timeseriesanalysisonsagemaker.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "19338bc8-62a0-4dae-9509-8e44be2ad44a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Content of CSV file:\n",
      "   Year Month  Volume Horticulture  (Tonnes)  \\\n",
      "0  2007   Jan                       17112.39   \n",
      "1  2007   Feb                       18905.81   \n",
      "2  2007   Mar                       24796.49   \n",
      "3  2007   Apr                       22748.93   \n",
      "4  2007   May                       22885.72   \n",
      "\n",
      "   Average Horticulture (Kshs. per Tonne)  Annual Average Inflation   \\\n",
      "0                               188541.52                       6.08   \n",
      "1                               175393.06                       5.55   \n",
      "2                               148545.24                       4.99   \n",
      "3                               168518.27                       4.69   \n",
      "4                               168111.86                       4.47   \n",
      "\n",
      "   Diaspora Remittances  Euro ex  Sterling Pound ex  US ex  CB Deposit  \\\n",
      "0              40930.36    90.87             136.91  69.89        4.35   \n",
      "1              39533.07    91.04             136.40  69.62        4.21   \n",
      "2              48561.00    91.77             134.91  69.29        4.19   \n",
      "3              38250.91    92.68             136.40  68.58        4.11   \n",
      "4              41163.50    90.82             133.31  67.19        4.14   \n",
      "\n",
      "   CB Savings  CB Overdraft   CB Lending   Active Agents  \\\n",
      "0        1.42          14.11        13.78            307   \n",
      "1        1.41          14.05        13.64            307   \n",
      "2        1.43          13.95        13.56            307   \n",
      "3        1.35          13.26        13.33            362   \n",
      "4        1.57          13.35        13.38            447   \n",
      "\n",
      "   Total Registered Mobile Money Accounts (Millions)  \\\n",
      "0                                           0.020992   \n",
      "1                                           0.020992   \n",
      "2                                           0.020992   \n",
      "3                                           0.054944   \n",
      "4                                           0.107733   \n",
      "\n",
      "   Total Agent Cash in Cash Out (Volume Million)  \\\n",
      "0                                       0.021714   \n",
      "1                                       0.021714   \n",
      "2                                       0.021714   \n",
      "3                                       0.070000   \n",
      "4                                       0.150000   \n",
      "\n",
      "   Total Agent Cash in Cash Out (Value KSh billions)      date  \n",
      "0                                           0.064391  1/1/2007  \n",
      "1                                           0.064391  2/1/2007  \n",
      "2                                           0.064391  3/1/2007  \n",
      "3                                           0.220896  4/1/2007  \n",
      "4                                           0.483709  5/1/2007  \n",
      "CSV data saved to csv_data.csv\n",
      "\n",
      "Content of Excel file:\n",
      "   Year     Month  Volume Horticulture  (Tonnes)  \\\n",
      "0  2022   January                       47984.19   \n",
      "1  2022  February                       41351.44   \n",
      "2  2022     March                       49557.36   \n",
      "3  2022     April                       49975.74   \n",
      "4  2022       May                       49516.59   \n",
      "\n",
      "   Value Horticulture (Kshs. Millions)  \\\n",
      "0                            10522.145   \n",
      "1                            10732.680   \n",
      "2                            11377.200   \n",
      "3                            10462.450   \n",
      "4                            11833.220   \n",
      "\n",
      "   Average Horticulture (Kshs. per Tonne)  Annual Average Inflation       date  \n",
      "0                              220564.955                      6.08 2022-01-01  \n",
      "1                              259547.960                      6.23 2022-02-01  \n",
      "2                              229576.510                      6.29 2022-03-01  \n",
      "3                              209350.540                      6.05 2022-04-01  \n",
      "4                              238974.850                      6.16 2022-05-01  \n",
      "Excel data saved to excel_data.xlsx\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import boto3\n",
    "import pandas as pd\n",
    "from io import BytesIO\n",
    "import os\n",
    "\n",
    "# Specify your S3 bucket name\n",
    "bucket_name = 'asilitechtimeseriesforecastdata'\n",
    "\n",
    "# Create an S3 client\n",
    "s3_client = boto3.client('s3')\n",
    "\n",
    "# List objects in the bucket\n",
    "response = s3_client.list_objects_v2(Bucket=bucket_name)\n",
    "\n",
    "# Initialize variables for the data\n",
    "csv_data = None\n",
    "excel_data = None\n",
    "\n",
    "# Loop through each object in the bucket\n",
    "for obj in response.get('Contents', []):\n",
    "    # Get the object key\n",
    "    object_key = obj['Key']\n",
    "\n",
    "    # Download the file from S3\n",
    "    response = s3_client.get_object(Bucket=bucket_name, Key=object_key)\n",
    "\n",
    "    # Read the content based on file extension (csv or excel)\n",
    "    if object_key.lower().endswith('.csv'):\n",
    "        csv_data = pd.read_csv(response['Body'])\n",
    "    elif object_key.lower().endswith(('.xls', '.xlsx')):\n",
    "        # Create a seekable BytesIO buffer for Excel files\n",
    "        excel_data = pd.read_excel(BytesIO(response['Body'].read()))\n",
    "    else:\n",
    "        # Handle other file types if needed\n",
    "        continue\n",
    "\n",
    "# Print or process the data as needed\n",
    "if csv_data is not None:\n",
    "    print(\"Content of CSV file:\")\n",
    "    print(csv_data.head())\n",
    "    # Save the CSV data to a local file (optional)\n",
    "    csv_data.to_csv('csv_data.csv', index=False)\n",
    "    print(\"CSV data saved to csv_data.csv\\n\")\n",
    "\n",
    "if excel_data is not None:\n",
    "    print(\"Content of Excel file:\")\n",
    "    print(excel_data.head())\n",
    "    # Save the Excel data to a local file (optional)\n",
    "    excel_data.to_excel('excel_data.xlsx', index=False)\n",
    "    print(\"Excel data saved to excel_data.xlsx\\n\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "aad1bdb5-98f0-432e-8ce9-cd82ff111bd9",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "train = csv_data\n",
    "test = excel_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "83f68916-cef9-4b45-bb1d-d1133a864729",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "train = train[['date','Year', 'Month', 'Volume Horticulture  (Tonnes)',\n",
    "       'Average Horticulture (Kshs. per Tonne)', 'Annual Average Inflation ']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "5b6407f3-ac63-47bd-b142-bdeb4ef96f84",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "test = test[['date','Year', 'Month', 'Volume Horticulture  (Tonnes)',\n",
    "       'Average Horticulture (Kshs. per Tonne)', 'Annual Average Inflation']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "e1ce7809-8278-41b1-aea9-15e713ce5e50",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Volume Horticulture  (Tonnes)</th>\n",
       "      <th>Average Horticulture (Kshs. per Tonne)</th>\n",
       "      <th>Annual Average Inflation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-01-01</td>\n",
       "      <td>2022</td>\n",
       "      <td>January</td>\n",
       "      <td>47984.19</td>\n",
       "      <td>220564.955</td>\n",
       "      <td>6.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-02-01</td>\n",
       "      <td>2022</td>\n",
       "      <td>February</td>\n",
       "      <td>41351.44</td>\n",
       "      <td>259547.960</td>\n",
       "      <td>6.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-03-01</td>\n",
       "      <td>2022</td>\n",
       "      <td>March</td>\n",
       "      <td>49557.36</td>\n",
       "      <td>229576.510</td>\n",
       "      <td>6.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-04-01</td>\n",
       "      <td>2022</td>\n",
       "      <td>April</td>\n",
       "      <td>49975.74</td>\n",
       "      <td>209350.540</td>\n",
       "      <td>6.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-05-01</td>\n",
       "      <td>2022</td>\n",
       "      <td>May</td>\n",
       "      <td>49516.59</td>\n",
       "      <td>238974.850</td>\n",
       "      <td>6.16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  Year     Month  Volume Horticulture  (Tonnes)  \\\n",
       "0 2022-01-01  2022   January                       47984.19   \n",
       "1 2022-02-01  2022  February                       41351.44   \n",
       "2 2022-03-01  2022     March                       49557.36   \n",
       "3 2022-04-01  2022     April                       49975.74   \n",
       "4 2022-05-01  2022       May                       49516.59   \n",
       "\n",
       "   Average Horticulture (Kshs. per Tonne)  Annual Average Inflation  \n",
       "0                              220564.955                      6.08  \n",
       "1                              259547.960                      6.23  \n",
       "2                              229576.510                      6.29  \n",
       "3                              209350.540                      6.05  \n",
       "4                              238974.850                      6.16  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "f65abafe-f299-4e68-9ac4-e017abab4a2a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "train['date'] = pd.to_datetime(train['date'])\n",
    "test['date'] = pd.to_datetime(test['date'])\n",
    "\n",
    "train.set_index('date', inplace=True)\n",
    "test.set_index('date', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "4a12872e-99be-434d-adda-7a54ba9229d3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Volume Horticulture  (Tonnes)</th>\n",
       "      <th>Average Horticulture (Kshs. per Tonne)</th>\n",
       "      <th>Annual Average Inflation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-01-01</th>\n",
       "      <td>2007</td>\n",
       "      <td>Jan</td>\n",
       "      <td>17112.39</td>\n",
       "      <td>188541.52</td>\n",
       "      <td>6.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-02-01</th>\n",
       "      <td>2007</td>\n",
       "      <td>Feb</td>\n",
       "      <td>18905.81</td>\n",
       "      <td>175393.06</td>\n",
       "      <td>5.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-03-01</th>\n",
       "      <td>2007</td>\n",
       "      <td>Mar</td>\n",
       "      <td>24796.49</td>\n",
       "      <td>148545.24</td>\n",
       "      <td>4.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-04-01</th>\n",
       "      <td>2007</td>\n",
       "      <td>Apr</td>\n",
       "      <td>22748.93</td>\n",
       "      <td>168518.27</td>\n",
       "      <td>4.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-05-01</th>\n",
       "      <td>2007</td>\n",
       "      <td>May</td>\n",
       "      <td>22885.72</td>\n",
       "      <td>168111.86</td>\n",
       "      <td>4.47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Year Month  Volume Horticulture  (Tonnes)  \\\n",
       "date                                                    \n",
       "2007-01-01  2007   Jan                       17112.39   \n",
       "2007-02-01  2007   Feb                       18905.81   \n",
       "2007-03-01  2007   Mar                       24796.49   \n",
       "2007-04-01  2007   Apr                       22748.93   \n",
       "2007-05-01  2007   May                       22885.72   \n",
       "\n",
       "            Average Horticulture (Kshs. per Tonne)  Annual Average Inflation   \n",
