240125190428_2365d7ae7f1f4bbdabc8656f70b72464,SGG20240125120706-072,0YDK5ADWA00109Z,,,1.0,1.2558550834655762,1.3879297733306886
-SAP_20240125133917_76f8b68536814928bdd333def56e04a5,SGG20240125064319-249,5T4Z14BWB00058N,5T4Z14BWB00058N,5T4Z14BWB00058N,1.0,1.0473170280456543,1.1801486968994142
-SAP_20240125144925_0ad81bcce8d843f0bb90754f40812761,SGG20240125075324-476,0U0T4ADW900045K,0U0T4ADW900045K,0U0T4ADW900045K,1.0,1.3918192386627195,1.5261276721954349
-SAP_20240125230011_e809ed9d5b9c4fda93fd04cf5848d685,SGG20240125160254-016,350290890891008,350290890891008,350290890891008,1.0,0.8782548904418945,1.0113664627075194
-SAP_20240125114657_582106f68a9a4c0a8a89beffa1a4ad2a,SGE20240125044932-254,Best Denki (VivoCity),Best Denki,Best Denki,1.0,1.5,2.0981045722961427
-SAP_20240125114657_582106f68a9a4c0a8a89beffa1a4ad2a,SGE20240125044932-254,24/01/2024,['2024-01-24'],2024-01-24,1.0,1.5,2.0981045722961427
-SAP_20240125114657_582106f68a9a4c0a8a89beffa1a4ad2a,SGE20240125044932-254,355731671682236,355731671682236,355731671682236,1.0,1.5,2.0981045722961427
-SAP_20240125145604_de6d55acae44488f94afe7ba49868c35,SGE20240125075731-026,Best Denki (VivoCity),Best Denki,Best Denki,1.0,1.5,2.1104103088378907
-SAP_20240125145604_de6d55acae44488f94afe7ba49868c35,SGE20240125075731-026,22/01/2024,['2024-01-22'],2024-01-22,1.0,1.5,2.1104103088378907
-SAP_20240125145604_de6d55acae44488f94afe7ba49868c35,SGE20240125075731-026,355731671171347,355731671171347,355731671171347,1.0,1.5,2.1104103088378907
-SAP_20240125132212_944dd6bd957b43178bbc46abe03d73b4,SGE20240125062325-848,5BPV14AW800004M,5BPV14AW800004M,5BPV14AW800004M,1.0,1.24507474899292,1.3999684810638429
-SAP_20240125195221_b7ba1228fe734f40aacb76c7dc5183a8,SGG20240125125558-535,354136921163980,354136921163980,354136921163980,1.0,1.0239176750183103,1.158903455734253
-SAP_20240125164107_4de581066a8a430b980d93e270e1b4b2,SGG20240125094221-467,0Q8Q3NJW900154Y,0Q8Q3NJW900154Y,0Q8Q3NJW900154Y,1.0,0.9792017936706544,1.1127015113830567
-SAP_20240125195840_b0b41f421cd7480f85100d09ac76ea57,SGE20240125130130-631,0ASL5NAWA00026M,5NAWA00026M,0ASL5NAWA00026M,0.7333,1.4404964447021484,1.5998056888580323
-SAP_20240125195840_b0b41f421cd7480f85100d09ac76ea57,SGE20240125130130-631,0YZJ5ABWB00283R,,,1.0,1.4561965465545654,1.5998056888580323
-SAP_20240125131912_0a29feff5e964a1cb9623bf9edf1c848,SGG20240125062114-342,350022680364338,350022680364338,350022680364338,1.0,0.8550548553466797,0.987336492538452
-SAP_20240125145230_9d412392f0c8480389d39ab939164e00,SGE20240125075401-918,0U0T4ADWB00026K,0U0T4ADWB00026K,0U0T4ADWB00026K,1.0,1.155393123626709,1.2891133785247804
-SAP_20240125210434_814e92c1f67a421fbff69955bd8b8c1b,SGG20240125140541-346,350290892696637,350290892696637,350290892696637,1.0,0.9266412258148192,1.0594922065734862
-SAP_20240125115408_541ea2d07072445e86bd113ab9f9f063,SGG20240125045604-600,5T4Z14BWB00064X,5T4Z14BWB00064X,5T4Z14BWB00064X,1.0,1.0816497802734375,1.2303379535675052
-SAP_20240125214551_296f740bf66647d8a4a3de4d32c94bcf,SGG20240125144813-601,R52WC04EVEP,R52WC04EVEP,R52WC04EVEP,1.0,1.098271131515503,1.2321403980255128
-SAP_20240125211132_c37d13553e3e4637b55ef172b643e703,SGG20240125141619-105,350022681357760,350022681357760,350022681357760,1.0,1.0743112564086914,1.2073093414306642
-SAP_20240125154932_09f6be1513be42c68fdae965451dd8ec,SGE20240125085016-729,5TW514BWA00041B,5TW514BWA00041B,5TW514BWA00041B,1.0,0.8248586654663086,0.9776636123657226
-SAP_20240125134355_b575051032ce42a2bd9a4f7a0825a9ba,SGE20240125064551-607,358423440731471,358423440731471,358423440731471,1.0,1.5,1.9584628105163573
-SAP_20240125134355_b575051032ce42a2bd9a4f7a0825a9ba,SGE20240125064551-607,Best Denki (VivoCity),Best Denki,Best Denki,1.0,1.5,1.9584628105163573
-SAP_20240125134355_b575051032ce42a2bd9a4f7a0825a9ba,SGE20240125064551-607,25/01/2024,['2024-01-25'],2024-01-25,1.0,1.5,1.9584628105163573
-SAP_20240125161827_15713f545377408d8eb23b057d1015c9,SGG20240125092021-487,350290891499496,350290891499496,350290891499496,1.0,0.8609986305236816,0.9944795131683348
-SAP_20240125160545_6728fb210bf14d8884144ea898556662,SGG20240125090631-697,0Q8Q3NJWA00072K,0Q8Q3NJWA00072K,0Q8Q3NJWA00072K,1.0,0.9908835887908936,1.1273015499114991
-SAP_20240125123230_21397d76b3b1402aaa3b8238756d244c,SGE20240125053328-197,0ASQ5NBWA00052Y,0ASQ5NBWA00052Y,0ASQ5NBWA00052Y,1.0,1.3057076930999756,1.4459484577178956
-SAP_20240125123230_21397d76b3b1402aaa3b8238756d244c,SGE20240125053328-197,0YZJ5ABW800069W,0YZJ5ABW800069W,0YZJ5ABW800069W,1.0,1.3013384342193604,1.4459484577178956
-SAP_20240125182136_26b2b197231f458faf1076e824ee1d29,SGG20240125112235-756,R52WC0239QT,R52WC0239QT,R52WC0239QT,1.0,1.0514028072357178,1.1845999717712403
-SAP_20240125153027_94ab5901b2e346968545829ac8b53bd8,SGG20240125083355-770,0J4K3NEW200026D,0J4K3NEW200026D,0J4K3NEW200026D,1.0,1.0691614151000977,1.2009881496429444
-SAP_20240125083125_2d4ad147424d4f5e8798bbf2bb6ddc6d,SGG20240125013440-417,0JYD3NEWC00055L,0JYD3NEWC00055L,0JYD3NEWC00055L,1.0,1.132312297821045,1.2645393371582034
-SAP_20240125101523_0b55477cd13b4d1d8d87f7fae39ac997,SGE20240125031912-522,0ELL43BWA00153M,0ELL43BWA00153M,0ELL43BWA00153M,1.0,1.636206865310669,1.7737263202667235
-SAP_20240125101523_0b55477cd13b4d1d8d87f7fae39ac997,SGE20240125031912-522,0ASQ5NBWC00125B,0ASQ5NBWC00125B,0ASQ5NBWC00125B,1.0,1.4371669292449951,1.7737263202667235
-SAP_20240125153517_e10a6a2dbd954d578dbcb1e5ccbfa03e,SGG20240125083804-864,0YDK5ADWA00161J,0YDK5ADWA00161J,0YDK5ADWA00161J,1.0,1.0505828857421875,1.1913829803466798
-SAP_20240125131850_143ca40678a141258c157dd6b4180635,SGG20240125062327-436,5T4Z14BWC00041L,,5T4Z14BWC00041L,0.0,0.934067726135254,1.0744560718536378
-SAP_20240125172254_f6e3e74e2e6e402c892f3af2d0d8a9b1,SGG20240125102526-033,0YDK5ADW800094D,0YDK5ADW800094D,0YDK5ADW800094D,1.0,1.0506293773651123,1.662214136123657
-SAP_20240125221541_6d91d187167845949ce4c30b9e9820bd,SGG20240125151845-942,352271451372388,352271451372388,352271451372388,1.0,1.1356115341186523,1.2715981960296632
-SAP_20240125071228_43c875a4f25e4176a60bce80c14d71a9,SGG20240125001443-729,StarHub Shop,Starhub Shop,Starhub Shop,1.0,1.5,1.819897985458374
-SAP_20240125071228_43c875a4f25e4176a60bce80c14d71a9,SGG20240125001443-729,22/12/2023,['2023-12-22'],2023-12-22,1.0,1.5,1.819897985458374
-SAP_20240125071228_43c875a4f25e4176a60bce80c14d71a9,SGG20240125001443-729,352838655739818,352838655739818,352838655739818,1.0,1.5,1.819897985458374
-SAP_20240125164706_ffdc39d80679435ba50e9f8c57b36d87,SGG20240125094959-463,5T4Z14BWB00068J,5T4Z14BWB00068J,5T4Z14BWB00068J,1.0,0.853308916091919,0.9954803943634032
-SAP_20240125101446_2f7286d7511141dab30c738edaa01158,SGG20240125031809-937,0Q8Q3NJW900098K,0Q8Q3NJW900098K,0Q8Q3NJW900098K,1.0,1.2526483535766602,1.3862560749053956
-SAP_20240125193328_fecfa1bf20a84880af34db3b68377278,SGE20240125123439-462,0YDJ5ADWA00033H,0YDJ5ADWA00033H,0YDJ5ADWA00033H,1.0,1.0520074367523191,1.1848743915557862
-SAP_20240125212556_56da7e955be64ec289e70b949966fe68,SGG20240125143022-907,Lazada (Samsung Brand Store),,,1.0,1.5,1.4510591983795167
-SAP_20240125212556_56da7e955be64ec289e70b949966fe68,SGG20240125143022-907,19/01/2024,[],,1.0,1.5,1.4510591983795167
-SAP_20240125212556_56da7e955be64ec289e70b949966fe68,SGG20240125143022-907,355157585976359,,,1.0,1.5,1.4510591983795167
-SAP_20240125110702_2fef0d1d51314e51b8206c3119349fdd,SGG20240125041012-802,5T4Z14BWB00003A,5T4Z14BWA00094J,5T4Z14BWA00094J,1.0,0.9944474697113036,1.13126859664917
-SAP_20240125234612_920bc074e4324ee8bf385e5646e87439,SGG20240125164809-218,R52W805L1SR,R52W805L1SR,R52W805L1SR,1.0,1.0498411655426023,1.18782958984375
-SAP_20240125133318_3b2abb0c97af45ebab9b5ff0f5f43818,SGE20240125064040-740,0HX34DBW800015T,0HX34DBW800015,0HX34DBW800015,1.0,0.9728784561157228,1.1051653385162354
-SAP_20240125132212_bb88eaacf24b43a8abc60955fabdc5cf,SGG20240125063807-297,355157580646973,355157580646973,355157580646973,1.0,0.9953052997589112,1.1327186584472655
-SAP_20240125221239_ed009583d5da4a08868640002f8cfee2,SGG20240125151536-309,350290891498134,350290891498134,350290891498134,1.0,1.0928809642791748,1.2916520595550538
-SAP_20240125100105_c12cdedd14eb48b885cd35795730fcfe,SGE20240125030608-563,0ELL43BWB000990,,,1.0,1.7844538688659668,1.926446294784546
-SAP_20240125213011_def2469a28654095941d82bd43d2b740,SGE20240125143144-776,0ASL5NAWB00009A,0ASL5NAWB00009A,0ASL5NAWB00009A,1.0,1.5015358924865725,1.635885334014893
-SAP_20240125213011_def2469a28654095941d82bd43d2b740,SGE20240125143144-776,0YZJ5ABWA00376Y,0YZJ5ABWA00376Y,0YZJ5ABWA00376Y,1.0,1.4938123226165771,1.635885334014893
-SAP_20240125183859_a9917204a4ed415c94d1a2668ac75691,SGG20240125114108-454,0JYD3NET300247F,0JYD3NET300247F,0JYD3NET300247F,1.0,0.9572863578796388,1.090140438079834
-SAP_20240125235224_59dedcd6d10a416fa8840772cf2bb5cd,SGG20240125165451-334,0Q8A3NJW500028H,0Q8A3NJW500028H,0Q8A3NJW500028H,1.0,1.1419196128845217,1.2744627952575684
-SAP_20240125122004_b20ad78959c44688971d17d662a7a97e,SGE20240125052126-759,1HPB43AT800003Z,1HPB43AT800003Z,1HPB43AT800003Z,1.0,1.4283616542816162,1.585705614089966
-SAP_20240125122004_b20ad78959c44688971d17d662a7a97e,SGE20240125052126-759,0KQ8GDAW700037W,0KQ8GDAW700037W,0KQ8GDAW700037W,1.0,1.262664794921875,1.585705614089966
-SAP_20240125231500_1b8c9fa223f74c49ba97e66b95e541a1,SGG20240125161714-628,0LR14DBWC00057H,0LR14DBWC00057H,0LR14DBWC00057H,1.0,1.0184242725372314,1.1622401237487794
-SAP_20240125200322_e36d43e6455f4596a572c5e08cbe4d66,SGG20240125130847-125,0Q8Q3NJW700021J,0Q8Q3NJW700021J,0Q8Q3NJW700021J,1.0,1.093851089477539,1.2287949085235597
-SAP_20240125235543_bd2a75e6dce84abda987c1ce54bbdf77,SGE20240125165646-394,5T8J14BWC00029D,5T8J14BWC00029D,5T8J14BWC00029D,1.0,1.109222650527954,1.2410069465637208
-SAP_20240125114600_231b3c239d0f408fbcbc97a975b6a286,SGE20240125044732-920,355731671720390,355731671720390,355731671720390,1.0,1.5,2.057817316055298
-SAP_20240125114600_231b3c239d0f408fbcbc97a975b6a286,SGE20240125044732-920,Best Denki (VivoCity),Best Denki,Best Denki,1.0,1.5,2.057817316055298
-SAP_20240125114600_231b3c239d0f408fbcbc97a975b6a286,SGE20240125044732-920,24/01/2024,['2024-01-24'],2024-01-24,1.0,1.5,2.057817316055298
-SAP_20240125212647_ff4b239c29da42518c0069e6513ed1a0,SGE20240125143047-144,0U0T4ADWC00034L,0U0T4ADWC00034L,0U0T4ADWC00034L,1.0,1.0449843406677246,1.182161426544189
-SAP_20240125161614_97e676999f774811884be2b05b158898,SGG20240125092032-119,355157585880270,355157585880270,355157585880270,1.0,0.9219574928283693,1.0554035663604735
-SAP_20240125130327_9599d6055f1c4a6ea1c3f6881dfaa2de,SGG20240125060606-545,0YDJ5ADW900007B,0YDJ5ADW900007B,0YDJ5ADW900007B,1.0,0.9943006038665771,1.1268959999084474
-SAP_20240125202835_1e5754d3c53346769ccbaf9783a86dd6,SGG20240125133049-486,R52WC060MMW,R52WC060MMW,R52WC060MMW,1.0,1.2360763549804688,1.370289421081543
-SAP_20240125072654_3f1c97512e5848e1bc86124761fe6f1e,SGG20240125002951-429,0Q4G3NJW400014A,0Q4G3NJW400014A,0Q4G3NJW400014A,1.0,1.12111496925354,1.255377149581909
-SAP_20240125120153_7e63d4a2905f411c896cc4832e6222fe,SGE20240125050601-486,1KPG43BWA00052B,1KPG43BWA00052B,1KPG43BWA00052B,1.0,1.5634815692901611,1.6997049808502198
-SAP_20240125120153_7e63d4a2905f411c896cc4832e6222fe,SGE20240125050601-486,0ASC5NAWA00109X,0KQ8GDAWA00088B,0KQ8GDAWA00088B,1.0,1.3467087745666504,1.6997049808502198
-Total requests:,81,,,,,,
-Total images:,106,,,,,,
-No. imei images:,92,,,,,,
-No. invoice images:,7,,,,,,
-No. bad quality images:,4,,,,,,
-Average accuracy:,99.93460784313726,,,,,,
-Average imei processing time:,1.1916836406407731,,,,,,
-Average invoice processing time:,1.5,,,,,,
-Average processing time (by request):,1.339020477367351,,,,,,
diff --git a/cope2n-api/SBT_detail_report_20240126.csv b/cope2n-api/SBT_detail_report_20240126.csv
deleted file mode 100644
index 9888c4e..0000000
--- a/cope2n-api/SBT_detail_report_20240126.csv
+++ /dev/null
@@ -1,112 +0,0 @@
-requestId,redemptionNumber,userSubmitResults,OCRResults,revisedResults_by_SDSRV,accuracy,processingTime,processingTime (by request)
-SAP_20240126115718_1d2dc34dddee41bcba5de3a60ad71cdf,SGG20240126045916-110,350731690550971,350731690550971,350731690550971,1.0,0.8942320346832275,1.0378786087036134
-SAP_20240126200648_6470780acd4a43d29f0884cebeac6e7c,SGG20240126131052-455,0Q893NJWB00053V,0Q893NJWB00053V,0Q893NJWB00053V,1.0,1.071019411087036,1.2465909481048585
-SAP_20240126085318_f0a2404b5c834a6fb014327df3136e62,SGG20240126015713-119,0Q4G3NJW800109N,0Q4G3NJW800109N,0Q4G3NJW800109N,1.0,1.1489877700805664,1.2903140544891358
-SAP_20240126143457_00808e3d79de4ee9b588f5715b19c3e1,SGG20240126073611-764,RFAWA04ZXSX,RFAWA04ZXSX,RFAWA04ZXSX,1.0,1.5,1.8713041305541995
-SAP_20240126143457_00808e3d79de4ee9b588f5715b19c3e1,SGG20240126073611-764, Shopee (Samsung Brand Store),Singtel Shop,Singtel Shop,1.0,1.5,1.8713041305541995
-SAP_20240126143457_00808e3d79de4ee9b588f5715b19c3e1,SGG20240126073611-764,26/01/2024,['2024-01-26'],2024-01-26,1.0,1.5,1.8713041305541995
-Total images:,101,0Q4G3NJWB00218Z,0Q4G3NJWB00218Z,0Q4G3NJWB00218Z,1.0,1.0479822158813477,1.1809743404388429
-SAP_20240126004045_338ff12db8ec4d16bfc5400286aa7d87,SGG20240125174359-266,350635070555205,350635070555205,350635070555205,1.0,0.8944871425628662,1.0273746013641356
-SAP_20240126135701_9ae33bc24cf845ffb8a08a9d3ca6baa3,SGG20240126070244-697,R52W809SMBD,R52W809SMBD,R52W809SMBD,1.0,1.0541915893554688,1.1878133773803712
-SAP_20240126150301_4967002c275240dba43abb47356dccf8,SGG20240126081042-061,0ELL43BW200017H,0ELL43BW200017H,0ELL43BW200017H,1.0,1.4720747470855713,1.616723155975342
-SAP_20240126175230_ee62337fee984e8e84b246713a0f69e3,SGG20240126105648-524,350290892787568,350290892787568,350290892787568,1.0,0.937206506729126,1.0713475704193114
-SAP_20240126223817_2584f1d6cc8946b8a8ced6a7e8119d07,SGG20240126153955-591,350731691203927,350731691203927,350731691203927,1.0,0.872807502746582,1.0235594272613526
-SAP_20240126182807_798a5a25ecfb47889498032be0327b79,SGE20240126112934-135,0YZJ5ABWA00333V,0YZJ5ABWA00333V,0YZJ5ABWA00333V,1.0,1.3987164497375488,1.602533197402954
-SAP_20240126182807_798a5a25ecfb47889498032be0327b79,SGE20240126112934-135,0ASL5NAWB00017M,0ASL5NAWB00017M,0ASL5NAWB00017M,1.0,1.4496088027954102,1.602533197402954
-SAP_20240126154606_a87b51f78ca845df8f1a4e7e89ee89e8,SGG20240126085021-652,350290891161047,350290891161047,350290891161047,1.0,1.095947504043579,1.2395242214202882
-SAP_20240126101255_902423b54700432ab85db25d83ba19e7,SGG20240126031506-763,0Q8A3NJW500038P,0Q8A3NJW500038P,0Q8A3NJW500038P,1.0,1.022899150848389,1.1585556030273438
-SAP_20240126175904_61867a9cb6bd4ef1bb6f72c80056e0ea,SGG20240126110118-053,350731692215144,350731692215144,350731692215144,1.0,0.928658962249756,1.061669445037842
-SAP_20240126160324_18701e3e480f4a1896a923ec8bf7bfae,SGG20240126090526-800,350290892948657,350290892948657,350290892948657,1.0,0.8716981410980225,1.0053966999053956
-SAP_20240126215445_7fac2aa8c7fe425db953ec33735f7c3a,SGE20240126145831-040,0JYX3NIT300181H,0JYX3NIT300181H,0JYX3NIT300181H,1.0,1.0374202728271484,1.1738136768341063
-SAP_20240126110614_ced560bf307043c8afeec989076d345a,SGG20240126040758-319,350290891529227,350290891529227,350290891529227,1.0,0.872100830078125,1.0042253494262694
-SAP_20240126165706_da00518599d94d5487919551cdad95b4,SGE20240126095954-141,0YZJ5AEW600130K,0YZJ5AEW600130K,0YZJ5AEW600130K,1.0,1.5117967128753662,1.647792673110962
-SAP_20240126165706_da00518599d94d5487919551cdad95b4,SGE20240126095954-141,0ASQ5NBWB00040K,0ASQ5NBWB00040K,0ASQ5NBWB00040K,1.0,1.499040603637695,1.647792673110962
-SAP_20240126174404_8410a756d5474b7b811872d0fc4bb329,SGG20240126104541-992,350731692350271,350731692350271,350731692350271,1.0,0.8911027908325195,1.0309985637664794
-SAP_20240126231758_5affedc86baf40ca9373e2b853c86778,SGE20240126162322-483,0ELL43BWA00060N,0ELL43BWA00060N,0ELL43BWA00060N,1.0,1.265329360961914,1.3992048263549806
-SAP_20240126000434_73f35453a22a4156b7441e519b3b8f9c,SGG20240125170737-027,1KPG43BWA00045H,1KPG43BWA00045H,1KPG43BWA00045H,1.0,1.1764466762542725,1.7112523078918456
-SAP_20240126173754_3df78f72e82a4397b913e726530eea48,SGG20240126104841-946,0Q8Q3NJWC00106L,0Q8Q3NJWC00106L,0Q8Q3NJWC00106L,1.0,1.161653757095337,1.299892044067383
-SAP_20240126184532_2f8f5e86abeb421f8a79e858e7ff0c05,SGG20240126114652-923,350290890483772,350290890483772,350290890483772,1.0,1.0525670051574707,1.1891220569610597
-SAP_20240126095900_69090491d6e5402b8ec83ac3f66a5859,SGG20240126030316-399,0PBS3NIWB00010D,0PBS3NIWB00010D,0PBS3NIWB00010D,1.0,1.0519180297851562,1.187789297103882
-SAP_20240126161756_aa0ce401b4354f9e84ee7ec09c35cc3b,SGG20240126092023-817,350022680892460,350022680892460,350022680892460,1.0,1.0138952732086182,1.1476193428039552
-SAP_20240126232242_c31bc769e75c40f1a4437c11b4186014,SGE20240126162423-892,0U0T4ADWB00064H,0U0T4ADWB00064H,0U0T4ADWB00064H,1.0,1.7410330772399902,1.8802155017852784
-SAP_20240126232242_c31bc769e75c40f1a4437c11b4186014,SGE20240126162423-892,0ASL5NAWB00229E,0ASL5NAWB00229E,0ASL5NAWB00229E,1.0,1.4875075817108154,1.8802155017852784
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-SAP_20240126222438_733ae46e0a5b4eb789a24c7fbdb7f99f,SGG20240126152637-927,0N6J3NJW400048N,0N6J3NJW400048N,0N6J3NJW400048N,1.0,1.368976354598999,1.5030978679656983
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-SAP_20240126191011_bef58938dca241e79e82830e331c0a0d,SGG20240126121142-210,0WSD4ADWC00072P,0WSD4ADWC00072P,0WSD4ADWC00072P,1.0,1.2259109020233154,1.3655291557312013
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-SAP_20240126123210_a13d238f995240a0a17223a47766f306,SGG20240126053703-917,355157585207383,355157585207383,355157585207383,1.0,0.8665962219238281,1.000627613067627
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-SAP_20240126222302_be6417a38e8f4c36a4cad719b54fc97e,SGG20240126152531-286,StarHub Shop,Starhub Shop,Starhub Shop,1.0,1.5,1.8260963916778568
-SAP_20240126222302_be6417a38e8f4c36a4cad719b54fc97e,SGG20240126152531-286,26/01/2024,['2021-01-26'],2021-01-26,1.0,1.5,1.8260963916778568
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-SAP_20240126233009_8b49759a371740f18222045cd4315e39,SGE20240126163305-203,0YZJ5ABWA00030H,0YZJ5ABWA00030H,0YZJ5ABWA00030H,1.0,1.5307366847991943,1.6672762393951417
-SAP_20240126195027_f0283b96b9914dedab7f64f86b84804b,SGG20240126125148-473,350022681378139,350022681378139,350022681378139,1.0,0.9056675434112548,1.039934492111206
-SAP_20240126183222_f4604b6d71ba4172bdc1c9c0725038cc,SGE20240126113327-826,0Q4C3NJW500009V,0Q4C3NJW500009V,0Q4C3NJW500009V,1.0,1.108468770980835,1.2449642181396483
-SAP_20240126202313_c12e277bdad14f659b9de1d1cd4a83ee,SGG20240126133032-827,R52W809SL7W,R52W809SL7W,R52W809SL7W,1.0,1.1127562522888184,1.2512370109558106
-SAP_20240126081738_e4f995adffa647d98e5741057dd25742,SGG20240126012311-208,0YDJ5ADW200138Z,0YDJ5ADW200138,0YDJ5ADW200138,1.0,1.0407648086547852,1.1798680782318116
-SAP_20240126191135_27e1d34922ab4a1786eda3cb6529d1c2,SGG20240126121440-665,350290891498654,350290891498654,350290891498654,1.0,0.9208393096923828,1.0560425281524657
-SAP_20240126212133_1b32e282b06e4c0e9a461078d607c7f1,SGG20240126142335-369,0MTZ3NLWA00006R,0MTZ3NLWA00006R,0MTZ3NLWA00006R,1.0,0.9170362949371338,1.0514245986938475
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-SAP_20240126182019_c520bb0c2dfc4d35b6ce241f6fcea2cf,SGE20240126112226-830,0YZJ5ABWA00042B,0YZJ5ABWA00042B,0YZJ5ABWA00042B,1.0,1.4883694648742676,1.6316526889801026
-SAP_20240126182411_64201af6a8cb48eb9bb0766581373b21,SGG20240126112833-448,0Q4C3NJW500009V,0Q4C3NJW500009V,0Q4C3NJW500009V,1.0,1.093600511550903,1.2339063644409178
-SAP_20240126172011_525fc4f18d5748efa409d4c4f03ee751,SGG20240126102235-782,355157585466427,355157585466427,355157585466427,1.0,1.0690150260925293,1.2122965812683106
-SAP_20240126204732_90f6a05e4f50451887a75890e71e3457,SGG20240126135158-902,R52WC0238BK,R52WC0238BK,R52WC0238BK,1.0,1.062395095825195,1.1986478328704837
-SAP_20240126142617_0d28e95416384df3b147dbba57e2a661,SGG20240126072906-318,0YDK5ADWA00098D,0YDK5ADWA00098D,0YDK5ADWA00098D,1.0,0.9366347789764404,1.073484754562378
-SAP_20240126143110_168c0f2f091e4052a28eacb69c4aad4c,SGG20240126073427-253,0Q893NJWA00002W,0Q893NJWA00002W,0Q893NJWA00002W,1.0,1.1324129104614258,1.2660006046295167
-SAP_20240126155811_e7c5f8a966d542b2bf916732cf1b4b82,SGG20240126090131-724,352271451372701,352271451372701,352271451372701,1.0,1.0462393760681152,1.1797109603881837
-SAP_20240126194027_da7d098680fa4653ad275b8cb7f7b00e,SGE20240126124126-960,0BXE7WFWA00122L,0BXE7WFWA00122L,0BXE7WFWA00122L,1.0,1.413304090499878,1.549018955230713
-SAP_20240126194027_da7d098680fa4653ad275b8cb7f7b00e,SGE20240126124126-960,1H3648MW600031L,1H3648MW600031L,1H3648MW600031L,1.0,1.3451073169708252,1.549018955230713
-SAP_20240126215904_a83311efd84c42d88ea6b21b411f0fad,SGE20240126145950-783,5T8J14BWB00007Z,5T8J14BWB00007Z,5T8J14BWB00007Z,1.0,0.974494695663452,1.1103049278259276
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-SAP_20240126171200_381d3fcadcd04bc089e8adaa717b0ae9,SGG20240126101314-732,357090780184404,357090780184404,357090780184404,1.0,0.8909060955047607,1.0284482002258302
-SAP_20240126104459_b74af403146d449c832272dcb7def121,SGG20240126034608-267,0PBR3NNWC00015T,0PBR3NNWC00015T,0PBR3NNWC00015T,1.0,1.2945306301116943,1.4270726203918458
-SAP_20240126205406_cbb0034c8bdd44959399ce08b79d2b02,SGG20240126135749-779,352271450762902,352271450762902,352271450762902,1.0,0.8849332332611084,1.0251866340637206
-SAP_20240126143703_1d9b0b1e108f4fcaa9c67ce77288ca3c,SGE20240126074850-043,0D654DBWC001001,0D654DBWC00101,0D654DBWC00101,1.0,1.0837981700897217,1.2169288158416751
-SAP_20240126201109_e563c20395ed4a64a7ea3e2a185b4776,SGG20240126131539-548,353439961187690,353439961187690,353439961187690,1.0,0.7701785564422607,0.9025963306427002
-SAP_20240126182752_9a4fe0394acd412d9a182030dc594c2f,SGG20240126113207-268,0YDK5ADWA00085D,0YDK5ADWA00085D,0YDK5ADWA00085D,1.0,1.1223700046539309,1.255285120010376
-SAP_20240126200740_7113a4349e59411786c693b28ae914c8,SGG20240126130955-425,R52WC060M9D,R52WC060M9D,R52WC060M9D,1.0,1.2115719318389893,1.3443714141845704
-SAP_20240126213902_8a95d4567d7348c0acc240fea88dfa8a,SGG20240126144138-866,R52WC01DTWT,,R52WC01DTWT,0.0,0.7032742500305176,0.8436785697937011
-SAP_20240126094916_b21bc423b0214ed3be694e498d9843dd,SGG20240126025657-700,R52WA0BGB9P,R52WA0BGB9P,R52WA0BGB9P,1.0,1.112830400466919,1.2455364227294925
-SAP_20240126201844_15eab80b6a9644838917c10d017484e0,SGG20240126132347-333,0Q8Q3NJWB00058T,0Q6QSTUWB00056,0Q8Q3NJWB00058,0.6429,0.9582929611206056,1.1003564357757567
-Total requests:,86,,,,,,
-No. imei images:,97,,,,,,
-No. invoice images:,2,,,,,,
-No. bad quality images:,3,,,,,,
-No. valid images:,98,,,,,,
-No. per of bad quality images:,2.9702970297029703,,,,,,
-Average accuracy:,100.0,,,,,,
-Average imei processing time:,1.1583068523001163,,,,,,
-Average invoice processing time:,1.5,,,,,,
-Average processing time (by request):,1.2731779092834092,,,,,,
diff --git a/cope2n-api/SBT_detail_report_20240127.csv b/cope2n-api/SBT_detail_report_20240127.csv
deleted file mode 100644
index c170f2e..0000000
--- a/cope2n-api/SBT_detail_report_20240127.csv
+++ /dev/null
@@ -1,120 +0,0 @@
-requestId,redemptionNumber,userSubmitResults,OCRResults,revisedResults_by_SDSRV,accuracy,processingTime,processingTime (by request)
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-SAP_20240127194559_b2caecb6ce2745aa930dfb9ff9f0b784,SGG20240127124757-712,0YDK5ADWA00063V,0YDK5ADWA00063V,0YDK5ADWA00063V,1.0,0.9414377212524414,1.0754517078399657
-SAP_20240127121832_da0e27794e454ab78b8cc341b145e71e,SGG20240127052028-873,0Q8Q3NJWC00017W,0Q8Q3NJWC00017W,0Q8Q3NJWC00017W,1.0,1.076040744781494,3.7145832538604737
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-SAP_20240127165910_3f0aca8283b7428cad4a8e314fc634ee,SGE20240127101010-761,06QB4EAWA00242F,06QB4EAWA00242F,06QB4EAWA00242F,1.0,0.9335227012634276,1.0664647579193114
-SAP_20240127200348_7df7b8a4ca4c439b85282dbb1e73bbd9,SGE20240127130554-064,0NL43NEW300001X,0NL43NEW300001X,0NL43NEW300001X,1.0,1.1281161308288574,1.260825252532959
-SAP_20240127103040_0e65f67f56704f83aeb36458404c8dc3,SGE20240127033414-139,0AR35NAWB00007J,0AR35NAWB00007J,0AR35NAWB00007J,1.0,1.1081717014312744,1.2421403884887696
-SAP_20240127115509_650e002a126a4766950eaf6da07c7d57,SGG20240127050051-392,355157585071706,355157585071706,355157585071706,1.0,0.8519365787506104,0.988822555541992
-SAP_20240127193803_9d57dd630faf4b79ab6ed755df1381f0,SGG20240127123845-054,350022681385084,350022681385084,350022681385084,1.0,1.2314870357513428,1.364739751815796
-SAP_20240127005914_b4567cfeb8944a0b99b3e185b265e169,SGG20240126180253-403,0JY83NCWC00005M,0JY83NCWC00005M,0JY83NCWC00005M,1.0,0.95632004737854,1.0898195266723634
-SAP_20240127103654_b47ca068aeb34990b8139bb47260d598,SGE20240127033828-147,0BXE7WEWC00056A,0BXE7WEWC00056A,0BXE7WEWC00056A,1.0,1.5651085376739502,1.988041973114013
-SAP_20240127103654_b47ca068aeb34990b8139bb47260d598,SGE20240127033828-147,0ASQ5NBX100014D,0LES4DAW900136W,0LES4DAW900136W,1.0,1.8493282794952397,1.988041973114013
-SAP_20240127200359_9403a07c5c2448ee9fc607a4bc338a70,SGG20240127130737-442,350022681391488,350022681391488,350022681391488,1.0,0.8240165710449219,0.957715606689453
-SAP_20240127204251_3036d2ed79974ea697725a5f6efa069d,SGG20240127134810-491,0Q4G3NJW800124F,0Q4G3NJW800124F,0Q4G3NJW800124F,1.0,1.0965864658355713,1.2308639049530028
-SAP_20240127205844_b4f82f06622945b9bf8665d36d0a2499,SGG20240127140134-857,350022680893260,350022680893260,350022680893260,1.0,1.139721155166626,1.271268939971924
-SAP_20240127173429_39e151782a5644a2b21e2a5ee2303da4,SGG20240127103826-636,357090780208930,357090780208930,357090780208930,1.0,1.070164918899536,1.2051855087280274
-SAP_20240127132514_28618f428ec14f46b001e5f71ad96304,SGG20240127062822-758,350290892786982,350290892786982,350290892786982,1.0,1.0539071559906006,1.1873661041259769
-SAP_20240127201420_3d274ec2741244d28caa0357367305bc,SGG20240127131629-638,0JYD3NETC00071L,0JYD3NETC00071L,0JYD3NETC00071L,1.0,1.1052641868591309,1.2405584812164303
-Total requests:,89,,,,,,
-Total images:,108,,,,,,
-No. imei images:,102,,,,,,
-No. invoice images:,3,,,,,,
-No. bad quality images:,6,,,,,,
-No. valid images:,102,,,,,,
-No. per of bad quality images:,5.555555555555555,,,,,,
-Average accuracy:,99.33245098039217,,,,,,
-Average imei processing time:,1.1989284033576648,,,,,,
-Average invoice processing time:,1.5,,,,,,
-Average processing time (by request):,1.3851524709284968,,,,,,
diff --git a/cope2n-api/SBT_detail_report_20240128.csv b/cope2n-api/SBT_detail_report_20240128.csv
deleted file mode 100644
index 704ca87..0000000
--- a/cope2n-api/SBT_detail_report_20240128.csv
+++ /dev/null
@@ -1,108 +0,0 @@
-requestId,redemptionNumber,userSubmitResults,OCRResults,revisedResults_by_SDSRV,accuracy,processingTime,processingTime (by request)
-SAP_20240128150019_74428d7afccf4ed3bcece124909f1de7,SGE20240128080354-981,0Q4G3NJWB00009E,0Q4G3NJWB00009E,0Q4G3NJWB00009E,1.0,1.4430620670318604,1.5826874732971192
-SAP_20240128150019_74428d7afccf4ed3bcece124909f1de7,SGE20240128080354-981,0ASQ5NBX100065H,0YZJ5ABWEI00350,0YZJ5ABWB00350P,0.8,1.2969717979431152,1.5826874732971192
-SAP_20240128153655_85e41d29011b41ee95d6d399301ec2e4,SGG20240128084134-323,0JYD3NETB00081M,0JYD3NETB00081M,0JYD3NETB00081M,1.0,0.9994282722473145,1.1338213443756102
-SAP_20240128145501_89f6694689a947c8ad137b74c020a375,SGE20240128080056-233,0PUQ3NIWB00008P,,,1.0,1.7707877159118652,1.911495065689087
-SAP_20240128160051_9c7f5e2eb2be4ad0a43ea079c9b21939,SGG20240128090704-099,355157584981210,355157584981210,355157584981210,1.0,0.9029557704925536,1.041382884979248
-No. bad quality images:,7,0YDK5ADWC00056Y,0YDK5ADWC00056Y,0YDK5ADWC00056Y,1.0,1.1978135108947754,1.3324256896972655
-SAP_20240128154659_d5f5554e2083414f93cf280d38b7f737,SGE20240128085226-781,0A124NAWA00041K,0A124NAWA00041K,0A124NAWA00041K,1.0,1.364213943481445,1.5324963092803956
-SAP_20240128154659_d5f5554e2083414f93cf280d38b7f737,SGE20240128085226-781,0BX77WTW700026N,0A124NAWA00024B,0A124NAWA00024B,1.0,1.387021541595459,1.5324963092803956
-SAP_20240128150820_9835b94d23f442df9becc9e7e50c717a,SGG20240128081046-670,0YDK5ADWA00110F,YDK5ADWA00110F,0YDK5ADWA00110F,0.9333,1.1177899837493896,1.2521286964416505
-SAP_20240128134034_cb2c61884b1c45ab9d2a4f1b23072af8,SGG20240128064301-968,357260752467943,357260752467943,357260752467943,1.0,1.5,2.5293801784515386
-SAP_20240128134034_cb2c61884b1c45ab9d2a4f1b23072af8,SGG20240128064301-968,StarHub Shop,Starhub Shop,Starhub Shop,1.0,1.5,2.5293801784515386
-SAP_20240128134034_cb2c61884b1c45ab9d2a4f1b23072af8,SGG20240128064301-968,28/01/2024,['2024-01-28'],2024-01-28,1.0,1.5,2.5293801784515386
-SAP_20240128171525_59525ceb268445c493539bd5cef1b83b,SGG20240128101815-905,0YDK5ADWA00060T,0YDK5ADWA00060T,0YDK5ADWA00060T,1.0,1.1337590217590332,1.266858434677124
-SAP_20240128121046_eb8159ce3f50442d8b25f73af6541433,SGG20240128051418-405,355157585077505,355157585077505,355157585077505,1.0,0.9259250164031982,1.065172529220581
-SAP_20240128193625_e4f268ccf4a842b1babdbfb972a1702e,SGG20240128123838-913,0U0T4ADWB00051H,0U0T4ADWB00051H,0U0T4ADWB00051H,1.0,1.8668174743652344,2.0018781185150147