       "date                                                                           \n",
       "2007-01-01                               188541.52                       6.08  \n",
       "2007-02-01                               175393.06                       5.55  \n",
       "2007-03-01                               148545.24                       4.99  \n",
       "2007-04-01                               168518.27                       4.69  \n",
       "2007-05-01                               168111.86                       4.47  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b1aae9e7-36f5-422e-8ef5-697c92bb3b3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from basicTimeSeries import SARIMAModels\n",
    "\n",
    "ts = SARIMAModels()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "7b73c788-5ac3-4433-82fa-1419bdd98b48",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 180 entries, 2007-01-01 to 2021-12-01\n",
      "Data columns (total 5 columns):\n",
      " #   Column                                  Non-Null Count  Dtype  \n",
      "---  ------                                  --------------  -----  \n",
      " 0   Year                                    180 non-null    int64  \n",
      " 1   Month                                   180 non-null    object \n",
      " 2   Volume Horticulture  (Tonnes)           180 non-null    float64\n",
      " 3   Average Horticulture (Kshs. per Tonne)  180 non-null    float64\n",
      " 4   Annual Average Inflation                180 non-null    float64\n",
      "dtypes: float64(3), int64(1), object(1)\n",
      "memory usage: 8.4+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "97816689-6ba7-459e-9ef5-13344719953b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABlgAAAHTCAYAAABLIBXYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hUZfrG8Tu9kEmGFhIgEEgISBNBQBRpSlFXV0UBBXv77eq6VhR7xy66u66KHcXVXRuIBUVApakI0lRCS0JICC2ZDAMJSc7vj5kzSSBtkikp3891vdfCzDvnvIm0nWee5w6SZAgAAAAAAAAAAAB1FhzoAwAAAAAAAAAAADQ1FFgAAAAAAAAAAAA8RIEFAAAAAAAAAADAQxRYAAAAAAAAAAAAPESBBQAAAAAAAAAAwEMUWAAAAAAAAAAAADxEgQUAAAAAAAAAAMBDFFgAAAAAAAAAAAA8RIEFAAAAAAAAAADAQxRYAAAAADQZ999/v9asWRPoY1Rp8eLFeu655wJ9DAAAAAB+QoEFAAAAQKNgGEaN64033tDTTz+t0047ze9n69q1a6Wz7N+/X0uXLtWIESPqfc3LLrtMBw4c8OIpAQAAAPgTBRYAAAAAjUJCQoJ7/f3vf1dBQcExjx08eFD79+8P2BlPO+00JSQkaOTIkbLZbPr888+VnJwcsPMAAAAACBwKLAAAAAAahd27d7tXQUGBDMOo9JjNZjtmRNgbb7yhjz/+WDNmzFBubq4OHDig++67TyEhIXryySe1b98+ZWVl6Yorrqh0r44dO+o///mP9u/fr7179+qTTz5R165daz3jvn37tHv3bq1fv17XXXedWrVqpXHjxlW512q16q233tL+/ft18OBBff7550pNTZUkjRw5Um+++aasVqu7K+b+++9vwHcPAAAAgL9RYAEAAADQpI0ZM0YdO3bUiBEjdMstt+jBBx/UZ599pgMHDmjo0KF66aWX9NJLL6lz586SpKioKC1evFh2u10jRozQ8OHDZbfb9eWXXyosLKzO93U4HJJU7WvefPNNnXjiiTrnnHM0bNgwBQUF6fPPP1doaKiWL19+TJfO008/3fBvBgAAAAC/ocACAAAAoEnbv3+/brzxRm3evFlvvPGGfv/9d0VHR2vmzJnasmWLZs6cqeLiYp1yyimSpClTpqisrExXX321NmzYoN9//11XXHGFunTpolGjRtXpnub1S0pKtHTp0mOeT01N1Z///GddffXV+uGHH7Ru3TpNnTpVnTp10rnnnqsjR44c06Vz8OBBb35bAAAAAPhYaKAPAAAAAAANsXHjRhmG4f757t27tWHDBvfPy8rKtG/fPsXHx0uSBg0apNTUVBUWFla6TmRkpFJSUvT1119Xe6/ly5errKxM0dHRysnJ0eWXX17pXqbjjjtOR44c0apVq9yP7d+/X3/88YeOO+64en+tAAAAABoPCiwAAAAAmrQjR45U+rlhGFU+FhzsbOAPDg7W6tWrNXXq1GOutWfPnhrvNXnyZG3atEn5+fnav39/tfuCgoKqfbxiMQgAAABA00WBBQAAAECL8ssvv2jy5MnKy8s7poulNllZWdq2bVut+zZt2qSwsDANHTpUK1askCS1adNGaWlp+u233yRJxcXFCgkJ8fwLAAAAANAokMECAAAAoEV59913tXfvXn366acaPny4kpOTNWLECM2aNUudOnXyyj22bNmiTz75RLNnz9Ypp5yi/v3765133lF2drY+/fRTSdKOHTtksVg0ZswYtW3bVlFRUV65NwAAAAD/oMACAAAAoEU5dOiQRowYoczMTH300Uf67bff9PrrrysqKko2m81r97niiiu0evVqffbZZ1qxYoWCgoJ05plnqqSkRJK0YsUK/fvf/9b777+vvXv3avr06V67NwAAAADfC5LEAGAAAAAAAAAAAAAP0MECAAAAAAAAAADgIQosAAAAAAAAAAAAHqLAAgAAAAAAAAAA4CEKLAAAAAAAAAAAAB6iwAIAAAAAAAAAAOAhCiwAAAAAAAAAAAAeCg30AQKtY8eOKiwsDPQxAAAAAAAAAABAI2CxWLRr165a97XoAkvHjh2VnZ0d6GMAAAAAAAAAAIBGpFOnTrUWWVp0gcXsXOnUqRNdLAAAAAAAAAAAtHAWi0XZ2dl1qhm06AKLqbCwkAILAAAAAAAAAACoM0LuAQAAAAAAAAAAPESBBQAAAAAAAAAAwEMUWAAAAAAAAAAAADxEgQUAAAAAAAAAAMBDFFgAAAAAAAAAAAA8RIEFAAAAAAAAAADAQxRYAAAAAAAAAAAAPESBBQAAAAAAAAAAwEMUWAAAAAAAAAAAADxEgQUAAAAAAAAAAMBDFFgAAAAAAAAAAAA8RIEFAAAAAAAAAADAQxRYAAAAAAAAAAAAPESBBQAAAAAAAACAJqR//+P1yafzNGDACYE+SotGgQUAAAAAAAAAgCZk8pQpGnPa6br8yisDfZQWjQILAAAAAAAAAABNSGxsnCQpJSUlwCdp2SiwAAAAAAAAAADQhFhiLZKk1NQeAT5Jy0aBBQAAAAAAAACAJsQS4yywdOrUSdHR0QE+TctFgQUAAAAAAAAAgCbEYrG4f9y9O2PCAoUCCwAAAAAAAAAATYg5IkySUnukBvAkLRsFFgAAAAAAAAAAmhCLJdb945QUCiyBQoEFAAAAAAAAAIAmxBIT4/5xaioFlkChwAIAAAAAAAAAQBNiiS3vYElN7RHAk7RsHhVYtm/fLsMwjln//Oc/3Xvuv/9+ZWdny+FwaPHixerdu3ela4SHh+uFF17Qnj17ZLfb9emnn6pTp06V9litVr399tvKz89Xfn6+3n77bcXFxVXak5SUpHnz5slut2vPnj16/vnnFRYW5unXDwAAAAAAAABAkxEVFaXQ0FD3z1NSCbkPFI8KLIMHD1ZCQoJ7nX766ZKk//73v5Kk6dOn65ZbbtENN9ygwYMHKzc3V19//bViKrQrzZo1S+edd56mTJmi4cOHKyYmRp999pmCg8uPMnfuXA0YMEATJkzQhAkTNGDAAM2ZM6f80MHBWrBggVq1aqXhw4drypQpmjhxop555pkGfTMAAAAAAAAAAGjMYiyWSj9v1669rFZrYA4DGfVdzz33nJGenu7++a5du4zp06e7fx4eHm4cOHDAuPbaaw1JRmxsrFFUVGRMmjTJvScxMdEoKSkxxo0bZ0gyevXqZRiGYQwZMsS9Z+jQoYZhGEZaWpohyZgwYYJRUlJiJCYmuvdMnjzZOHTokGGxWKo9b3h4uGGxWNyrY8eOhmEYNb6GxWKxWCwWi8VisVgsFovFYrFYrMayUlJSDJvdYWRl5xi/b95i2OwOY9CgEwN+ruayLBZLnesG9c5gCQsL07Rp0/T6669Lkrp166bExEQtXLjQvae4uFhLly7VySefLEkaNGiQwsPDK+3JycnRhg0b3HuGDRum/Px8/fjjj+49q1atUn5+fqU9GzZsUE5OjnvPV199pcjISA0aNKjaM8+YMUM2m829srOz6/vlAwAAAAAAAADgdxaLM3/Fbrdry5Z0SQTdB0q9CyznnnuurFar3nzzTUlSQkKCJGn37t2V9u3evdv9XEJCgoqKipSfn1/jnry8vGPul5eXV2nP0ffJz89XUVGRe09VZs6cqdjYWPc6OvsFAAAAAAAAAIDGzBLrHBFWWGjT1q1bJUkpFFgCIrT2LVW76qqr9MUXX1TqIpEkwzAq/TwoKOiYx4529J6q9tdnz9GKi4tVXFxc41kAAAAAAAAAAGisYmJcBRZbobak08ESSPXqYOnSpYtOP/10vfrqq+7HcnNzJemYDpL4+Hh3t0lubq4iIiKOCdw5ek+HDh2OuWf79u0r7Tn6PlarVeHh4cd0tgAAAAAAAAAA0FzEWqrqYOkRyCO1WPUqsFxxxRXKy8vTggUL3I9t375dOTk5Gjt2rPuxsLAwjRw5UsuXL5ckrV69WsXFxZX2JCQkqG/fvu49K1askNVq1eDBg917hgwZIqvVWmlP3759KxVZxo0bp8OHD2v16tX1+ZIAAAAAAAAAAGj0LLHODJbCChksKSkpgTxSi+XxiLCgoCBdccUVeuutt1RaWlrpuVmzZumuu+5Senq60tPTddddd8nhcGju3LmSJJvNptdee03PPPOM9u3bp/379+vpp5/W+vXr9c0330iSfv/9d33xxReaPXu2rrvuOknSK6+8ovnz52vz5s2SpIULF2rTpk2aM2eObr/9drVp00ZPP/20Zs+ercLCwgZ9QwAAAAAAAAAAaKwslvIRYTu2b1dpaaliY2MVH99BeXlMePInjwssp59+urp27arXX3/9mOeefPJJRUVF6cUXX1Tr1q21atUqjRs3Tna73b3n5ptvVklJiT744ANFRUVp0aJFuvzyy1VWVubeM3XqVL3wwgtauHChJGnevHm64YYb3M+XlZXprLPO0osvvqhly5bp0KFDmjt3rm677TZPvxwAAAAAAAAAAJqMmAojwoqLi5WZmalu3bopJTWFAoufBUmqOYG+GbNYLLLZbIqNjaXzBQAAAAAAAADQ6D319DO67v/+oqeefEIPP/SgPvr4U50+dqyu/+tfNOfttwJ9vCbPk7pBvTJYAAAAAAAAAACA/5kjwmw2myRp69YtkqTU1NSAnamlosACAAAAAAAAAEAT4Q65d3VXuIPuKbD4HQUWAAAAAAAAAACaiJiYGElSoauDZUs6HSyBQoEFAAAAAAAAAIAmItbi6mCx2yWVjwjr3j1FQUFBATtXS0SBBQAAAAAAAACAJsIS68xgKSx0drBkZmaquLhYkZGR6ty5cyCP1uJQYAEAAAAAAAAAoImIiXEVWGzODJaysjJt375NkpSSwpgwf6LAAgAAAAAAAABAE2GxVO5gkSrksPToEZAztVQUWAAAAAAAAAAAaAKCg4PLCyyuDBapPIeFoHv/osACAAAAAAAAAEATEBMT4/5xoa1CB8sWZ4GFEWH+RYEFAAAAAAAAAIBaREZG6vtlK/TsrOcDdgYzf6W4uFhFRUXux7dsSZdEB4u/UWABAAAAAAAAAKAWvXv30fHHH6+JEy8I2Bkssc4Ci72wsNLjW7dslSR1TU5WaGio38/VUlFgAQAAAAAAAACgFnFxcZKk2NjYgJ0h1pW/YjuqwJKTs0sHDx5UaGiokpOTA3CylokCCwAAAAAAAAAAtYizOgssISEhatWqVUDOYLE4izuFhbZjntu61dnFkpraw69naskosAAAAAAAAAAAUIu4OKv7x7GxcQE5Q4zFGXJfeFQHi1Sew5KSkuLXM7VkFFgAAAAAAAAAAKiFOSJMkmLjAjMmzOxgsRfaj3lu65YtkqSUHnSw+AsFFgAAAAAAAAAAahFntbp/bGah+FusK+S+yhFhZoGFDha/ocACAAAAAAAAAEAtrBU7WAI1Iiym6pB7qXxEGBks/kOBBQAAAAAAAACAWlQcEWaJDUwHi8XVOVNoO7aDZYsr5D4pKUmRkZF+PVdLRYEFAAAAAAAAAIBaWK2t3T8OVAeLJdaVwWI/NoNl/759OrB/vySpO2PC/IICCwAAAAAAAAAAtagUch8bmJD72Bo6WCRpq6uLJTU11W9naskosAAAAAAAAAAAUIs4a+ALLDVlsEjlOSwpKRRY/IECCwAAAAAAAAAAtYiLs7p/HKgCi5n9YrdXV2DZIomge3+hwAIAAAAAAAAAQC0qhdxbAlRgcd230FZ1gWXrVmeBJSWVDBZ/oMACAAAAAAAAAEANwsPDFR0d7f55bFxgM1hshVVnsGxJNztYGBHmDxRYAAAAAAAAAACoQWyF7hUpgBkslhhJUmE1GSxmB0t8fIeAnbElocACAAAAAAAAAEANrEcXWAI8IsxeTYHFbrcrNzdXEkH3/kCBBQAAAAAAAACAGlQMuJcC08ESHh6uyMhISdV3sEjSli3pkhgT5g8UWAAAAAAAAAAAqIHVapUklZSUSDp2ZJg/xLjyV6SaCyxbt2yVJKVQYPE5CiwAAAAAAAAAANQgzuosqOzatUuSZKlQ7PAXS4wzf+XgwYMqLS2tdh8dLP5DgQUAAAAAAAAAgBqYI8IyMzMkSdHR0QoNDfXrGdz5K3Z7jfu2bnV2sKSm9vD5mVo6CiwAAAAAAAAAANQgzjUSbGdWlvsxf+ewWGKdXTOFNluN+8wOlu4pKT4/U0tHgQUAAAAAAAAAgBqYBZZ9+/bp4MGDkgJQYIlxFlhsNeSvSNL2bdtUVlYmq9Wqdu3b++NoLRYFFgAAAAAAAAAAahDnCrkvKCiQzdVBEhvr36B7s4PFbq+5wFJUVKQsV6dNCl0sPkWBBQAAAAAAAACAGlhdHSwFBfmy2QoklRc8/MXMYCm01VxgkaSt7qB7clh8iQILAAAAAAAAAAA1MEPuC/IL3AUOv3ewWFwZLIU1Z7BI5UH3KSmpPj1TS0eBBQAAAAAAAACAGpgZLPkFBe4OlliLvztYzAJL7R0sZtB9ag8KLL5EgQUAAAAAAAAAgBpYW1sluUaEuQocsXGB6mCpy4gwZwdLaioFFl+iwAIAAAAAAAAAQA0qjgizFZgh97F+PYM7g8WDDpbu3VMUFBTk03O1ZBRYAAAAAAAAAACoQVxVIff+HhEWW/cOloyMDB05ckTR0dHq2LGjr4/WYlFgAQAAAAAAAACgGhEREYqMjJQkFRQUuAscfh8RFuMqsNhqD7kvLS11d7H0P36AL4/VolFgAQAAAAAAAACgGuZ4sNLSUhUWFspW4OxgifP7iDBXgcVur9P+lStXSpJOPvlkn52ppaPAAgAAAAAAAABANeKszk4VW0GBDMNQgauDxMxE8ZfyEWG1d7BI0oplyyRJw4ZRYPEVCiwAAAAAAAAAAFTD6hoFlu/qXDELHLFx/i2wxLhHhNWewSJJK1YslySdMHCgoqKifHaulowCCwAAAAAAAAAA1TBHhBW4Ciy2ArODxc8h9+4RYXUrsGRkZCg7O1thYWE6cfBgXx6txaLAAgAAAAAAAABANcwRYQUF+ZJUHnIf69+Q+1hX5ktdO1gkacVyxoT5EgUWAAAAAAAAAACqYbW2llTewVJgc/5vrB9D7qOjoxUSEiKp7hkskrRixQpJBN37CgUWAAAAAAAAAACqEefKYCnIrzwizJ8FFjN/paysTAcPHqzz65a7gu4HDxnqLtDAeyiwAAAAAAAAAABQDXeBxT0izFlgCQkJUatWrfxyhthYV/5KYd3Hg0nSpk0blZ+fL4vFon79+vviaC0aBRYAAAAAAAAAAKoRZ7VKKh8R5nA4VFJSIkmyWPzTxWLex9MCi2EYWrVypSTGhPmCxwWWjh07as6cOdq7d68OHjyoNWvWaODAgZX23H///crOzpbD4dDixYvVu3fvSs+Hh4frhRde0J49e2S32/Xpp5+qU6dOlfZYrVa9/fbbys/PV35+vt5++213pdCUlJSkefPmyW63a8+ePXr++ecVFhbm6ZcEAAAAAAAAAECVju5gkaRCm2tMWJyfCizuDpa656+YlptB96ec4tUzwcMCi9Vq1bJly3TkyBGdccYZ6t27t2699Vbl5+e790yfPl233HKLbrjhBg0ePFi5ubn6+uuvFRMT494za9YsnXfeeZoyZYqGDx+umJgYffbZZwoOLj/O3LlzNWDAAE2YMEETJkzQgAEDNGfOnPKDBwdrwYIFatWqlYYPH64pU6Zo4sSJeuaZZxrw7QAAAAAAAAAAoJzVVWDJP5DvfqzAVWCJ81MOi5nBUmjzrINFqlBgGTbMq2eCk1HXNXPmTOO7776rcc+uXbuM6dOnu38eHh5uHDhwwLj22msNSUZsbKxRVFRkTJo0yb0nMTHRKCkpMcaNG2dIMnr16mUYhmEMGTLEvWfo0KGGYRhGWlqaIcmYMGGCUVJSYiQmJrr3TJ482Th06JBhsVjq9PVYLBbDMIw672exWCwWi8VisVgsFovFYrFYLFbLWt8uXmrY7A5jwhlnuh/7YflKw2Z3GGPGnOaXM0yZcpFhszuMTz6d5/Frw8PDjby9+w2b3WGkpqYG/PvZ2JcndQOPOljOOecc/fzzz/rggw+0e/du/fLLL7r66qvdz3fr1k2JiYlauHCh+7Hi4mItXbrUPd9t0KBBCg8Pr7QnJydHGzZscO8ZNmyY8vPz9eOPP7r3rFq1Svn5+ZX2bNiwQTk5Oe49X331lSIjIzVo0KAqzx8eHi6LxVJpAQAAAAAAAABQnSpHhBX6e0SY8z42DzNYJOd79KtX/yxJGnYyY8K8yaMCS/fu3fWXv/xF6enpGj9+vF566SW98MILuuSSSyRJCQkJkqTdu3dXet3u3bvdzyUkJKioqKjSWLGq9uTl5R1z/7y8vEp7jr5Pfn6+ioqK3HuONmPGDNlsNvfKzs725MsHAAAAAAAAALQwcVazwFLgfsxW4CqwxMb55QxmBEd9RoRJ0vLlyyVJw4YRdO9NHhVYgoOD9csvv+juu+/W2rVr9corr2j27Nn6y1/+UmmfYRiVfh4UFHTMY0c7ek9V++uzp6KZM2cqNjbWvTp16lTjmQAAAAAAAAAALVtcnFWSVFChacBmcxZb/DUlyWJxdrDY7fUrsKx0FVjMCVHwDo8KLDk5Odq0aVOlx3777Td16dJFkpSbmytJx3SQxMfHu7tNcnNzFRERIavVWuOeDh06HHP/9u3bV9pz9H2sVqvCw8OP6WwxFRcXq7CwsNICAAAAAAAAAKAqUVFRioiIkFS5g8V8b9kcH+ZrsbGWSvf11KpVK1VWVqbuKSnq0KHqCVDwnEcFlmXLlqlnz56VHktLS1NGRoYkafv27crJydHYsWPdz4eFhWnkyJHuFqTVq1eruLi40p6EhAT17dvXvWfFihWyWq0aPHiwe8+QIUNktVor7enbt2+lIsu4ceN0+PBhrV692pMvCwAAAAAAAACAY5jdK6WlpbLb7e7HzWKL/zpYnPex2Wz1er3NZtP69eslScNOHua1c7V0HhVYnnvuOZ100kmaMWOGUlJSdNFFF+naa6/Vv/71L/eeWbNm6a677tK5556rPn366M0335TD4dDcuXMlOf9Dvvbaa3rmmWc0ZswYDRgwQO+8847Wr1+vb775RpL0+++/64svvtDs2bM1dOhQDR06VLNnz9b8+fO1efNmSdLChQu1adMmzZkzRwMGDNCYMWP09NNPa/bs2XSmAAAAAAAAAAAazJ2/clSmuPketN8yWCwN62CRpJUrzDFhBN17k+HJOuuss4x169YZhw4dMjZt2mRcffXVx+y5//77jV27dhmHDh0ylixZYvTp06fS8xEREcYLL7xg7N271zh48KAxb948o3PnzpX2tG7d2pgzZ45RUFBgFBQUGHPmzDHi4uIq7UlKSjLmz59vHDx40Ni7d6/xwgsvGOHh4XX+WiwWi2EYhmGxWDz6HrBYLBaLxWKxWCwWi8VisVgsFqv5ryFDhxo2u8P4dd2GSo9ffc21hs3uMOa8O9cv55j32QLDZncYF144qd7XOO/88w2b3WF8v2xFwL+vjXl5UjcIlYcWLFigBQsW1LjnwQcf1IMPPljt80VFRbrxxht14403VrvnwIEDuuSSS2q8T1ZWls4+++yaDwwAAAAAAAAAQD1YXSPC8ivkr0iSzc8jwmJdIfcN6WBZsXyFJKlv376KjY2t97gxlPNoRBgAAAAAAAAAAC2FGWKfn3+g0uM2M+TeTyPC3BkshfUviuTm5mj7tm0KCQnRkCFDvXW0Fo0CCwAAAAAAAAAAVYizWiWVh9qbbDZXB0usfzpY3Bkstobljy9fvkySNOwUcli8gQILAAAAAAAAAABVMDtYCvIrF1jMQoe/Qu7NDha7vaEFFmfQ/bBhwxp8JlBgAQAAAAAAAACgSu4CS0F+pcfNDpbY2FifnyE4OFgxMTHO+zYgg0WSVqxwFlhOPHGwwsPDG3y2lo4CCwAAAAAAAAAAVbBaW0uqakSYMwslOjpaoaGhPj2D2b0iSYUNDKbfkp6uvLzdioyM1IATTmjo0Vo8CiwAAAAAAAAAAFQhzmp2sBw1IqxCJ4mvu1jM7pXi4mIVFxc3+HorVqyQJJ18MjksDUWBBQAAAAAAAACAKpRnsORXerykpEQHDx6UVLnDxBcsrgJOYWHDuldMK105LBRYGo4CCwAAAAAAAAAAVbDGWSUd28EilY8J83XQfayrgGOzNSx/xWQG3Q896SQFBQV55ZotFQUWAAAAAAAAAACqYHaw5B8Vci+Vd5TExvl6RJjFdT/vFFjWrftVdrtdrVu31nG9e3vlmi0VBRYAAAAAAAAAAKpgZrDkHzUiTJJsBc4Ci8Xi2wKLJdZZYLHbvVNgKS0t1Y8/rpLEmLCGosACAAAAAAAAAEAV4swRYflVjAhzdbDE+Tjk3izgFHppRJgkrXCNCRs2bJjXrtkSUWABAAAAAAAAAOAo0dHRCgsLkyQVVDEizJ3BEuefDBZvhdxL0ooVrgILHSwNQoEFAAAAAAAAAICjmN0rR44ckcPhOOb58hFhFp+eI8YMufdSBosk/fTjjzpy5Ig6d+6sLl26eO26LQ0FFgAAAAAAAAAAjmJtbZVUdfeKVCHk3ucjwlwZLF4ssBw6dEhr16yRJA0bdrLXrtvSUGABAAAAAAAAAOAoca7RX1Xlr0gVRoT5usDiun6hFwssUoUxYacwJqy+KLAAAAAAAAAAAHAUqxlwX1BNgcX1uK8LLO4MFpv3Mlgkabkr6H748OFevW