-SAP_20240128223526_750283642f83444cb88f89a4b77e94d8,SGG20240128153650-067,350022680554755,350022680554755,350022680554755,1.0,0.9613120555877686,1.1021188259124757
-SAP_20240128192529_42d23ccae9a848cbbff9e2d1dc224321,SGG20240128122753-420,0YDJ5ADW200135F,0YDJ5ADW200135F,0YDJ5ADW200135F,1.0,0.9451053142547609,1.077259874343872
-SAP_20240128133209_8189455fdf2145a1ae62cc9f2cf2c04a,SGG20240128064018-249,0Q8Q3NJWB00077W,0Q8Q3NJWB00077W,0Q8Q3NJWB00077W,1.0,1.1667492389678955,1.3036471366882325
-SAP_20240128094257_320e01de9a834bb9b704a106d0b41b0e,SGG20240128024636-180,097Q8NATA00005X,,097Q8NATA00005X,0.0,1.1658029556274414,1.3074315547943116
-SAP_20240128213235_0d640f6616674617a0f28ee2f970191e,SGG20240128143542-881,353070870187719,353070870187719,353070870187719,1.0,1.0781798362731934,1.210982894897461
-SAP_20240128211435_0ded96166fc44ca5804f45fc09fe991c,SGG20240128142546-714,0A6E8NAW400032T,,,1.0,1.204211711883545,1.3457118034362794
-SAP_20240128155730_ace604e5be83431989a29409f62d6f36,SGG20240128090054-357,355157584854201,355157584854201,355157584854201,1.0,1.06520414352417,1.1991578102111815
-SAP_20240128005339_1be3381405fc4103a6ca8fa1bf11d020,SGG20240127175806-221,0Q2K3NJW800062P,0Q2K3NJW800062P,0Q2K3NJW800062P,1.0,1.1263532638549805,1.2592626571655274
-SAP_20240128204435_4a27557ecd1942ccba16590ee034ad57,SGE20240128134647-077,1KPG43BW800012N,1KPG43BW800012N,1KPG43BW800012N,1.0,1.6571128368377686,1.7948103904724122
-SAP_20240128204435_4a27557ecd1942ccba16590ee034ad57,SGE20240128134647-077,0BXE7WFW900189B,0B2R8NAWA00039Z,0B2R8NAWA00039Z,1.0,1.3453929424285889,1.7948103904724122
-SAP_20240128172306_f0d3476497864d0b9e6b84175b55f525,SGE20240128102646-347,0ATU4NAWA00123W,0ATU4NAWA00123W,0ATU4NAWA00123W,1.0,1.5419926643371582,1.6880088806152345
-SAP_20240128172306_f0d3476497864d0b9e6b84175b55f525,SGE20240128102646-347,0BXF7WEWA00054B,0W2H5ABWC00008J,0W2H5ABWC00008J,1.0,1.3293952941894531,1.6880088806152345
-SAP_20240128141832_26a815eda93e4d44bab99894f07a59c6,SGE20240128072110-556,0W2D5ABW700147Z,0W2D5ABW700147Z,0W2D5ABW700147Z,1.0,1.4353420734405518,1.891202545166016
-SAP_20240128141832_26a815eda93e4d44bab99894f07a59c6,SGE20240128072110-556,0L394DBW900175A,,0L39DBW900175A,0.0,1.7495875358581543,1.891202545166016
-SAP_20240128113956_e4363abe34cf474d8bf6e65c3f2da9f5,SGG20240128044834-801,0LR14DBWC00005E,,0LR14DBWC00005E,0.0,1.355992317199707,1.488756275177002
-SAP_20240128123757_04d25a0ad93040ef86362453984ae177,SGE20240128053858-353,0ELL43BW700075T,0ELL43BW700075T,0ELL43BW700075T,1.0,1.504385471343994,1.643623447418213
-SAP_20240128123757_04d25a0ad93040ef86362453984ae177,SGE20240128053858-353,0YDK5ADW800074T,0YDK5ADW800074T,0YDK5ADW800074T,1.0,1.3735053539276123,1.643623447418213
-SAP_20240128190957_0908fc14150649f6b1221924e996d772,SGG20240128121245-613,353439961187682,353439961187682,353439961187682,1.0,1.369652509689331,1.5041237831115724
-SAP_20240128145657_1d666e3283a44c75b8e051bc36146f43,SGG20240128075833-063,350290892936694,350290892936694,350290892936694,1.0,0.8679804801940918,1.000017976760864
-SAP_20240128135604_013e47a0bdd04203b75ae700087a538a,SGE20240128070122-406,1KPG43BWB00001N,1KPG43BWB00001N,1KPG43BWB00001N,1.0,1.5486629009246826,1.6871539115905765
-SAP_20240128135604_013e47a0bdd04203b75ae700087a538a,SGE20240128070122-406,0ASL5NAW900064R,0YZJ5ABWA00187J,0YZJ5ABWA00187J,1.0,1.3317983150482178,1.6871539115905765
-SAP_20240128175050_0ed25952b3c046dc9ccbd609220ba9d0,SGG20240128105311-801,350022681372322,350022681372322,350022681372322,1.0,0.8712103366851807,1.0084813594818116
-SAP_20240128103844_ce5d6481c7c34e39b8315cd39bb615de,SGG20240128034137-387,0Q2K3NJW800100J,0Q2K3NJW800100J,0Q2K3NJW800100J,1.0,1.298662185668945,1.4307039737701417
-SAP_20240128123640_9ec82a897733433a85dc3eadc7c8304a,SGG20240128053932-511,0Q893NJWC00077P,0Q893NJWC00077P,0Q893NJWC00077P,1.0,1.1518385410308838,1.2873340606689454
-SAP_20240128173422_ef0163f881e947f6ab98c5e0cc8ff1e8,SGG20240128103840-131,0WSD4ADWB00032R,0WSD4ADWB00032R,0WSD4ADWB00032R,1.0,1.0418205261230469,1.1828883647918702
-SAP_20240128143057_57739133d7e24f8baa1f6deb2caf0f23,SGG20240128073156-388,350290893042476,350290893042476,350290893042476,1.0,0.9066247940063475,1.0520347118377684
-SAP_20240128090919_871b22d08e8c4778b9655444521b7409,SGE20240128021059-514,0ASL5NAWA00087B,0ASL5NAWA00087,0ASL5NAWA00087,1.0,1.1745061874389648,1.313635206222534
-SAP_20240128213818_00689843d37e49dd93de0927a4dccd16,SGG20240128144024-554,350022681385399,350022681385399,350022681385399,1.0,1.3771765232086182,1.5092161655426026
-SAP_20240128213031_2999d0ef8dd542c78b23ab899c7bad62,SGG20240128143137-907,350290891498480,350290891498480,350290891498480,1.0,1.1744954586029053,1.308400249481201
-SAP_20240128090743_e77f322a053646759a14e2dc6d4f0bab,SGG20240128021056-209,0JC04DBW700017F,0JC04DBW700017F,0JC04DBW700017F,1.0,1.558640956878662,1.693670129776001
-SAP_20240128120015_fbd7674871884f37a22a943395ecdf6f,SGE20240128050512-820,0ASQ5NBWA00184V,0ASQ5NBWA00184V,0ASQ5NBWA00184V,1.0,1.4557678699493408,1.600786542892456
-SAP_20240128120015_fbd7674871884f37a22a943395ecdf6f,SGE20240128050512-820,0YZJ5ABWA00047Y,0YZJ5ABWA00047Y,0YZJ5ABWA00047Y,1.0,1.4347915649414062,1.600786542892456
-SAP_20240128112229_fac167cfdf4a444681238a00579e1d46,SGE20240128042538-308,5TW514BWC00139T,5TW514BWC00139T,5TW514BWC00139T,1.0,1.094810962677002,1.2278314590454105
-SAP_20240128221123_1f2e9007d34f48d5835d1797b94863ee,SGE20240128151756-481,0YDK5ADW800008R,0YDK5ADW800008,0YDK5ADW800008,1.0,0.8867940902709961,1.0239990711212157
-SAP_20240128130740_d25120cf28684d8c8dd50581858b6aac,SGG20240128061016-243,0LR14DBWC00077E,0LR14DBWC00077E,0LR14DBWC00077E,1.0,1.2092039585113523,1.343405818939209
-SAP_20240128235008_3da34ac34e244eb29ddb4423b6642f21,SGG20240128165915-672,StarHub Shop,Starhub Shop,Starhub Shop,1.0,1.5,2.5509239196777345
-SAP_20240128235008_3da34ac34e244eb29ddb4423b6642f21,SGG20240128165915-672,11/01/2024,['2024-01-11'],2024-01-11,1.0,1.5,2.5509239196777345
-SAP_20240128235008_3da34ac34e244eb29ddb4423b6642f21,SGG20240128165915-672,352838657930811,,,1.0,1.5,2.5509239196777345
-SAP_20240128192348_4dc5f454225e4348aaa0b4ac8267f5e2,SGG20240128122745-210,350731691205252,350731691205252,350731691205252,1.0,1.0727746486663818,1.2059274673461915
-SAP_20240128005652_a4212628491c448391ee6177e7739733,SGE20240127180026-869,06QB4EAW900028B,06QB4EAW900028B,06QB4EAW900028B,1.0,1.2460477352142334,1.378935432434082
-SAP_20240128130353_07413709792a42a29ac3ae4a4c7e936c,SGG20240128060810-625,355157585483901,R5CWB1Q5JXE,R5CWB1Q5JXE,1.0,0.8962552547454834,1.028274154663086
-SAP_20240128001102_82b40582e7e54eeba796cef8fd556d72,SGG20240127171214-336,358615311812427,358615311812427,358615311812427,1.0,1.04054594039917,1.185036516189575
-SAP_20240128102834_d2b24ea577d741e89b4ef25dad0a281e,SGG20240128033335-075,0Q4G3NJW400017Z,0Q4G3NJW400017Z,0Q4G3NJW400017Z,1.0,1.148933172225952,1.2818833351135257
-SAP_20240128144614_db090d2a94e1468d8f33d86d3eb1e11f,SGE20240128074840-825,0ASQ5NBX100065H,0ASQ5NBX100065H,0ASQ5NBX100065H,1.0,1.378068208694458,1.5326822757720948
-SAP_20240128144614_db090d2a94e1468d8f33d86d3eb1e11f,SGE20240128074840-825,0YZJ5ABWB00350P,0YZJ5ABWEI00350,0YZJ5ABWB00350P,0.8,1.3940832614898682,1.5326822757720948
-SAP_20240128145538_b20da1d9d27444c09b6391ddd32c80a3,SGE20240128075650-241,1ESV43AWC00008X,1ESV43AWC00008X,1ESV43AWC00008X,1.0,1.5616717338562012,1.7116561889648438
-SAP_20240128145538_b20da1d9d27444c09b6391ddd32c80a3,SGE20240128075650-241,B38N89EWB00015V,,B38N89EWB00015V,0.0,1.455333948135376,1.7116561889648438
-SAP_20240128232427_5dbddb2ec4e646e9bb5997f971bfc9f7,SGG20240128162815-164,0Q8Q3NJW700050H,0Q8Q3NJW700050H,0Q8Q3NJW700050H,1.0,1.0572659969329834,1.1883491039276124
-SAP_20240128210447_88945e1ccbe245f88d2dbb6f8ac55472,SGG20240128141214-653,350290891498308,350290891498308,350290891498308,1.0,1.0341193675994873,1.1702672004699708
-SAP_20240128203634_113299bdf80949e192a9d39b1027560c,SGG20240128133739-616,350290892936272,350290892936272,350290892936272,1.0,1.0622098445892334,1.1943617820739747
-SAP_20240128114401_c8ef9be4fe604f19bbed477e84b3bb0d,SGE20240128045020-258,Best Denki (VivoCity),Best Denki,Best Denki,1.0,1.5,2.0379525184631344
-SAP_20240128114401_c8ef9be4fe604f19bbed477e84b3bb0d,SGE20240128045020-258,27/01/2024,[],2024-01-27,0.0,1.5,2.0379525184631344
-SAP_20240128114401_c8ef9be4fe604f19bbed477e84b3bb0d,SGE20240128045020-258,358423440779090,359018140739090,358423440779090,0.6,1.5,2.0379525184631344
-SAP_20240128230522_08bd77dd4f1d4b9ab8a2724872d6a2a7,SGE20240128160620-416,0U0T4ADWB00041R,,,1.0,1.033055067062378,1.1649168491363526
-SAP_20240128115117_4ad329cc6e2746eb95c207edc284d219,SGG20240128045359-871,357090780128310,357090780128310,357090780128310,1.0,1.1046185493469238,1.2428942680358888
-SAP_20240128233104_9f408384b47a46299e06eb362c3e79f5,SGG20240128163222-381,5T4Z14BWB00177H,5T4Z14BWB00177H,5T4Z14BWB00177H,1.0,1.0417633056640625,1.184702253341675
-SAP_20240128232411_4c2f189b9fed4259aacc68978ff60c25,SGE20240128162802-660,0JYD3NEWB00204P,0JYD3NEWB00204P,0JYD3NEWB00204P,1.0,1.2470827102661133,1.4755247592926026
-SAP_20240128232411_4c2f189b9fed4259aacc68978ff60c25,SGE20240128162802-660,B38N89EW700030B,0ASQ5NBWA00044D,0ASQ5NBWA00044D,1.0,1.328744888305664,1.4755247592926026
-SAP_20240128202555_0cc452a7c5ce480e94b423990fa7967d,SGG20240128133308-869,355157585469173,355157585469173,355157585469173,1.0,0.9843637943267822,1.1178914070129395
-SAP_20240128151210_da247838fac3441d9fd7089fbec09985,SGG20240128083743-807,355157584843576,355157584843576,355157584843576,1.0,1.0585591793060305,1.19447717666626
-SAP_20240128104718_34fb910ceeb84714b360f70a7b8b5db9,SGE20240128035038-184,0A124NAWA00058E,0A124NAWA00058E,0A124NAWA00058E,1.0,1.148012399673462,1.28122935295105
-SAP_20240128205126_12c32a9169b141c8a69bdd248a75dcc6,SGG20240128135306-329,352271451280268,352271451280268,352271451280268,1.0,0.8879349231719971,1.0199123382568358
-SAP_20240128153607_88310e896cee454685711e541ccf3e65,SGG20240128084036-031,350022681372702,350022681372702,350022681372702,1.0,1.0261080265045166,1.1606362819671632
-SAP_20240128155625_b367229709374010aba0e8d4f83a5144,SGE20240128085747-074,5BB614AW300075A,5BB614AW300075A,5BB614AW300075A,1.0,1.0439536571502686,1.176054096221924
-SAP_20240128163638_19b1b8ddcfc3458dadc887c6ef31b7d8,SGG20240128093901-355,350731691225219,350731691225219,350731691225219,1.0,0.9055049419403076,1.0380557537078858
-SAP_20240128165058_dc7a07c873ae43dfb66e49b70aacb504,SGG20240128095346-094,0J4K3NET800263D,0J4K3NET800263D,0J4K3NET800263D,1.0,1.1499369144439695,1.2874544620513917
-SAP_20240128103748_a447245816fb4aeebda169f47f26e60c,SGE20240128034205-222,1ESV43AWC00016M,1ESV43AWC00016M,1ESV43AWC00016M,1.0,1.1725435256958008,1.3065129280090333
-SAP_20240128170845_6b782c796a714e8d82696fcdd704e5f5,SGG20240128101118-185,0YDK5ADWC000210,0YDK5ADWC00021,0YDK5ADWC00021,1.0,1.2364051342010498,1.379832124710083
-SAP_20240128145036_bd2a1dc978bb4c9e82b6fb1726397c84,SGG20240128075205-547,355418872001032,355418872001032,355418872001032,1.0,0.8540101051330566,0.9909666538238524
-SAP_20240128233929_91c45f5805f8463dbb0921f5f33ac999,SGG20240128164624-722,0JY93NET300019B,0JY93NET300019B,0JY93NET300019B,1.0,1.196634292602539,1.328928804397583
-SAP_20240128135536_d2d43c5f533e4c15b19775f6441fd7cf,SGE20240128070108-257,0L394DBW900175A,,0L394DBW900175A,0.0,1.359811544418335,1.492932415008545
-SAP_20240128155444_8e3e8d5da4a1404e9931b2576b026f2e,SGG20240128085656-904,R52WC01DTHE,R52WC01DTHE,R52WC01DTHE,1.0,1.2250299453735352,1.358587598800659
-SAP_20240128164833_2c7e058d609f4d768ef7c5a570b9e8ab,SGE20240128095009-383,0ASQ5NBWA00045T,0ASQ5NBWA00045T,0ASQ5NBWA00045T,1.0,1.4730417728424072,1.629231071472168
-SAP_20240128164833_2c7e058d609f4d768ef7c5a570b9e8ab,SGE20240128095009-383,B8Z178SWA00010N,B8Z178SWA00010N,B8Z178SWA00010N,1.0,1.4837303161621094,1.629231071472168
-SAP_20240128230050_753adcfd53ec49d486729be27754761b,SGE20240128160232-555,0KYD4DAW800249D,0KYD4DAW800249D,0KYD4DAW800249D,1.0,1.6255624294281006,1.769477701187134
-SAP_20240128230050_753adcfd53ec49d486729be27754761b,SGE20240128160232-555,0YZJ5ABW700044V,0ASQ5NBWC00049Y,0ASQ5NBWC00049Y,1.0,1.2681868076324463,1.769477701187134
-SAP_20240128230613_31518a53d5194c4a8a0493de98974cdc,SGE20240128160938-283,5T8J14BWC00037Y,ST8J14BWC00037Y,5T8J14BWC00037Y,0.9333,1.0419800281524658,1.1766303539276124
-SAP_20240128141421_cd46fdf8ece64a03a198e7eb9bd0bd6a,SGE20240128071753-044,0U0T4ADW900019J,0U0T4ADW900019J,0U0T4ADW900019J,1.0,1.3143937587738037,1.447604513168335
-SAP_20240128083322_7014f5541b2c4134a7fe1270d8a3dfd5,SGG20240128013440-609,357090780138582,357090780138582,357090780138582,1.0,0.957998514175415,1.094999647140503
-SAP_20240128213557_29b9e2944bb24a34bb1dbcc8d71748e1,SGE20240128143856-877,06QB4EAWB00004A,06QB4EAWB00004A,06QB4EAWB00004A,1.0,1.459979772567749,1.6784327983856202
-SAP_20240128213557_29b9e2944bb24a34bb1dbcc8d71748e1,SGE20240128143856-877,0ASE5NAW500066W,0ASE5NAW500066W,0ASE5NAW500066W,1.0,1.5410771369934082,1.6784327983856202
-SAP_20240128131220_f900298ef6fe438a9a467dd4abb5f456,SGG20240128061341-686,0Q893NJW700096R,0Q893NJW700096R,0Q893NJW700096R,1.0,1.163479566574097,1.2976263523101803
-Total requests:,77,,,,,,
-Total images:,97,,,,,,
-No. imei images:,91,,,,,,
-No. invoice images:,3,,,,,,
-No. valid images:,90,,,,,,
-No. per of bad quality images:,7.216494845360825,,,,,,
-Average accuracy:,99.40733333333334,,,,,,
-Average imei processing time:,1.2207163894877715,,,,,,
-Average invoice processing time:,1.5,,,,,,
-Average processing time (by request):,1.3730814218521104,,,,,,
diff --git a/cope2n-api/SBT_detail_report_20240129.csv b/cope2n-api/SBT_detail_report_20240129.csv
deleted file mode 100644
index bf15b4c..0000000
--- a/cope2n-api/SBT_detail_report_20240129.csv
+++ /dev/null
@@ -1,553 +0,0 @@
-requestId,redemptionNumber,userSubmitResults,OCRResults,revisedResults_by_SDSRV,accuracy,processingTime,processingTime (by request)
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-SAP_20240129153047_a8fc2bb5c2094b24bc7d4118d367bd93,AUG20240129083226-555,350256193091620,350256193091620,350256193091620,1.0,1.0356767177581787,1.1684890747070311
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-SAP_20240129132521_79822e09452d480fb82edde07ef18cf8,AUG20240129063106-589,352247500007175,352247500007175,352247500007175,1.0,0.8630170822143555,0.9955159187316892
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-SAP_20240129142756_898318de316a4001b86b71019fdab8a7,SGG20240129073001-295,0Q8Q3NJWC00070N,0Q8Q3NJWC00070N,0Q8Q3NJWC00070N,1.0,0.9468445777893066,1.080149030685425
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-SAP_20240129183745_b410da558f374b1f9738bcef6bf6a9d0,SGG20240129114133-788,0Q893NJX100014A,0Q893NJX100014A,0Q893NJX100014A,1.0,1.083810329437256,1.2167330741882325
-SAP_20240129165157_666d43d4faf44498bbd66ab008b3a426,SGG20240129095633-652,0Q893NJWA00293P,0Q893NJWA00293P,0Q893NJWA00293P,1.0,1.284783124923706,1.418175792694092
-SAP_20240129122509_dc539a5a8ca04728b03ecfe36388fdbe,AUG20240129052931-728,352247500047312,352247500047312,352247500047312,1.0,1.0195972919464111,1.1552148818969727
-SAP_20240129131652_ce35eaf4426246dc935c3884bc907dd1,AUG20240129062015-196,353980450045600,353980450045600,353980450045600,1.0,1.0554237365722656,1.1875368118286134
-SAP_20240129161037_71431d89974a427f84d29ac3a235264c,SGG20240129091111-757,5T4Z14BWC00093J,5T4Z14BWC00093J,5T4Z14BWC00093J,1.0,1.0612084865570068,1.2053984165191651
-SAP_20240129145826_c68b5b11c5164b5dbf96f9bc2d5590d0,AUG20240129080024-423,350256193185562,350256193185562,350256193185562,1.0,0.9799211025238036,1.3936151027679444
-SAP_20240129101541_335e8693c68a4e058a53a3181519d511,AUG20240129031913-105,352247503061799,352247503061799,352247503061799,1.0,1.1251106262207031,1.2670277118682864
-SAP_20240129151151_22b70c0f970e48658836429a2ac28193,AUG20240129081649-546,352017760013985,352017760013985,352017760013985,1.0,0.9995453357696532,1.1326409339904786
-SAP_20240129104320_51644b1449e54764b974a17790c702bf,AUG20240129034739-244,350256190150775,350256190150775,350256190150775,1.0,0.8411738872528076,0.9750650882720946
-SAP_20240129185312_104f02b68f7e4d4da3494e496f565693,AUG20240129115530-203,353980450044785,353980450044785,353980450044785,1.0,0.913557767868042,1.0487445354461669
-SAP_20240129185444_0420fab559d84de2863273194464ec5d,SGE20240129115642-069,0HX34DBW800001P,0HX34DBW800001P,0HX34DBW800001P,1.0,1.135554313659668,1.2692044734954837
-SAP_20240129134841_a9dabb38fb6e4be5a84f93eb51d99288,SGG20240129065633-714,0PBQ3NEWC00002H,0PBQ3NEWC00002H,0PBQ3NEWC00002H,1.0,1.1345925331115725,1.2683526039123536
-SAP_20240129092632_9346319c717e433988fd63b2947c1df8,SGG20240129022928-719,0Q893NJW900202T,0Q893NJW900202T,0Q893NJW900202T,1.0,1.0614166259765625,1.1952157974243165
-SAP_20240129170038_86855aecf47b495798e779cc346b5d83,AUG20240129100540-323,350256190138390,350256190138390,350256190138390,1.0,1.0971927642822266,1.2306467056274415
-SAP_20240129100733_51738afd567e4edca2f5032ae9c4e981,SGE20240129030816-576,Courts (TV/AV),Courts,Courts,1.0,1.5,2.9548598289489747
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-SAP_20240129223657_e7a8b1ab1bac4ff4af9b9ba265f47010,SGG20240129154612-632,0Q8Q3NJWC00123V,0Q8Q3NJWC00123V,0Q8Q3NJWC00123V,1.0,1.0913240909576416,1.2264090538024903
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-SAP_20240129002140_4c32be708eae442280874891c30a9c1b,SGG20240128172315-748,352271451370713,352271451370713,352271451370713,1.0,1.0658681392669678,1.2013424396514896
-SAP_20240129180612_4672024bee8749ac8061ac98f27da8d0,AUG20240129111344-545,350256193137043,350256193137043,350256193137043,1.0,1.1017780303955078,1.239034748077393
-SAP_20240129103750_95c0a8d3692447a5ab5f98be170080a1,SGE20240129033930-350,5TW514BWB00002H,5TW514BWB00002H,5TW514BWB00002H,1.0,1.5,1.7517467498779298
-SAP_20240129103750_95c0a8d3692447a5ab5f98be170080a1,SGE20240129033930-350,Mohamed Mustafa & Samsuddin CO (TV/AV),Mohamed Mustafa & Samsuddin,Mohamed Mustafa & Samsuddin,1.0,1.5,1.7517467498779298
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-SAP_20240129130533_865680ee190846cc940bcc6c0daaa901,AUG20240129060822-860,352247503016629,352247503016629,352247503016629,1.0,1.1532397270202637,1.2910693645477296
-SAP_20240129110708_016290ad8b1741d7b4f75cefdf46db9a,AUG20240129041305-155,350256193165515,350417142280538,350417142280538,1.0,1.2726919651031494,1.40492639541626
-SAP_20240129210238_efcdc7c2ed0e455a84aef41814e0acac,SGG20240129140500-787,0HUT3NET200066A,0HUT3NET200066A,0HUT3NET200066A,1.0,1.1820898056030271,1.3913022041320802
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-SAP_20240129121415_ceee7862e8574a37be4ebbf28e36c4fd,AUG20240129052016-970,350256193178633,350417142543372,350417142543372,1.0,0.9258625507354736,1.0622828960418702
-SAP_20240129110302_60c4f15f34544f5e882b3809a102f8c0,AUG20240129040622-777,353980453001238,353980453001238,353980453001238,1.0,0.978362798690796,1.115000343322754
-SAP_20240129183539_9caab1b1f5d74029b62a66035e876471,AUG20240129114043-648,355403290089033,355403290089033,355403290089033,1.0,1.118384599685669,1.250787353515625
-SAP_20240129203547_99bedbba203d421a9041d62d049a0fe7,SGG20240129133951-764,0PBD3NJWB00017K,0PBD3NJWB00017K,0PBD3NJWB00017K,1.0,1.1440694332122805,1.280103063583374
-SAP_20240129124659_824c2c3d708044ebbe71a6dda92a0cb3,SGG20240129055127-762,0Q8Q3NJW700023L,0Q8Q3NJW700023L,0Q8Q3NJW700023L,1.0,1.1060118675231934,1.2382334232330323
-SAP_20240129150746_4b9b232942844d80b197e75f4a996701,AUG20240129081205-285,352247500026894,352247500026894,352247500026894,1.0,0.823704719543457,0.9574316501617433
-SAP_20240129121328_a8b5b75d313e4be8903c4b4159fdc0e5,AUG20240129051732-514,357760270033473,350417142283540,350417142283540,1.0,1.1884911060333252,1.3214126586914063
-SAP_20240129144145_63b6c614263043b19f1e3cb3cba9e65c,AUG20240129074811-108,351600130087093,351600130087093,351600130087093,1.0,1.069122552871704,1.2026875972747804
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-SAP_20240129155349_5ff46049a3fb4ea2809b7b26bdf41fc9,AUG20240129085636-083,352247503088883,352247503088883,352247503088883,1.0,0.8973178863525391,1.0332268238067626
-SAP_20240129122408_3b07576298004ca9bb4a43f0b66cd198,SGG20240129052651-559,0Q893NJWA00109Z,0Q893NJWA00109Z,0Q893NJWA00109Z,1.0,1.0548820495605469,1.19663987159729
-SAP_20240129145227_facd47b5f68347c99d67e7b0748408dd,AUG20240129075827-832,352247500009478,352247500009478,352247500009478,1.0,1.0389199256896973,1.1726532936096192
-SAP_20240129101222_54258f6284864d28abfb0041d025217b,SGG20240129031351-821,5T4Z14BWB00313P,5T4Z14BWB00313P,5T4Z14BWB00313P,1.0,1.0442655086517334,1.1774071216583253
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-SAP_20240129164100_8cd021f8b1124737bde263e0fc5b21fe,AUG20240129094418-472,352247500074860,352247500074860,352247500074860,1.0,0.8116507530212402,0.9444745540618896
-SAP_20240129110725_0e960c7e3efb47358a0cce43732694ac,AUG20240129041052-006,350256193185513,350417142470204,350417142470204,1.0,1.281083106994629,1.41467604637146
-SAP_20240129215827_91fe41f7680346cab28343fa31a2bd76,SGG20240129150641-238,350731690551730,,,1.0,0.8882036209106445,1.021309232711792
-SAP_20240129145028_2ad6f5326a184748a88745a4b7ff5187,AUG20240129075426-881,350256190072243,350256190072243,350256190072243,1.0,1.0384504795074463,1.1715839862823487
-SAP_20240129124950_9ba18753dda24b15bf8f318b33fe3b2e,AUG20240129060046-557,353980450015041,350417142407461,350417142407461,1.0,1.3067054748535156,1.4417086601257325
-SAP_20240129172639_6cb32e8e34e24e2d801da0d9c0811212,SGG20240129103142-124,350022681373916,350022681373916,350022681373916,1.0,1.1294052600860596,1.2950006484985352
-SAP_20240129181348_16bbf67106ee4375bf250daf2abf9092,AUG20240129111926-561,350256190140438,350256190140438,350256190140438,1.0,1.0515384674072266,1.1858755111694337
-SAP_20240129121251_b5ce9ff24afb4686bb8a9d60f09b16fd,AUG20240129051808-703,350256193037532,350256193037532,350256193037532,1.0,1.0814766883850098,1.2138625144958497
-SAP_20240129110013_bfb3c7f48cbe48418c3959744a733d74,SGG20240129040243-626,0Q8Q3NJWB00145M,0Q8Q3NJWB00145M,0Q8Q3NJWB00145M,1.0,0.9710426330566406,1.104701852798462
-SAP_20240129104740_ed9d58b8d971423794b07de83b8e2ed7,AUG20240129035630-152,352247500075362,352247500075362,352247500075362,1.0,0.7861757278442383,0.9228640556335448
-SAP_20240129143158_27d8a30163d54973b4feb9414eb320d4,AUG20240129073601-305,351600130184544,350417142469263,350417142469263,1.0,1.1866412162780762,1.3264432907104493
-SAP_20240129161953_1b8efcc7c802467b8b478726dafd5512,AUG20240129092617-505,353980453008530,350417142347469,350417142347469,1.0,1.749636173248291,1.883936023712158
-SAP_20240129144843_2811909aff1141459876706f13feb766,SGE20240129075641-217,Courts (TV/AV),,Courts,0.0,1.5,2.2484453678131104
-SAP_20240129144843_2811909aff1141459876706f13feb766,SGE20240129075641-217,21/01/2024,[],2024-01-21,0.0,1.5,2.2484453678131104
-SAP_20240129144843_2811909aff1141459876706f13feb766,SGE20240129075641-217,5BB614AWB00155F,,,1.0,1.5,2.2484453678131104
-SAP_20240129183812_68233830a6ff48178a6e40aca6f0099c,AUG20240129114303-631,350256190103501,350256190103501,350256190103501,1.0,0.9436249732971193,1.0807589054107667
-SAP_20240129073351_4afceafd38e14272adb4ab58eb318e2f,SGG20240129003956-252,0KPY3NQWC00001L,,0KPY3NQWC00001L,0.0,0.897418737411499,1.029400682449341
-SAP_20240129172224_5af049b7d2b748a78fc2d9b0ffcbe718,SGG20240129102316-624,R52X1034WAA,R52X1034WAA,R52X1034WAA,1.0,1.1007740497589111,1.2341335773468018
-SAP_20240129123116_41f52afaa32f49c28044840d61e83305,SGG20240129053306-234,0Q893NJWA00113L,0Q893NJWA00113L,0Q893NJWA00113L,1.0,1.1492547988891602,1.2811890602111815
-SAP_20240129175220_7fc88a9955524e2691818e72ff21379b,AUG20240129110302-718,352247500034179,352247500034179,352247500034179,1.0,1.0654714107513428,1.2007878780364991
-SAP_20240129201340_2dd44c869ec0409d8d1f9d93f82cb918,AUG20240129132145-667,350256190133375,350256190133375,350256190133375,1.0,1.1691246032714844,1.302854633331299
-SAP_20240129150724_356ced8f244841469effa2f867c84292,AUG20240129081932-142,352247500024113,350417142375999,350417142375999,1.0,1.4821035861968994,1.6263516902923585
-SAP_20240129203133_862fdb481c8049c381b3abe79f01c1fd,SGE20240129133456-288,5T8J14BW300038R,,,1.0,1.5,3.019435739517212
-SAP_20240129203133_862fdb481c8049c381b3abe79f01c1fd,SGE20240129133456-288,Parisilk (TV/AV),Parisilk,Parisilk,1.0,1.5,3.019435739517212
-SAP_20240129203133_862fdb481c8049c381b3abe79f01c1fd,SGE20240129133456-288,20/01/2024,[],,1.0,1.5,3.019435739517212
-SAP_20240129173923_7809ec94fa014fd88406f954a5b85c65,AUG20240129104318-282,352247500018289,350417142268806,350417142268806,1.0,2.157625436782837,2.728006935119629
-SAP_20240129173923_7809ec94fa014fd88406f954a5b85c65,AUG20240129104318-282,,350417142268806,350417142268806,1.0,2.128767490386963,2.728006935119629
-SAP_20240129133754_82aeb3bae1ac4e6389ec50060b569551,AUG20240129064124-218,355403290177812,355403290177812,355403290177812,1.0,0.9437928199768066,1.0767119884490968
-SAP_20240129131023_398315fde3c54d8f9d670ba61091c99b,SGG20240129061146-585,0EBL3CAT800040V,0EBL3CAT800040V,0EBL3CAT800040V,1.0,1.0232536792755127,1.1552604198455814
-SAP_20240129181113_1e6748f6e794440c92a82078ddfcf0d0,SGG20240129111508-196,0PBJ3NNW300064A,0PBJ3NNW300064,0PBJ3NNW300064,1.0,0.8467295169830322,0.985855197906494
-SAP_20240129121152_0a332b55421e414291fddfb5d3838bae,SGG20240129051441-043,0Q8Q3NJW900044J,0Q8Q3NJW900044J,0Q8Q3NJW900044J,1.0,1.0259160995483398,1.1576810836791993
-SAP_20240129175132_dbf8ef86b41f45688dc89eecae7398e0,SGG20240129105332-829,0Q8Q3NJWA00013K,0Q8Q3NJWA00013K,0Q8Q3NJWA00013K,1.0,1.1024894714355469,1.2354165077209474
-SAP_20240129121143_f59aa630d7c24b4897364f6646fc38eb,AUG20240129051634-335,352247503068026,352247503068026,352247503068026,1.0,1.017850399017334,1.1534327030181886
-SAP_20240129140310_8d4dd7583b3746019ca4d83fd641fbae,AUG20240129071211-977,352247500031704,352247500031704,352247500031704,1.0,0.915381908416748,1.0502854347229005
-SAP_20240129150617_0121f23957a748de90ed9c404d8de03e,AUG20240129081025-093,350256190161871,350256190161871,350256190161871,1.0,1.080568552017212,1.2142156124114991
-SAP_20240129173520_5389f82d03734be6b85ef14ff3a21380,SGG20240129103701-479,0Q893NJW700088Z,0Q893NJW700088Z,0Q893NJW700088Z,1.0,1.0638375282287598,1.1989859104156495
-SAP_20240129180339_88113dc211ef4781ac433f2a7c79b063,AUG20240129111811-460,350256190196257,350256190196257,350256190196257,1.0,0.8812956809997559,1.0156579971313475
-SAP_20240129115030_7d9738df70f4450e86d326e4a3b3ac42,SGG20240129045610-843,StarHub Shop,Starhub Shop,Starhub Shop,1.0,1.5,1.931505060195923
-SAP_20240129115030_7d9738df70f4450e86d326e4a3b3ac42,SGG20240129045610-843,29/01/2024,['2024-01-29'],2024-01-29,1.0,1.5,1.931505060195923
-SAP_20240129115030_7d9738df70f4450e86d326e4a3b3ac42,SGG20240129045610-843,352838655927603,352838655927603,352838655927603,1.0,1.5,1.931505060195923
-SAP_20240129220145_0dbd996ac2d6483f9c888bc65543466b,SGG20240129150554-924,350290892712889,350290892712889,350290892712889,1.0,0.9060103893280028,1.0403786659240724
-SAP_20240129171727_4b6dcac991554620b8838eb19202db6a,AUG20240129103552-051,352247500076923,350417142273285,350417142273285,1.0,1.3478550910949707,1.481328582763672
-SAP_20240129190218_ec9775de90fc4ed8bf0de1c0cfcfb80b,AUG20240129120520-178,353980453006237,353980453006237,353980453006237,1.0,0.8619585037231445,0.9939478397369385
-SAP_20240129151343_e6eea6b8d8fc4689bec9bfe23d02eb41,SGE20240129081542-220,0KQ8GDAW300032T,0KQ8GDAW300032T,0KQ8GDAW300032T,1.0,1.0437779426574707,1.3470891475677491
-SAP_20240129151343_e6eea6b8d8fc4689bec9bfe23d02eb41,SGE20240129081542-220,0ASC5NAW900017K,1H3648MW800137L,1H3648MW800137L,1.0,1.2103006839752195,1.3470891475677491
-SAP_20240129155653_5d6121570e134ab6bc72dfbd344d623c,AUG20240129090440-675,353980453003242,353980453003242,353980453003242,1.0,0.9940519332885742,1.1334017276763917
-SAP_20240129183019_8bfe1c895d31487d83933f486519d9a5,SGG20240129113346-598,0L1F3NJT600006D,123900088901059,0L1F3NJT600006D,0.1333,1.093539476394653,1.22690806388855
-SAP_20240129134312_e96e5bf23dcf461784ba8232a7cb5e63,AUG20240129064802-018,352247500036562,352247500036562,352247500036562,1.0,1.065567970275879,1.1978214740753177
-SAP_20240129085253_2595a9f75f0146f1816390978376bd8a,SGG20240129015725-071,0Q893NJWA00112D,20230514135605,1HNB1AKD0A,0.1429,1.104684591293335,1.237470483779907
-SAP_20240129102325_df56272b86bd4f62b75616f5c3377cd3,AUG20240129032832-255,351600130178272,350417142468509,350417142466509,0.9333,1.0617690086364746,1.1949945449829102
-SAP_20240129180533_62982b76751d4743bdee10b4050ae90b,SGG20240129110852-134,0Q8Q3NJWA00048M,0Q8Q3NJWA00048M,0Q8Q3NJWA00048M,1.0,1.2632358074188232,1.399802303314209
-Total requests:,482,,,,,,
-Total images:,544,,,,,,
-No. bad quality images:,27,,,,,,
-No. valid images:,517,,,,,,
-No. per of bad quality images:,4.963235294117647,,,,,,
-Average accuracy:,99.80562862669248,,,,,,
-Average imei processing time:,1.1056476368682797,,,,,,
-Average invoice processing time:,1.5,,,,,,
diff --git a/cope2n-api/SBT_detail_report_20240130.csv b/cope2n-api/SBT_detail_report_20240130.csv
deleted file mode 100644
index a8df43d..0000000
--- a/cope2n-api/SBT_detail_report_20240130.csv
+++ /dev/null
@@ -1,103 +0,0 @@
-requestId,redemptionNumber,userSubmitResults,OCRResults,revisedResults_by_SDSRV,accuracy,processingTime,processingTime (by request)
-SAP_20240130055939_217dbc7d8ee34449b5324211f4868d74,AUG20240129230752-030,352247500042297,352247500042297,352247500042297,1.0,1.1026289463043213,1.2364872455596925
-SAP_20240130053344_5230c2dee18a4917a96e4796c9336ef9,AUG20240129223742-068,352247503076771,352247503076771,352247503076771,1.0,0.8959510326385498,1.028027629852295
-SAP_20240130063656_2c06fabcf34d458f8c8f61505a65fc68,AUG20240129233927-341,350256193082231,350256193082231,350256193082231,1.0,2.000488758087158,2.134327030181885
-SAP_20240130051806_ac77b71eea3043a6a5f9563e31e1518f,AUG20240129222110-395,355403290060851,355403290060851,355403290060851,1.0,2.18705153465271,2.3305607795715333
-SAP_20240130060904_32f96edef1074aad9d5ac76de1f804e9,AUG20240129232036-588,350256193016213,350256193016213,350256193016213,1.0,1.598074436187744,1.7317875385284425
-SAP_20240130042651_a199e2327cde415397693df47feea712,AUG20240129212934-626,351600130017348,,,1.0,0.2854843139648437,0.6982511043548583
-SAP_20240130053815_296444f1d3e946838d0c8856735a1a41,AUG20240129224042-033,352247503048978,352247503048978,352247503048978,1.0,0.9896583557128906,1.4259491920471197
-SAP_20240130062810_6a3c7f6cc32248c7874e4e5cb14cfc7d,AUG20240129233322-623,350256190112643,350256190112643,350256190112643,1.0,1.1046717166900637,1.2455056667327882
-SAP_20240130055349_27f5b44a6a6546f19888f5d32587f87e,AUG20240129230229-534,357760270056532,357760270056532,357760270056532,1.0,0.8912196159362793,1.0255690574645997
-SAP_20240130061905_35acdef75deb4412b28ee586bd4475f0,AUG20240129232204-846,352247503053010,352247503053010,352247503053010,1.0,1.1460156440734863,1.2884393692016602
-SAP_20240130055053_17d70fe0363241e7804c0b4291a1ea13,AUG20240129225458-646,355403290135836,355403290135836,355403290135836,1.0,1.1010642051696775,1.2381936073303224
-SAP_20240130054953_b692c20663174b248b3aed55c1ee6082,AUG20240129225449-614,351600130028550,351600130028550,351600130028550,1.0,0.8868796825408936,1.0215011596679688
-SAP_20240130065501_e68b8bfefe58480ca9e8fdb7c9fcc73f,AUG20240129235946-151,352247500025896,350417142519539,350417142519539,1.0,1.4791831970214844,1.6215303897857667
-SAP_20240130055303_7c3a6efb182d41fcae4e009e93db88a4,AUG20240129225632-945,352247503001803,352247503001803,352247503001803,1.0,1.0620503425598145,1.197226619720459
-SAP_20240130065056_5b47202ad83f43b6a43c6120ee1e1b9f,AUG20240129235537-011,353980450037219,353980450037219,353980450037219,1.0,1.156663417816162,1.2908695697784425
-SAP_20240130014639_b7764934b07b423791472178152dffb3,AUG20240129185223-159,352247500032264,352247500032264,352247500032264,1.0,1.050938606262207,1.1873548984527589
-SAP_20240130051153_604d23c8b9f145ad9d0612be3597fbf0,AUG20240129221541-406,350256190059224,350256190059224,350256190059224,1.0,1.056361436843872,1.1889050960540772
-SAP_20240130041023_f24dc80ebb2b417eaa4d2a26a7be85f3,AUG20240129211359-560,350256190071617,350417142314725,350417142314725,1.0,1.2298219203948977,1.3695133686065677
-SAP_20240130062253_7f48292d27dd45f2974f785c028b1f97,AUG20240129233447-841,350256190136766,350256190136766,350256190136766,1.0,1.0677263736724854,1.200337982177735
-SAP_20240130025922_00b62bc5482e455b9bd314ff311d1e79,AUG20240129201403-172,355403290149019,355403290149019,355403290149019,1.0,1.0451135635375977,1.1785737037658692
-SAP_20240130052728_22827353d2e94ffdb2015312101de22c,AUG20240129224032-002,352247500019352,352247500019352,352247500019352,1.0,0.7935261726379395,0.9272655010223388
-SAP_20240130061842_40fc368167de43faa2460b111bb5c695,AUG20240129232415-182,352247503064256,352247503064256,352247503064256,1.0,1.517108917236328,1.6564918518066407
-SAP_20240130052132_a2affd2863c146bcb96f9d97eec5219d,AUG20240129223149-258,350256193186438,350256193186438,350256193186438,1.0,1.02284836769104,1.1715620517730716
-SAP_20240130063050_34e0f577246f497caffea7189fdee772,SGG20240129233338-869,350290892788533,350290892788533,350290892788533,1.0,1.217336893081665,1.3589144706726075
-SAP_20240130061317_c937d9a7d9454ce49b812354aa3bdd43,AUG20240129231636-939,353980450040718,353980450040718,353980450040718,1.0,0.8662905693054199,1.0051008224487306
-SAP_20240130061132_a374ecc034154cc3be756cb00e4d88be,AUG20240129231537-419,350256193015645,350256193015645,350256193015645,1.0,1.869319200515747,2.0057459831237794
-SAP_20240130061714_68a363465bfc46ef86130989c1619059,AUG20240129232000-518,351600130025853,351600130025853,351600130025853,1.0,1.0576329231262207,1.193517303466797
-SAP_20240130064548_651701046f3e4e6184dcd22004ed4038,AUG20240129234959-515,350256190027833,350256190027833,350256190027833,1.0,1.246058464050293,1.382734155654907
-SAP_20240130065050_a75283cd49694d0ca21a5765c8fa6447,SGE20240129235817-852,0YDK5ADWA00086T,0YDK5ADWA00086T,0YDK5ADWA00086T,1.0,1.3150546550750732,1.534262752532959
-SAP_20240130065050_a75283cd49694d0ca21a5765c8fa6447,SGE20240129235817-852,0KZN4DAWC00032V,0BXC7WFWC00076T,0BXC7WFWC00076T,1.0,1.377681016921997,1.534262752532959
-SAP_20240130042920_5ce77d3c104c497a83b79b869dafff54,SGG20240129214224-279,0Q8Q3NJW900066B,0Q8Q3NJW900066,0Q8Q3NJW900066,1.0,1.0006487369537354,1.133543109893799
-SAP_20240130063917_d80dea0e0d18457eabb1515825e92b34,AUG20240129234202-965,350256193051111,,350256193051111,0.0,0.8369572162628174,0.9736708164215088
-SAP_20240130064628_defab892aaf642b785af18140c361ead,AUG20240129234902-155,352247503061955,352247503061955,352247503061955,1.0,1.970997095108032,2.489603853225708
-SAP_20240130050517_31902f990fc346de9f8803eb08a0a2f1,AUG20240129221049-563,352247500025029,352247500025029,352247500025029,1.0,1.1376466751098633,1.269400215148926
-SAP_20240130063050_72d4858dd1b8427881cbc019ed325cc4,AUG20240129233439-258,351600130090550,351600130090550,351600130090550,1.0,2.338717222213745,2.4832411766052247
-SAP_20240130055149_50dedfb248e6458d8c658edfb8a954e1,AUG20240129225434-536,350256193107574,350256193107574,350256193107574,1.0,0.8172893524169922,0.949721908569336
-SAP_20240130023541_330d15056c534b0c82ff0acd59cd806b,AUG20240129194222-468,353980450019894,350417142389891,350417142389891,1.0,1.3214294910430908,1.4585090637207032
-SAP_20240130055042_b3f17786d89940f59fb62a9aaf5bc869,AUG20240129225557-585,351600130174891,351600130174891,351600130174891,1.0,0.9760923385620116,1.1111176967620848
-SAP_20240130063913_527ed9b13fdf4ac5971d7e0d7cdf2a89,AUG20240129234212-414,353980450045253,353980450045253,353980450045253,1.0,0.9526188373565674,1.0859194755554198
-SAP_20240130050109_40030c4e397844e3876922bb32777274,AUG20240129221405-347,352247500043584,352247500043584,352247500043584,1.0,0.9542675018310548,1.0885785579681395
-SAP_20240130064503_1e23e2ab915e4766ab3aea904cb00c4a,AUG20240129234735-749,350256193115304,350256193115304,350256193115304,1.0,1.040552854537964,1.1734033584594727
-SAP_20240130062913_f9ecf891811349ed8d52d81b673c1250,AUG20240129233045-375,353980450021775,353980450021775,353980450021775,1.0,1.0406410694122314,1.1819976329803468
-SAP_20240130045337_4ec9d05d2c8c4143b9abc49dbfbfa7d4,AUG20240129220053-648,352247500037495,350417142537580,350417142537580,1.0,1.3497462272644043,1.4821659088134769
-SAP_20240130041209_f49f11171df647b0a3fe2eba87ef67f8,AUG20240129211537-454,355403290020194,355403290020194,355403290020194,1.0,1.044297695159912,1.1825150012969972
-SAP_20240130062840_15c98c3fe3aa45d0b68ef2dcc3429a18,SGG20240129233015-839,357822618078162,357822618078162,357822618078162,1.0,1.0532071590423584,1.1868935585021974
-SAP_20240130055801_7841158c1efc4f7a838f5ec345c14a02,AUG20240129230706-385,353980453003069,353980453003069,353980453003069,1.0,1.0495586395263672,1.1900769233703614
-SAP_20240130032029_e4e4bf7fbd5148efa5529fde8603666a,AUG20240129202443-702,352017760020410,352017760020410,352017760020410,1.0,1.0109121799468994,1.1461616516113282
-SAP_20240130055905_7e58570692254490ab71e05e74a2dbed,AUG20240129230708-257,352247500046249,350417142473588,350417142473588,1.0,1.3004543781280518,1.4328647613525392
-SAP_20240130065501_a7793b686968431392a680496cb0a0b2,SGG20240129235652-990,0Q8Q3NJWA00007Z,0Q8Q3NJWA00007Z,0Q8Q3NJWA00007Z,1.0,1.3516530990600586,1.5191884994506837
-SAP_20240130034506_5e93db9684bb4b159e985d0948d47605,AUG20240129204708-222,352247500026993,352247500026993,352247500026993,1.0,0.9186205863952636,1.0534771442413329
-SAP_20240130064923_2d1fb78ff39e4d22b868efe732cabe1b,AUG20240129235400-350,352247503140056,,352247503140056,0.0,1.0317893028259275,1.165062999725342
-SAP_20240130044714_40d3830c9258410b8debfaf438535140,AUG20240129215405-409,352247503115314,3522475,352247503115314,0.4667,1.487070083618164,1.620457983016968
-SAP_20240130054233_0d8f57efeae14e55ae46ba6b72670c87,AUG20240129224614-437,352247503005622,350417142470691,350417142470691,1.0,1.2373778820037842,2.549012279510498
-SAP_20240130053835_c24e0e6559cc4b4c8c2f0fa10b4ae8f0,AUG20240129224252-968,351600130116801,,3516001300116801,0.0,0.9934358596801758,1.1310165882110597
-SAP_20240130054419_5bed6b6408e24caebc56f3ca063f5bc7,AUG20240129224823-060,352247503119688,352247503119688,352247503119688,1.0,1.4056856632232666,1.5442522525787357
-SAP_20240130062216_107ffb18cdb645cba14f2d43811ff94d,AUG20240129232809-132,352247503102940,352247503102940,352247503102940,1.0,1.066701889038086,1.208858108520508
-SAP_20240130054119_3522d1d3264844d8b1270280a8aa8540,AUG20240129224904-180,353980453003747,353980453003747,353980453003747,1.0,1.0827109813690186,1.2186461448669434
-SAP_20240130054432_4e10f65d4c5346399e0a26fff5cb2761,AUG20240129225122-532,350256193181538,350417142513367,350417142513367,1.0,1.340752124786377,1.905980443954468
-SAP_20240130065359_a25ac2da87244ed595909a26d48cc337,AUG20240129235820-232,350256190051825,350417142311531,350417142311531,1.0,1.2470340728759766,1.3792785167694093
-SAP_20240130060757_457782bbb0f04677b80d73a391172770,AUG20240129231157-342,350256190012272,350417142509472,350417142509472,1.0,1.093327283859253,1.2280791759490968
-SAP_20240130045508_13f6a20100ea4197ac33fadd4f1f0e5b,AUG20240129220141-109,352247503001670,352247503001670,352247503001670,1.0,0.8992578983306885,1.0367003440856932
-SAP_20240130053818_9324d1957aae4f6c8cc9d42bdb2de43c,SGG20240129224216-308,358615314040091,358615314040091,358615314040091,1.0,1.0366933345794678,1.1700840950012208
-SAP_20240130065544_daea7d49b3f14d4db2c03c7062bd6971,AUG20240129235850-201,355403290084786,355403290084786,355403290084786,1.0,2.0023672580718994,2.444377040863037
-SAP_20240130002456_1762e76b623546da9a40b36c48484744,AUG20240129173346-869,350256190042022,350256190042022,350256190042022,1.0,0.9346821308135986,1.082419490814209
-SAP_20240130065116_e9846ef086e94df7a28dbebcdd61b111,AUG20240129235629-024,352247503105539,352247503105539,352247503105539,1.0,1.139347791671753,1.2719698905944825
-SAP_20240130063853_aa3e54ddb80f497e8972d984d7fb07f1,AUG20240129234304-044,352247500075669,352247500075669,352247500075669,1.0,0.886176347732544,1.0213776588439942
-SAP_20240130060817_6b4680ac81fe46468bb08b45e11c749d,AUG20240129231507-118,355403290019923,355403290019923,355403290019923,1.0,1.0514914989471436,1.1889089107513429
-SAP_20240130035243_398bbb7ec0f34ee99aefd3fe70cba465,AUG20240129205712-367,352247500070470,350417142257163,350417142257163,1.0,1.2590515613555908,1.8043600082397464
-SAP_20240130044431_ab090fe84595482cb905b7e812037191,AUG20240129215412-804,350256193178732,350417142447731,350417142447731,1.0,1.2490222454071045,1.3839596271514891
-SAP_20240130032021_ff191f61178c4fb28f91284951a6378c,AUG20240129203030-940,352247500013611,350417142262965,350417142262965,1.0,1.1432175636291504,1.277395582199097
-SAP_20240130041417_32f8cd8e0a25411f9b1bf998842413a2,AUG20240129212544-638,351600130133459,350417142401480,350417142401480,1.0,1.198174238204956,1.3311623096466063
-SAP_20240130035232_c002aa3de3c844f1b12be0e36b9dc33d,AUG20240129210609-533,350256190178404,352247500026993,352247500026993,1.0,0.9307873249053956,1.0639239311218265
-SAP_20240130035756_edc72b60242840889691abfc4fc2b295,AUG20240129210217-871,352247503056690,350417142509779,350417142509779,1.0,1.2746434211730957,1.4084461688995362
-SAP_20240130062516_7173cebca5e24c189c9856c0e41e19bf,AUG20240129232945-426,352247503096704,352247503096704,352247503096704,1.0,0.9870729446411132,1.11882004737854
-SAP_20240130060041_6d958fcbc0b2487f8cbcfa8145c46633,AUG20240129231126-090,352247503063274,352247503063274,352247503063274,1.0,1.13401198387146,1.2732690334320067
-SAP_20240130064521_fb757efa6f604e1bbae62c08afa12cfa,AUG20240129234731-056,352247503114911,352247503114911,352247503114911,1.0,0.9022812843322754,1.0353604316711424
-SAP_20240130052244_7eedff6e515142e48116cf6f3db942a3,AUG20240129222511-174,353980450042854,353980450042854,353980450042854,1.0,1.149731159210205,1.2816956996917723
-SAP_20240130001342_01cedf85671f4a6a8cc8aa1848d95c77,SGG20240129171606-422,0JYH3NIWC00004B,0JYH3NIWC00004B,0JYH3NIWC00004B,1.0,1.0120224952697754,1.1475981235504151
-SAP_20240130042350_5b05c6e46b5f493c9ea71723bc40de06,AUG20240129212605-464,352247500006581,350417142464389,350417142464389,1.0,1.0608901977539062,1.6518488883972169
-SAP_20240130043234_a24629d8001a4ad6a7434065732a214b,AUG20240129213742-462,353980450023359,353980450023359,353980450023359,1.0,0.985375165939331,1.1214114189147948
-SAP_20240130063949_886581e6ee0540e69f9b874415956867,AUG20240129234355-036,355403290024410,,355403290024410,0.0,1.0012421607971191,1.4393218517303468
-SAP_20240130051057_408b9435f8844120a5fad4b378d71e94,SGG20240129221325-804,0U0T4ADWB00052T,0U0T4ADWB00052T,0U0T4ADWB00052T,1.0,1.0783283710479736,1.2115040779113768
-SAP_20240130061740_2bd6d4ae201c46fcad3bfe0dde7d3571,SGG20240129232039-415,357822617685280,357822617685280,357822617685280,1.0,1.0787699222564695,1.210949993133545
-SAP_20240130062319_d2ae8de2c311442da35d33ae01a059d7,AUG20240129232612-984,355403290021549,355403290021549,355403290021549,1.0,0.8814997673034668,1.0180788993835448
-SAP_20240130041132_efa46fcb9e5247dd9459eb48863e1fe1,AUG20240129211312-511,350256190099642,350256190099642,350256190099642,1.0,0.9686214923858644,1.236615991592407
-SAP_20240130053727_7f4c7f5095dd4960b60a4cc8f91f3f0b,AUG20240129224210-173,353980450033259,353980450033259,353980450033259,1.0,1.0470678806304932,1.179162120819092
-SAP_20240130063551_220bdb8acc6849158412b0b72dc333df,AUG20240129233905-138,357760270061789,357760270061789,357760270061789,1.0,0.9869754314422609,1.1199642181396483
-SAP_20240130061558_38a12d8ced7e4c6089379f22f6166d2d,AUG20240129232515-589,352247500074316,352247500074316,352247500074316,1.0,0.9340536594390868,1.0675984382629395
-SAP_20240130064604_92902c778cf54d38944be8d5fdbdd001,AUG20240129234931-904,357760270031725,357760270031725,357760270031725,1.0,1.0423314571380615,1.1754334926605223
-SAP_20240130064409_e23bc9582cf041e4b4aba7d7500aa4c4,SGG20240129234540-788,0Q8Q3NJW900067N,0Q8Q3NJW900067N,0Q8Q3NJW900067N,1.0,1.1131656169891355,1.2461150646209718
-SAP_20240130063555_6c342b700fd947e2bdacd4deb4b874f6,AUG20240129234743-232,352247503009939,352247503009939,352247503009939,1.0,0.9033339023590088,1.0362928867340089
-Total requests:,90,,,,,,
-Total images:,91,,,,,,
-No. imei images:,91,,,,,,
-No. invoice images:,0,,,,,,
-No. bad quality images:,5,,,,,,
-No. valid images:,86,,,,,,
-No. per of bad quality images:,5.4945054945054945,,,,,,
-Average accuracy:,100.0,,,,,,
-Average imei processing time:,1.151084775148436,,,,,,
-Average invoice processing time:,0,,,,,,
-Average processing time (by request):,1.3311034847708292,,,,,,
diff --git a/cope2n-api/celery_config.txt b/cope2n-api/celery_config.txt
new file mode 100644
index 0000000..ac2992d
--- /dev/null
+++ b/cope2n-api/celery_config.txt
@@ -0,0 +1,1371 @@
+->  celery@ad4673985656: OK
+    {
+        "broker_transport_options": {
+            "confirm_publish": false
+        },
+        "broker_url": "amqp://test:********@rabbitmq-sbt:5672//",
+        "deprecated_settings": null,
+        "include": [
+            "celery.app.builtins",
+            "celery_worker.mock_process_tasks_fi"
+        ],
+        "result_expires": 3600,
+        "task_queues": [
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "invoice_fi",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "invoice_sap",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "invoice_manulife",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "invoice_sbt",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            }
+        ],
+        "task_routes": {
+            "process_fi_invoice": {
+                "queue": "invoice_fi"
+            },
+            "process_fi_invoice_result": {
+                "queue": "invoice_fi_rs"
+            },
+            "process_manulife_invoice": {
+                "queue": "invoice_manulife"
+            },
+            "process_manulife_invoice_result": {
+                "queue": "invoice_manulife_rs"
+            },
+            "process_sap_invoice": {
+                "queue": "invoice_sap"
+            },
+            "process_sap_invoice_result": {
+                "queue": "invoice_sap_rs"
+            },
+            "process_sbt_invoice": {
+                "queue": "invoice_sbt"
+            },
+            "process_sbt_invoice_result": {
+                "queue": "invoice_sbt_rs"
+            }
+        }
+    }
+    
+->  celery@49be6aacd16a: OK
+    {
+        "ABSOLUTE_URL_OVERRIDES": {},
+        "ACC_EXCLUDE_RESEASONS": [
+            "Invalid Input",
+            "Handwritten information",
+            "handwritten",
+            "invalid_image",
+            "missing_information",
+            "too_blurry_text",
+            "too_small_text"
+        ],
+        "ADMINS": [],
+        "ADMIN_PASSWORD": "********",
+        "ADMIN_USER_NAME": "",
+        "ALLOWED_HOSTS": [
+            "*"
+        ],
+        "APPEND_SLASH": true,
+        "AUTHENTICATION_BACKENDS": [
+            "django.contrib.auth.backends.ModelBackend"
+        ],
+        "AUTH_PASSWORD_VALIDATORS": "********",
+        "AUTH_TOKEN_LIFE_TIME": "********",
+        "AUTH_USER_MODEL": "auth.User",
+        "BAD_THRESHOLD": 0.75,
+        "BASE_DIR": "PosixPath('/app')",
+        "BASE_UI_URL": "http://fe:",
+        "BASE_URL": "http://be-ctel-sbt:9000",
+        "BROKER_URL": "amqp://test:********@rabbitmq-sbt:5672//",
+        "CACHES": {
+            "default": {
+                "BACKEND": "django.core.cache.backends.dummy.DummyCache"
+            }
+        },
+        "CACHE_MIDDLEWARE_ALIAS": "default",
+        "CACHE_MIDDLEWARE_KEY_PREFIX": "********",
+        "CACHE_MIDDLEWARE_SECONDS": 600,
+        "CELERY_ENABLE_UTC": false,
+        "CELERY_TASK_TIME_LIMIT": 1800,
+        "CELERY_TASK_TRACK_STARTED": true,
+        "CELERY_TIMEZONE": "Asia/Singapore",
+        "CORS_ORIGIN_ALLOW_ALL": true,
+        "CSRF_COOKIE_AGE": 31449600,
+        "CSRF_COOKIE_DOMAIN": null,
+        "CSRF_COOKIE_HTTPONLY": false,
+        "CSRF_COOKIE_MASKED": false,
+        "CSRF_COOKIE_NAME": "csrftoken",
+        "CSRF_COOKIE_PATH": "/",
+        "CSRF_COOKIE_SAMESITE": "Lax",
+        "CSRF_COOKIE_SECURE": false,
+        "CSRF_FAILURE_VIEW": "django.views.csrf.csrf_failure",
+        "CSRF_HEADER_NAME": "HTTP_X_CSRFTOKEN",
+        "CSRF_TRUSTED_ORIGINS": [],
+        "CSRF_USE_SESSIONS": false,
+        "CTEL_KEY": "********",
+        "DATABASES": {
+            "default": {
+                "ATOMIC_REQUESTS": false,
+                "AUTOCOMMIT": true,
+                "CONN_HEALTH_CHECKS": false,
+                "CONN_MAX_AGE": 0,
+                "ENGINE": "django.db.backends.postgresql_psycopg2",
+                "HOST": "db-sbt",
+                "NAME": "sbt_prod_20240401",
+                "OPTIONS": {},
+                "PASSWORD": "********",
+                "PORT": "5432",
+                "TEST": {
+                    "CHARSET": null,
+                    "COLLATION": null,
+                    "MIGRATE": true,
+                    "MIRROR": null,
+                    "NAME": null
+                },
+                "TIME_ZONE": null,
+                "USER": "postgres"
+            }
+        },
+        "DATABASE_ROUTERS": "********",
+        "DATA_UPLOAD_MAX_MEMORY_SIZE": 2621440,
+        "DATA_UPLOAD_MAX_NUMBER_FIELDS": 1000,
+        "DATETIME_FORMAT": "N j, Y, P",
+        "DATETIME_INPUT_FORMATS": [
+            "%Y-%m-%d %H:%M:%S",
+            "%Y-%m-%d %H:%M:%S.%f",
+            "%Y-%m-%d %H:%M",
+            "%m/%d/%Y %H:%M:%S",
+            "%m/%d/%Y %H:%M:%S.%f",
+            "%m/%d/%Y %H:%M",
+            "%m/%d/%y %H:%M:%S",
+            "%m/%d/%y %H:%M:%S.%f",
+            "%m/%d/%y %H:%M"
+        ],
+        "DATE_FORMAT": "N j, Y",
+        "DATE_INPUT_FORMATS": [
+            "%Y-%m-%d",
+            "%m/%d/%Y",
+            "%m/%d/%y",
+            "%b %d %Y",
+            "%b %d, %Y",
+            "%d %b %Y",
+            "%d %b, %Y",
+            "%B %d %Y",
+            "%B %d, %Y",
+            "%d %B %Y",
+            "%d %B, %Y"
+        ],
+        "DB_ENCRYPT_KEY": "********",
+        "DEBUG": false,
+        "DEBUG_PROPAGATE_EXCEPTIONS": false,
+        "DECIMAL_SEPARATOR": ".",
+        "DEFAULT_AUTO_FIELD": "django.db.models.BigAutoField",
+        "DEFAULT_CHARSET": "utf-8",
+        "DEFAULT_EXCEPTION_REPORTER": "django.views.debug.ExceptionReporter",
+        "DEFAULT_EXCEPTION_REPORTER_FILTER": "django.views.debug.SafeExceptionReporterFilter",
+        "DEFAULT_FILE_STORAGE": "django.core.files.storage.FileSystemStorage",
+        "DEFAULT_FROM_EMAIL": "webmaster@localhost",
+        "DEFAULT_INDEX_TABLESPACE": "",
+        "DEFAULT_TABLESPACE": "",
+        "DISALLOWED_USER_AGENTS": [],
+        "EMAIL_BACKEND": "django.core.mail.backends.smtp.EmailBackend",
+        "EMAIL_HOST": "localhost",
+        "EMAIL_HOST_PASSWORD": "********",
+        "EMAIL_HOST_USER": "",
+        "EMAIL_PORT": 25,
+        "EMAIL_SSL_CERTFILE": null,
+        "EMAIL_SSL_KEYFILE": "********",
+        "EMAIL_SUBJECT_PREFIX": "[Django] ",
+        "EMAIL_TIMEOUT": null,
+        "EMAIL_USE_LOCALTIME": false,
+        "EMAIL_USE_SSL": false,
+        "EMAIL_USE_TLS": false,
+        "FIELD": [
+            "imei_number",
+            "purchase_date",
+            "retailername",
+            "sold_to_party",
+            "invoice_no"
+        ],
+        "FILE_UPLOAD_DIRECTORY_PERMISSIONS": null,
+        "FILE_UPLOAD_HANDLERS": [
+            "django.core.files.uploadhandler.TemporaryFileUploadHandler"
+        ],
+        "FILE_UPLOAD_MAX_MEMORY_SIZE": 2621440,
+        "FILE_UPLOAD_PERMISSIONS": 420,
+        "FILE_UPLOAD_TEMP_DIR": null,
+        "FIRST_DAY_OF_WEEK": 0,
+        "FIXTURE_DIRS": [],
+        "FORCE_SCRIPT_NAME": null,
+        "FORMAT_MODULE_PATH": null,
+        "FORM_RENDERER": "django.forms.renderers.DjangoTemplates",
+        "IGNORABLE_404_URLS": [],
+        "IMAGE_TOKEN_LIFE_TIME": "********",
+        "INSTALLED_APPS": [
+            "django.contrib.auth",
+            "django.contrib.contenttypes",
+            "django.contrib.sessions",
+            "django.contrib.messages",
+            "django.contrib.staticfiles",
+            "fwd_api.apps.FwdApiConfig",
+            "django.contrib.admin",
+            "rest_framework",
+            "drf_spectacular",
+            "drf_spectacular_sidecar",
+            "corsheaders"
+        ],
+        "INTERNAL_IPS": [],
+        "INTERNAL_SDS_KEY": "********",
+        "LANGUAGES": [
+            [
+                "af",
+                "Afrikaans"
+            ],
+            [
+                "ar",
+                "Arabic"
+            ],
+            [
+                "ar-dz",
+                "Algerian Arabic"
+            ],
+            [
+                "ast",
+                "Asturian"
+            ],
+            [
+                "az",
+                "Azerbaijani"
+            ],
+            [
+                "bg",
+                "Bulgarian"
+            ],
+            [
+                "be",
+                "Belarusian"
+            ],
+            [
+                "bn",
+                "Bengali"
+            ],
+            [
+                "br",
+                "Breton"
+            ],
+            [
+                "bs",
+                "Bosnian"
+            ],
+            [
+                "ca",
+                "Catalan"
+            ],
+            [
+                "cs",
+                "Czech"
+            ],
+            [
+                "cy",
+                "Welsh"
+            ],
+            [
+                "da",
+                "Danish"
+            ],
+            [
+                "de",
+                "German"
+            ],
+            [
+                "dsb",
+                "Lower Sorbian"
+            ],
+            [
+                "el",
+                "Greek"
+            ],
+            [
+                "en",
+                "English"
+            ],
+            [
+                "en-au",
+                "Australian English"
+            ],
+            [
+                "en-gb",
+                "British English"
+            ],
+            [
+                "eo",
+                "Esperanto"
+            ],
+            [
+                "es",
+                "Spanish"
+            ],
+            [
+                "es-ar",
+                "Argentinian Spanish"
+            ],
+            [
+                "es-co",
+                "Colombian Spanish"
+            ],
+            [
+                "es-mx",
+                "Mexican Spanish"
+            ],
+            [
+                "es-ni",
+                "Nicaraguan Spanish"
+            ],
+            [
+                "es-ve",
+                "Venezuelan Spanish"
+            ],
+            [
+                "et",
+                "Estonian"
+            ],
+            [
+                "eu",
+                "Basque"
+            ],
+            [
+                "fa",
+                "Persian"
+            ],
+            [
+                "fi",
+                "Finnish"
+            ],
+            [
+                "fr",
+                "French"
+            ],
+            [
+                "fy",
+                "Frisian"
+            ],
+            [
+                "ga",
+                "Irish"
+            ],
+            [
+                "gd",
+                "Scottish Gaelic"
+            ],
+            [
+                "gl",
+                "Galician"
+            ],
+            [
+                "he",
+                "Hebrew"
+            ],
+            [
+                "hi",
+                "Hindi"
+            ],
+            [
+                "hr",
+                "Croatian"
+            ],
+            [
+                "hsb",
+                "Upper Sorbian"
+            ],
+            [
+                "hu",
+                "Hungarian"
+            ],
+            [
+                "hy",
+                "Armenian"
+            ],
+            [
+                "ia",
+                "Interlingua"
+            ],
+            [
+                "id",
+                "Indonesian"
+            ],
+            [
+                "ig",
+                "Igbo"
+            ],
+            [
+                "io",
+                "Ido"
+            ],
+            [
+                "is",
+                "Icelandic"
+            ],
+            [
+                "it",
+                "Italian"
+            ],
+            [
+                "ja",
+                "Japanese"
+            ],
+            [
+                "ka",
+                "Georgian"
+            ],
+            [
+                "kab",
+                "Kabyle"
+            ],
+            [
+                "kk",
+                "Kazakh"
+            ],
+            [
+                "km",
+                "Khmer"
+            ],
+            [
+                "kn",
+                "Kannada"
+            ],
+            [
+                "ko",
+                "Korean"
+            ],
+            [
+                "ky",
+                "Kyrgyz"
+            ],
+            [
+                "lb",
+                "Luxembourgish"
+            ],
+            [
+                "lt",
+                "Lithuanian"
+            ],
+            [
+                "lv",
+                "Latvian"
+            ],
+            [
+                "mk",
+                "Macedonian"
+            ],
+            [
+                "ml",
+                "Malayalam"
+            ],
+            [
+                "mn",
+                "Mongolian"
+            ],
+            [
+                "mr",
+                "Marathi"
+            ],
+            [
+                "ms",
+                "Malay"
+            ],
+            [
+                "my",
+                "Burmese"
+            ],
+            [
+                "nb",
+                "Norwegian Bokm\u00e5l"
+            ],
+            [
+                "ne",
+                "Nepali"
+            ],
+            [
+                "nl",
+                "Dutch"
+            ],
+            [
+                "nn",
+                "Norwegian Nynorsk"
+            ],
+            [
+                "os",
+                "Ossetic"
+            ],
+            [
+                "pa",
+                "Punjabi"
+            ],
+            [
+                "pl",
+                "Polish"
+            ],
+            [
+                "pt",
+                "Portuguese"
+            ],
+            [
+                "pt-br",
+                "Brazilian Portuguese"
+            ],
+            [
+                "ro",
+                "Romanian"
+            ],
+            [
+                "ru",
+                "Russian"
+            ],
+            [
+                "sk",
+                "Slovak"
+            ],
+            [
+                "sl",
+                "Slovenian"
+            ],
+            [
+                "sq",
+                "Albanian"
+            ],
+            [
+                "sr",
+                "Serbian"
+            ],
+            [
+                "sr-latn",
+                "Serbian Latin"
+            ],
+            [
+                "sv",
+                "Swedish"
+            ],
+            [
+                "sw",
+                "Swahili"
+            ],
+            [
+                "ta",
+                "Tamil"
+            ],
+            [
+                "te",
+                "Telugu"
+            ],
+            [
+                "tg",
+                "Tajik"
+            ],
+            [
+                "th",
+                "Thai"
+            ],
+            [
+                "tk",
+                "Turkmen"
+            ],
+            [
+                "tr",
+                "Turkish"
+            ],
+            [
+                "tt",
+                "Tatar"
+            ],
+            [
+                "udm",
+                "Udmurt"
+            ],
+            [
+                "uk",
+                "Ukrainian"
+            ],
+            [
+                "ur",
+                "Urdu"
+            ],
+            [
+                "uz",
+                "Uzbek"
+            ],
+            [
+                "vi",
+                "Vietnamese"
+            ],
+            [
+                "zh-hans",
+                "Simplified Chinese"
+            ],
+            [
+                "zh-hant",
+                "Traditional Chinese"
+            ]
+        ],
+        "LANGUAGES_BIDI": [
+            "he",
+            "ar",
+            "ar-dz",
+            "fa",
+            "ur"
+        ],
+        "LANGUAGE_CODE": "en-us",
+        "LANGUAGE_COOKIE_AGE": null,
+        "LANGUAGE_COOKIE_DOMAIN": null,
+        "LANGUAGE_COOKIE_HTTPONLY": false,
+        "LANGUAGE_COOKIE_NAME": "django_language",
+        "LANGUAGE_COOKIE_PATH": "/",
+        "LANGUAGE_COOKIE_SAMESITE": null,
+        "LANGUAGE_COOKIE_SECURE": false,
+        "LOCALE_PATHS": [
+            "/app/locale"
+        ],
+        "LOGGING": {},
+        "LOGGING_CONFIG": "logging.config.dictConfig",
+        "LOGIN_REDIRECT_URL": "/accounts/profile/",
+        "LOGIN_URL": "/accounts/login/",
+        "LOGOUT_REDIRECT_URL": null,
+        "MANAGERS": [],
+        "MAX_NUMBER_OF_TEMPLATE": 3,
+        "MAX_PAGES_OF_PDF_FILE": 50,
+        "MAX_PIXEL_IN_A_FILE": 5000,
+        "MAX_UPLOAD_FILES_IN_A_REQUEST": 5,
+        "MAX_UPLOAD_FILE_SIZE_OF_A_REQUEST": 104857600,
+        "MAX_UPLOAD_SIZE_OF_A_FILE": 5242880,
+        "MEDIA_ROOT": "/app/media",
+        "MEDIA_URL": "/",
+        "MESSAGE_STORAGE": "django.contrib.messages.storage.fallback.FallbackStorage",
+        "MIDDLEWARE": [
+            "django.middleware.security.SecurityMiddleware",
+            "django.contrib.sessions.middleware.SessionMiddleware",
+            "django.middleware.common.CommonMiddleware",
+            "django.middleware.csrf.CsrfViewMiddleware",
+            "django.contrib.auth.middleware.AuthenticationMiddleware",
+            "django.contrib.messages.middleware.MessageMiddleware",
+            "django.middleware.clickjacking.XFrameOptionsMiddleware",
+            "corsheaders.middleware.CorsMiddleware",
+            "whitenoise.middleware.WhiteNoiseMiddleware",
+            "django.middleware.locale.LocaleMiddleware"
+        ],
+        "MIGRATION_MODULES": {},
+        "MONTH_DAY_FORMAT": "F j",
+        "NEED_REVIEW": 1.0,
+        "NUMBER_GROUPING": 0,
+        "OVERVIEW_REFRESH_INTERVAL": 2,
+        "OVERVIEW_REPORT_DURATION": [
+            "30d",
+            "7d"
+        ],
+        "OVERVIEW_REPORT_ROOT": "overview",
+        "PASSWORD_HASHERS": "********",
+        "PASSWORD_RESET_TIMEOUT": "********",
+        "PREPEND_WWW": false,
+        "REDIS_HOST": "result-cache",
+        "REDIS_PORT": 6379,
+        "REST_FRAMEWORK": {
+            "DEFAULT_AUTHENTICATION_CLASSES": [
+                "fwd_api.filter.AuthFilter.AuthFilter"
+            ],
+            "DEFAULT_RENDERER_CLASSES": [
+                "rest_framework.renderers.JSONRenderer",
+                "rest_framework_xml.renderers.XMLRenderer",
+                "rest_framework.renderers.BrowsableAPIRenderer"
+            ],
+            "DEFAULT_SCHEMA_CLASS": "drf_spectacular.openapi.AutoSchema",
+            "EXCEPTION_HANDLER": "fwd_api.exception.exceptions_handler.custom_exception_handler"
+        },
+        "ROOT_URLCONF": "fwd.urls",
+        "S3_ACCESS_KEY": "********",
+        "S3_BUCKET_NAME": "ocr-sds",
+        "S3_ENDPOINT": "http://minio:9884",
+        "S3_SECRET_KEY": "********",
+        "SECRET_KEY": "********",
+        "SECRET_KEY_FALLBACKS": "********",
+        "SECURE_CONTENT_TYPE_NOSNIFF": true,
+        "SECURE_CROSS_ORIGIN_OPENER_POLICY": "same-origin",
+        "SECURE_HSTS_INCLUDE_SUBDOMAINS": false,
+        "SECURE_HSTS_PRELOAD": false,
+        "SECURE_HSTS_SECONDS": 0,
+        "SECURE_PROXY_SSL_HEADER": null,
+        "SECURE_REDIRECT_EXEMPT": [],
+        "SECURE_REFERRER_POLICY": "same-origin",
+        "SECURE_SSL_HOST": null,
+        "SECURE_SSL_REDIRECT": false,
+        "SERVER_EMAIL": "root@localhost",
+        "SESSION_CACHE_ALIAS": "default",
+        "SESSION_COOKIE_AGE": 1209600,
+        "SESSION_COOKIE_DOMAIN": null,
+        "SESSION_COOKIE_HTTPONLY": true,
+        "SESSION_COOKIE_NAME": "sessionid",
+        "SESSION_COOKIE_PATH": "/",
+        "SESSION_COOKIE_SAMESITE": "Lax",
+        "SESSION_COOKIE_SECURE": false,
+        "SESSION_ENGINE": "django.contrib.sessions.backends.db",
+        "SESSION_EXPIRE_AT_BROWSER_CLOSE": false,
+        "SESSION_FILE_PATH": null,
+        "SESSION_SAVE_EVERY_REQUEST": false,
+        "SESSION_SERIALIZER": "django.contrib.sessions.serializers.JSONSerializer",
+        "SETTINGS_MODULE": "fwd.settings",
+        "SHORT_DATETIME_FORMAT": "m/d/Y P",
+        "SHORT_DATE_FORMAT": "m/d/Y",
+        "SIGNING_BACKEND": "django.core.signing.TimestampSigner",
+        "SILENCED_SYSTEM_CHECKS": [],
+        "SIZE_TO_COMPRESS": 2097152,
+        "SPECTACULAR_SETTINGS": {
+            "DESCRIPTION": "AI Powered by Samsung SDS Vietnam",
+            "EXCLUDE_PATH": [
+                "'/api/schema/'"
+            ],
+            "EXCLUDE_RELATIVE_PATH": [
+                "/rsa",
+                "/gen-token",
+                "/app/"
+            ],
+            "PREPROCESSING_HOOKS": [
+                "fwd_api.api_specs.hooks.remove_apis_from_list"
+            ],
+            "REDOC_DIST": "SIDECAR",
+            "SERVE_INCLUDE_SCHEMA": true,
+            "SWAGGER_UI_DIST": "SIDECAR",
+            "SWAGGER_UI_FAVICON_HREF": "SIDECAR",
+            "TAGS": [
+                "Login",
+                "OCR",
+                "Data",
+                "System"
+            ],
+            "TAGS_SORTER": "alpha",
+            "TITLE": "OCR Engine for Invoices",
+            "VERSION": "1.0.0"
+        },
+        "STANDARD_PASSWORD": "********",
+        "STANDARD_USER_NAME": "",
+        "STATICFILES_DIRS": [],
+        "STATICFILES_FINDERS": [
+            "django.contrib.staticfiles.finders.FileSystemFinder",
+            "django.contrib.staticfiles.finders.AppDirectoriesFinder"
+        ],
+        "STATICFILES_STORAGE": "django.contrib.staticfiles.storage.StaticFilesStorage",
+        "STATIC_ROOT": "/app/static",
+        "STATIC_URL": "/static/",
+        "STORAGES": {
+            "staticfiles": {
+                "BACKEND": "whitenoise.storage.CompressedManifestStaticFilesStorage"
+            }
+        },
+        "SUBS": {
+            "ALL": "all",
+            "SEAO": "seao",
+            "SEAU": "AU",
+            "SEIN": "ID",
+            "SEPCO": "PH",
+            "SESP": "SG",
+            "SME": "MY",
+            "TSE": "TH"
+        },
+        "SUB_FOR_BILLING": [
+            "all",
+            "seao"
+        ],
+        "TARGET_MAX_IMAGE_SIZE": [
+            2048,
+            2048
+        ],
+        "TEMPLATES": [
+            {
+                "APP_DIRS": true,
+                "BACKEND": "django.template.backends.django.DjangoTemplates",
+                "DIRS": [
+                    "PosixPath('/app/templates')"
+                ],
+                "OPTIONS": {
+                    "context_processors": [
+                        "django.template.context_processors.debug",
+                        "django.template.context_processors.request",
+                        "django.contrib.auth.context_processors.auth",
+                        "django.contrib.messages.context_processors.messages"
+                    ]
+                }
+            }
+        ],
+        "TEST_NON_SERIALIZED_APPS": [],
+        "TEST_RUNNER": "django.test.runner.DiscoverRunner",
+        "THOUSAND_SEPARATOR": ",",
+        "TIME_FORMAT": "P",
+        "TIME_INPUT_FORMATS": [
+            "%H:%M:%S",
+            "%H:%M:%S.%f",
+            "%H:%M"
+        ],
+        "TIME_ZONE": "Asia/Singapore",
+        "USE_DEPRECATED_PYTZ": false,
+        "USE_I18N": true,
+        "USE_L10N": true,
+        "USE_THOUSAND_SEPARATOR": false,
+        "USE_TZ": true,
+        "USE_X_FORWARDED_HOST": false,
+        "USE_X_FORWARDED_PORT": false,
+        "WSGI_APPLICATION": "fwd.wsgi.application",
+        "X_FRAME_OPTIONS": "DENY",
+        "YEAR_MONTH_FORMAT": "F Y",
+        "broker_transport_options": {
+            "confirm_publish": false
+        },
+        "broker_url": "amqp://test:********@rabbitmq-sbt:5672//",
+        "deprecated_settings": null,
+        "include": [
+            "fwd_api.celery_worker.internal_task",
+            "celery.app.builtins",
+            "fwd_api.celery_worker.process_result_tasks",
+            "fwd_api.celery_worker.process_report_tasks"
+        ],
+        "is_overridden": "<bound method Settings.is_overridden of <Settings \"fwd.settings\">>",
+        "task_queues": [
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "invoice_sap_rs",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "invoice_fi_rs",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "invoice_manulife_rs",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "invoice_sbt_rs",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "do_pdf",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "upload_file_to_s3",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "upload_feedback_to_s3",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "upload_obj_to_s3",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "upload_report_to_s3",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "remove_local_file",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "csv_feedback",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "report",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            },
+            {
+                "alias": null,
+                "auto_delete": false,
+                "binding_arguments": null,
+                "bindings": [],
+                "consumer_arguments": null,
+                "durable": true,
+                "exchange": {
+                    "arguments": null,
+                    "auto_delete": false,
+                    "delivery_mode": null,
+                    "durable": true,
+                    "name": "celery",
+                    "no_declare": false,
+                    "passive": false,
+                    "type": "direct"
+                },
+                "exclusive": false,
+                "expires": null,
+                "max_length": null,
+                "max_length_bytes": null,
+                "max_priority": null,
+                "message_ttl": null,
+                "name": "report_2",
+                "no_ack": false,
+                "no_declare": null,
+                "queue_arguments": null,
+                "routing_key": "celery"
+            }
+        ],
+        "task_routes": {
+            "csv_feedback": {
+                "queue": "csv_feedback"
+            },
+            "do_pdf": {
+                "queue": "do_pdf"
+            },
+            "make_a_report": {
+                "queue": "report"
+            },
+            "make_a_report_2": {
+                "queue": "report_2"
+            },
+            "process_fi_invoice": {
+                "queue": "invoice_fi"
+            },
+            "process_fi_invoice_result": {
+                "queue": "invoice_fi_rs"
+            },
+            "process_manulife_invoice": {
+                "queue": "invoice_manulife"
+            },
+            "process_manulife_invoice_result": {
+                "queue": "invoice_manulife_rs"
+            },
+            "process_sap_invoice": {
+                "queue": "invoice_sap"
+            },
+            "process_sap_invoice_result": {
+                "queue": "invoice_sap_rs"
+            },
+            "process_sbt_invoice": {
+                "queue": "invoice_sbt"
+            },
+            "process_sbt_invoice_result": {
+                "queue": "invoice_sbt_rs"
+            },
+            "remove_local_file": {
+                "queue": "remove_local_file"
+            },
+            "upload_feedback_to_s3": {
+                "queue": "upload_feedback_to_s3"
+            },
+            "upload_file_to_s3": {
+                "queue": "upload_file_to_s3"
+            },
+            "upload_obj_to_s3": {
+                "queue": "upload_obj_to_s3"
+            },
+            "upload_report_to_s3": {
+                "queue": "upload_report_to_s3"
+            }
+        }
+    }
+    
+
+2 nodes online.
diff --git a/cope2n-api/fwd/settings.py b/cope2n-api/fwd/settings.py
index 396dc38..67d680e 100755
--- a/cope2n-api/fwd/settings.py
+++ b/cope2n-api/fwd/settings.py
@@ -209,7 +209,8 @@ CORS_ORIGIN_ALLOW_ALL = True
 MEDIA_ROOT = env.str("MEDIA_ROOT", default=r"/var/www/example.com/media/")
 BROKER_URL = env.str("BROKER_URL", default="amqp://test:test@107.120.70.226:5672//")
 CELERY_TASK_TRACK_STARTED = True
-CELERY_TASK_TIME_LIMIT = 30 * 60
+# CELERY_TASK_TIME_LIMIT = 30 * 60
+CELERY_TASK_TIME_LIMIT = None
 
 MAX_UPLOAD_SIZE_OF_A_FILE = 5 * 1024 * 1024  # 5 MB
 MAX_UPLOAD_FILE_SIZE_OF_A_REQUEST = 100 * 1024 * 1024  # 100 MB
diff --git a/cope2n-api/fwd_api/management/commands/migrate-csv.py b/cope2n-api/fwd_api/management/commands/migrate-csv.py
index 440992e..3c7c9b8 100644
--- a/cope2n-api/fwd_api/management/commands/migrate-csv.py
+++ b/cope2n-api/fwd_api/management/commands/migrate-csv.py
@@ -32,10 +32,10 @@ class Command(BaseCommand):
             request_review = {
                 "request_id": request.request_id,
                 "imei_number": [],
-                "retailername": "",
-                "purchase_date": "",
-                "sold_to_party": "",
-                "invoice_no": ""
+                "retailername": None,
+                "purchase_date": None,
+                "sold_to_party": None,
+                "invoice_no": None
             }
 
         images = SubscriptionRequestFile.objects.filter(request=request, file_category=FileCategory.Origin.value)
@@ -64,10 +64,10 @@ class Command(BaseCommand):
                             _reviewed_result = {
                                 "request_id": image.request_id,
                                 "imei_number": [],
-                                "retailername": "",
-                                "purchase_date": "",
-                                "sold_to_party": "",
-                                "invoice_no": ""
+                                "retailername": None,
+                                "purchase_date": None,
+                                "sold_to_party": None,
+                                "invoice_no": None
                             }
 
                         if image.doc_type == "invoice" and field in ['retailername', 'purchase_date', 'invoice_no']:
diff --git a/cope2n-api/fwd_api/management/commands/migrate-datebase-edit-None-invoice-no.py b/cope2n-api/fwd_api/management/commands/migrate-datebase-edit-None-invoice-no.py
new file mode 100644
index 0000000..90bfb37
--- /dev/null
+++ b/cope2n-api/fwd_api/management/commands/migrate-datebase-edit-None-invoice-no.py
@@ -0,0 +1,81 @@
+from django.core.management.base import BaseCommand
+from tqdm import tqdm
+from fwd_api.models import SubscriptionRequestFile, SubscriptionRequest
+from fwd_api.exception.exceptions import InvalidException
+from fwd_api.utils.accuracy import predict_result_to_ready
+import traceback
+import copy
+from django.utils import timezone
+
+KEY = "invoice_no"
+
+class Command(BaseCommand):
+    help = 'Refactor database for image level'
+
+    def add_arguments(self, parser):
+        # Add your command-line arguments here
+        parser.add_argument('start', type=str, help='start date, sample: 2023-01-02T00:00:00+0700')
+        parser.add_argument('end', type=str, help='end date, sample: 2023-01-03T00:00:00+0700')
+
+    def process_request(self, request):
+        if len(request.request_id.split(".")[0].split("_")) < 2:
+            return
+        images = SubscriptionRequestFile.objects.filter(request=request)
+        
+        if not request.predict_result:
+            self.stdout.write(self.style.WARNING(f"Key predict_result not found in {request.request_id}"))
+            return
+        if request.predict_result.get("status", 200) != 200:
+            self.stdout.write(self.style.WARNING(f"Key predict_result not found in {request.request_id}"))
+            return
+        
+        if isinstance(request.predict_result, dict):
+            invoice_no_exited = False
+            for value in request.predict_result["content"]["document"][0]["content"]:
+                if value["label"] == KEY or value["value"] == "":
+                    value["value"] = None
+                    invoice_no_exited = True
+            if not invoice_no_exited:
+                request.predict_result["content"]["document"][0]["content"].insert(4, {"label": "invoice_no","value": None})
+        if isinstance(request.feedback_result, dict):
+            request.feedback_result[KEY] = None
+        if isinstance(request.reviewed_result, dict):
+            _reviewed_result = copy.deepcopy(request.reviewed_result)
+            _reviewed_result[KEY] = None
+            request.reviewed_result = _reviewed_result
+        request.save()
+        
+        for i, image in enumerate(images):
+            try:
+                if isinstance(image.predict_result, dict):
+                    # print(f"[INFO]: dict ... {request.predict_result}")
+                    image.predict_result[KEY] = None
+                if isinstance(image.feedback_result, dict):
+                    image.feedback_result[KEY] = None
+                if isinstance(image.reviewed_result, dict):
+                    image.reviewed_result[KEY] = None
+                image.save()
+            except Exception as e:
+                self.stdout.write(self.style.ERROR(f"Request: {request.request_id} failed with {e}"))
+                print(traceback.format_exc())
+                continue
+
+    def handle(self, *args, **options):
+        start = options['start']
+        end = options['end']
+
+        if start or end:
+            try:
+                start_date = timezone.datetime.strptime(start, '%Y-%m-%dT%H:%M:%S%z') # We care only about day precision only
+                end_date = timezone.datetime.strptime(end, '%Y-%m-%dT%H:%M:%S%z')
+            except Exception as e:
+                print(f"[INFO]: start: {start}")
+                print(f"[INFO]: end: {end}")
+                raise InvalidException(excArgs="Date format")
+            subcription_iter = SubscriptionRequest.objects.filter(created_at__range=(start_date, end_date))
+        else:
+            subcription_iter = SubscriptionRequest.objects.all()
+
+        for request in tqdm(subcription_iter.iterator()):
+            self.process_request(request)
+        self.stdout.write(self.style.SUCCESS('Sample Django management command executed successfully!'))
\ No newline at end of file
diff --git a/cope2n-api/fwd_api/management/commands/migrate-datebase-fill-invoice-no.py b/cope2n-api/fwd_api/management/commands/migrate-datebase-fill-invoice-no.py
new file mode 100644
index 0000000..87b7fb5
--- /dev/null
+++ b/cope2n-api/fwd_api/management/commands/migrate-datebase-fill-invoice-no.py
@@ -0,0 +1,80 @@
+from django.core.management.base import BaseCommand
+from tqdm import tqdm
+from fwd_api.models import SubscriptionRequestFile, SubscriptionRequest
+from fwd_api.exception.exceptions import InvalidException
+from fwd_api.utils.accuracy import predict_result_to_ready
+import traceback
+import copy
+from django.utils import timezone
+
+KEY = "invoice_no"
+
+class Command(BaseCommand):
+    help = 'Refactor database for image level'
+
+    def add_arguments(self, parser):
+        # Add your command-line arguments here
+        parser.add_argument('start', type=str, help='start date, sample: 2023-01-02T00:00:00+0700')
+        parser.add_argument('end', type=str, help='end date, sample: 2023-01-03T00:00:00+0700')
+
+    def process_request(self, request):
+        if len(request.request_id.split(".")[0].split("_")) < 2:
+            return
+        images = SubscriptionRequestFile.objects.filter(request=request)
+        
+        if not request.predict_result:
+            self.stdout.write(self.style.WARNING(f"Key predict_result not found in {request.request_id}"))
+            return
+        if request.predict_result.get("status", 200) != 200:
+            self.stdout.write(self.style.WARNING(f"Key predict_result not found in {request.request_id}"))
+            return
+        
+        if isinstance(request.predict_result, dict):
+            invoice_no_exited = False
+            for value in request.predict_result["content"]["document"][0]["content"]:
+                if value["label"] == "invoice_no":
+                    invoice_no_exited = True
+            if not invoice_no_exited:
+                request.predict_result["content"]["document"][0]["content"].insert(4, {"label": "invoice_no","value": None})
+        if isinstance(request.feedback_result, dict):
+            request.feedback_result[KEY] = None
+        if isinstance(request.reviewed_result, dict):
+            _reviewed_result = copy.deepcopy(request.reviewed_result)
+            _reviewed_result[KEY] = None
+            request.reviewed_result = _reviewed_result
+        request.save()
+        
+        for i, image in enumerate(images):
+            try:
+                if isinstance(image.predict_result, dict):
+                    # print(f"[INFO]: dict ... {request.predict_result}")
+                    image.predict_result[KEY] = None
+                if isinstance(image.feedback_result, dict):
+                    image.feedback_result[KEY] = None
+                if isinstance(image.reviewed_result, dict):
+                    image.reviewed_result[KEY] = None
+                image.save()
+            except Exception as e:
+                self.stdout.write(self.style.ERROR(f"Request: {request.request_id} failed with {e}"))
+                print(traceback.format_exc())
+                continue
+
+    def handle(self, *args, **options):
+        start = options['start']
+        end = options['end']
+
+        if start or end:
+            try:
+                start_date = timezone.datetime.strptime(start, '%Y-%m-%dT%H:%M:%S%z') # We care only about day precision only
+                end_date = timezone.datetime.strptime(end, '%Y-%m-%dT%H:%M:%S%z')
+            except Exception as e:
+                print(f"[INFO]: start: {start}")
+                print(f"[INFO]: end: {end}")
+                raise InvalidException(excArgs="Date format")
+            subcription_iter = SubscriptionRequest.objects.filter(created_at__range=(start_date, end_date))
+        else:
+            subcription_iter = SubscriptionRequest.objects.all()
+
+        for request in tqdm(subcription_iter.iterator()):
+            self.process_request(request)
+        self.stdout.write(self.style.SUCCESS('Sample Django management command executed successfully!'))
\ No newline at end of file
diff --git a/cope2n-api/fwd_api/management/commands/migrate-datebase-remove-empty-string.py b/cope2n-api/fwd_api/management/commands/migrate-datebase-remove-empty-string.py
new file mode 100644
index 0000000..4a8dc72
--- /dev/null
+++ b/cope2n-api/fwd_api/management/commands/migrate-datebase-remove-empty-string.py
@@ -0,0 +1,77 @@
+from django.core.management.base import BaseCommand
+from tqdm import tqdm
+from fwd_api.models import SubscriptionRequestFile, SubscriptionRequest
+from fwd_api.exception.exceptions import InvalidException
+from fwd_api.utils.accuracy import predict_result_to_ready
+import traceback
+import copy
+from django.utils import timezone
+
+KEY = "sold_to_party"
+
+class Command(BaseCommand):
+    help = 'Refactor database for image level'
+
+    def add_arguments(self, parser):
+        # Add your command-line arguments here
+        parser.add_argument('start', type=str, help='start date, sample: 2023-01-02T00:00:00+0700')
+        parser.add_argument('end', type=str, help='end date, sample: 2023-01-03T00:00:00+0700')
+
+    def process_request(self, request):
+        if len(request.request_id.split(".")[0].split("_")) < 2:
+            return
+        images = SubscriptionRequestFile.objects.filter(request=request)
+        
+        if not request.predict_result:
+            self.stdout.write(self.style.WARNING(f"Key predict_result not found in {request.request_id}"))
+            return
+        if request.predict_result.get("status", 200) != 200:
+            self.stdout.write(self.style.WARNING(f"Key predict_result not found in {request.request_id}"))
+            return
+        
+        if isinstance(request.predict_result, dict):
+            for value in request.predict_result["content"]["document"][0]["content"]:
+                if value["value"] == "":
+                    value["value"] = None
+                    invoice_no_exited = True
+        if isinstance(request.feedback_result, dict) and request.feedback_result[KEY] == "":
+            request.feedback_result[KEY] = None
+        if isinstance(request.reviewed_result, dict) and request.reviewed_result[KEY] == "":
+            _reviewed_result = copy.deepcopy(request.reviewed_result)
+            _reviewed_result[KEY] = None
+            request.reviewed_result = _reviewed_result
+        request.save()
+        
+        for i, image in enumerate(images):
+            try:
+                if isinstance(image.predict_result, dict) and image.predict_result[KEY] == "":
+                    image.predict_result[KEY] = None
+                if isinstance(image.feedback_result, dict) and image.feedback_result[KEY] == "":
+                    image.feedback_result[KEY] = None
+                if isinstance(image.reviewed_result, dict) and image.reviewed_result[KEY] == "":
+                    image.reviewed_result[KEY] = None
+                image.save()
+            except Exception as e:
+                self.stdout.write(self.style.ERROR(f"Request: {request.request_id} failed with {e}"))
+                print(traceback.format_exc())
+                continue
+
+    def handle(self, *args, **options):
+        start = options['start']
+        end = options['end']
+
+        if start or end:
+            try:
+                start_date = timezone.datetime.strptime(start, '%Y-%m-%dT%H:%M:%S%z') # We care only about day precision only
+                end_date = timezone.datetime.strptime(end, '%Y-%m-%dT%H:%M:%S%z')
+            except Exception as e:
+                print(f"[INFO]: start: {start}")
+                print(f"[INFO]: end: {end}")
+                raise InvalidException(excArgs="Date format")
+            subcription_iter = SubscriptionRequest.objects.filter(created_at__range=(start_date, end_date))
+        else:
+            subcription_iter = SubscriptionRequest.objects.all()
+
+        for request in tqdm(subcription_iter.iterator()):
+            self.process_request(request)
+        self.stdout.write(self.style.SUCCESS('Sample Django management command executed successfully!'))
\ No newline at end of file
diff --git a/cope2n-api/fwd_api/utils/accuracy.py b/cope2n-api/fwd_api/utils/accuracy.py
index 833a4fd..58be3ec 100755
--- a/cope2n-api/fwd_api/utils/accuracy.py
+++ b/cope2n-api/fwd_api/utils/accuracy.py
@@ -191,13 +191,14 @@ class ReportAccumulateByRequest:
             day_data["review_progress"].append(report_file.review_status)
         return day_data
     
-    def add(self, request, report_files):
+    def add(self, request, report_files, report):
         this_month = timezone.localtime(request.created_at).strftime("%Y%m")
         this_day = timezone.localtime(request.created_at).strftime("%Y%m%d")
         if not self.data.get(this_month, None):
             self.data[this_month] = [copy.deepcopy(self.total_format), {}]
             self.data[this_month][0]["extraction_date"] = "Subtotal (" + timezone.localtime(request.created_at).strftime("%Y-%m") + ")"
         if not self.data[this_month][1].get(this_day, None):
+            print(f"[INFO] Adding a new day: {this_day} for report: {report.id} ...")
             self.data[this_month][1][this_day] = copy.deepcopy(self.day_format)[0]
             self.data[this_month][1][this_day]['extraction_date'] = timezone.localtime(request.created_at).strftime("%Y-%m-%d")
             usage = self.count_transactions_within_day(this_day)
@@ -598,7 +599,6 @@ def count_transactions(start_date, end_date, subsidiary="all"):
         base_query &= Q(redemption_id__startswith=subsidiary)
     transaction_att = {}
 
-    print(f"[DEBUG]: atracting transactions attribute...")
     total_transaction_requests = SubscriptionRequest.objects.filter(base_query).order_by('created_at')
     for request in total_transaction_requests:
         if not request.doc_type:
@@ -947,12 +947,12 @@ def calculate_subcription_file(subcription_request_file):
             avg_acc = avg_feedback
             if avg_feedback < settings.NEED_REVIEW:
                 att["is_reviewed"] = 0
-        if avg_reviewed is not None:
+        if avg_reviewed is not None and att["is_reviewed"] != -1:
             avg_acc = avg_reviewed
             att["is_reviewed"] = 1
 
         # Little trick to overcome issue caused by misleading manually review process
-        if subcription_request_file.reason or subcription_request_file.counter_measures:
+        if (subcription_request_file.reason or subcription_request_file.counter_measures) and att["is_reviewed"] != -1:
             att["is_reviewed"] = 1
 
         att["avg_acc"] = avg_acc