5LQoEFAAAAAAAAAICjmB0s+dWMCDMzUWJjfRtyHxPj/QwWSVr2w/cqKSlRWlpPde3a1avXbikosAAAAAAAAAAAcJQ4q1VSDR0sNufjlljfhtyb17fbvVtgKSgo0MqVKyRJY8eN9+q1WwoKLAAAAAAAAAAAHKW2DJZCm9nB4uuQ+9hK9/OmhV99JUkaP36C16/dElBgAQAAAAAAAADgKO4RYfkHqnzeDLk3CyC+YomJkSQVFno3g0WSFi50FlhGjBypyMhIr1+/uaPAAgAAAAAAAADAUeJqCbkvcI0Ii/N1B4trRFih3e71a2/auFFZWVmKiorSqaeO8Pr1mzsKLAAAAAAAAAAAHCXO6hoRVk2BxRzZZfHbiDDvd7BI5V0s4ycwJsxTFFgAAAAAAAAAADiK1Qy5z8+v8nkz5D40NFTR0dE+OUN4eLgiIiIkSYWF3s9gkcpzWMaRw+IxCiwAAAAAAAAAABylthFhDodDJSUlkqTY2DifnCHGYnH/2FcFlqVLFquoqEjJycnqkZbmk3s0VxRYAAAAAAAAAAA4itUMuS/Ir3aPObYrNs43Y8JiXQWWgwcPqqyszCf3cDgc+uH77yRJ4+li8QgFFgAAAAAAAAAAjhIXV3MGiyQVmAUWi28KLO78FR91r5jMHJZx48f79D7NDQUWAAAAAAAAAACOEufOYKm+wFJY6Cqw+Cjo3hLr7GDxVcC9ycxhOfnkU2SpMJYMNaPAAgAAAAAAAABABTExMQoJCZEkFdQwIszmKnyYhRBvs8S4Ciw+7mDZunWrtqSnKzw8XKNGj/HpvZoTCiwAAAAAAAAAAFRgjgcrLi7WoUOHqt1nKzA7WHwTcu/uYLH7tsAiVRgTNo4xYXVFgQUAAAAAAAAAgArM8WD5+Qdq3OfzEWFmBovNDwWWr8hh8RQFFgAAAAAAAAAAKnAH3NeQvyKVjwjzXYHFHBHm2wwWSfrhh+918OBBJSYmqn//431+v+aAAgsAAAAAAAAAABVYra0lSQUFjaPAYrfbfXL9ioqLi7Vk8WJJdLHUFQUWAAAAAAAAAAAqsJodLDUE3EsVQu4tvi2wmPfxNXJYPEOBBQAAAAAAAACACuKszgJLfl07WOLqXmAZM+Y0Tb/jTgUFBdW6153BUuj7DBZJ+tpVYBk8ZIjatGnjl3s2ZRRYAAAAAAAAAACoIC7OKqn2EWGF9RgR9tys53XPvffplOHDa90bY4lx3sdPBZadO3dqw4b1CgkJ0Wmnne6XezZlFFgAAAAAAAAAAKigPOQ+v8Z9BWaBpY4jwkJDQ9Wla1dJ0vHHD6h1f6yZweKnAoskLfzKNSaMHJZaUWABAAAAAAAAAKCCOnewFHo2IiwpKUkhISGSpL59+9a63xwRZvNngcU1Juz0sWMVHEwJoSZ8dwAAAAAAAAAAqMDMYKmtwGIrMEeExdXpul27Jrt/3Ldf/1r3W2KdHSxmIccfVq1cqfz8fLVt204nnnii3+7bFFFgAQAAAAAAAACgAveIsIL8GvfZbM4CjMU1yqs2XZOT3T/u1auXQkNDa9wfE+MqsNj818FSWlqqRYu+kSSNGz/Bb/dtiiiwAAAAAAAAAABQgTkiLP9Afo37zPD5Vq1a1VoskSp3sERERCitZ88a95uFm0K7/woskvS1K4dl7DhyWGpCgQUAAAAAAAAAgAqsVqukunSwlI/uqksXS3Jy10o/79e3X437Y2OdGSz+7GCRpK+/+VqSdMIJJ6hDhwS/3rspocACAAAAAAAAAEAF5oiw/FoyWEpKSnTw4EFJ5cWQmpgdLDk5OZKkvv2qL7C0atXKHTLvzwwWSdqTl6fVP/8sSRo7bpxf792UUGABAAAAAAAAAMAlKCioPIMlv+YCi1Q+JqwuQfddXR0sCxZ8JknqV0OBxcxfKS0tlcPhqPXa3rZwoXNM2LjxjAmrDgUWAAAAAAAAAABcLBaLu3OkthFhUoWg+9iaR4RFRUUpPr6DJGnB/PmSau5gMa9nFnD8baErh2XMmNMUFhYWkDM0dhRYAAAAAAAAAABwMbtXDh8+rKKiolr3m/kotXWwdOnq7F4pKCjQ8uXLVFpaqvj4DmofH1/l/liLK38lQAWWX35ZrT178hQbG6uThg0LyBkaOwosAAAAAAAAAAC4xMVZJTkLIXVR4Opgia0l5D7Zlb+SkZGhQ4cOaevWLZKqD7qPscRI8n/+iskwDH29cKEk6eyzzwnIGRo7CiwAAAAAAAAAALjEWV35K3UYDyZJNpuzABIbV3MHS9fkZElSRsYOSdKGDRskVT8mzOLqYLEX2ut0Dl/46MMPJUkXTprUoDFhbdq0UXh4uLeO1WhQYAEAAAAAAAAAwMXdwVKHgHup4oiw2Br3dXWNCMvYsUOStGH9eknVB92bHTGB6mCRpEWLvlFOTo7atm2n8RPOqNc1eh13nDb+9ofeefc9L58u8CiwAAAAAAAAAADgYo0zO1jqVmBxh9zXMiLsmA4WV4Gl2g4WV8HGFqAMFkkqLS3Vf96bK0maOnVava7xl79er1atWmnc+PHV5s00VRRYAAAAAAAAAABwsVqtkqT8/AN12m+OCIurbUSYmcGyI0OStH79OklSWlrPKsdnxcS4MlhsgSuwSNLcue9KksZPmOBxgSQuLk6TJk2WJAUHB2vs2HFeP18geVRguf/++2UYRqWVk5NzzJ7s7Gw5HA4tXrxYvXv3rvR8eHi4XnjhBe3Zs0d2u12ffvqpOnXqVGmP1WrV22+/rfz8fOXn5+vtt98+5hdnUlKS5s2bJ7vdrj179uj5559v0Aw4AAAAAAAAAADizAJLnTtYXBksdRwRtsPVwZKdna0D+/crLCxMvXodd8x+syPGbg9sgeWP33/Xzz/9pNDQUHexpK6mTp2mVq1auX8+4Yz6jRmrq+Bg//aUeHy3DRs2KCEhwb0qzoebPn26brnlFt1www0aPHiwcnNz9fXXX7srbZI0a9YsnXfeeZoyZYqGDx+umJgYffbZZ5W+8Llz52rAgAGaMGGCJkyYoAEDBmjOnDnlhw4O1oIFC9SqVSsNHz5cU6ZM0cSJE/XMM8/U9/sAAAAAAAAAAID7w/4F+fl12m8WWMxQ+qpYrVZ3Z0xmRob78fUbqh8TZhZsCgM4Isz0zjvO9+enXXJJnV8TFBSkq6+5VpL01ptvSpLGjDnNZ40S3bp10/aMLP3rxZd8cv3qGHVd999/v7FmzZpqn9+1a5cxffp098/Dw8ONAwcOGNdee60hyYiNjTWKioqMSZMmufckJiYaJSUlxrhx4wxJRq9evQzDMIwhQ4a49wwdOtQwDMNIS0szJBkTJkwwSkpKjMTERPeeyZMnG4cOHTIsFku15wsPDzcsFot7dezY0TAMo8bXsFgsFovFYrFYLBaLxWKxWCwWq+Wsf7/0smGzO4ybbr6lTvvPPe88w2Z3GF98tbDaPccfP8Cw2R3Glm3bKz3++BNPGja7w3hs5uPHvOaV2a8aNrvD+NuNfw/498RqtRp5e/cbNrvDGDDghDq9ZvToMYbN7jCysnMMi8VipG/dbtjsDmPkqFE+OeMDDz5k2OwOY8++A0ZUVFS9r2OxWOpcN/C4g6VHjx7Kzs7Wtm3b9N5776lbt26SnNWhxMRELVy40L23uLhYS5cu1cknnyxJGjRokMLDwyvtycnJ0YYNG9x7hg0bpvz8fP3444/uPatWrVJ+fn6lPRs2bKg0nuyrr75SZGSkBg0aVO3ZZ8yYIZvN5l7Z2dmefvkAAAAAADRKCQmJgT4CAADNQlycVZIHIfcFtXewdE3uKqk8f8W0YcMGSVV3sMTEmCPC7HU6hy/l5+drwWfzJUlTp9Ut7P6aa6+TJL03910VFhZq4VdfSZImTPD+mLCgoCBdcOEkSVJERISGDTvZ6/eoikcFllWrVunSSy/V+PHjdc011yghIUHLly9XmzZtlJCQIEnavXt3pdfs3r3b/VxCQoKKioqUf1Rr1dF78vLyjrl3Xl5epT1H3yc/P19FRUXuPVWZOXOmYmNj3evo7BcAAAAAAJqi008fq81btuq5518I9FEAAGjy4qxxkqSCgvw67a9LBosZcJ+ZeVSBZb1zRFi/KgosllhngaWw0Fanc/jaO64YjwsvnKTw8PAa93bu3FlnnHmmJGn27FckSV9++YUk3xRYTho2TF26dHH/fNTo0V6/R1U8KrB8+eWX+uijj7RhwwYtWrRIZ511liTpsssuc+8xDKPSa4KCgo557GhH76lqf332HK24uFiFhYWVFgAAAAAATd0pw4dLkq666moNP/XUAJ8GAICmzd3Bkl/HDhZXASSuhgJLcnKyJGnHjh2VHv/tt00qKSlR27btlJjYsdJzZkdMoa1xvI+9ePG32rVrl9q0bVtrWP2VV12jkJAQLV78rdI3b3a+/ttFKi4uVkpqqlJTU716tkmTp0gqbwAZPeY0r16/Oh6PCKvI4XBo/fr16tGjh3JzcyXpmA6S+Ph49xeVm5uriIgId5hPdXs6dOhwzL3at29fac/R97FarQoPDz+mswUAAAAAgObOfNNGkmY9/0KtnyoFAADVc4fcezoirIYCS5curhFhGZU7WIqKipSe7ixAHN3FEmtxdrDYGkkHS1lZmd6b+64kadq0S6vdFx4erssudzZlzH7lFffjdrtdP/zwvSRpvBe7WMLCwnTeuedJku668w5J0vHHH6+27dp57R7VaVCBJTw8XMcdd5xycnK0fft25eTkaOzYse7nw8LCNHLkSC1fvlyStHr1ahUXF1fak5CQoL59+7r3rFixQlarVYMHD3bvGTJkiKxWa6U9ffv2rVRkGTdunA4fPqzVq1c35EsCAAAAAKDJMceOSFJaWk/ddPMtgTsMAABNnFlgya/jiDBzhFdoaKiio6Or3FOewbLjmOfMMWFH57DEuAos9sLAZ7CY3n33HUnS6WPHqkOHquM6zjvvfLVvH6+dO3fqi88XVHruK3NMWC0dMJ44few4tWnbVrm5ufrww/9p3bp1kqRRo0Z57R7V8ajA8tRTT2nEiBFKTk7WkCFD9L///U+xsbF66623JEmzZs3SXXfdpXPPPVd9+vTRm2++KYfDoblz50pyzqJ77bXX9Mwzz2jMmDEaMGCA3nnnHa1fv17ffPONJOn333/XF198odmzZ2vo0KEaOnSoZs+erfnz52uzq5Vo4cKF2rRpk+bMmaMBAwZozJgxevrppzV79mzGfgEAAAAAWpwuXZ0zx5979hlJ0m23T1dKSkogjwQAQJMUFBTkzlI5Oku8OgcPHlRJSYmk6oPuyztYdhzz3PpqclgslsaVwSJJW9LTtWrlSoWGhmrS5MlV7rn6mmslSW+8/ppKS0srPfflF84Cy8knn1JjZo0nzHN8+L//qqysTEsWfytJGjVqjFeuX5NQTzZ37txZ7733ntq1a6c9e/Zo5cqVOumkk5SZmSlJevLJJxUVFaUXX3xRrVu31qpVqzRu3DjZ7eUVtptvvlklJSX64IMPFBUVpUWLFunyyy9XWVmZe8/UqVP1wgsvaOHChZKkefPm6YYbbnA/X1ZWprPOOksvvviili1bpkOHDmnu3Lm67bbbGvTNAAAAAACgqYmOjlZ8vHPU9nPPPqP+/fvrtNPH6plnn9O5fz4nwKcDYIqP76CLLr5YERERDbpOaWmpPvn4I23dutVLJwNQUVxcnIKDnX0JtjqOCJOkQptNrdu0UWxcrHbvzq30XHx8B0VHR6usrExZWVnHvNbsYOnTt6/7sZCQELVq1cp5jkbWVPDuu+9o6Eknaeq0afrHC89Xeq5//+M19KSTVFxcrDfffOOY127fvl1//PG7evbspTGnnaZPPv64QWexWCw680xnVvwH778vSVr87be68e83afQY3xdYJMloqctisRiGYRgWiyXgZ2GxWCwWi8VisVgsFqs+q9dxxxk2u8PI3LnLkGR0797dyNu737DZHcYFF14Y8POxWCzn+sc/XzRsdodX1ifz5gf862Gxmuvq2rWrYbM7jNy8vR69bv3G3wyb3WGceOLgY54bMmSIYbM7jI2//VHlazt0SDBsdodxoKDQiIyMNCQZcXFx7t/z4eHhAf++VFyxsbHG7j37DJvdYQwcOKjSc+afda+9/ka1r3/k0ccMm91hvPTyKw0+y0UXXWzY7A5j9S9r3Y9FR0cbe/YdMGx2h5GSkuLxNT2pG3jUwQIAAAAAABqXZFf+ihmau23bNj315BO69777NfPxJ/X1woV1DukF4Dvm6J+FX32lndk763WNNm3a6Nxzz1Nqag9vHg1ABXFxVkl1D7g32WzO/eZYr4q6uv+u3lHla3fvztXevXvUrl17HXdcb61Z84v7OkVFRSouLvboLL5ms9k0f96nmjR5iqZOm6ZffnHmolutVl04aZIk6ZVXXq729V9++YVu/PtNGjd+vIKDgytNt/KUOR7sgw/edz/mcDi0atVKjRgxUqNGj/Fpxx8FFgAAAAAAmrAuXbtKqvymzfOzntOkyZPVs2cv3f/gQ7rlpr8H6HQATD3S0iRJd989Q3/8/nu9rpGY2FHnnnueOnbs2OA3JQFULc4aJ0kqqGPAvclmc+akxMYdmyvSNTlZUtUB96b169dr9Ogx6tuvn7PA4sonaUz5KxW9+847mjR5ii644ELdNeNOFRUVaeq0SxQdHa3169dp1cqV1b525YoVys/PV7t27XXiiSfqxx9/rNcZ4uM7aNRo5xiw/1YosEjOMWEjRozU6DFj9Nqrs+t1/brwKOQeAAAAAAA0Ll1dBZZMVweLJBUXF+umv98oSbryyqs0ePDggJwNgFNCQqIsFotKS0u1fdu2el9n9+5cHTlyRKGhoerQIcGLJwRgcnew5HvWwVJoc+akxMbGHfNc16O6Tauy4aige3fAva1x5a+Yli5doqysLLVu00ZnnHmmgoKCdI0r3H72K6/U+NqSkhIt+uZrSdL4CWfU+wwTL5iokJAQ/fTjj9p21J+tSxYvliSNGDHSnanjCxRYAAAAAABowtyfij1q7MiyH37Qu+/MUXBwsGa98A+FhIT4/3AAJEk90pwjvTJ27GjQqJ+ysjLl5ORIkjp37uSVswGoLC7O7GCp34iw2KpGhCW7uk1r6GAxCyx9zQJLjKvAYrd7dA5/KSsr03/emytJmjbtUo0Zc5q6p6QoPz9fH7z/n1pf/9WXX0pqWIFl0qQpkqT//vf9Y55bs+YXHThwQFarVQMHDqr3PWpDgQUAAAAAgCbM/anYHcd+Kvbuu+/S/n371K9ff/3lr9f7+WQATGlpPSVJmzdvbvC1dmVnS5I6de7c4GsBOJY1rp4jwgpdHSxx1Xew7Kgmg0VyjgiTpL59XQWWWFeBpZGOCJOkue++I0k67fTTNeOuu92PORyOWl+78OuFKisrU//+/dWpk+cF45SUFA068USVlJToww8/POb5srIyfffdUknSqNGjPb5+XVFgAQAAAACgCTNHhFX1ps3+fft0zz3ONzzuvudedeYNWSAgevRwdrCkpze8wJKdvVOS1KkjHSyAL8RZrZLq0cFSUHXIfUhIiJKSkiRVHud5tD/++F3FxcWyWq1KSkqSxeLKYGmkI8IkaevWrVq+fJlCQkI0ZOhQSdKrdcw72b9vn35ctUpS/bpYJk12dq8sWbxYe/Lyqtyz+NtvJUmjx4zx+Pp1RYEFAAAAAIAmKi4uTlbXG0HVvWnzzpy3tWzZD2rVqpWeevpZP54OgKlHD2fAfXp6eoOvtXOnq8BCwRTwCXNEWL6HGSzukPujMlg6deqk0NBQFRcXu0f8VeXIkSP644/fJUl9+vZzjxprzB0skjPs3vTtt4u0xYM/57788gtJ0vjxEzy+74UXTpKkGseRLVnsLLAMHXqSoqOjPb5HXVBgAQAAAACgiTJHjuzZk1fjOI6b/n6jjhw5orP+9Cf3J0wB+E+PNGeBZfPmPxp8LXcHCwUWwCfMDy7k5x/w6HWF7hFhsZUe7+LqNM3KzFRZWVmN19i4YYMkZ9B9jKVxZ7CYPvn4Ix08eFBS7eH2RzNzWEaNHq2oqKg6v27gwEFK7dFDDodDn302v9p927Zt044dOxQeHq5TThnu0dnqigILAAAAAABNlDvgvor8lYr++P13ffP115LKZ7sD8I/IyEh16dJFknc6WLKzd0mSOneiwAL4QlycVVL9R4QdHXLvzkqrIX/FtL5C0L05aqzQ1rg7WAoLC3XF5Zfpnrvv0ucLPvPotRs3blBWVpaioqI0YsTIOr9u0uTJkqTPF3wmey0FqCWLF0vyXQ4LBRYAAAAAAJooM3+lLm/aZGY6izCdOyf58kgAjtI9JUXBwcHKz8+vNifAE9muEWEd6xEKDaB2cdYGhtwfNSIs2fVhiB015K+YNrgKLP369pMl1pXBUth4M1hMX37xuV54fpYMw/D4tV+ZY8LOqFsOS0hIiCZecKEk6YP33691/5Ilvs1hocACAAAAAEAT5Q6437Gj1r2ZmZmSpC5dKLAA/uQOuN/c8IB7qTyDJSEhQSEhIV65JoByZgZLgccZLK6Q+9ijO1hcH4aow9/V6zc4CyzdU1LUIb6DpMafwdJQ5piwuuawjBw5Sh06dND+ffu0aNE3te5fsmSJJGcHb7zre+pNFFgAAAAAAGiizLEjZvGkJjt3ZkmSkpK6+PJIAI6SltZTkpSe7p0Cy549eSouLlZISIgSExO9ck0A5eo/IqzqkHtPRoTt3bNHubm5Cg4O1tCTnJlphYWNO4OloZYuXSKHw6GkpCT16dO31v3meLCPPv5IR44cqXX//n37tHbtWknSyJF1H0NWVxRYAAAAAABoorom1/1TsVmZrgJLFwosgD+5O1i8kL8iSYZhKDs7WxJB94AvuDtYPBwRZnaaxMZWDrmva16ayRwT1rZtu0rXba4OHz6spa4ukwm1jAmLiorS2ef8WZL0wfv/qfM9Fn+7SJI0esxp9TtkDSiwAAAAAACalO7du+u6//s/RUdHB/ooAdeliycZLM4ul8TERIWGhvryWAAq6NEjTZL3OlgkadcuZ4GlMwUWBFhwcHCT+fs4MjJSEy+4QDExMdXuCQkJcRdI8j3tYHGF0bdq1co9vi8iIkIdO3aUJO2ow9/VkrR+/bpKPy+0Nf4Mlob60pXDMmFCzQWWCWecIYvFooyMDK1aubLO1/dl0D3/ogIAAAAANCkPPfKozjnnzxoxcpSmXXxRvQJVm4P28fFq1aqVysrKlJWVVev+PXvydPjwYUVGRqpTp07KqEPYLoCG65HmLLBs9lIGi1Qh6L4jQfcIrNfeeFN/+tPZOmnIidq6dWugj1Ojq66+RjMff0LffbdU5/zpLJWVlR2zp2L3ia2eBRbzOgcOHHB3jdrtdu3bu7dO1zE7WEx2e/MvsCz8ypnDMnjIECUmdlRwcJDi4zsoPj5e7ePjFe9ap48dK0n67wcfePTvvxUrluvw4cPq3LmzeqSleS0TS6LAAgAAAABoYrp16yZJOvvsc3TPvffp4YceDPCJAqOrq3tl165dKi4urnW/YRjamZWl1B49lNSlCwUWwA86dEhQbGysSktLtc2Lbz6bQfd0sCCQRowcqYkTL5AknTpiZKMvsBx//PGSpBEjRuqmm2/Rs888fcweczzYwYMH65TvUVFJSYkcDoeio6PdBZZkD/JXTBs2bqj0c1th8y+wZGdna926derfv7/+SN9S496ysjK9//57Hl3/8OHDWrFiuUaPHqPRo8d4tcDCiDAAAAAAQJNijtqQpNun36ELL5wUwNMEjpm/kplZ90JJZpZzTFgXgu4Bv+iR5sxfyczIqFMhtK7IYEFj8NBDj7h/bGYNNWapqeVnvPueezVo0InH7LFaW0vyPODeZHaxWCzOThgzfyUzI7PO10jfvFlFRUXunxfamncGi+m9d99x/7i4uFjZ2dlas2aNFn71ld6ZM0fPPvO0ZtwxXWeeMV5//P67x9c3x4SNHj3Ga2eW6GABAAAAADQhERER7tDXN954XVdccaX+9e+XtG3bNq1e/XOAT+dfXc1PxdYh4N5kBt13TkrywYkAHC0track744Hk8oLLJ07UWBBYJx73nkaOGiQ++dm1lBjlpKaKkn6ZfVqDRw0SK+9/oaGnzJMdrvdvSfO6uxgyc8/UK97FNpsSkhIUGycq8DSte5ZaaaSkhL99ttvGjBggPOaLaCDRZL+9a9/6uOPP9ahQw4dOFC/739NFn/7rR586GGdOmKEQkJCVFpa6pXr0sECAAAAAGgyEhISJDlHPdz89xv1+YIFioyM1Nz/vK/ExI61vLp5MT8V68moryxXB0sSHSyAX5if6vdmwL1UIYOlExks8L/Q0FDdd98DkqTvvlsqqfF3sLRp21atWzu7UyZPulCZmZnqnpKiJ596ptI+c0RYQX7DOlhij+pg8eTDEFLlHJaKBaDmbteubJ8UVyRp3bpftX/fPsXGxmrQicd2L9UXBRYAAAAAQJOR6BoPlrNrl8rKynT1VVdo48YNSkxM1Hvvf6CoqKgAn9B/zE/F7vDgTZudWc4OlqQudLAA/mB+qj89Pd2r192Z7SywxMfHKywszKvXBmpz6WWXK7VHD+3Zk6eb/n6jJGchoTH/Wkx1da9kZmZq9+5cXXP1lSotLdW0Sy7RxAsucO+Li7NKqv+IsAKb83WxsWYHS7IkaYeHuWcb1q+T5CyulJWV1essqKysrExLli6R5N0xYRRYAAAAAABNRmJioiQpJzdHkvONhymTLtS+fXs1cOBAvfjSy4E8nl+ZIfeejB0hgwXwrx5pzgLL5s1/ePW6+/bu1eHDhxUcHFwplwrwtejoaN054y5J0hOPP64t6emy2+0KDQ1VcrduAT5d9cz8lS1bnMXOFcuX6+mnnpQkPTfrBSW5Rme6O1gK8ut1H3OcV6zrOl27Ov++9bSDZZ2rwFLfQg+q5s5hGUOBBQAAAADQAnVMLO9gMWVkZGjqxRfpyJEjmjjxAk2/485AHc9vgoODldTF+aZNpicjwjKdBZbOSUkKCgryydkAOEVERLg7zdI3e7eDRZJ2EXSPAPjr9TcoISFB27dt0xuvvyZJ2rJli6TGncNiFli2us4qSY/PfEyrVq6U1WrVq6+9oZCQEFmtVkkNCLkvMEPuLYqJiXHnxnnyYQhJWr5smV6d/YoefujBep0DVVv87SJJ0uDBQxQTE+OVaxJyDwAAAABoMswRYbsqFFgk5xsRN9/0d/3zXy/qnnvv0++//6Z5n34aiCP6RWJiosLDw3XkyBF32HVdZGdnq7S0VJGRkWrfPl55ebt9eEqgZeuekqLg4GAVFBT45Pfazuyd6p6SQtA9/KZN27b6+003S5IefvhBHTlyRJK0JX2zBgwY0KhzWFJSUyRVLrCUlpbq6quu0LIVqzTs5JN12+3TK3Sw1DeDpXxEmDkebP++fR4H1ZeVlemWm2+q1xlQvYyMDG3ftk3dunfXx5/Mc2fmHC00tO5lEwosAAAAAIAmwz0iLCfnmOfefutN9e7dW3+9/ga9/Mqr2r17t7Zu3VrttUqOHFF+fr6vjupTZmjuzqwsj2azl5SUKCcnR507d1aXLl0osAA+lOYaD5a+2bsB9yaC7uFvt912u+Li4rR27Vp9+L//uR83M4YadweLM4NlS4UCi+R8w/2Wm/6uV19/Q3fcOcM9zq++/z5wjwiLjXX/Xe1p/gp864svPtdfr79BQ086ySvXo8ACAAAAAGgy3CH3ObuqfP7uu2aoZ8+eOu30sfr6m29rvd5DDz7gnsHelJj5Kzs8HDkiOceEde7cWZ2TOuvnn3/y8skAmMoD7n1TYNnp6l7rzIgw+EFSUpKuufY6SdID990rwzDcz5m/xlN7pAbkbLUJCgpSSopZYDl2XN8HH7yv08eO1ZSLLlbv3n0kNSDkvqC8gyW5q+dZafC9hx96UKtWrVRkRGS1e6KiovTaa6/W6XoUWAAAAAAATYaZwXL0iDBTaWmpLr/sUs39z/s69dQRtV5v3LjxTbPA4vpUbGZGpsevzcrK1DCdrCSC7gGfMsclmZ/u9zazg6UTI8LgB3ffc68iIiK0ZMlifevKsTCZGUONdURYYmJHRUdH68iRI8qoppvk1ltu1tCThqlbt26SvBByHxvn/rva04B7+NbBgwf18Ucf1bjHYrHUucBCyD0AAAAAoMlIcI0Iy61iRJipoKBAZ50xQbEx0dWuEcNPkVReqGhqujbgU7FZWVmSpC5dKLAAvpSW1lOS3COHvI2Qe/hL7z59NOWiiyVJD9x33zHPb93qHLvVvn28OyS+MTE7a3Zs367S0tIq9xQWFuqaq65QSUmJJGn//v31upeZwWKJtbgzWKor6qB5oMACAAAAAGgSrFaroqOjJVWdweKJzEznmx2JiYmKiIho8Nn8rSGfijULLHSwAL6V6uMOlp3uDpaOPrk+YHrggYcUHBysjz76UL/8svqY5+12u7uztDF2saSmOs90dP7K0X788UddecVlevmlf2v5smX1upetwBma7uxgcX0Ygg6WZo0CCwAAAACgSTC7Vw7s36/Dhw836Fr79+93j/FISkpq8Nn8rfxTsTs8fm1WpnOsWFKXpvd1A01FfHwHxcXFqaysTNu2bvXJPbKznQWW9u3jm2ShGE3DyaecoglnnKGSkhI9/OAD1e5z57CkNsYCi7ODxey0qcknH3+s22+7tdpOl9oUFpoFltjyv6sz6WBpziiwAAAAAACaBHf+SjUB954yu1i6uALjm4qwsDB17Oj8XuzY4fmbNplZrgILHSyAz6T1dAbcZ+zYoaKiIp/c48CBAzp48KAkqVOnTj65B/DQQ49Ikt588w1traFYaHZqpaal+eVcnigPuK+9wNJQBTZngaVTp06KiYmRJGUyIqxZo8ACAAAAAGgSEl1FhZxdDRsPZjID4rt0bVoFls6dOyskJESHDh1SXt5uj19vdrBYrVbFxsZ6+3gAJPXo4XyT2VfjwUzksMCXJk2arCFDh+rgwYN6YubMGvduTW+8QfdmB8uWLb79/ShJhTZnd2xYWJgk50hTXxVZ0ThQYAEAAAAANAmJrhFhDc1fMZnjtbo2sQKLOXIks54jRxwOh/bt2yuJLhbAV3q481c2+/Q+O11jwjp3osAC7zqud2/NeuEfkqRZzz2r3btza9yf3kgLLCEhIUru1k2StCXd9x0sZsi9ifyV5o8CCwAAAACgSTDHYuV4aURYhmtkR5MrsLgD7us/ciQz0wy6J4cF8AWzg2XzZt8WWLJ3OjtYOjIiDF5ktVr13nvvKyYmRt9+u0hPP/Vkra8xi4kpKakKDm48bzl37dpVYWFhcjgcXvv3Q00OHjxYKb+lPllpaFoaz692AAAAAABqkGhmsOzyVgaLa0RYE8tgMUeaNeRNmywzh6ULHSyAL6SlmSPCfFxgcXWwMCIM3hIUFKTZr76u7ikp2rFjh668/LI6Bb5nZGSoqKhIkZGR6tyIfj2mpjo7arZu3SLDMPxyT5srh0Uq/zAHmi8KLAAAAACAJsHbI8LM0NmmlsGS7C6w1P9Nm51ZdLAAvhIeHu7+cyV9s28zH7JdGSyMCIO33HX3PRo/YYIOHTqkaRdfpP3799fpdWVlZdq2bauk8g6uxqA8f8X348FMFQssOxgR1uxRYAEAAAAANAnlIffe6mBxFigSEhIUGRnplWv6g5nB0qAOlkw6WABf6Z6SopCQEBUUFNSaW9FQ2TvNDhZGhKHhzvrT2brjzhmSpBtvuF7r1v3q0evNIkaPtMaTw5LqyoTZumWr3+5ZMYeFEWHNHwUWAAAAAECjFxISovj4eEne62A5cOCACgqcb4I0pUKDVzJYXB0sXQi5B7zOHA+2Jd233StSech9p44UWNAwPdLS9PIrsyVJL/7rn3r//f94fI10V+ZQY+pg6Z6SIknassX3vx9NhYWF7h8Tct/8UWABAAAAADR68fEdFBISopKSEu3Zk+e165pdLF2bSA5LVFSUOnToIIkOFqCxMt9c9nX+ilTewdKmbVtFRUX5/H5oniwWi977z/uKjY3V999/p3vuvqte10l3FRVTXGO5GgMzg8WfBRZbgXNEWElJiXuMH5ovCiwAAAAAgEavo2s8WG5ursrKyrx23cwMV9B9E8lhMQsiBQUFOnDgQL2vk+kKuU9ISFBERIRXzgY0Va1atdLQk07y2vV6uEYSbd7s+wKLzWZz5z0QdI/6CAoK0suvvKq0tJ7auXOnLrv0EpWUlNTrWmZRsbF0sERGRqqL6+9Nf2awFBY6f09mZWWptLTUb/dFYFBgAQAAAAA0egmugPtcL40HM5kdLF2aSCdHsit/xTx3fe3ft08HDx6UJHXmTVm0YBMmnKGfVq/R1998q+l33OmVa6al9ZTknw4WSdq1i6B71N9tt0/Xn84+W4cPH9a0iy/S3j176n0ts4iRlJSk6Ohobx2x3rp17y7JORJ0/759frtvgavoSf5Ky0CBBQAAAADQ6JkdLLtyvBNwb8rMcI0IayIdLN7IXzFlubpYOiclNfhaQFPTPj5eb7z5lj7434fuIuNNN9+idu3bN/jaZqh2uh8yWKSKQfcUWOCZcePG6+577pUk3XLzTfrll9UNut7+ffvchYyUlMCPCTPHg231Y/eKJOUfyJfknb+r0fhRYAEAAAAANHqJic4CS84u7xZYdrgLLMleva6vmIUgb3wqNivTGXSfRNA9WpiLp07Tzz//ookXXKjS0lLNeu5Z/bJ6tWJiYjR9+h0Nunb7+HhZrVaVlZVp29atXjpxzXbudHawdOpE0D3qzmKxaParryk4OFivzn5F78x52yvXNQuLPdJ6eOV6DZHqyoLxZ/6KJH3wwX/0xeef67VXZ/v1vggMCiwAAAAAgEYvMTFBkpTj7RFhrgJLl65No8jQxZsFlp3OAktTGY8GNFRycrI+mTdfL738ilq3aaO1a9dq1IhTdd+99+j++52f4r/yqqsb1NGWlubMnsjIyNDhw4e9cu7aZGfTwQLPjZ8wQa3btNHWLVt0x/TbvXZds8Bido8EktlFs9VPxU7T77/9psmTLtDatWv8el8EBgUWAAAAAECjl9jRNx0sZpZJfHwHRUVFefXavmB22uzwxoiwTOeIsCRGhKGZCwkJ0Q1/u1Erf/xZY8acpkOHDunee+7W6JGn6tdf10qSli5Zom8XfaPw8HD3yKT6MMO9t/hpPJgkZWeTwQLP/enscyRJH3/8sY4cOeK165YH3Qe+wJLaIzAdLGhZKLAAAAAAABo9M4PF2x0sBQUFys/PlyQlNYFOjmTXJ+sbGnIvVSiwNIGvG6ivyMhIfbXwGz0283FFR0dr6dIlGjZ0sJ6f9ZxKS0sr7X3g/vslSZMmT1GfPn3rdb8e7vwV/wTcSxUzWBgRhrqJiIjQ2LHjJEkLPpvv1WubQfdmsTGQ3CPC0v2bwYKWhQILAAAAAKDRS0hIlOT9kHtJynQVGrp2adxB97GxsWrdpo0kKWPHjgZfLzPL7GChwILma8IZZ2jI0KEqKCjQ9X/9i84+60xt27atyr1r167Rhx/+T8HBwbr/gQfrdb+0tJ6SpM2b/Vdg2ekaEdaxIwWWhoiP76A/nX2OgoKCAn0Unxs1arQsFouys7MbHGx/NLO4mBrgDpbY2FjFx3eQJG3dSoEFvkOBBQAAAADQqEVHR8tqtUry/ogwqTzPpGtystev7U3meLC9e/fo4MGDDb6e2cHSuXNnBQfz9gCap379j5ckffTRh5rz9lu17n/koQdVUlKiCWecoWEnn+zx/QLRwbLLNSLMarUqJibGb/dtbp546inNfe8/OutPZwf6KD5njgdb8Nl8GYbh1Wtv27pVpaWllQocgWDmr+Tm5sputwfsHGj++BcUAAAAAKBRM8eD2e12FRYWev367qD7Rj4qyx1w74X8Fck5bu3IkSMKCwtzdwgBzU2/vv0kSRvWr6/T/q1bt+qtt96UJD344MMe3Ss8PNxdqE3f7L/MB7vd7h51SNB9/Zmh7IMHDw7wSXwrODhYZ551piRp/vx5Xr9+cXGx++/VHmmB62JxjwcjfwU+RoEFAAAAANCoJSQ63/z3RfeKVJ5nYhYwGiszfyXDC/krklRWVlYejp3Em7Jonvr2cxZY1q9fV+fXPDFzphwOh04aNkxnnHlWnV/XPSVFISEhstlsys31bl5UbbJdY8IIuq+/Dh2c3Rb1zd9pKk4aNkzt28frwP79WvbDDz65R2PIYTFHlJG/Al9rUIHlzjvvlGEYeu655yo9fv/99ys7O1sOh0OLFy9W7969Kz0fHh6uF154QXv27JHdbtenn36qTp0qz4m0Wq16++23lZ+fr/z8fL399tuKi4urtCcpKUnz5s2T3W7Xnj179PzzzyssLKwhXxIAAAAAoJHpmOjsYPFF/ookZWQ0jQwW85Px3shfMWW5clgae/cOUB9t2rRRZ1dHx8YNG+r8utzcHP37xX9Jku5/4IE6j9Az30zeku7/T8xn73QWSzt2IoelPoKDg9WuXTtJUp++zbvA8ifXCLQvv/xCJSUlPrmHOSKvRx1zWKKiovR/f/mL2rVv77UzpKSkSCJ/Bb5X7wLLiSeeqGuvvVa//vprpcenT5+uW265RTfccIMGDx6s3Nxcff3115VmQM6aNUvnnXeepkyZouHDhysmJkafffZZpb+w5s6dqwEDBmjChAmaMGGCBgwYoDlz5pQfPDhYCxYsUKtWrTR8+HBNmTJFEydO1DPPPFPfLwkAAAAA0AiZHSy5Ob75RLh7RFjXxl1kMDNYMjK808EiSTuzsiQRdI/myexe2b5tm8fjBWc996wO7N+v3r37aMqUi+r0mkDkr5jMoPvOjAirlzZt2yo0NFSS1KlTJ3fuV3Nk5q/Mnz/fZ/dIdxUZ69rBctfd9+jJp57Rc7Oe99oZzJFvZjcN4Cv1KrC0atVK7777rq655hodOHCg0nM33XSTHn30UX388cfauHGjLrvsMkVHR+viiy+WJMXGxuqqq67SrbfeqkWLFmnt2rWaNm2a+vXrp9NPP12S1KtXL51xxhm6+uqrtXLlSq1cuVLXXHONzj77bKWlOX9jjhs3Tr1799a0adO0du1aLVq0SLfeequuueYaWSyWhnxPAAAAAACNiJnBssvHI8Lat49Xq1atfHIPbzALQN7tYHEVWOhgQTNk5q+s31C3/JWKCgoK9MwzT0uS7rrnXkVERNT6GvM9q82b/V9gyd7pLLB0YkRYvXQ4Koy9d58+ATqJb/Xr11/JyclyOBxa9M3XPruPWWQ0c1BqEhERoWmXXCJJOvPMs9TW1UnUUClksMBP6lVg+de//qUFCxZo0aJFlR7v1q2bEhMTtXDhQvdjxcXFWrp0qU4++WRJ0qBBgxQeHl5pT05OjjZs2ODeM2zYMOXn5+vHH39071m1apXy8/Mr7dmwYYNyKnyC6auvvlJkZKQGDRpU5bnDw8NlsVgqLQAAAABA45boKrDk+GhEmM1m04H9+yU17kJDeQfLDq9dMzPTNSKMDhY0Q+78lXV1z1+p6JWXX1J2dra6dOmiq666utb95qf1A9HB4s5T6ty0RoQNHDhIy1eu0rYdGTWun39Z4x755Atm/oqpr6s419z86WzneLBvFy3SoUOHfHaf9M3OokZyt261xjmcc86f1bats6gSFhamyZMmN/j+7ePjFRcXp7KyMu3Yvr3B1wNq4nGBZfLkyRo4cKBmzJhxzHMJCQmSpN27d1d6fPfu3e7nEhISVFRUpPz8/Br35OXlHXP9vLy8SnuOvk9+fr6Kiorce442Y8YM2Ww29zL/8gEAAAAANF6JCa6Qex+NCJOkjMzGncPStl079+hts+vEG7JcX3dSlySvXRNoLPr1P16StH695x0sknT48GHNfOxRSdJt06fX+kFdM1TbfHPZn8yQ+05NaERYao8e+vDjj9W3bz+1a9e+xpWW1lPnnT/RZ2c5usDSXDtYzALLZ/Pn+fQ+OTm7ZLfbFRoaquRu3Wrce8VVV0mStrpGeU11dbM0hFmMy8zMVFFRUYOvB9TEowJL586d9fzzz2vatGk1/uI0DKPSz4OCgo557GhH76lqf332VDRz5kzFxsa6VyeCvwAAAACg0XN3sPhoRJhUPiasS9fGWWBJdnWv7Nq1y6tvFpkh92SwoLkJCwtTr169JEkb1tevg0WS3n1njjZv/kPt2rXXbbdPV8eOnapcffr0VevWrVVWVhaQUO2mNiIsISFRH38yT23bttMvq1frpKGDNfjEgVWup596SpI04IQTfHaeeFeBxW63S5L69ml+QffJycnq16+/SkpK9MUXn/v8fmb2SU05LGk9e2r48FNVWlqqqVMvUlFRkfr166/jjx/QoHub+StbGQ8GP/CowDJo0CB16NBBq1ev1pEjR3TkyBGNGjVKN954o44cOeLuKDm6gyQ+Pt79XG5uriIiIo4Jizp6z9GVY0lq3759pT1H38dqtSo8PPyYzhZTcXGxCgsLKy0AAAAAQOMVFBSkxETfd7C4g+4b6YiwrsnOwo8381ek8m6YmJgYtWnTxqvXBgIpLa2nwsPDlZ+f7x6FVx+lpaV66MEHJEk333Krft+cXuVasco55j4zM1OHDx/2xpfgEXNKS0xMjOLi4vx+f0/ExcXpo08+UdeuXbUlPV0XXHC+Nm3cqD9+/73KtWiRMytkwADfFVjM9yF/+P57SdJxvXsrKCjIZ/cLBDPc/ocfvj8mU9sXttQhh+WKK66UJH35xRfatHGjPvtsviS5M1nqy7zn1q1bG3QdoC48KrAsWrRIffv21YABA9zrp59+0rvvvqsBAwZo27ZtysnJ0dixY92vCQsL08iRI7V8+XJJ0urVq1VcXFxpT0JCgvr27eves2LFClmtVg0ePNi9Z8iQIbJarZX29O3bt1KRZdy4cTp8+LBWr15dj28FAAAAAKCxadO2rcLDwyU5P2jnK2YHS9fkZJ/doyG6uEaXeTN/RZKKiorcH1Ls3Ll5jQmLiIjQhx99oocfeTTQR0EA9O/fX5K0oR4B90eb9+mnmjfvUxUVFdW4HA6H3pnzdoPvVx+HDh3S/n37JDXuMWGRkZH6zwf/Vd++/ZSbm6vzzj1He/fsqfE16379VZKzAO6tAPSjxcfHS5KWLftBxcXFslgsjbbgXl/meLAFriKGr6WnO7tHqutgiYyM1MUXT5UkvfH6a5Kkd+fMkSRdeOEk99/99UHAPfzJowKL3W7Xxo0bK62DBw9q37592rhxoyRp1qxZuuuuu3TuueeqT58+evPNN+VwODR37lxJzvDA1157Tc8884zGjBmjAQMG6J133tH69ev1zTffSJJ+//13ffHFF5o9e7aGDh2qoUOHavbs2Zo/f742b3ZWPxcuXKhNmzZpzpw5GjBggMaMGaOnn35as2fPpjMFAAAAAJqJjonO8WB5ebt15MgRn91nxw6zg8X/I8IuufQy/bB8pe5/4MFqQ5zNwk+Gq9PGm8pzWJrXm4kjR47S2HHj9Nfrb1BoaGigjwM/MwPuN9Qzf+Vo0y6+SO3btq5xJcS305NPPO6V+9XHTjPovpGOCQsODtZrb7ypU04ZroKCAp1/7p/r9GdaYWGh0l3vB57goy4Wc0TYruxs/f7775KkPs0o6L59fLxOOmmYJOmz+f4psGwxCyxpPap8/txzz1PrNm2UmZmpb75xdil9++0iZWdnq03btjrzrLPqfW+zg2VLuv/H9aHl8TjkvjZPPvmkZs2apRdffFE///yzOnXqpHHjxrlnGErSzTffrE8++UQffPCBli1bJofDobPPPltlZWXuPVOnTtX69eu1cOFCLVy4UOvWrdMlFdrDysrKdNZZZ+nw4cNatmyZPvjgA33yySe67bbbvP0lAQAAAAACpHw8mO+6V6QKHSxd/V9kuPa6/1P//v116223a82v6/X5l1/poosuVlRUlHtPclezg8UHBZadzjFhXZpZ0P0pw4dLck7WSG6knUnwHbPAUt+A+6bIzGHp2Egzh5+d9bzOPvscHT58WFMmX+hRd9HatWsk+S6HxRwRtjtvtzZt3CBJ6tOMgu7PPPMsBQcH65fVq93j5HytvIOl6gLL5Vc6x4O99eYb7veEy8rK9J7rQ/rTpl1ar/sGBQUpJYUOFviX0VKXxWIxDMMwLBZLwM/CYrFYLBaLxWKxWKxj12WXX2HY7A7jg/9+6NP7WCwWw2Z3GDa7w4iJifHr15i5c5dhszuMhV8vMg4UFLrPkZWdYzz3/AvGwIGDjF/W/GrY7A7j1BEjvH7/Rx59zLDZHcZjMx8P+H9vb65vFy91fy8nTDgj4Odh+Xdt25Fh2OwOY8CAEwJ+Fn+tZ5+bZdjsDuOee+8L+FmOXnfdfY9hszuMfJvdOPucP3v8+utv+JthszuMd+a+55Pz7cjIMmx2h9GzVy/jxr/fZNjsDuPNt+cE/PvmrfW/Dz82bHaHcettt/vtnjExMe4/g61Wa6Xneh13nGGzO4z9+TYjISGx0nOpqamGze4wDhQUGomJHT2+b1JSkmGzO4y9+/ONkJCQgH/vWU1zeVI38HoHCwAAAAAA3tKxo3NE2K6cXT69T2FhoTu/wJ+jsqxWq6xWqyTp3D+frT7H9dJDDz6g7du2KS4uTldddbWWfPe9Ul2fAPZ2yL0kZWU1vxFhMTExlT7pnlrNJ6jRPCUmdlS7du1VUlKi337bFOjj+M1OVwdLp0bWwXLV1dfozhl3SZJuufkmzZ/3qcfXMDtYTjhhoFfPJknh4eFq07atJClv925tcsUgNJcOFovFopGjRkmSO0TeH+x2u3btcv7dnZpa+c9gM9z+888XKDc3p9JzW7Zs0YrlyxUSEqIpF13k8X3N7pXt27eptLS0PkcHPEKBBQAAAADQaCW4RoTl5uTUsrPhMlxZJF27Jvv8XiYz8yUvb7ccDod27crW0089qQHH99NZZ07QB+//R4cPH5YkFRQU+GS0S2amc0RYUlLzKbCcdNKwSrkrFFhaln6u8WDp6ZtVVFQU4NP4zy7Xnw+NKeT+nD//Wc88+5wkaeZjj+r1116t13XMoPukpCSvB923b99eklRcXKwDBw5owwbniLDU1B6KiIjw6r0CYey4cYqIiFD65s36w5Uv4y/p6c7snIpjwiIjIzXlooslSW++/nqVr3vnHWfY/dRp0zy+p/nnPfkr8BcKLC1IcHCwpky5iNmzAAAAAJoMM+Te/BSsL2Vk7JDk3xwWd3j9jsrZKoZh6PvvvtPVV12ptNTu+r/rrtWFF5zvk0/jmiH3zSmDZfipp0qS8vPzJVWfAYDmydsB903FzmxnB0tjCbkPCwvTv158yRlu/9qrmvnYo/W+VmFhoTZv/kOS94Pu4+Od+St5eXmSpNzcHO3ft08hISHq1es4r94rEM4++xxJ0vz58/x+7y1bnEWO1LQ092Pnnz9RrVu31o4dO7Ro0TdVvu7jjz7UwYMHlZbWU0OGDPHonmbA/datFFjgHxRYWpAxY07TK6++pqefeS7QRwEAAACAOkl0jQjzRwdLpitA3uwq8YcurrFcmZnVh9fn5+dr7rvvaOWKFT45gzkirF279oqOjvbJPfzt1FNHSJLe/897kqQePdJq2o5mpl///pKkdevWBfgk/tXYQu67de+uuLg42e123XrzTQ2+3to1zjFh3g66NwPu83bvdj+2cVPzGBMWHh6usePGS5I+m++/8WCmLZuP7WC54sqrJDnD7Q3DqPJ1drtdn37ysSRp6iWehd2XB9xTYIF/UGBpQTonOT+NlNwtObAHAQAAAIA6SkxMkOSfDpZMs5Ojq/8KLOaEgR0+yFapq4KCAhUUFEhqXKOF6qtVq1Y6YaAzp+GNN5zjZxISEmSxWAJ5LPhRvxbawWL+ORkdHa02bdoE+DTlhc3NmzerrKyswddb4yqwmL+/vSXeVWDZXbHA4hoT1qdvX6/ey99Gjhyl2NhY5eTkaPXqn/1+//T0dEnlXSW9+/TR0JNO0pEjRzTn7bdrfK05JmzixAsUFRVV53ua99qyJb0+RwY8RoGlBTGDE83WRwAAAABozMLDw9W+fbwk34fcS4HqYHHeyyzuBMrOnc4cli7NIIfFzF/JyMjQpo0blZubK+nYkGU0T1FRUe5PsK9vYQWWoqIi7dnjHHPVqRGMCUtzjYVKd432aigz6H6Al0eEdaiqwNJMgu7/dI5zPNiCz+ZX2y3iS2YGS0pKqoKCgnSlq3tlwYLPlJe3u6aXatkPP2j79u2KjY3VOef8uU73CwsLc4/eJIMF/kKBpQWJi4uT5Cy0NIeQLgAAAADNW0KCs3ulqKhI+/ft8/n9MlxjupL92MHSNdl5r4wAdrBIUpYZdN+l6RdYThnuzF/54fvvJJV/itn8VDOat969+ygkJER5ebtrfQO3Odq5s/EE3bsLLOne6SRY9+uvKisrU1JSktq5gum9wT0iLO/YDpbefZpuB0twcLDOOussSdL8ef7PX5GcHx4oLi5WVFSU0nr21OQpF0mS3njttVpfaxiG5r77jiRp6iWX1Ol+XZOTFRoaKrvdrtxc348WBSQKLC2KtXVr94/j4+MDeBIAAAAAqF1CYqIkKccP+StSeQdL6zZtFBsb65d7du2aLEnKyNjhl/tVx8xh8VeBJSEh0T1lwdtOdQXcf//995LK39ztkUYOS0tg5q+sb2H5KyYzh6VTI8hhKR8R5p0OlsLCQnfB1JtB91WNCPvtt02SnIX+tu3aee1e/jRk6FDFx3dQfn6+fvjh+4CcobS0VNu2bZUk3XnnDMXFxWn7tm1asmRxnV4/9913VFZWplGjRrszy2qSmmIG3G+t/6EBD4UG+gDwn4r/eO3QIUFZWVmBOwwAAAAA1KKjK+A+xw/5K5J08OBB7d27R+3atVdSUhdt3LjBp/dr266dWrVqpbKysoD//zN3/owru9OXUnv00HffL1NZWZnumH673nXN2feG6OhoDRw0SJK0zPWG4hazwNKDEWEtgZm/0tLGg5mys80CS+A7WMyi5mZX0Lk3rF2zRmlpPTXghBP09dcLvXLNDvHHdrAcPHhQ27dtU7fu3dWnTx99t3SpV+7lLW3btdNDDz2iOGtctXtSUlIkSV99+YWOHDnir6MdIz09Xb16HaeJF1woyZmNVddxZVlZWVq6dIlGjx6ji6dO0+MzH6txfwr5KwgACiwtSOsKBRazOg8AANDchIeHq7i4ONDHAOAFiWYHix/HfGRmZKpdu/bq0rWrzwssya7ulZycnID/ueXPDpbHHntcMTExkqR/v/SyzjrrT7rxxhu0d8+eBl976NCTFBYWpszMTGW4OpLMDpYUMlhahL59W2bAvSk72zkirHPnwHawtI+PV+vWrVVWVqatW7yXhbFmzRpNmjxFA07wYgeLa8pLxQ4WSdqwcYO6de+uvn36NroCy7XXXqdLLr20Tns/+ugjH5+mZukVCmzFxcXu8Pq6enfOHHeB5YnHZ9ZYnEl1FdK30cECP6LA0oJYrYwIAwAAzdtLL7+iM8/6k84YP87nb4wC8L3ERP92sEjOHJaBgwapa1ffFxq6uO5hjiYLpCxXB0uSj0PuTzvtdE044wwdOXJE//rnP/TX62/Qn84+W0OGDtEN11+vL7/4vEHXHz5ihKTy/BVJ2uIKWSaDpfkLCgpSX1cHy7r1LXxEWIAzWMyOsYyMDBUVFXntumvW/CLJu0H35oeQ844qsGzauFFnn31Oo8xhGTVqtCTprTffdH9PqpKXl6cvPl/gr2NVqWIGz/z58zwups+fP08FBQVKTk7W8FNP1ffffVftXrNrZ4uXcn+AuqDA0oKYIfdSeYAXAABAcxEREaHzJ16gyMhIPf3sszpj/LhAHwlAA7lHhPkpg0UqL3aY2Si+1FjyVyQp0xVy37FjR4WGhqqkpMTr9wgNDdXMJ56QJL307xd137336L8ffKBXXn1Vffr01Qf//Z/efOMN3TXjDtnt9nrd41Qz4P6HH9yP7dixQ0eOHFFMTIw6duykXbuyG/7FoFFKTk6WxWLR4cOHK31qviXZ6RoR1jnAI8LS0npKktf/OxwddN/QzrdWrVrJYrFIqqKDZYOzC6pPnz4Nuoe3WSwWDR4yRJL01JOPu0c8NlYVx3W98Xrt4fZHO3TokD788H+68sqrNG3aJTUWWFJdnYqMCIM/UWBpQaytre4fU2ABAADNzaATT1RkZKQk6ZRThuv8iRP10YcfBvhUABrCHXLvzw4WV4GlS9euPr9X1+RkSWoUb47l5e1WUVGRIiIilJiY6JNMmCuvulq9eh2nvXv36MknHpckrV+/TqNGnKp77r1Pf7vx77r8iis0ctQoXXft1Vq5YoVH16+Yv1Kxg6WkpEQ7tm9Xj7Q0pfZIpcDSjPXt5wy4/+2331RaWhrg0wSG2cHSMcAh92lp3g24N9ntdm3Zkq60tJ46YUDDc1jMCS92u10HDx6s9NzGjRslScf17q3g4GCVlZU16F7ecsopwxUaGqptW7c2ir8/arN+3Tpt375dO3dm1XvU2rtz3taVV16lc887XxGuf+8fLSgoSJ1dnVuE3MOfggN9APhPXJzV/WMyWAAAQHNz6qnOsTAOh0OS9PAjjykqKiqQRwLQQB1dI8J25fivwGJ2sHTp4ocCi+seO3bs8Pm9amMYhvuNWV/ksLRu3Vp33XW3JOmRhx9WQUGB+7mioiLde8/dOuvMCcrMzFS3bt305Vdf64EHH1JYWFid7zFkyFCFh4dr586dx3xPt7gyIHr0SGv4F4NGywy4b6n5K5Kz46+srEwRERFq1759wM7h7mDxwaimNb+4xoR5IYeluvFgkjPH49ChQ4qOjla3bt0afC9vGTXaOR5s8ZLFAT5J3TgcDh3fr4/OPuvMel/jp59+0saNGxQVFaXzz59Y5TrvvPMlSVlZWdq/f7+3jg/Uig6WFsJisSg0tPw/d3x7MlgAAEDzcsrw4ZKkhx96UH/56/Xq0qWLbrr5Fs187NEAnwxAfSW6RoTl+nFEWEamWWDxfQZLV1eXTGMYESZJmVmZ6p6Soi5JXbRcy7x67Rl33a02bdtqw4b1euvNN6rcs+yHH3TySUP0xJNPaeq0S3TLrbcpOjpa02+/rU73GH6qazzY98eOj0lP36wzdCY5LM1cP1cHy/r1vwb4JIFz5MgR5eXlKSEhQZ07dW7wCK36MjNYvN3BIklr16zR5CkXeaXAYk54ycvLO+a5srIy/fbbbxo4cKD69O3baLoiRo8ZI0lasvjbAJ/EMw3tAJoy6UKNHTdewcE19wssXbqkQfcBPEWBpYWwWq2Vfs6IMAAA0JyEh4dr6NCTJElff71Q2dk79facd3XTzbfonTlv+2TUDQDfio2NVatWrSRJu/w4IswMe2/durXi4uIqdVp4U1BQkLtTpDGE3EtSliuHxdsdLGk9e+rqa66VJM24844aRzfZbDb95f+u05LFizX7tdd15VVX64XnZ2mnq7umJmaB5fvvvz/mOfNT9HSwNG9mwP36FtzBIjnHhCUkJKh7SnetXbvG7/ePiIhwj0Dc7IMsnDWur+mEEwY2+Frx8c73x3bnHdvBIjmD7gcOHKg+ffpq3qefNvh+DZWQkKjjjuutsrKyGrNImqOMjAy9OvuVQB8DOAYjwlqIiuPBJEaEAQCA5mXgoEGKiopSXt5ubf7jD33y8cf6/vvvFBUVpYcffSzQxwNQD2b3yoEDB3To0CG/3dfhcGjPHucnmX05JqxDhwRFRkaqpKSkTsUDf8jKchaXkpK8W2CZOfMJhYaG6rP587V0yZI6veb99/+jpUuXKDw8XLfePr3W/VFRUTrxxMGSpGU/HFtgMQOPzU/Vo/mJi4tzd4Vt3LAhwKcJLLMT77XX39QH//1Qfzr7nEpTTXwtJTVVwcHBOnDggPZU0RnSUGbQfefOnRs8Bq1DDSPCJGmjK+i+dyMJuh81apQkae3atYzBAhoJCiwthBlwb/7DvVWrVoqJiQngiQAAALzHzF/54Ycf3I9Nv+02lZaW6vzzJ7o/1Qyg6UhMcAbc5+b6bzyYKWOH74PuuyY7r52dnd1owrjNsOQuXZK8ds1x48Zr7LhxKi4u1j13z/DotY89+ogk6dJLL6t1ZNvgIUMUHh6u7Oxsbdu27Zjn0zc7CyxdunZVeHi4R+dA02B2r2RmZio/Pz+whwmwZ556SsuXL1NISIgmnHGG5r73H/2+OV2PPPqY0nr29Pn9zULmFh/kr0jOQPr0dGdnzAkDGjYmzPwA8u7qCiyuoPu+ffo26D7eYuavNLXxYEBzxoiwFsJqbS1J2pWdLavVqpiYGMXHx8tutwf4ZAAAAA1nFlCWVSiwbNy4QW+8/pquvuZaPfHkUxox/JRG8yYmgNp1dHWw5PhxPJgpIzNDJw4erK4+zGExA+4bS/6KVN7B0rtPX/39ppur3VdSUqIvv/i81jyC0NBQPfb445Kkf7/4ryoLHzVZsXy5vv12kcaMOU233X6Hbvzb9dXuNQvtVXWvSFJe3m7ZbDbFxsaqW/fu+uP33z06Cxo/M+B+/bp1AT5J4K1fv04Txo1Vao8euuSSS3Xx1Gnq0KGDbvz7Tbrx7zdp1cqVevvtt7Tom29q/LdRaVlpvTJczIB7X+SvmNauWaOePXvphIED9fXXC+t9nQ7xNRdYNmx0dkN1695d0dHRcjgc9b6XN4wabeavNI2Ae6AloMDSQpgZLPn5+crbvdtZYOnQweN/4AIAADQ2YWFh7vyV748KNn7k4Yc0ceIF6tevvy6/4kq99ursQBwRaDZSU1O1a9cuv7zBZI4I27XL/x0sZiaKbztYkiWVd8s0Bttd//8wISFBDz/yaI17H3n0MX3w/n/01JNPaMuWLVXuuebaa5WW1lN79uTpqSefqNeZHnv0EY0Zc5qmTpumZ55+UhnV5NXUlL9i2pKeroGDBqlHjzQKLM1Q377OgPsNG1p2/kpFW9LTdf999+rhhx7UuPETdOmll2nc+PEaetJJGnrSSXW6xj//8YLumnGnR/dNS3NmHfkif8XkDrpvYAdLh1o6WPbu2aO8vN2Kj++gXr2O0y+/rG7Q/RoirWdPdezYUYcOHdKKFcsDdg4AlTEirIUoL7AccP+lQdA9AABoDgYOGqTo6Gjt3btHv//2W6Xn9u/fr0ddI2buvfc+tW7dOhBHBJqFU4YP1y9r1+nZ52b55X6Jic4RYTkBGBFWPirLdwUW89qZmY2nwLJz507ddustevedOTWuxYu/VUhIiC66eKp+Wr1GL78yW6mpqZWu1aZtW905425J0kMPPiibzVavM/24apUWffO1wsLCdPv0qt/kjYyMdOev/PB99aHP5kiho8+K5qE84J4OlqOVlJTo8wWfacrkC3VczzTdd+89+uOP31VaWlrtKisrkyRNvOBCj+/Xo4ezwJLuoxFhUnnQ/YATvDMirKasGHNMWJ++gR0TNto1HmzFiuUqKioK6FkAlKODpYWo2MESHhEhSYqPp8ACAACavuHDnZ9arpi/UtFrr87WlVddpd69+2jGXXdr+u23+fN4QLNx7rnnSZLGT5jgl/slBnBEmNnBYuak+IJ57YwdO3x2j/p45eWX6rRv4MBBuuPOGTrjzDN10cVTNWnylEodLXfffY9at26tdevWac7bbzXoTI89+ohOO32sLp46Vc88/aS2b99e6fnBQ4YoIiJCOTk5NY4tMzttzDd/0XyEhISod+/ekhgRVpvdu3M167lnNeu5Z2vcFxUVpZ27cpWYmKikpCRlZWXV+R493B0svhsRVjHovn18fI0FkprEx8dLcn5fqrNxwwaNHj1GfQIcdD9qFOPBgMaIDpYWwiywFBQUuP/SoYMFAAA0B6e6xsL8UM1YmNLSUt0x/XZJ0tXXXKvjXG/AADW59LLLtWXbdj3/j38qJSUl0MdpFEaOGiVJatu2nbp37+7z+3VMdBVYcvzfwbLDlYviyw6Wrl2TJTnzXpqiX35ZrcmTLtDIU4fri88/r9TR8tacd3TlVVdLku6843b3J+Hr66efftLCr75SaGholV0sZv5KTd0rEh0szVmPtDRFRkaqsLBQOxpZ0bKpOnTokLtYVddxYpKUmNhRFotFJSUl7rGDvuCNoHur1aoI14eQ8xp5B0tISIhOHeH8s44CC9C4UGBpIcwCy4ED5SPC6GAB0BR07dpVa9au04MPPRzoowBohEJDQzX0pGGSpB+qCTaWpKVLlmjevE8VGhqqx594ssH3vfjiqfr3Sy8r0fUGMJqXrl276smnnlZ8fAddccWVWr3mV7015x0NHDgo0EcLmISERPXqdZz75+Y4Jp/e0xwRFoAOlizXiLC4uDj3/5fyppCQEHXu3FlS48pgqY81a37R5EkXaMTwU/T5ggUKCQnReeedr5CQEH366SfVFr89NfMxZybMRRdffEzR85ThwyXVnL8iSembneOKeqT18MqZ0Hj06+scD7ZxwwYZhhHg0zQfq1atlCQNGTK0zq9J6+nsXtm+bZuOHDnik3OZ1q5p2JgwczzYgf37VVxcXO2+jRucQfeB7GAZNGiQYmNjtX/fPq1b92vAzgHgWBRYWgir1TlvPD8/nwwWAE3Kvffdr5TUVE256OJAHwVAIzRw4EC1atVK+/bt1W+bNtW49+4Zd+rw4cMaPXqM/nT2OfW+Z2pqqv7xrxc1ddolWrz0uwaHq6LxeW7WC4qOjtaPq1bpi88/V3BwsM4773wt+e57zV/wuU477fRAH9HvRo4cWenng4cM8en9goOD3f9/ZVcACiyHDx92//8mX3SxdOzYUWFhYSouLlZOjv+/Pl9Yu3aNpky+UCOGn6L58+dp7dq1utvDYOyarF79s7784guFhIRo+h3l142IiNDgwc5fjzUV2iVp61bniLB27dqTydXM9OtPwL0v/PjjKknSkKF172DxR/6Kac0vv0hSvf8t5g64z6s64N70+++/qbS0VO3atQ/Yh5VHjXaOB1v63dIGdwUC8C4KLC1ExQyW8g6W+ACeCABq16dPX11w4SRJzqDbqKioAJ+o8bjk0st0/Q1/C/QxgIA7xZW/smzZslo/sZqRkaF/vPC8JOmxmY/X+8+Uhx5+VGFhYSotLVXHjh31xVcLG1Sw8bX28fGafsedat8E/u0XGxurd9/7j6697v8CdoYLLrxQp48dq8OHD+v/rrtGkyddoKFDTtTcd9/RkSNHNHLkKH386Tx9v2yFJl5wgUJCQgJ2Vn8aOcoZrGtmX/i6gyU+voNCQ0NVWlqqPXvqN1e/ocwcli5dvV9gMa+ZlZnZ7D5tv3btGk29aIpGDD9Zma5OIG8xu1gmTZ6i1B7OLpQTBw9WZGSkcnNztaWWN3QdDod27twpiTFhzU0/V8D9OvJXvGrVSmcHS//+/RUdHV2n16T5IX/F1NCge3eBZXfNBZbDhw9rmyvfqW+AxoSNcgXcMx4MaHwosLQQcdY4SVJ+/gF3Bks8HSwAGrn77n9AwcHlf1X54g2OpqhHWpr+9eK/NfPxJ9SzV69AHwcIqLrO3Tc98/RTysrKUnJycqVPQNfV8FNP1Z/OPlslJSUae9oYfb1woVq1aqW57/1HN918i8fX84e777lX99x7n2bPfjXQR6nVtdf9n84++xw98uhjASkItW7d2j1C7umnnnQHYv+2aZP+77prdXy/PvrXP/8hu92u448/Xm+8+ba+X7ZccXFxfj+rv5n5K2Yocr/+/d1z630h0TUebPfu3SotLfXZfWqS6cpG6eqDf3+481dcWS+omzVrfnGPIbvD9We4+ffAslq6V0xbtrjGhBF036z07efqYFlPB4s37dy5U7t27VJoaKhOGDiwTq8pL7Bs9uXRJB0bdO+pDq5ulD015K+YNmx0jgnrHYAxYa1atXKPaVuy+Fu/3x9AzSiwtBDmiLCC/ALt3p0riRFhABq3oSedpDPOPFMlJSXKzXX+udUtuVuAT9U4/OWv17t/bL6pALREzvwV58iKH77/oU6vcTgcuv22WyVJN/79Jo8C74OCgvToY49Lkt54/TX9/PNPmnThRL380r8lSQ89/Ij+9eJLCgsL8+TL8Lnx4ydIksacdnqj7rQJDw93d65ERkbq6quv8fsZHnr4UcXHd9Bvv23Sc88+c8zzO3fu1Iw771Df3r30yMMPaf++ferbt5+efOppv5/Vn1JTU5WUlKSioiL957252rMnT+Hh4Tr++ON9ds/Ejq6A+wCMBzOZQdm+KbA4r5nh5Q6PluCxRx+RJF1w4ST1SEvT8FOdnYy15a+YzC6XlB7ksDQX8fEd1KFDB5WVlWnTpo2BPk6z42kOS6p7RJjvCywHDx5sUNB9fB07WCRpkyvoPhAdLKecMlzh4eHasWOHu5MUQONBgaWFKB8RdkB5rsp8eHg4c2cBNFr3P/CgJOmdOXO0cuUKSVJyt+QAnqhxaNOmjS6+eKr75+abCkBLNGDACbJYLDqwf782uj5VWBefL/hMn82fr7CwMM2a9YKCgoLq9LopUy7SCSecoIKCAj3mGlNTWlqq22+7VbfdeotKS0t1yaWX6tP5n6lNmzb1+pq8rXefPurUqZP754/NfFyRkZEBPFH1LrhwkhISEtyBuFdfc41POySOdvIpp+iyyy+XJP39xr/VGMy7f/9+PfnE47rwgvNVWlqqiy6eqrPP+bOfTup/5niwVatW6tChQ/r5p58l+XZMmNnBkpOT47N71MYcb+WLDBZ3gcVVxEHdrVv3q+bPn6eQkBDdd/8D7vyV7+vYyWi+GduDAkuzYY4H27plixwOR4BP0/z8uMqZwzK0Djks0dHR6tKliyQp3Q8dLFKFHJZ6jAkzR+fXpcCyYYPZweL/AgvjwYDGjQJLCxAVFeX+P6f5+fkqLi7WgQMHJKlJzOIG0PKcdtrpGj78VB0+fFiPz3xMO1yf0kmmg0VXXHmVoqOj3X+On0qBBS3YKcOHS6pb/srRbr/tFtntdg07+WRdetnlte6PiorSfa7C7zNPP6V9e/dWev6Vl1/ShRPPV0FBgYYPP1XfLl7qzgeoKDw8XN26ddOpI0bo4qnTdP0Nf1Obtm09Orsnxo0bL0n67rul7tFojXWU2Q1/c+ZKPfboI8rKylL79vG6cNJkv9w7PDxcL/zjn5Kk119/TStXrKjT63766Sc996xzZNbzL7zQbP9tbY4HW7pkiSTpp59+lOTMvvCVjmYHSwAD4MszWLp4/dpdk5MlMSKsvmY+6ixy//nP5yoqKkq7d++u85u5W9Kdo/8osDQffc38lfXkr/jCj2YHy9Ahte5NTXX+vtq7d4/279/v03OZ1q5x5rCccELdRphV1KFDgiQpr04dLM4CS69evfyev+YusCxhPBjQGFFgaQHM8WAlJSUqLCyUJOXlOf/yYEwYgMYmKCjI/Sbm7Fde1q5d2e4RHS29wBIWFuYen3PP3XfJ4XCofft4cljQYnmav1JRdna2Hn34IUnSQw89rHbt29e4/4a/3ahOnTopIyND/37xX1Xu+eabrzX29DHasWOHuqekaNG3S/T4E0/qzbfn6NvFS7V5yzbt3Z+vX9dv1ILPv9RLL7+imY8/oU8+na+YmBiPv4a6GDtunCRp3qef6p67Z0iSbr7lVvenSxuL0aPHqG/ffrLb7Xp19it66d8vSpKuv+GGel3v/IkTdeeMu9xd3LW55dbblJbWU7t379YD993r0b0en/mo1q9fp3bt2uv55/9Rj9M2bkFBQRrh+r22dInzk7M///STJOnEwbW/2VZfiYlmgSVwHSwZrgwWX3SwmNc0izjwzIYN6/Xpp5+4f/5DHfNXpPIOlpSU1Dp3MKJxMztYyF/xjV9//VVFRUVq1669UlJSatzbI81ZYPFH/oqpIUH3nowI27Fjh+x2uyIjI5WSmurxveorPr6D+vZ1/hpfunSp3+4LwDNGS10Wi8UwDMOwWCwBP4svV6/jjjNsdoexPSPT/dhnn39h2OwO44ILLwz4+VgsFqviOve88wyb3WFk5+w22rZrZ0gyxow5zbDZHcbKH38K+PkCuaZMuciw2R3GH+lbjbCwMOPT+Z8ZNrvDuPqaawN+NhbL3yskJMTYuSvXsNkdRv/+x9f7Gt8vW2HY7A7jldmvVrsvPr6DsSs3r87/dmrXvr2x8OtFhs3uqHLl5u01fv5ljfHxJ58a23ZkGDa7w/jwo0+M0NBQr36PYmNjjX0HCgyb3WEkJycbkoz5Cz43bHaHMefduQH/b1hxffjRJ4bN7jCeePIpQ5IRFxfn/p6PHj3Go2v173+8caCg0LDZHUb61u3GxAsuqHF/j7Q0Y8++A4bN7jDOnzixXufv06evsXd/vmGzO4yLL54a8O+nN9fxxw8wbHaHsXNXrhESEuL+tZVvsxs2u8NoHx/vk/t+/Mmnzu/n1GkB+9ojIyPdv2/btGnjteuGhYX5/PvXElafPn3d/32uuvqaOr8uODjY/Xu+S5cuAf86WA1fq3762bDZHcb48RMCfpbmur7+5lvDZncYF110cY37Ztx1t2GzO4x//PNFv52tVatW9f4zNX3rdsNmdxh9+/ar0/5F3y4xbHaHcd755/vt67vwwkmGze4wvl+2IuC/DlislrQ8qRvQwdICmJ/cK8gvcD9mtj/Gt2+eYwwANA5jxpym5StXafLkKXXaHxISonvuvU+S9M9/vOAewbNjx3ZJdLBc/7cbJUkvv/RvHTlyRD+4wlzJYUFLdPzxAxQbG6sDBw5ow4b6fWK1tLRUN934N5WVlWnKRRe7xyAd7e5771VMTIx+/ukn/e+//631unv37NHZfzpT995zt/7xwvO6Y/ptumjKZJ16yslK7pqkhPh2OnHgCTrv3D/rwokT5XA4NHbcOD0364V6fR3VGTV6tMLCwpS+ebO7E/CO6berpKREf/7zuRrlytUItF7HHaex48aptLTU3R1UUFCgd+a8LUm6/oa/1flaQUFBeubZ5xQSEqKioiJ16NBBb7z5tj76+FMlu0YyHb3/+Rf+oYiICH315Zf66MMP6/U1bNy4wR28/cRTT6tz5871uk5jZP6+WPbDDyotLZUk2Ww2/fHH75J8l8PSGELuDx8+rNzcXEne7WLp3LmzgoOD5XA4tMeVjwnPbdy4QS88P0ubN/+h+fPm1fl1ZWVl2rZtqySphyuMG01XUFCQUlKc3QS//bYpwKdpvtxB9yfVnMOSlub8PbV58x8+P5Pp4MGD7vt5EnQfHBysdu3aSZI7q7g2G91B9/08PGX9jRo9RpK0ZDHjwYDGigJLC2COCMvPz3c/Zv7lEc+IMAA+dMlll6lv336a/drruve++2sdw3Dx1GlKS+upffv26p//KH+jMTMzU6WlpYqOjnbPyW1php96qo4//ng5HA698fprksrDXMlhQUtk5q+sWL5cZWVl9b7O6tU/69XZr0iSnnvu+WNC1Y/r3VuXXnqZJGnGjDvqfN2ioiI9P+s53X3XDP37xRe14LP5+vXXtdq/b98x97/8sktVWlqqyy6/XNPvuLPeX8vRxo515q98/fVC92ObNm50f71PPv20QkNDvXa/+rr+emcBZf78ee5CkCT9+8V/qaysTOPGj1daz551utbFU6dp6EknqbCwUCcOHKBHHn5IRUVFOn3sWK36abVuvuXWSl/ztEsu1fDhp+rgwYO69ZabGvR1PD/rOf24apXi4uL0r3+/1GxGD5mFOHM8mMkddO+jHBb3iLDcwI0Ik8pD6JO7JXvtml27Oq+Vmcl4sIa65+67dOLAE9wjsOsqPT1dkpTaw39jfuAb7dvHKzw8XGVlZdoVwIJsc/fjj86g+yFDah4N2SPN+fe1vwLuTe4cloF1z2Fp1669QkJCVFpaqr1799TpNRs3Oj/U07t3H88PWU9m/sribymwAI0VBZYWoLWrgyU//4D7MXO+JBksAHypT5/yf3jePv0Ovf7mW4qMjKxyb0REhO6ccZck6emnnnJnRknODKmsrCxJ3n2Doym54QZn98rcd99xB9z/sno1OSxoscz8le/rkb9ytIcefEA5OTlK7dFDt9x6W6XnHn10pkJCQvTJJx9r1cqVDb5XVb784nPdesvNkqR77r1PF0+d5pXrnj52rCTp64ULKz3+2KOPaO/ePerV6zhd58p1CpT28fGaPMXZ5VixsC5J27dv14IFn0mS/vLX62u9ltVq1cOPOLtIZj72qDIyMvTkE49r2NDBWrJksaKiovTgQw/r+2XLNWTIELWPj9cjjziDsh995GFlZmY26GspLS3VdddeLYfDodGjx+iaa69r0PUag7CwMA07+WRJ0pKlSyo99/PPrhyWE0/0+n2joqLUurXzQ2KB7GCRynMEjjuut9euaQbcZ2Y07Ncc6m+Lq8BCB0vTl5SUJMmZ11RSUhLg0zRfP676UZLUp09fWSyWKvcEBQUp1ZVNYmYd+YtZYBngQQeL+X7Y3r176/xhHbOD5eSTT9bz//hnteuZZ5/TYC98ACE1NVVJSUkqKirSihXLG3w9AL4T8JlmgVotJYPlL3/9q2GzO4w33nrb/djFU6cZNrvD+OjjTwN+PhaL1TxXRESEsT/fZtjsDuOWW29zz6b/dvFSIz6+wzH7//rX6w2b3WFs+n2zERERcczz8z5bYNjsDmPKlIsC/rX5e6WmprrnCqf26FHpOXJYWC1xBQcHG1nZOYbN7jAGDDjBK9c87/zzDZvdYezZd8D9++z008caNrvD2Ls/3+jWrZvPv677H3jQsNkdxr4DBcaYMac16FpmNkFu3t4q/0y99LLLDZvdYWRl5wQ0A+Kuu+8xbHaHsejbJVU+f/Ippxg2u8PYvWef0aZt2xqv9cyzzxk2u8NY9dPPVebZXHTRxcb2jEx3ZsOatesMm91hfPfDcne2iDfWtdf9n/t7n5qaGrDvrTeW+f3fsm37Mc/17dvPnc0SHBzs1ft2797dsNkdRs7uPQH/Hpj/X2rue+977Zr33v+AYbM7jGeefS7gX19LXVOnXWLY7A7jk0/nBfwsrIatc/78Z8NmdxjfLFoc8LM097V+42+Gze4wRo0aXeXzSUlJ7n83efPv1bqsk4YNM2x2h/HbH+l1fs1pp51u2OwO44flK+v8mtatW7v/f21ta3++zbjp5luMoKCgen9dV19zrWGzO4z5Cz4P+H9/FqulLTJYUElcnFVS5RFh5qzf9vFksADwjZ49eyk0NFT79+3Ts888rT+f8yft37dPJw4erG+XLFXvCt0tMTExum36dEnSE4/PVFFR0THX27F9hyQpuVvLy2H5y1+vV3BwsL74/HP3Jy5Ny374QRI5LGhZ+vc/XnFxcSooKNC6db965Zoff/SRvl64UBEREXpu1vMKCQnRI489JsmZe7R9+3av3KcmDz34gD54/z8KCwvT2++8q379+tf7WuPGO8eDfbd0aZV/ps55+y39snq14uLi9OCDD9f7Pg0RGRmpq6+5RpL0j388X+We5cuWac2aNYqKitKVV15V7bUGDDhBV13tvNatt9xc5aeY33tvrgYNPEFz3nZmu6Skpqq0tFR//9sN7mwRb5j9ystavPhbRUdH66WXZyskJMRr1/Y3czzYd0uXHvPcb79t0sGDBxUbG1vnEW51Zeav5OYEdjyYJK1f7xwH07ef9+btJ3ftKkmVRuLBv7ZsMUeE0cHS1HXu5My8ytqZFeCTNH8/unJYhlaTw5LmGg+2desWr/69Whfr161TWVmZOnXqpPj4uk1qMTtYzIziujhw4IAunHi+Hn7owRrXJ598rNDQUD308CP67/8+Upu2bev1dZnjwZYsXlyv1wPwn4BXhAK1WkoHy+NPPGnY7A7jgQcfcj/Wv//xhs3uMDZv2Rbw87FYrOa5Lr54qmGzO4wFX3zpfiwlJcX4Zc2vhs3uMLJzdhvjxo03JBl33DnDsNkdxi9rfq3200633HqbYbM7jJdefiXgX5s/V+vWrY2c3XsMm91hjBg58pjnh518crWfLmaxmuu64W83Gja7w/jgvx969brJycnG7j37DJvdYfzvw48Nm91h7MjIMqxWq9++tvDwcGP+gs8Nm91h/JG+1ejcuXO9rvP5l18ZNrvDuOba66rdc+KJg92fshw8eHCN1wsODjb69OlrxMbGeu1rvezyKwyb3WGs3/hbjZ90nTx5ivv7ERYWdszzQUFBxqJvlxg2u8N49bXX63TvU4YPNz75dJ5x3f/9n0/+O3bq1MndZXXrbbf77dePt9dXC78xbHaHcelll9f462zaJZd69b5/v+nmY/4NEahltVrdv0+89ev/62++NWx2h/Hnc88N+NfXUlebtm3d/12joqICfh5W/ddjMx83bHaH8cijjwX8LM19Xfd/zg7NDz/6pMrn/+8vfzFsdocx5925ATnfjz+vNmx2hzF+/IQ67b/p5lsMm91h/Pull31ynksuvcz978rf/kg3Tho2zKPXBwcHG5k7dxk2u8MYNOjEgP/3Z7Fa2qKDBZVY3Rks+e7HzAyW9u3bKziYXwYAvM/sUNm4YYP7sa1bt+q0MaP03XdLZbFY9P5//6fbbp+uv934d0nSI488VO2nnXbs2C6p5XWwXH7FlWrVqpXWrVtX5SeIV//8sw4dOqT4+A5e/wQx0FgNH+7s2PJG/kpFO3bs0BOPz5RU3gHyxBMzK/0byteKi4s17eKLtGnTRiUmJup/H32suLg4j64RGxurk04aJkn6euFX1e77+eef9M6cOZKkp55+9phQ9i5duuiyy6/QW3Pe0fYdmVqx6kctXvKdYmNjPfyqjhUUFKQb/uYMt3/pxX/V+EnXjz76ULt27VJiYqImTrzgmOenXXKpBg8ZIpvNpnvuvrtO91/2ww8698/n6OWXXqrfF1CL7Oxs3XG7M89nxl136//Zu++oKM4uDOAPHQUEVBDEXlBBBSv2grHERGNL0yRG0zSaxBZTjZqYz1RjSYya2DXVxN4bGhU79q7YUKQIjMMg9f3+WHYUpewuu8wCz++ce46yM7N3F4Yyd957GzY03+qHouLq6qoOsH90wL3eoYO6nvwtChh6bIzatWurM9n+WbHCbMc1VWJiojoHLrBhQ7McUz+D5dpVDrnXyt34eNyNjwcA1KpVW+NsqDD8quhWsERF3dQ4k5LvwH7doPsWLVs+9jsD8GAFy8ULFx97rCioc1iaGDaHRV3Bkt3hxdyWLlmMzp064Pz5c/Dz88OGjZsxeszYXN+73DRp0hQeHh5ITExERMRRi+RIRObBK+ulgIeHbkDkwxcH4uJikZWVBTs7O1SoWFGjzIioJGuYfRFCPwhQLyEhAX2f6Y0lixfDzs4On02chHLlyuH48eNY+e+/eR5P3yKsZs1aFsvZ2jg4OOCtYcMBALN/nJXrNmlpaTiQvVxfP/SbqCSztbVFm7ZtATxokWdOs2bOwNmzZwAAly9dwq+//GL25yhIUlIS+vftg1u3biEgIBDLf/8D9vb2Bu/fOTQU9vb2uHDhfIEtiCZOnICkpCQ0bdYMw4YPx5M9n8J330/D0YjjOHXmHGb9+BP69u0Hz/LlAQB1/f0xZ+4vBl8cyEvXrt1Qr159JCUlYcmSxflum56ejnlzdYWQEe+8m+MxT09PfP6FrsXZ1C+nIDpa+5ZSer/9thzr1q6Fo6Mjvv72W63TMVrbtu3g4OCAyMhIXLuWeyHg8OHDAMw36N7W1hY/z5kHFxcXhIXtxMIF881y3MI6ld0mrDBt+/ScnZ3h4+MDALh+nQUWLV26dAkAUNe/rsaZUGFUraIbcn/jBgsslnbq1EkoigIPD49cb+yq669ruXfxwvmiTg0A1CKEoYPuTWkRZqwzp0+jU4f2+OP332Bvb4/Jn3+BFf+sNOg6nL492O7du5CVlWWxHImo8FhgKQU8PD0AAImJCerHMjMzER8fBwDw9uIcFiIyv4DA7ALLQytY9NLT0zFyxHBM+PQT9ZfFzydNhBAiz+NFRl4BAPj6+qJMmTIWyNj69O3bD5UrV0Z0dDRWrPg7z+32/PcfAM5hodKhYcNG8PDwgCRJOH78mNmPn56ejteGDMG2rVvx1ltvID093ezPYYioqCgM6NcXkiShQ4eOeGXwqwbv27WrbvXN1i1bCtw2NiYGX/3vSwDA1998hz//+htvvjUMderWRUZGBsL37cOXU77AE6Gd0KVzR6SmpuLpXr0wesxYk16X3ojs1SuLFy3EvXv3Ctx+4YL5UBQFQUFBOb7XTZg4CRUqVMTp06cwd65lVqMUxvvjxiArKwvt23eAn5+f1ukYpWOnTgCAXWFheW5z+NAhAEBAQCBcXFwK/ZwjRr6DVq1bQ5IkjBg+LN/fC4rSqVPZc1jMsBKparVqAABJknD37t1CH49Md/HiBQBAnTossBRn6gqWmyywWFpGRgaOHNEV1kNCHp/DUjd7ptGFCxeKNC+9iOwVLE2aNjVoe+/sAsudGMsVWAAgOTkZb77xOt4ePgwpKSno2q0b9u7bj9DQLqhSpUqe0bVbNwCcv0JUXGje00yrKC0zWMIPHBSSrIhOnTrn+Pi+/QeEJCsiNLSL5jkyGIySFRUqVlT7Wru4uOS7bUirVuKpp3sZdFx9D9p69etr/hqLInb9t1dIsiLGvT8+3+04h4VRmmLEiJHqjBStcymKePOtYercPEPnBJy7cMmo3/Hs7e3V7zcRx06I76f9IHo+9XSu8yZeGfyqkGRFJCTdE507h5r0mho1aiwkWRF3EyWjZsxMmz5DSLIifv/jLwFANGnSVCRKspBkRbRp21bzz1VeoZ9TMvKddzXPxZjYG75fSLIi+g8YkO92Z85dEJKsiHbt2xfq+erVry9i4u4KSVbEy68M1vz1Pxx9+vYVkqyInWG7C32srl27CUlWxN7w/Zq/rtIeY8e9LyRZEXPn/aJ5LgzTwsHBQf05UNHLS/N8SkNMnDRZSLIifvzp5xwfd3NzM/u8KmPDxcVF/Xrw9q5U4Pb6mS3tO3QoshwDAgPFoSNH1ffKkKhTp47mn3cGozQGZ7BQDvoWYUlJSTk+rl8GqV8WSURkLoHZ81euXL6M5OTkfLc9sH8/1q9ba9Bx9a1uatYo+XNY2rRtiyZNmiAlJQULCmiRwjksVJq0tdD8FWu1cMF8XL16FT4+Phg2/O0Ct2/YsBEqV66M5ORk7N1rWAu1jIwMdO/aBf51aqNJcGOMHTMaG9avgyRJj227ZPEiLF60CHZ2dliwaBGqZN85bIwRI0cCAFat/Bc3jbjjePZPPwIAnuzZE3Xq1sW0H6bD1tYWf/z+G/bt3Wt0HkVFP0dkwLPPaZyJ4Sp6eantsHblMv/rYYcP61axNG/ewuTns7e3x9y5v8DZ2RmbN23C0gLaxhU1fYuwBgEBhZ5fWa16dQDA9WvXC50XFY5+BYv+rnsqfipXrgxbW1vcv38fcbGxWqdTKhw4oJvDEtIqJMfH9edRdHR0rr8/FIXk5GRcyG5P1sSAOSyVvLNXsFiwRdij9C3DFi9ahOTkZNy/fz/fWLd2rdrOkIisFwsspcCDIfcJOT6uH+Tl5c0WYURkXvoCy+kzpwvY0jgPBt3XMOtxrdGIkbr2Ob/9tlwdwpoXzmEhrbVo0QKXI6/ihRdetOjz2NjYoK0F569Yo/T0dHz5xecAgFGjx6i/1+WlW3dde7Ddu3YhNTXV4Oe5f/++wfNLxo0djaNHj6JChYpYtvx3ODk5Gfw8Pj6+aqHhpx9/NHg/ALh08SI2bdwIW1tb/P33P2jWvDmSkpIMHmyvldWrVyEjIwNNmzZF7drFY5h2hw66nyWnTp0s8KKlvk1Y8xamF1jGjB2Hps2aIeHuXbwzcoTJx7GUK1euIDk5GWXLlkXtOnUKdazq2QWWa9eumiEzKoyLF3WDuAv7OSXt6NuD3YqK0jiT0uPQoYMAgHr16sPT01P9uL+/vj2YNvNX9CKOZs9hKaDA4ujoqM6Xs+QMltwkJyfjnZFvw7eSF7wrls83Br74fJHmRkSmYYGlhHNwcFD7IT885B54UKXnChYiMrfAQF2P8tzmrxTG1cjsAksJX8FSq1YtPPXU0wAe3LFdEM5hIS0NevkVeHl5Y9jblr0wGhjYEJ7ly+PevXs4dizCos9lTf7++y+cOnUSnp6eeG/U6Hy31ffr3rq14PkrpkpNTcUrLw3E3fh4NG3WDF9/+53B+44YORKOjo7Yt2+v2sfdGD/9NAvAgwuiX075HDEW7p1eWHGxsdgVthMA0K//AI2zMUzHTrrBuvnNX9HTX2xr0aKlSc/VqFFjfPDhRwCA98eNNbjQV5SysrJw5rTuppFGjQo3h+XBChYOuNda5JUryMrKgqenJyp6eWmdDplAHXB/84bGmZQe8XFxuJRdnHz4+35df23nr+jpfz9s0iT/OSze2Tcap6amPnatjIjIWCywlHAeD91R8GiLMBZYiMhS1BUsp81cYMluEVbSCyxvvjUMtra22LxpEy4a+EeKvl1SexZYSAOtW7cGAAQHB6NCxYoWe5527dsBAPaHhyMjI8Niz2NtsrKy8PmkSQCA4W+PgI+Pb67bubu7q0Nnt27ZbNGcrl+/jqFDXkVWVhaGDn0NL738Sr7bd+4cik1btqoFolkzZ5r0vLvCwnDy5AkAwMmTJ/DLvHkmHaeorchuE9Z/QPEosHTq2AmAYYN1j0VEICMjA76+vvDz8zPqeRwdHTH3l1/g4OCA1atX4a+//jQl3SJxIvvrrmHDxoU6To3qNQAAV1lg0dz9+/dx/bquVVvduhx0XxxxwL02Dh7UtQlrGfKgTZi+wHJJ4wKLftB9QStYKlXyAfCgswsRUWGwwFLCubu7A9CtXsnKysrxmH4ZpDcLLERkRra2tmgQEADAcitYatYquQUWJycnvPjiQADA3Dk/G7wf57CQVjw9PdGgge6ct7W1RWjnUIs9V9OmzQA8+MO+NNm0aSP2h4ejbNmyGP/hh7lu0zk0FPb29jh//hyuFcHF2x07tmNKdvuyaT9MR1BQ8GPbPPFEV2zdtgOr165DmzZtkZqaih+mfY8N69eZ/LzvjxuLsLCdeOuNN5CZmWnycYrSurVrkJqaioCAQPVnpLWqVq0aataqhfT0dIPm+KSkpOB09uoOY9uEffjRJ2jYsBHi4mIxetR7JuVbVPRzWBo3LlyBpXqN7BZh2TeNkLb0d+LXqcMCS3GknwNmzDwvKjz9HJaHCyz+VrKC5eSJE8jMzETlypXh7Z33tS79dbCibg9GRCUTCywlnKc6fyXxscf0lXpvzmAhIjOqWbMmypYtC0VRcOXKFbMeOzJSdzxrXsHi5e2dox+xsXr17g3P8uVx48YN7Nix3eD9Hp7D0q4dV7FQ0dGvmNDr8sQTFnuuoOBgALo75kujiRMnAABefXVIrrM8unbVzV/ZusVy7cEe9f1332LD+vVwdnbG0uW/oXx2P/MePZ7EzrDd+HfVaoS0aoWUlBTM/ulHNG4YiImfTYAQwuTn3Ld3L3o//RROnTpprpdhcUlJSernZcCAZzXOJn/69mBHDh+GLMsG7WNKm7DmzVtg9JgxAID33n3X6gdU61dONSxEizBXV1dUqKBb5Xf9OlewWINLl3QFFq5gKZ6qZLcIY4GlaB3MLrA0a9YcdnZ2sLW1Re3autadWs9gMXTQvf46WFEOuCeikosFlhLOw0N3ke/R9mAAcCeGLcKIyPwCGzYEAJw7e/axlXOFdePGDWRmZqJMmTLqsm4t2djYoF79+hj86hDMmTsPx46fxOUrV3Hs+Ml875jKz8uvDAYALF+21Oj3Tz+HhW3CqCiFtNIVWC5fugQACO1imQJL2bJl4e+vW50VUUoLLOH79mHzpk2wt7fHJ59OeOzxJ7p2BVC0BRYhBN5683VcuXwZNWrUwO9//IXde/bhrxW6IfSKomDmjOloFBiADz8Yj9u3bxVZbtbmn3/+BgD0t/I5LJ06dQIA7NoVZvA+xg66d3Z2xpx582BnZ4e//vwDa9esNjbNIqefwVK5cmWUr1DBpGPo56/cjY/HvXv3zJYbme4iV7AUa35VdG0Jb97gDJaidPbsGUiSBDc3NwQEBKJ69epwcnJCSkoKbljB50J/I06TpnnPYdFfB7tj5XPciKh4YIGlhPNQV7AkPPaYvlJfoUJF2NvbF2VaRFSCBQbqCiz6diHmlJGRof7SXqNmDbMfvyA2NjYIadUKo8eMxZ9/rcDVazdw6PBRzPrxJwwc9BJqZd9R7lm+PN586y2jj1+9enV07hyKrKwsLFu6xOj99XNY2rXvYPS+VHJZciYKALTKnr8ya9ZMJCcnw8fHBw0bFm4IdG4aNW4MOzs73L592+qHmlvS5EkTAQADnn0OjRsHqR9v1KgxfH19kZycbFBbJ3NKSkrCoIEvQlEUtG7TBsHBwZBlGT9M+x4NAxvg008+LtWfM72NGzYgOTkZtWrXVtvdWaOO2QWWsLCC56/oHT6sK7AEBzcx6O+KzyZOgr9/Pdy+fRvvjxtrUp5FTZZlXLl8GYDpg+6rVctuD5Y994O0p28RVtefBZbiSF3BEsUVLEUpKytL/b7fMiREvQHm0qWLhVqhai76QffBwXmvYKnEFmFEZEZGFViGDRuG48ePIykpCUlJSdi3bx969OiRY5uJEyciKioKiqJg586dCHikx7CjoyNmzpyJ2NhYyLKM1atXPzYM0cPDA0uWLEFiYiISExOxZMkSdZaIXtWqVbFmzRrIsozY2FjMmDEDDg4OxrycUkE/5D63FmEJd++qA2K9vNgmjIjMQ7+C5bSFWrdcvZo9h0WDNmETPpuErdt2YPLnX+DJnj3hWb48FEXB7t278M3XX6Ffn2cw7K03AQCvvf46ypQpY9Tx9UOiw3buUIeuGkM/h6VSpUrqoEkq3bp27YbIq9fx518rjP56NISjoyOaNWsOANi9K0xdRWWJNmHBpbw9mN6pUyfx159/AAAmTpqsfrxbd117sF1hYUhLSyvyvE6fPoXXXxuKs2fP4Ntvv0HDwAaY+NkEq2/7VJQURcGmjRsAWO+w+4DAQHh7V4KiKDh08KDB+128cAGJiYkoW7aseqNFXvr174+R77wLAHhnxNtISHj8RjBrdTL7dxtTi8g19PNXrl01V0pUSBcv6uZF1KxZC3Z2dhpnQ8ZwcXFR2/JyyH3R07cJCwkJQZ3sFntaz1/RO3r0KID8B92rM1g45J6IzMCoAsvNmzfx4Ycfonnz5mjevDl27NiB1atXq0WU8ePHY8yYMRg5ciRatGiB6OhobN26Fa6uruoxpk+fjr59++KFF15Au3bt4OrqinXr1sHW9kEqv/32G4KDg9GjRw/06NEDwcHBWLp06YOkbW2xfv16uLi4oF27dnjhhRfQv39/fP/994V9P0ocdch9QuJjjwkh1B8mbBNGROYSGBAIADh9xvwrWADgauRVAECNmkVbYHFycsJrr70GANi0cSM++mA8OnVojyqVffB0zycx5YvPsW3bVvzx+2+IjIxEhQoV8eLAQQYf39bWFoNeehkAsGTJYpNyTEtLU4d/t+cqFsKDO9Gf7NkTq9esK9R8oNwEBwfD2dkZsbExuHTpErZv3wrAUgUW3R/Jx48fM/uxi5svp3yB9PR0dO3WDe2yWwJ27dYNALB1a9G1B3vUurVrENKiOb6YPAl34+M1y8OarVixAgDQr/8A2NjYaJzN4zp17AQACN+316hCnRACR48cBpB/m7BmzZrj5znzAAAzZ0zHli2bTU9WA/pB96auYKlevQYA4Po1zl+xFvqbQx0dHVE9u4UbFQ9+2QPuExMT2XJPA/oCS8uWIfCvp1vBctFKCiwPD7rPq610pex2znfuRBdlakRUgonCRHx8vBg6dKgAIG7duiXGjx+vPubo6CgSEhLEm2++KQCIcuXKidTUVPHcc8+p2/j6+oqMjAzRrVs3AUDUr19fCCFEy5Yt1W1CQkKEEEL4+/sLAKJHjx4iIyND+Pr6qts8//zzIiUlRbi5uRmcu5ubmxBCGLVPcYspX/5PSLIivpjyZa6P7/pvr5BkRXTv3kPzXBkMRvGPsmXLikRJFpKsiIpeXhZ5jjFjxwlJVsScufOK9LU999zzQpIVcerMOWFra5vvtsOGDxeSrIgjR48JGxsbg47ftWs3IcmKuHrthnB0dDQ5zw8+/EhIsiIWLlqs+dcDQ/v46+9/hCQrauw/eEj4+lY22/Hfefc9IcmKWP77HwKAqFO3rpBkRcTGJ4iyZcua9bXs239ASLIinuz5lObvqzXE99N+EJKsiG3bdwoPDw9xN1ESkqyIatWqaZ4bI+9wcnISN6JuC0lWROs2bTTP59H4868VQpIV8d6o0Ubv++mEz4QkK+LnOXNzfdzPz09cuHRFSLIi/vxrRYE/S60xej71tJBkRezZt9+k/Zf//oeQZEW88eZbmr8WxoPYG76ffxMXw+jS5QkhyYoIP3BQ81xKY7i7u6u/Xx4+GiEkWRHPPvuc5nnp48Chw0KSFdGjx5O5Pn78xCkhyYoIadVK81wZDIZ1hjF1A5NnsNja2uL555+Hi4sLwsPDUbNmTfj6+mLLQ0M109LSsGvXLrRp0wYA0KxZMzg6OubY5vbt2zh16pS6TevWrZGYmIiDDy1JP3DgABITE3Nsc+rUKdy+fVvdZvPmzXB2dkazZnn3M3Z0dISbm1uOKOnyG3IPPOg36c0VLERkBg0aBMDW1hZ37tyxWFsYtUVYzVoWOX5eXh06FACwZPGiAofPL1u6FImJiajr74/uPZ406PgvDx4MAPjjj98L1d7HmDksVatWxfPPv8AWmyVY3eyWDePGjsGtW7cQEBCILdu2o06dOmY5fuvWut/N9oeHA9D1sr927RqcnJzMuorK2dkZ9es3AMAWYXrffP01kpOT0TIkBN9+9z3s7e1x7txZk9oLUtFJTU3FurVrAAADBjyrcTY5la9QQV0RtSsszOj99S3FWrRs+dhjLi4u+OOvFfDx8cHJkyfw2tBXC/xZao1OnTwBAKhfv75JPzv1K1iuXb1qxqyosNRB93U5h6U40a9guXmD7cG0kJSUhLNnzwCAOoPFWlqEAQ9+X8yrTZg3Z7AQkRkZXWBp2LAh7t27h9TUVMyZMwd9+/bF2bNn4eOjW3Z355FvTnfu3FEf8/HxQWpq6mPzQB7dJrceiDExMTm2efR5EhMTkZqaqm6Tm48++giSJKkRFRVl3Isvhjw8PQDkPoMFeNBv0tubM1iIKKfu3Xvg3fdGGbVPQGB2e7DTpyyQkY4WLcLq+vujXbv2yMzMxNIlBQ+fl2UZCxfMBwCMfOedArevULEievZ8CoDp7cH0DJ3D0qdvX+zbfxC/zF+A76b9UKjnJOvk6OionierVq5EtydCceniRVSvXh1btm1HkyZNC/0cIa1CAAD7w/epH9u+fRsA87YJa9SoEezt7RETcwe3b98y23GLszt3ojF79k8AgOdfeBEAsHWLdu3ByHAr/v4bgO77sDXNfPjyy//Bzc0NJ0+eMKkV3+HsFmH+/vXg4eGhftzGxgbzfp2PoKAgxMTcwQvPPQtZls2UddG6fv06EhMT4ejoqF5QNEa1atUAANeus0WYNdEPute3OaLioWpVDrjX2oH9B3L8/9Klixpl8riIiOw5LLkMundxcYGLiwsAzmAhIvMwusBy/vx5BAcHo1WrVvj555+xePFiNGjQQH1cCJFjexsbm8c+9qhHt8lte1O2edTUqVNRrlw5Nfz8/PLNqyTQ/3GTmJiQ6+P6QhVnsBDRo+bO+wVTvvwfnniiq8H7NFQH3FuuwBIZeQUA4Ovra5Gh3bl59dUhAIDNmzYZfHF37pw5SE9PR4cOHREUFJzvti+88CIcHR1x5PBhnDlduNk1qamp+c5hcXJywvfTfsCSpcvVOV1DhgzF0716F+p5yfrUql0bdnZ2SEpKQkzMHVy/fh3duj2BiIgIVKzohXUbNqozWkxRp04deHl5IyUlBceOHVM/vn1bdoGli/kKLEHZfxwfiziW/4alzMzpPyDh7l31/yywFA+7doUhLi4WXl7e6NCho9bpAADad+iAQS+9jKysLIx6950C/37LTXxcHCKv6H5GN236oKvAxEmT0atXb9y/fx8vPv8cbty4Yba8taC/icTYOSweHh7q32acwWJdzmTPDdTPEaTiwc9Pt4KFA+61o/+bA9DNbE5OTtYwm5wislewNGn6+A1F+utf9+7ds6qciaj4MrrAkp6ejsuXL+PIkSP4+OOPcfz4cbz33nuIjtYNhnp0BYm3t7d6ET86OhpOTk457mjKbZvcLvZ7eXnl2ObR5/Hw8ICjo+NjK1selpaWhnv37uWIks7d3QNA7kPuASAmRvd5Y4swInpYjRo1UL5CBQBA72f6GLzfgxUslhlwDwAJCQnqqrxqRgwj/e77aVizbj1cXV2Nej5HR0cMHKQbVr9o4QKD97t1Kwr//qMbZlzQKpbBr74KoPCrV/T2/PcfAKB9dqsXvdq1a2PbjjC88eZbAIDvv/sWs2bOAAD8+ONP8PWtbJbnJ+tQt65uBdPDA0fjYmPxdM8eCAvbCTc3N6z4ZyWe6dPHpOO3ym4PdvToEaSnp6sf3xW2ExkZGajr76/erV1YHHCfu6SkJEyb9j0A3cq5ffv2apwRGSIjIwOrVq0CAAx49jltk4Gu8D59+kwAwPxff8GhQ4dMPtahQznbhA0c9BLGjB0HABgxfFihjm0t1EH3jRsbtZ++PVhMzB2kpKSYOy0qhFPZNwYFBAbCxsZG42zIUH5VdDfM3izmRdvi7MCB/eq/L1w4r2Emj9MPuvf19X1s0L3++lcsV68QkZmYPINFz8bGBk5OToiMjMTt27fRteuDO50dHBzQsWNH7Nunaxtx5MgRpKWl5djGx8cHDRs2VLcJDw+Hh4cHWrRooW7TsmVLeHh45NimYcOGOYos3bp1w/3793HkyJHCvqQS5cEKlsRcH9cvh+QKFiJ6WFBwsPrvXr17GdzCpChWsADA1eze5TVrGNYmzNu7Et58axg6deqMUaPHGPVcvXr3RoUKFXHz5k1s3Wrc3eE//fgjAKBf/wGoXDn3VZMtW7ZE/foNkJycjBV//2XU8fOin8PStt2DAkv/AQOwe88+BAUFIS4uFv36PIPJkyZi0sTPEBERgfIVKmDOvHm8sFCC+Ge3iHv0D9579+5hQL++WLnyXzg5OWHxkmUY+trrRh+/VavWAIDwfeE5Pi5JkjqLoYsRK+Dyo/+eFMH5K4+Z8/Ns/DJvLsaNHVOo+U1UtP5ZoWsT1qt3bzg6Omqay5ix41DX3x/R0dGYPGlioY51+LCugNK8eQu0btMGM2fpfg5+/dVU/G2mn3FaO3FCN4eloZErWPQ3hVy7ytUr1ubypUu4f/8+XF1dUd2Im3dIW1WrsEWY1i5dvKiupL1oRfNXAEBRFJw/fw4A0OSROSz661/53aBNRGQsYWh8+eWXol27dqJ69eqiYcOGYsqUKSIjI0M88cQTAoAYP368SEhIEH369BGBgYFi+fLlIioqSri6uqrHmD17trh+/boIDQ0VwcHBYtu2bSIiIkLY2tqq22zYsEEcO3ZMhISEiJCQEHH8+HGxZs0a9XFbW1tx4sQJsXXrVhEcHCxCQ0PF9evXxcyZMw1+LQCEm5ubEEIINzc3o/YrTnEj6raQZEXUqVs318fbtmsnJFkRR44e0zxXBoNhPTFh4iQhyYoaHTp2LHCfSpV8hCQrIiHpnnB2drZofkuWLReSrIhhw4cbtP3zz7+gvpbomDhRubKfwc+1dv0GIcmK+OjjT0zKdf3GTUKSFTH58y9yfXzWj7OFJCvi5zlzzfb+ODk5iTux8UKSFdGoUWPxw4yZ6uvfsGmz8PWtnGP7OnXriuiYOCHJihj5zruaf/0xzBNz5/0iJFkRY8e9n+vjtra2Ob422rZrZ9TxDx+NEJKsiO7dezz22PgPPhSSrIily38r9OtwcnIS8QlJQpIVUaVKFc3fVwbDHGFrayvOXbgkJFkRT/Z8SrM86tStK2LjE4QkK6Jvv36FPl7z5i2EJCvi+s1bIvLadSHJili0ZKmwsbHR/D03VzRp0lRIsiKuXL1m1H4j33lXSLIiFixcpPlrYDweu/fsE5KsiKee7qV5LkUR9Rs0EOPeHy/eH/9BnjHu/fGiYcNGmueaV+h/161Ro4bmuZTm+O33P4UkK+KVwa9qnsujMWfuPCHJivjwo49zfPzNt4YJSVbEkmXLNc+RwWBYbxhZNzD8wL/++quIjIwU9+/fF3fu3BFbt25Viyv6mDhxorh165ZISUkRYWFhIjAwMMfjTk5OYubMmSIuLk4kJyeLNWvWPPbHsqenp1i6dKlISkoSSUlJYunSpcLd3T3HNlWrVhVr164VycnJIi4uTsycOVM4Ojpa8o0qdmFra6teNKno5ZXrNnXq1hWSrIgbUbc1z5fBYFhP/PPvKiHJirh5K1pIsiKm/TC9wH26dHlCSLIiDh05avH8Pv9iipBkRXz19TcGba//5TpRkoUkK2LO3HkG7Ve7dm21aGTqhd0eT/ZULza5uLjkeMzV1VXcio4RkqyI1m3amPU90heG9J/DREkWn074TNjZ2eW6/atDhgpJVkTc3UTRuHGQ5l+DjMLHjp27hCQrolfvZ/Ld7pdf5xt90a9CxYrq7xienp6PPd6sWXP16z6vrzlDo2nTZkKSFRF57brm7ymDYc6Y+tXXQpIVMX/Bwny3c3NzE++NGi3GvT9e2NvbmzWHdRs2CklWxIp/VprleI6OjmrBRpIVEbbrP1GmTBnN32tzhrOzs0hIuickWRE+Pr4G7/ftd98LSVbExEmTNX8NjMfj5zlzhSQr4oMPP9I8F0tHg4AAcftObI6bqfKK4ydOaZ5vbvHw7yHGXgdimDeqVKkihg0fbvafT+aIYcOHC0lWxJ9/rcjx8QmfTRSSrIjvvp+meY4MBsN6w2IFlpIWJb3AUr58efWXjrx+2JUrV07dxtJ3nDMYjOITl65Eqn9kSrIiLly6kmOlYW7xzrvvqXeqWjq/oa+9nusvy3nF+YuXhSQrYtToMer3vKCg4AL3m/z5F0KSFfH3in9NztXGxkYcOXpMSLIi3ho2LMdjL78y2GKrCPWfO0lWxKUrkaJz59AC99HfgXboyNESd0HM2sLOzk506tTZor+D6Fex1qtfP9/tgoObCElWREzc3VyLJblFz6eeFpKsiP0HD+X6uK2trbh67YaQZEWEtGpVqNcxZOhrQpIVsXLVas0/bwyGOUO/2uP2nVhRtmzZxx53dnYW77z7nroSRJIVsXb9BoPP04Ji4MBB6srO6tWrm+11bd8RJiRZEWfPXxSVKvlo/j5bIg4ePiIkWRFdu3YzeJ+//v5HSLIiXh0yVPP8GY/HiJHvCElWxOKlyzTPxZJRrlw5cTTiuJBkRezes09Mnzkrz9AXS2vXrq153o9GUFCwkGRFXLwcqXkuDOuNkFathCQr4vzFyzk+PnPWT0KSFfH++A80z5HBYFhvsMBimTeq2EXNmjWFJCviVnRMvtvFxN0VkqyIatWqaZ4zg8HQPnx8fNVVG+XKlRPXbkQZtMJC346oKH5RDQ3tIiRZEQcOHS5w2wYBAeoFJEdHR/Hr/AVCkhWxbsPGfPdzcHAQlyOvCklWRM+nni5UvvqC0PETp3IUqrZu26EWfsz9HtWrX1/cvhMrVq1Za/AFrvIVKqjFKENWLTFMCw8PD7Fy1WohyYpYuGixRZ7j4ZZ9htzZuTd8v5BkRbzx5lsGHV+/imz6zFl5brNw0WIhyYr45NMJhXotM2b9KCRZEZ9N5F3fjJIXx0+efqw9l4ODg3j9jTfV78eSrIijEcdF1O076r/r1KlTqOctX6GCWrh5b9Ros76m3s88IzZu3iIaNWqs+ftrqViwcJGQZEWMHjPW4H0OHDosJFkRoaFdNM+f8Xh07hxqsZterCVsbGzE73/8JSRZEafOnBPlK1TId3t9m9uhr72uee6Phv5Gj51huzXPhWG9UbZs2VxXHP751wqrbWvGYDCsJ4ypGxR6yD1ZLw8PTwB5D7jX0w/24qB7IgKA4Oxh0ufPn4MkSdiwfh0AoE+fvvnuFxCYPeD+9GmL5gcAkZFXAAA1DBhyHxraBQCwd88epKWlYfKkibh//z46dOiIHk/2zHO/p55+Gl5e3rh9+zY2b9pYqHx//2057sbHo2atWnjq6V4AAP969RDSqhUyMjLw2/LlhTp+bs6fO4dqVSqjT+9euHMn2qB97sbHY9ibbwAAXn/jzXzfHzJNnbp1sX1HmDr8/Zk+feHj42v25/GvpxtwfzUy0qDB58uWLgEAvPTyKwYdv3XrNgCA/fv25bnNtm3bAABdujxh0DHzEhysG0x6/HhEoY5DZI3+WbECANB/wLOws7PDwEEv4UjEcUz7YTp8fX1x7do1DB/2Flo0b4puT3TB9evX1e8jHTp2NPl5p0z5HypUqIhTp07ipx9nmevlAADWrF6NJ7t3w8mTJ8x6XGty8uRJAEAjIwbdV6tWHQBw7dpVS6REhXTq9CkAQO06dVCmTBmNs7GMsePex1NPP4379+/j5UEDcTc+Pt/tw3buBAB06ty5KNIzStWqVQBwwD3l7+FB98EPDbrXX/uKiYnRJC8iKnlYYCnBPDw8AABJSYn5bheTXWDxruRj4YyIqDgIyi6wHD92DACwevVqAECv3s/AxsYm133s7e1Rv359AMDpUyctnuONGzeQmZmJMmXKoFIB37v0F3d37Niu7qu/mDTlyy9hb2+f636vDhkKAFi6ZDEyMzMLlW9KSgrmz/8VAPDOO+8CAF55ZTAAYNPGjYiJuVOo4+clPT3d6H127tyBmTOmAwBm//xzge8vGe6JJ7pix85dqOvvjxs3buDMmdOwt7fHy68YVtQwRt26ugLLhQsXDNr+zz//RFpaGpo0aYJGjRrnu62Tk5P6R+r+/eF5brdju+6ca9qsGcqXL29QHo9ycHBAYGAgAOBYBAssVPL8s+JvAED37j1w4NBhzJk7DzVq1EB0dDTGjhmNZk2CsHzZUmRmZuL06VPo3KkDDuzfD8/y5bFy1Rr1Z5Ux2rVvj5defhlZWVkY9e47yMjIMPfLKvFOZRdYGhpYYKno5QUXFxdkZWXhxo0blkyNTBQbE4OYmDuwtbVF/foNtE7H7Lp0eQKfTvgMADBm9ChERBwtcJ+wnTsAAB07dIStrXVdOvLzyy6w8HyiAuh/f2zyUIHFW19guWOZv8GIqPSxrp+SZFYenh4ACl7Boq/al8YVLM7Ozti+Iwxr1q3P88IxUWnTOCgIAHDi+HEAwM4d2yFJEqpUqYLmzZvnuk/tOnXg5OSEe/fu4fr16xbPMSMjQ71AUaNmjTy3c3JyQpu2bQE8KLAAwA/TvkdcXCz8/ethyNDXHtuvRo0aCA3tgqysLCxZvMgsOc+dMwepqalo1bo1Wrdpg4GDBgEAlixZbJbjm9PnkyfhxIkTqFjRC3PmzuX3RzMYMfId/P3Pv/Dw8ED4vn3o1LE9fvj+ewDA4FeHmP3Chb+/rsBy8aJhBZa78fFYt24tABRY8GnStCmcnJwQHR2Nq1ev5rnd7du3cPr0Kdja2pp892tAQCAcHR2RcPcurl27ZtIxiKzZ6dOncO7cWTg5OcHfvx7i4+PwyccfIahRIH6ZN/exFWixMTF4+qkn8deff8DBwQEzZ/2IqV99bfD3EEdHR0yfMRMAsGDBfBw8eNDsr6k00K9gqVvXH87OzgVuXz179crt27cNWlVI2tCvwg5s2FDjTMyrWrVqmL9gIWxtbbFgwXx11WpBjh49iqSkJHiWL4/GjYMsnKVxqlatCgC4eZMrWCh/x47pCiz6FdE2Njbw9vYGAINX+RMRFYQFlhJMbRGWkJjvdney75zW/5ApTYYMHYoWLVuiU6fOqJt9MYqotAsKCgYAHDt+DACQmpqKTRs3ANC1M8pNw+w/RM+eOQMhhMVzBICrVyMBADXzaRPWqnVrlC1bFrdv38bZM2fUj0uShP99+SUA4KOPP0a5cuVy7PfK4CEAdHfgm6tgFBNzB3//9RcAYMHCxahY0Qu3b9/G1i2bzXJ8c0pLS8NrQ19FSkoKujzRFcOGD9c6pWLLyckJP8+Zi6lffQ07OzssWbwYvZ7uidiYGKxatRJ34+NRrVo1dO3azazP6+9fD4DhK1gAYNkS3QWX559/AU5OTnlup28PFh6ed3swve1qm7CuBufxMP2KOv33I6KS6IvPP8eZM6fx5ZQv0LhhIGbNnIGUlJQ8t09NTcXrrw3FF59PBqAr4P751wq4ubkV+Fyjx4yFv3893LlzB5Mnfma211DaREffRlxcLOzs7NCgQUCB29eqVQsA24NZu9OndG3CGpagAouzszOW/fYHyleogMOHDmH8uLEG75uZmYk9//0HwPrahOlXsESxRRgV4OhR3Wot/eprT09PODo6AgBiY2M1y4uIShYWWEowd3d3AEBiYkK+2z1oEVa6VrA4Oztj9Jhx6v9btWqtYTZE1qF8+fKoVq0aAODkiQe90/Vtwno/0yfX/fTzV/T9q4vC1cirAIAaNfMusHTuHApAtwrnUQsXzMf58+dQsaIXxo57X/34wy2bFi5cYMaMgR9/1N017OfnBwBYvmxZoduPWcr5c+fw8UcfAgAmTf4Crq6uGmdU/Hh7V8L6DZsw6KWXkZmZifHvj8XIEcPVu5dTU1OxfPkyAMDQ114363PXqVsXAHDhwnmD99mxYzuioqLgWb48ej71VJ7b6X9eHgjPuz2YnlpgecK0OSz6P4bZHoxKsrVrVqNVyxb4+qupuHfvnsH7ffvN13jl5UFQFAXde/TAlm3bMeillzFw4KBcY8jQ1zDu/fEAgA/Gj0NSUpKlXlKpcNLANmE2NjYYkd0elN/LrNup7AJLSVrBMu2HGQgODkZsbAxefmmg0SuowsJ0bcKsrsBSRd8ijAUWyt/JEyeQmZkJX19f+Pj4qte97sbHc0UhEZmVKK3h5uYmhBDCzc1N81wsEZMmfy4kWRFTv/o63+1ee/0NIcmKWP77H5rnXJQxYsRIIcmKGj/NnqN5TgyG1tGpU2chyYo4dvxkjo+XKVNG3L4TKyRZEcHBTR7b748//xaSrIg33xpWZLmOGTtOSLIi5s77Jc9tdu/ZJyRZEc8993yuj/fo8aSQZEXExieIatWqCQCiV+9nhCQr4uLlSGFvb2/2vFetXqN+36lVq5bmn/OC4tyFS0KSFdGyZUvNcylOERQULM6cuyAkWRHXbkSJzp1Dc92uTt26QpIVkZB0T1SpUsUsz12mTBmRKMlCkhVRoWJFo/ad8NlEIcmK+Hfl6lwft7GxEdeu3xSSrIimTZsVeDwnJycRHRMnJFkRDQICjH4tO8N2C0lWRL/+/TX/nDIY1hpNmjQV5y9ezvF7bX7xz7+rNM+5JMSX/5sqJFkR3373fb7bvfzKYCHJirgRdVt4eXtrnjcj7wgObiIkWRGR165rnos5Yuhrr6u/Y3To2NGkY9SrX19IsiLuxMYLJycnzV8TAGFnZycSku4JSVaEj4+v5vkwrD/2HzwkJFkRPZ7sKTp07CgkWREHDh3WPC8Gg2HdYUzdgCtYSjAPT12LsILuTlNnsHiXnhUsZcuWxeixuuXRa9euAQCEtArRMiUiq5BXO56UlBRsyW5l9UyfPo/tp7/T71QRDLjX07cIq5FHi7CKXl4Izn49O8N25rrNpk0bERa2E05OTpg0+XMAwJDsgcHLli6xyODf77//DpmZmdi8aROuXLli9uOb25nsfuT6VUpUMFdXV6xZuw5VqlTB+fPnENqpA3ZmD4p91KWLFxEWthN2dnYY/OoQszx/7dp1YGtri7vx8YiPizNqX31f9tAuXVAl++7Qh/nXqwfP8uWRnJyMEyeOF3i81NRU7N2zB4BuwK4x7O3t1e8tvOubKG8REUfRuWMHLF2yBFs2b843/vlnBd4ZOULrlEsE/Urf/FawuLu7Y9JkXSu3r/73JWKz/+4i63Tu3FlkZmaiQoWKqFTJR+t0CqVFixb45tvvAAATP5uA3bt2mXSc8+fO4fbt2yhTpgxCWrUyZ4om8/HxgZ2dHdLS0jhDgwwSkd0mrEmTJup1rxh+PyYiM2KBpQTz8PAAUHCLMP0vJV6laAbLa6+/AW/vSoiMjMSo93RL9v3966F8hQoaZ0akLX1B4vixY489tnrVSgBAn0fmsJQrVw7Vq1cH8OBifFGIvJJdYMmjRVinTp0AACdOnMj3gsanH3+MrKwsDHj2OfTt1w+hXboAgNmG2z/qv9270axJEF4d/LJFjm9up7PbvgUEFNxj3tLq+vvD3t5e6zQK1OWJJ+BZvjwiIyPRpXMnXL58Od/tFy6YDwB4ZfCrZnl9df317cEMn7+iFxkZid27d8HW1hYDB7302OP69mCHDx8yuAC5fdtWAMATRrYJq1+/AZydnZGUlITIyEij9iUqbW7disKIt4dhQP+++caQwa/g1q0ordMtEfQtwgLzuQHho48/gZeXN86dO4u5c+cUVWpkovv37+PSpYsAivcclopeXliy7Dc4Ojpi5cp/MXPG9EIdLyz7JpGOnayjTViV7AH3t27dKrLZj1S8PTzoXt8iTN8qn4jIHFhgKcHUAksBQ+71P1gqlZIZLGXLlsWo0aMBAN98/RViY2Jw/vw5AEDLFi21TI1Ic40bBwEAThx//M70LZs3IyUlBbXr1MlxMaFB9oX3mzdvIjExsUjyBB6sYPH19UWZMmUeezw0VHcxd8f2bfke58SJ4/j9t+UAgF/nL4StrS127Nhu0Qu6V65cQXJyssWOb05nz5wB8ODzXNRsbGzw1NO9sDNsN44cPYa16zfkO4DdGjz5ZE8AurkKkiQVuP26tWsRE3MHvr6+eLJn3rNPDKUfcH/x4kWT9tcPux/00suwsbHJ8Vjr1tnzV/bvN/h427LPwTZt2+V6ruZFv6Lu+PFjvIBCRFbnwoXzSEtLg4eHhzq/7mH1GzTAm28NAwB88P77FlkVS+Z3Wl25G6hxJqZ799334Ofnh3PnzmLE8GGFPt6usDAAQGdrKbBU4YB7Mk5E9kroJk2bqte97rDAQkRmxAJLCebh7gEABV7w1C+NLFu2LNzc3CyclfbeePMteHl548rly/jj998AAAf2HwAAq1n2TKQFNzc31PX3BwAcz6X1jyzL6sDqh9uE6YstRbl6BQASEhLU72/VslfQPKxzqH7Afe6tmR72+eTJUBQFDg4OAIBFZh5uX5ydyS6wFPUKFjs7Ozz//AvYf/AQfv/jTzRr3hwA0LZtO8yZ98tjF/6tha2tLbr36AEA2Lhxg0H7pKenY8liXVFj6NChhc7BP/s8NmbA/cNWr16FpKQk1KxZE+3at8/xmH4FS/i+fQYf78L587hx4wacnZ3Rtm07g/drwgH3RGTF0tPTce6c7iatho0aP/b41998C3t7e6xZszrPNpFkfU5nD7ovzitY2rXT/ez+7ptvIMtyoY8Xll1gadK0Kdzd3Qt9vMLy89MPuL+hcSZUXOgH3fv4+Kg38LDAQkTmxAJLCaZfwZJQQIswRVFw7949AIB3CW8T5urqmmP1SmZmJgDgwAHdnbgssFBppu8hfvPmTcTFxua6jb5N2MMFloYazF/Ru3r1KgCg5iNzWOrVrw8/Pz+kpKQgPLzgC8G3b9/CrJkzAACxsTFYv26d2XMtrs6fP4esrCx4eXmjopeXxZ/PyckJQ4a+hqPHTuCX+QvQoEEAkpKS8O233+ClQS8iLS0N/fsPwOdfTLF4LqZoGRKCChUqIuHuXewPDzd4v8WLFiArKwtdnuiKmnm0vTNUnbr6AovxLcIA3cylFSv+BgC8/PIr6se9vSuhVu3ayMrKwqFDB406pr4428WINmHBwboCS24tC4mIrMGpk7o5LI0emcPSq/cz6Nw5FPfv38cnH32oRWpkolPZBZbAhnnP1rFmZcqUUS8g799v+O8h+bl1Kwrnz5+DnZ0d2rXvYJZjFkbV7BZhN29yBQsZJiUlBefOnQUA9WYftggjInNigaUE0xdYChpyDzz44eJdwtuEvfnWMFSoUBGXLl7En3/+oX5c/8tns2bNi0V/fyJLCArStQfL72Lmpk0bkZaWhgYNAuBfT9eGSN9CoahXsAAPDbqvWSPHx7uE6uaohO/bi/v37xt0rGnff4cfpn2PN19/Henp6WbNszhLSUlB5JUrAIBAC7bLcHFxwch33sWJU2cwY+Ys1KxZE7GxMZg08TMENqiHLyZPwprVq/H2sLcAAO+NGq22XrEm+vZgW7duUYv4hrh27ZpahHh1iOmrWGxsbNQVLBcvmlZgAR60CXumT1/1btVWrXU3IZw+fcqg1mcP275dN4fF0AKLnZ2dWvSNOMYVLERknfRzWB4edO/s7Iz/Tf0KADBj+g+4du2aJrmRaU5n3zBUv379Yvl3YdNmzeDg4IBbt27h+vXrZjuu2iass/ZtwtQVLCywkBH0K6IdHR0BcAULEZkXCywllI2NDdwNnMECAHdiSv4cFjc3N7z77nsAgK+/mprjwtelixdxNz4eZcqUUWdQEJU2QUHBAHQzSfKSlJSkttx65pk+AICAAN1F91PZw9CL0tXsOSk1a9bK8fHO2QWW7du3G3yslJQUTPxsArYXMLOlNDp9JrsfuYXahHl4eGDvvv3439Sv4Ovrixs3buD9cWPQMKABpn3/XY6L+X/99ScmT5oIQNd+pedTT1skJ1M92VNXYDG0PdjD5s//FQDw8iuvqH/8Gaty5cpwcXFBenq6en6Y4siRwzhz5jTKlCmD/gOeBfCgPZgxK3P0doWFITMzE/XrN1DvPM2Pf716KFu2LO7du4fLly4Z/XxEREVBv3q30UOrHUaNHoPq1avjxo0bmPb9d1qlRia6fv06JEmCo6Mj6tStq3U6RlN/Vptp9Yrezp07AQCdjCyw2Nraqi14zUU/5D6KBRYywrFHbtjRt8onIjIHFlhKKDc3N9jZ2QEAEgtoEQY8+OFSkgssbw0bjvIVKuDChfP4+++/cjwmhMDBg7p2JyGtQrRIj0hz+nYCxwpox7NKbRPWF1WqVIGHhwfS09Nx0cR2RIWhbxFW46EWYY6OjurciB1GFFgob+qg+waWWcHyzbffoVbt2rh16xbeHj4MwY0bYu6cOUhJScl1+++/+xYLFsyHnZ0dFixchObNW1gkL2PVrFkT9es3QHp6OrZt3Wr0/ps3bURUVBQqVvRCr969TcqhbnZ7sCtXLhd6oPLS7FUs+jZhhSmwJCYmqu36xo3/oMDtgx8q+HLAPRFZK/0Kllq1a8PV1RVVq1bF6DFjAQCffPxhnj/HyLrpV2UXxzks+p/VB8xcYNnz325kZmbC378eKlf2M2gfGxsbrF2/AWfPX4Cfn2H7GKJKFd2xuIKFjBHxyEw//U3GRETmwAJLCaVv53H//n2D2uOoLcK8Cy6w2NjYWO1w4byUK1cO77zzLgDg66lTkZWV9dg2D+awtC7S3IisgZOTE+rXbwCg4HkHGzesR0ZGBho3bozevZ8BoJvToUVbLX3rqodbhIW0agUXFxfcuXMHpzVYVVMSnbHgCpZevZ/BCy8ORGZmJl4e9CKWLV1i0NfS2NGjsHnTJpQtWxZ//v13oeeWmIO+Pdi+fXsNas/5qMzMTCxetBAAMPS1103KQd+67+KFiybt/7A//vgd6enpaNa8OZo1a64WYQ2Za5SbzydPAgAMHvxqgUWxYA64J6Ji4G58PG7dugVA1zJ1yv+mokyZMti9exdWrVypcXZkKv2q7MDA4lVgsbGxQcsQ3c2C+8P3m/XYSUlJiDh6FADQqVMng/bp178/2rfvAG/vSvj4kwlmycPZ2RkVK+pmAt68ySH3ZDj9oHtA9zt3fFycxhkRUUnCAksJ5eHhCUB3x6gh7hhYYHFwcMDuPftw6MhRlClTplA5FqXhb4+AZ/nyOHfuLP75Z0Wu2+iXUbdigYVKocDAhrC3t0dcXCxu3YrKd9u7d+9i964wAMCo7Ls0tZi/Ajw0g+WhFSydO+vag+3cwdUr5nJGv4IlIMCsBfaKXl6YPmMGAOCHadNw6NAhg/fNzMzEq4NfRkREBLy8vPHPv6tQvkIFs+Vmih7Z7cE2bTC+PZjeksWLkZmZifbtO6jFEmPo569cuHDe5Bz04uPisGHDegDA9z9Mh4ODA27evGnyHaP7w8OxfNlS2Nra4rtpP8DWNu9fQzngnoiKi1PZq1hGjHwHffv2Q2ZmJsa/P07jrKgw9L/XFrcCi3+9evD09ERycjJOnjxh9uPvDDO8TZi9vT0+/fQz9f8DBw1Cvfr1C51DlSq6+SuyLBt8rYMIyDnoPjY2NtebbomITMUCSwnl4ekBAEhKSjRoe0NbhA0Y8CyCgoLg718Pffv2K0yKRcbd3R0jRr4DAPhq6v/y/EF69MgRZGRkoHLlyuovbkSlhf7OdEMvZq5evRoA4OPjAwA4dUqblSI3btxAZmYmypQpg0qVdLmEdtEXWHZoklNJdPnSJaSmpsLNzc2g+RmGmjFzFry8vHHy5Al8NfVLo/dPTk7Gs/374dq1a6hTty7++OMvODs7my0/Y5QrVw5t27YDYNr8Fb1bt6KwMbtAM8SEYfd11QKLeVr26YfdN23aFEDhW45MmPApEhMT0bRpUwwZ+lqu29ja2qJR48YAOOCeiKyf/kK2/m+jX3+Zp9mNJ2Qe+tk6gcWsRZj+RsEjRw4Xuk1obnZlF1g6diq4wPLyK4NRu04dxMTcwZbNm2FnZ4eJEycXOge/KvoB91y9QsbTr4zmgHsiMjcWWEoodQWLAQPugYdWsBRQYHnnvffUf+d1YcTavD1iJDw8PHDmzGms/PffPLdLSUnBieO64d4hrVoVVXpEVqFxUBCAguev6K1bt1ZdYg1ot4IlIyMDN27o/sCqUbMGyleogODsYtEOFljMJiMjQ10RERBgnjksL744EL169UZaWhreeuMNpKWlmXScmJg76N+vDxISEtCqdWvM+3V+visjLOWJrl3h4OCA8+fP4Up26zpTLcgedj9w0EtGF4z0M1guXTRPgWXbtq24ffu2+v9wE+avPCwuNhZffK67wPLZxEmoULHiY9vUqVsXrq6uSE5O1mS2ExGRMfQX4wEgPj4OX075QsNsyBz0v9dWrVoVHh4e2iZjhFbZf8Me2G/e9mB6B/bvR0pKCnx9ffNdjeLs7IwPPvwIAPDdt9/go48+QGZmJp7u1UttYWaqKlU44J5Md+TIEQDAraj8OzYQERmLBZYSSv+LoKHLZh/MYPHOc5suXZ5Aw4aNIMsy0tPTEdKqFQICLTPw2Fw8PDzw9oiRAHSrVwoalKvOYQlhgYVKl4cHShsiNiYGe/fuUf+v5awTfZuwmjVqolOnTrC1tcWpUydx5060ZjmVRGcfahNWWH5+fvjmu+8BAFP/92WOi1OmuHD+PF584TmkpqaiT5++6N9/QKFzNJZ+/srGQrQH09u+fRuuXr0KT09P9OvX3+D9XF1d1RWYFy8WfgYLoGvFtnzZMvX/pgy4f9T8X3/BsWPH4OnpicmTH78Qqf9+dPLECbZvICKrd+LEg1ZMkydNYtuiEkCSJFy/fh2AeX7vKSr6FSzm+Fmdm9TUVITv2wsA6JxPm7A33xqGypUr49q1a1gwfz4uXriAZUuXAgAmf164AmQVdQULL5CT8X7/bTlmzpiOqf8zfuU8EVF+WGApofRD7hMTEwzaXn8h0tvbO8/++vrVK4sXLcT69esAmNa+pCiNGj0G7u7uOHXqJFavWlXg9hx0T6WRvb292gLBmHkHa7LbhCUkJCBKw7uArkZeBQDUqFkToaFPAGB7MEvQz2Exx6D7n36eA3d3dxw8cADTf5hW6OMBwL69ezFzxnQAQJ9+RdvC0s7ODt26dQdQuPZgekIILFq4AIBxq0Xr1KkLQLeqJyHBsJ//hli+bAnS09Nx584dsxRTs7KyMG7MKADAK4MHo2XLljkeVwfcsz0YERUDly5exD8r/sbff/2JJYsXaZ0Omcnp7Pa3DRs20jgTw3h5e6N2nTrIysrCwYMHLPY8YWFhAICOHXMvsLi7u2PsWN0MoqlfTlFXKE/935dISUlB27bt0L17D5Of38+PLcLIdMnJyfj0k4/5OyYRmR0LLCWUp6dxQ+5jY2MBAI6Ojuq+D2vUqDFCQ7sgIyMDs3/6EQvnzwcAPP/Ci1Y77L5jp04YNXoMAODLKVMKXL0CAPvDdQWWRo0awcXFxaL5EVkL/3r14OzsjKSkJERGRhq8319//oG9e/fgpx9nWTC7gqkrWGrWROfQUADAju0ccG9uaoGlkCsXX3/jTYSGdoGiKBj21hs5Ws0V1qqVKwHoVlwW5c+mkFat4Fm+PO7Gx+PgAfNc1Fi6dIm6WtTQizt16+oKLOZavaJ3+fJlPBHaGT2f7G62z9fBgwexZPFiAMD3P8zI0dbtQYHlmFmei4jIkoQQGPLqYLw2dAhX3ZUgp7JvKCguc1j0HRjOnj2DpKQkiz1P2E7dHJb2HTrAzs7uscfffW8UPMuXx9mzZ/DHH7+rH791Kwpz5/wMAJg4ebLJ7VyrVtUXWNgijIiIrAcLLCWUvkWYob9cpaWlIeHuXQC6u18e9W726pWV//6DGzduICxsJyKvXIGHhwf6adCKpSC+vpUxf8FC2NraYvGiRVi/bq1B+926FYUbN27A3t4eTZs1s3CWJVuDgAD88+8qjBgxEvb29lqnQ/lQ2/GcPGFQIVIvMTERT3bvhm++/spCmRlGX2DpHNoFVatWRWpqKvZlty8g8zmTfaHB37+eyed0rVq18MUU3ZL8SRMn4NKlS2bLD9B9DV+9ehVly5ZFlye6mvXY+dG3B9uyZbPZChCxMTFYl/2za+CgQQbt41+vHgDzDbh/WETEUbPPQ5k4cQISEhIQFBSE115/AwBgY2ODxo31M6F4dyEREWnjdHb70oaBxaPAop+/st9C81f0Tpw4jrvx8ShXrhyaPfL3spe3t9qe+/PJkx8rOP4w7XskJCSgYcNGeO655016fg65JyIia8QCSyH17dcPEcdOoH2HDlqnkoO+wGJMi5A7Mbo5LJUeGXTv5+eH/gOeBQDMnDEDQHb7kkULAQBDrWzYvb29PRYuXgxv70o4ceIE3h83xqj9D3IOS6E5ODhgwcJF6NqtG6Z+/Q3CDxxEly5PaJ0W5SEoeyi8Me3BrEnkFV2BxcfHBwCwb99epKSkaJlSiXTjxg3cu3cPTk5OqFW7ttH729raYs7cX+Di4oJdu8Iwd84cC2QJrFu7BgDQq1cvixw/N0/2zJ6/Yob2YA/7fflyAMCzzz2f612ij6rrrxtwf+H8ebPmYSnxcXH4fPIkAMCEzyaiopcXateujXLlyiElJQXnz53TNkEiIiq1TmcPum8QEJBnC21rop+/csBC81f0srKysPu/3QCAjp1ytgkbP/4DuLi44NDBg7ne4JiQkKC2hv1kwmdwdHQ0+vk55J6IiKwRCyyF9Naw4ahdpw7mL1iE8hUqaJ2OysPDuBZhABATEwMAqOSds8DydvYKhLCwnTh+/Jj68WXLliI9PR0tWra0qt60EydNRps2bZGUlIRXXhqI+/fvG7U/B90X3rj3xyMwsCHuxscjNjYG9erVx8rVa/DHn3+jVq1aWqdHj2gcpLtbvLgWWPQrWPTYHswyhBA4d/YsANPmsLz73ii0at0akiTh7WFvGbVayhhrswssPZ7sWSSr52rXrg1//3pIT0/H9m3bzHrsbdu2IjY2BpUqVUJoaJcCt9e3CLtk5hZhlrRwwXxERETAw8MDn38+RS34njp50qzt44iIiIxx6eJFpKamws3NDdWrV9c6nXw5Ozur7TX377dsgQV40Cas00OD7qtXr67OjZs8eWKe+875eTZu3bqF6tWr47XXXzfqeT08PODq6goAms5/JCIiehQLLIXg7OyMZs2aA9DdOT1jprZzCB72YMh9osH7xNzRrWDxfmgFi7u7O17NHmQ/K3v1il5sTIx6IWvIUOsYdv90r954b9RoAMDwYW/hypUrRh/jwH5d//yWISHF4m4laxMQGIhx748HAIwZMwpNg4Pw46yZSE9PR8+nnsKBQ0cwafLn6i/HpK2H2/EcP3Fc42xMk5CQkON7HQfcW45+Dkugke0yAgID8cmnEwAAH4x/HzduWK6tw4H9+xEbGwNPT0+0a9feYs+j1yO7PdiePf9BkiSzHjsjIwMr/v4bAPDiwIH5bmtra6sOub9woXisYAF0d8KOHT0KAPDSyy+rrcLYHoyIiLSUmZmJs9k3lgRa0c2EuWnStCkcHR0RHR2Nq1evWvz5wnbqftcOCWmFsmXLAgA++vgTODo6YseO7di9a1ee+6akpOCrqf8DALw//gO4ubkZ/Lz6AfdxcbFcrU5ERFaFBZZCaNa8OZycnJCYmIj09HQ880wfDBz0ktZpAQA8PD0AAImJRrQI0xdYHprBMvjVIXBzc8Pp06ewdeuWx/ZZtGABAOC5519Qf7nSSs2aNfHznLkAgFkzZ6htYox18uQJJCcnw9PTU+1nT4axs7PD7Nlz4ODggHVr1+Lff/5BUlISPv7oQ7Ru1RLbtm6Fk5MTxowdhyMRx/HiiwNZxNJY7dq14ebmhpSUlGLTVig3+j8mY2NjcPLkCW2TKcHOnNHNYWlg5AqWCRMmwsnJCRvWr8fyZUstkZoqKysL69etBwD06t3bos8FPGgPtsnM7cH0fv/tNwDAU0/3yvciRNWqVVGmTBmkpqbi2rVrFsnFUg4fPoRFC3VtR/VFsYgIFliIiEhb+vlzgYGBZjle06bNsHb9BrRs2dIsx9PTtwcritUrAHDlyhVcv34djo6OaN26DRoEBOCFF3U3gnw+aVKB+y9dshgXL1xAxYpeeOfd9wx+3qpVde3Bbt7k6hUiIrIuLLAUQtu27QAA27dtxZdTvgAAfPPtd1axhFgdcp9o2JB74EGBRT+DxcHBAcPfHgEAmDVzZq777NoVhiuXL8Pd3V2d02Iuvr6VUdvAPv/Ozs5Ysuw3uLu7Y394OCZ+NsHk583IyMCRI4cBsE2YsUaMfAdNmzVDYmIixmTfkax34fx59Ov7DJ57dgCuXL4MX19fzP3lV2zZuh0+Pr7aJExqe7Di3o5H3yYsbOdOi7WeogcrWAIaGF5gKVOmDEK76NpbffH5ZIvk9Sh9gf2pp3tZtIjr4eGBNm3aAgA2brBMgeXYsQicO3cWZcqUwTN9+ua5Xd26uvkrly9femyobHEwadJnSLh7V/1/cW1ZSEREJcepU9kFloaFH3Tv4OCAeb/+io4dO2HqV98U+ngPK6r5Kw97uE3YhAkTYWtri1WrVuLo0SMF7puZmYkvvtD9TjjynXfh9dANnvlRB9xbcCU0ERGRKVhgKYQ2bXUXVfbu3YvpP0xD+L59KFeuHOb+8itsbbV9ax/MYDF8BYs6gyW7wDJgwLPw8/PD7du3seLvv3LdRwiBhQt1q1iGDDFfmzBHR0eE7f4PEcdPYsOmzej9zDP5Dvj9+tvvEBQUhNjYGAx+5WVkZGQU6vkPHNC1CWOBxXB16tRRWwB99OEHiI6+net2mzZuQMsWzfDZhE9x7949hLRqhY2bNsPPz68o06VsQUHBAIpvezC9P//4A9evX8fcuZYZnE46+gJLrdq14ezsbNA+HTp0RJkyZXDjxg2czr4T1NLCwnZCkiRUrlxZbeVpCV27doO9vT3Onj1j0ZYc+lUsL7z4Yp7b+OsH3F+4YLE8LOlufDwmTdL1bE9JScHZs2c0zoiIiEq709kFloZGtkbNzYiR78DfX9cdoUXLlmjevEWhjwno2v2GhIQAAPbv32+WYxoiLEzXJmzQSy/h6V69kJmZiSlffG7w/qtWrsTRI0fg6uqK97PbSxekSnaBJSqKA+6JiMj6iNIabm5uQggh3NzcjN7X3t5e3L4TKyRZEQ0CAgQAUb16dRF1+46QZEWMHjNWs9dVtmxZIcmKkGRFuLq6GrzfE090FZKsiL3h+wUAsW//ASHJihg1eky++1X08hJxdxOFJCuiUaPGZnkNAYGB6mvQx6kz58S7740SHh4eObYdOHCQkGRFJEqy6NSps1mev3v3HkKSFXH4aIRmn8fiFDY2NmLTlq1CkhWxctVqg/erXr26OHHqjJBkRRw/eVpUq1ZN89dS2mLVmrVCkhUx+NUhmufCKB5x5eo1IcmKCAoKNmj7aT9MF5KsiGk/TC/SPBcuWiwkWRGTJn9usedYsHCRxZ8DgPDz8xOJkiwkWRFVq1bNdZsfZswUkqyICZ9N1PxrxNSwtbUV74//QDz77HOa58JgMBgMhrd3JfXvzDJlyph8HD8/P/XawfGTp4UkK+LX+QvMkqN/vXpCkhURHRMn7O3ti+y98fL2zvG3+k+z5xh9jI6dOglJVkTc3URRo0aNArf/5df5QpIV8d6o0Zp/bTAYDAaj5IeRdQPtEy4mb1SOaNGihZBkRVy9dkPY2NioHx/00svqLwmNGwdp8rp8fSsLSVbE3UTJqP0aNWosJFkRFy9Hii5dnhCSrIio23eEu7t7gfsuXLxEdwFt+gyzvIZ+/fsLSVbEvv0HxITPJqoX9CRZEbfvxIofZswU9erXFwGBgSI6Jk5IsiI++PAjs72Hnp6e6vOVr1BB06/T4hBvvPmWkGRF3IqOMbpI4ufnJ44dPykkWRGnz54XtWrV0vz1lKaIvHZdSLIigoObaJ4Lo3jEug0bhSQrYuDAQQZtf/rseSHJiujWrXuR5qn/OXLk6DGLHN/e3l5cv3lLSLIiQlq1svjrWbNuvZBkRYx7f3yuj6/fuElIsiJeeOFFzb9GGAwGg8EoKXE58qqQZEU0adLU5GMsXrpMSLIiNm3ZKoKDmwhJVkR8QpLw8fEtdH6vDH5VSLIi1m/cVOTvjf6GzNj4BFGlShWTjrFq9RqDC04bNm0WkqyI/gMGaP51wWAwGIySH8bUDdgizERtsuev7N23N0e//+XLlmLNmtVwdHTErwsWGNxCxZxMGXAPPJjB4uXlhdFjxwIAFi9aiKSkgue4LFwwHwDw3HPPw8XFxajnzU39+g0AAEcOH8EXn09GQP16eHv4MJw8eQIuLi547bXXcejwUWzesg1ly5bFtq1b8c3XXxX6efUSEhJw7txZAEDLliFmO25JVLVqVUyarFsOPmniZ7h+/bpR+0dFRaFH9264cOE8qlatig2btqBO3bqWSLXUKFeuHEaNHoPu3Xvku12VKlVQoUJFpKen48yZ00WUHRV3Z07rvlYMGXQfGNgQVatWhaIo2L17l6VTy2Hrli1ITU1FXX9/1Ktf3+zHb92mDTw8PBAXF4tDBw+a/fiP+qOANmH6GSzFtUUYERGRNSrsHJbOnUPRt28/ZGRkYOzo0Th2LAL79u2Fg4MDXn/jjULnp29pXZTtwfQ2rF8PAJg752fcvGla266Jn30GAHju+RfQtGmzfLetUkU/5J4twoiIyLqwwGIi/YD7fXv2PPbYu++MRHR0NOrXb4DJn39R1KmZNOAeAOLj45CVlQVbW1t06NARGRkZ+Hn2Twbtu3vXLly6eBHlypUzy7B7/cUwfZHj/v37WLZ0Cdq2boUne3TDmjWrkZmZCXd3d9y8eROvvz7U7IOtD+zXz2FhgSU/M2f9CDc3N+zbtxe/zJtr0jGio2/jyR7dcebMaVSuXBkbN21B/QYNzJxp6fDiiwNxJOI4Pv9iCv7+51989/00ODo65rptUHATAMDZs2eRlpZWlGlSMaYOug8ILHDbHk8+CUA3CPX+/fsWzetR9+7dUwew9urV2+zHf/LJngCALZs3F8lQ+TVrVkNRFPj713tsroy7uzt8fHwAABcvssBCRERkLuocFhMKLI6Ojvju+2kAgHlz56iz6PR/Yw8ZOhROTk6Fyq9VK12B5aAGBZZvv/kavZ7uic8mfGryMY4fP4bff1sOAPjfV3nfMGlra4vKlSsD4JB7IiKyTpovudEqTG0RZmtrq7YFyautTteu3dQWU507hxbp63qy51NCkhWxM2y30fteuhKp5j1/wUKj9n3n3feEJCsibNd/hX4NBw4dFpKsiC5dnshzm2rVqokRI98RtWvXtsj7+NLLrwhJVsSGTZuL9PNXnELfEu9ObLyoU6dOoY9XoWJFsWfffiHJirhy9Zpo2LCR5q+xuESjRo3F5i3b1PP3zLkL6r/Ddu/Jta/xx598anLPZEbpjZYhIerXWEHbbt22Q0iyIoYMfU2TXPVtM8J27zH7sSOOnRCSrIhn+vQpstej7z3+7Xff5/h48+a6tqXnL17W/OuDwWAwGIySFPq/d9asW2/0vqPHjFVbcJcrV079uJ2dnTh15pyQZEUMeullk3OrULGi+vu+p6en5u+VqeHn56e2/e7V+5lct/Hx8RWSrIiEpHvCzs5O85wZDAaDUfKDM1gs80apoZ9VcvNWdL4/3L+f9oOQZEWcu3DpsV94bGxsREUvLxEY2FB06fKEGPDss6JSJR+zvC790Hdjho3rY2/4fvWXNEMHGOujQsWKIjY+waR9Hw4HBwcRn5AkJFkRfn5+mn191PX3V4sHRTkwsLhEpUo+4tqNKLMPGvT09BRhu/5TZxwV5mupNISnp6f4ftoPIiHpnjoHZ9ToMcLBwUF069ZdXL12Q0iyIq7fvCWe7tU7x75//rVCSLIi3ho2TPPXwSg+Ua5cOfXnRH4zuipUrKgOZq9cWZvv5RW9vNRzw9De4Pb29uL5518Q/QcMECGtWomqVas+9jNA//Mh7m6iSXPcTA39fLTIa9eFg4OD+vEXXxwoJFkRa9dv0Pzrg8FgMBiMkhT6mSmR164btd/Dg+2ff/6Fxx5/b9RoIcmK2LNvv8m59XzqaSHJijhw6LDm71Nh45NPJwhJVsSx4yeFo6PjY4/rbyYx5AYfBoPBYDDMESywWOaNUmPY8OFCkhXxz7+r8t2uTJky4vDRCPXu2b/+/kfs+m+vOHfhkribKKkXqPSxas1as7yu4W+/LSRZEQsXLTZ6X/2QOVPu0AEgFixcJCRZEdNnzjI5/3r16wtJVkTU7Tuafn3Y2NioF6ebNWuuaS7WFuXKlRN/r/hX/do2911E5cqVE9u271QLA82bt9D8NVtb2NjYiFcGvyquXL2mfg9ZuGjxYxey/fz81FUEkqyIqV99rV6YPXfhUpEN6GaUrNAPrm/VunWe27zwwotCkhXx395wTXPduHmLkGRFDBs+3KDtv/3u+8d+PidKsjh34ZLYsXOXWLJsuTpw3pQbGQoTdnZ24vzFy0KSFdHzqafVj382cbKQZEVM+2G65l8bDAaDwWCUpHB2dlZv1jDmhkj9YPuNm7fk+rinp6e6aqNtu3Ym5fb5F1OEJCtixqwfNX+fChsuLi7iwqUrQpIVMWLkO4893qdvXyHJitiydbvmuTIYDAajdASH3FtY23btAQB79z4+f+VhKSkpeOO115Ceno6mTZuix5NPokmTJqhcuTLs7e2RlZWF2NgYdbh027btCt2DFQA8PDwBAAmJiUbvu2bNGsTE3MGUzyeb9NwLsofdP/vsc3B1dTXpGPWz56+cP3fOpP3NRQiBAwc4h+Vh3t6VMGny5zh99jy69+iBtLQ0vD38LWRmZpr1eSRJQp9nemHfvr3w8PDAn3//rc4WIiAgMBA7du7Cjz/NRsWKXjhz5jSe6tkDQ14djFu3onJsGxUVhSd7dMPMGdMBACNGvoNNm7eiadNmqFy5MrKysnDq5EkNXgUVZ/pB9/nNYemePX9l86aNRZJTXtatWQMA6NX7mQK37duvH94aNhwAsD88HJGRkUhLS1P7fjdv0QJ9+vRFp06dAQAbNxbta8vMzMRff/4BIOewe/96ugH3nL9CRERkXvfv38fly5cAAIGBBc+fA3IOth83Zkyu2yQkJOD3338DAAx/e4RJubVq1RoAcCA83KT9rUlycjK+yL4GMf6DD1G+fPkcj/v5VQEAREVxwD0REVknzStCWoWpK1j0d4wbetd3aGgX8f74D8Qrg18VPXo8KYKDmwhf38o5Wo7oZ5+Y407yr7/5VkiyIiZOmqzJ+3rk6DEhyYp4dchQk/b/4MOPhCQrYvbPczX/GhkzdpyQZEUsWrJU81y0jFq1aokfZswUMXF31Tu6Dxw6LLp372HR5y1btqw6j+frb77V/H2wljgacVxIsiJuRN0Wb789wuAWdj2felpt66Zvw3foyFHNXw+j+MXkz78QkqyI776fluvj9vb24kbUbSHJiuYr0KpVq6b27K5QsWKe29WpU0fcvBUtJFkRn0188PPTxsZGeHl7iyZNmoqne/UWbw0bJj7/YoqYNPlz4ezsXOSvJzCwoZBkRcTGJwgPDw8BGDa3jMFgMBgMhmmxaMlSIcmKeOfd9wrc1tHRUf17eOpXX+e7rb5zQ0LSPVGtWjWjcnJyclLbc9eqVUvz98gcYWtrq7Ysf/Rvv6lffS0kWRGffzFF8zwZDAaDUTqCLcIs80YJAMK/Xj11LsfD/c8LG8t++11IsiJGjR5T6GPNnfeL2ediGBMj33m3UL3gFy5aLCRZEe++N0rzr5G27dqpc3S0zkWLaNw4SCxctFhdFi/Jiti6bYfo8WRPYWNjUyQ5dOzUSUiyIu4mSqJBQIDm74nWUaduXfXiqo+Pr9H7V69eXewM261+PucvWKj5a2IUv9C3/1q/cVOuj7fv0EFIsiIuR14tsu8V+cV/e8OFJCvipZdfyfVxZ2dn9Q/6DZs2W/3w1D37dLkOGfqasLOzE3F3E4UkK6Jq1aqa58ZgMBgMRkmL98d/ICRZEXPn/VLgtnkNts8r9C26p3z5P6NyCmnVSkiyIi5didT8/TFndOrUWb0ZrE7duurHly7/jbMjGQwGg1GkwRZhFtS2bTsAwMGDB5Cenm6244bv2wfgwTLfwtC3CEs0oUWYOezcsQMA0KRJU9jY2Bi9fz0raREGAEePHEF6ejoqV66MKlWqaJ1OkQkMbIh/V67Gnn3h6D/gWdjZ2WHL5s3o0b0ruj4Rik0bN0AIUSS57AoLw6pVK2Fvb49vvv2uSJ7TmoWGdgEAhIfvQ3T0baP3v3btGrp3ewI/z/4JycnJWLlypblTpFLgzJkzAIDAPFqE9eihaw+2ZfPmIvtekZ91a7PbhPXqnevj3343DY0aNUZMzB0MGTzY7G0Pze2P7JYiL744EDVq1ICjoyMURcHNm2ybQUREZG6ns1ujBjZslO92VapUwfgPPgQAfPrxR5AkqcBj/zx7NgDglcGvwsXFxeCc9NcN9u/fb/A+xUFY2E5s3LABDg4O+OKLL9WPV8luEXbzZlReuxIREWlK84qQVmHKCpZf5y8QkqyIjz7+xKy5NG/eQkiyIq5eu1Hou303bdkqJFkRz/Tpo8n7amdnJ+7ExgtJVkSdOnWM3le/1Ll69eqaf40AUO/2H/Dss5rnUhRRtWpVtQ1eQtI9MX/BQtGwYSNNc6pWrZr6NaXV17W1xB9//i0kWRGjx4wt9LGsYWUBo3iGk5NTvgNf9a0xrOV8bRAQICRZETFxd4Wrq2uOxwYOHKQOsu/QsaPmuRoSlSr5qO//22+PEJKsiD379mueF4PBYDAYJTGqV6+uriD38vYWVatWFfUbNBDNmjUX7Tt0ED2e7Cn6DxggVq5ane9g+9zCxsZGbf/7+htvGrzf73/8JSRZESPfeVfz98fcUdffX9xNlIQkK6J9hw4CgLh4WddSPSgoWPP8GAwGg1E6gi3CLPNGCQDi7PmLQpIVs1+EcXBwENExcUKSFeFfr16hjrX/4CEhyYro2KmTZu/t1m07hCQr4tlnnzNqvzp16ghJVsTtO7FWc/H3q6+/EZKsiJmzftI8F0uHs7Oz2PXfXiHJiti9Z5+oUaOG5jnp46OPPxGSrIhTZ86JMmXKaJ6PFmFvb6/OiAgObqJ5PozSHYePRghJVkTnzqE5Pl67dm21tYOxM84sGRHHTghJVkSfvn3VjzUICFB/9o7/4EPNczQm/vl3ldoaRJIVsXDRYs1zYjAYDAajJIaNjY36O3hBcTdREgGBgUYd/61hw4QkK+Lw0QiD/wbW3xDXooW2s+4sFd99P01IsiL+2xsunJ2d1fc3v3l6DAaDwWCYM9gizEJq1KgBPz8/pKen49DBg2Y9dnp6Oo4cOQyg8G3C9C3CkhKTCp2XqY4diwAANGna1Kj96jcIAACcP3/eKtrKAMDWLVsAAC+/8gpCWrXSOBvLmjnrRzRp0gRxcbEY9OLzuHr1qtYpqX6Y9j2uXbuGatWqYfSYsWY/fpkyZWBra93fEpu3aIFy5cohPj4Ox48f0zodKuX0bcICAgJyfLx79x4AgD17/sO9e/eKPK+8rH2kTZiLiwuWLF2GsmXLYvu2rfj2m6+1TM9o+jZh3t6VAAAXL17UMh0iIqISSwiBVQ+11b1//z7i4+Nw/fp1nD17BkcOH8auXWHYuGEDRo54G2eyW4oZavmyZUhKSoK/fz106fJEgdvXqVsXFSt6ISUlBceOHTP25RQLU6f+D4mJiQgKCsLYce8DAFJSUhAfF6dxZkRERI+z7quJVqZN9vyVo0eOICUlxezH1/dPbd26sAUWDwBAYmJCYVMyWcTRowBMKLCo81fOmj0nU23fvg2//7YcdnZ2mL9gkfr+ljTDhg/HCy8OREZGBga/8jJu3LihdUo53L9/H598rOtpPGr0GFSvXt1sxx700su4dOUq1q7fYLZjWoJ+/krYzp1WU4Ck0utsdoGlwSNzWLo/mT1/ZdOmIs8pP/o5LN2694CjoyNmzJyFevXqIyoqCq+//lqxO6fWrVubo4B14cJ5DbMhIiIq2UaOGI7KPt7wdHeDd8XyqFm9GhoG1EdIi+bo3KkDej3VE88/NwC/LV9m9LFlWcaypUsAAMPfHlHg9vobMo8ePWLWubDWJD4uTr35RV9gieKsOSIislIssBhBP+B+7949Fjn+fjMMund0dETZsmUBaDfkHgCORugKLI0bBxm1KkBfYDlnBQPuHzZ2zGhcvnQJ1apVw8wff9I6HbNr264d/jdV9wvspx9/hP9279Y4o9ytWb0aYWE74ezsjC+nflXo47m7u2PhosX4ec5cuLm5oX37DvDz8zNDppbRuXMoAGDHjh0aZ0IEnDmTPfA18EGBxc3NDe3atQcAbNq0UZO88nLo0CHcvn0b7u7umPvLr3ju+ReQkZGBIa++UizvhkxJScHqVavU/184f0G7ZIiIiEoBWZaRmZlpkWPPnfMzsrKy0LVbN9T19893W3XAfXi4RXKxFnPn/IzIyEjY29sDAG5GscBCRETWiQUWI7Rt2xYAsHePZQosBw8eQFZWFmrXqQMvb2+TjuGevboiKysLSUnatQi7cP48kpOT4ebmhjp16xq8X736DQBYX4FFlmW8NnQI0tPT0adPXwx+dYjWKZmNn58flixdBnt7e/z5x++YPdu6C0jj3x+HjIwM9O79jFpwMEXLkBDs2bcf/Qc8i/T0dMTGxgAAOmevErE27u7uaN6iBQBg547tGmdDBJzObn9Rv0ED2NjYAABCu3SBg4MDLl64gMuXL2uZ3mOEEFi/fh0AoH//AQCAiZ9NKNYXJ37/fbn670uX2CKMiIiouLp69So2btCtph82bHi+27ZqrWtbfSC7A0ZJlZaWhomffar+/+YNFliIiMg6scBiIF/fyqhVuzYyMzNx4IBlfpFJSkpS7wg2dRWLvn1VUlKSpu1OsrKycOL4cQBA0yaGtQmztbWFf/bdOtbUIkzv6NEjmDxpIgDg62++Rb3s1TbFmZOTE5b/9ge8vLxx/PhxvPvOSK1TKtC5s2cxb+4cAMDX336r3tFkKFtbW3zw4UfYtHkrqlevjsgrV9DtiS6Y/+uvAIAuXayzwNK+Q0fY2dnh4oULuMnl8WQFIq9cwf379+Hi4qK27OvRQ9cezNpWr+itW7NG/feG9esxa+YMDbMpvD3//YcZ03/Ap598DEVRtE6HiIiICuHnn3U3ug1+dQiOHD2WZ/j71wOgu0GzpFu1cqV6M8yVK9Z18w4REdHDRGkNNzc3IYQQbm5uBW7bf8AAIcmK2PXfXovmNG36DCHJivjyf1NN2r9ly5ZCkhVx4tQZzd/fr77+RkiyIr76+huDtq9Zs6aQZEXExN0Vtra2muefW9jY2IhVq9cISVbEvv0HhJOTk+Y5FSZm/zxXSLIiIq9dF9WqVdM8H0PD3d1dXLl6TUiyIkaMGGnwflWqVBEbN28RkqwISVbEvF9+Vc//kFathCQr4uq1G1b59Tfth+lCkhXx3ffTNM+FwdDHf3vDhSQr4smeTwkbGxtxOfKqkGRFtO/QQfPccgsHBwexb/8BEX7goPDw8NA8HwaDwWAwGIyHY2fYbvVvlfxi67YdmudaVOHrW1m8P/4D4enpqXkuDAaDwSg9YUzdwLhbv0uxttk95fdZaP6K3oHwcLz++hto3bqNSft7eHgC0Hb+ip466N7AFSz69mAXLlxAVlaWxfIqDCEE3nzjDYQfOICGDRvhiylfYvz747ROyyRvvPkWXnr5ZWRmZuLVwa/g+vXrWqdksKSkJEyaOBE//jQbH378Cf76+y/ExsTku0/vZ57BrB9nw9PTE5IkYezoUfjzzz/Ux48cPoykpCSUr1ABQUHBiMieI2Qt9O3Qtm9nezCyHmfPnEZQUBACAgIQGxMDLy9vJCUlITx7ppi1SU9PR5tWIbC1tbXanzNERERUevV6uicCGzZU26/mRgiBUydPFmFW2rp9+5Y68J6IiMhaGVy5+fDDD8XBgweFJEnizp07YuXKlcLf3/+x7SZOnCiioqKEoihi586dIiAgIMfjjo6OYubMmSI2NlbIsixWr14t/Pz8cmzj4eEhlixZIhITE0ViYqJYsmSJcHd3z7FN1apVxZo1a4QsyyI2NlbMmDFDODg4WKQSdeDQYSHJini6V2+LVseqVasmJFkR8QlJokyZMkbv/9xzzwtJVsSades1r/TV9fcXkqyI23dihZ2dXYHbjxo9RkiyIn6dv0Dz3AuKrl27qXcP9Xiyp+b5GBut27QR8QlJQpIVMfKddzXPx5SwsbERYbv+E5KsiJ9mz1E/7uLiIho1aiz69usn3h//gZg77xd1O0lWxI6du0TNmjVzPeby3/8QkqyIsePe1/z1PRzVq1cXkqyIu4mSQd+vGIyiivdGjRaSrIgFCxeJTyd8JiRZEYuWLNU8LwaDwWAwGAwGg8FgMBgMU8OYugGMOfDGjRvF4MGDRUBAgGjcuLFYu3atuHr1qihbtqy6zfjx40VSUpLo27evCAwMFL///ruIiooSrq6u6jazZ88WN27cEF26dBHBwcFi+/btIiIiIkdbng0bNogTJ06IVq1aiVatWokTJ06INWvWqI/b2tqKEydOiO3bt4vg4GDRpUsXcfPmTTFz5kyzv1EVKlZUL85WqFjR4p/AcxcuCUlWRLv27Y3e94033xKSrIgly5Zr/oVoY2Mjom7fEZKsiAaPFNlyi7nzfhGSrIhx74/XPHdD4sv/TVXba/n6VtY8H0OjUiUfcelKpJBkRcxfsFDzfAoT+pZ4kqyIDZs2q+dObpEoyeKziZOFvb19nsd77fU3hCQrYv3GTZq/tofj1SFDhSQrYvOWbZrnwmA8HN26dReSrIjwAwfVdmEvvjhQ87wYDAaDwWAwGAwGg8FgMEwNixVYHo2KFSsKIYRo/1Ah4NatW2L8+AcXyB0dHUVCQoJ48803BQBRrlw5kZqaKp577jl1G19fX5GRkSG6desmAIj69esLIYRo2bKluk1ISIgQQqgrZnr06CEyMjKEr6+vus3zzz8vUlJSDL7D29A36ulevYUkK+LAocNF8glctGSpyYWG98d/ICRZETNn/aT5FyIAsWHTZiHJihg4cFCB24bt3lMkq4TMFY6OjmLXf3uFJCti7foNVjm3I7f44MOP1BkypqySsraYM3feY8WUK1eviS1bt4vZP88VY8aOE72feUbUqFGjwGPp5wDF3U0ULi4umr82fSxeukxIsiI+/OhjzXNhMB6OKlWqqKur9IXMorgRgcFgMBgMBoPBYDAYDAbDUmFMgcUWheDu7g4AuHv3LgCgZs2a8PX1xZYtW9Rt0tLSsGvXLrRpo5sp0qxZMzg6OubY5vbt2zh16pS6TevWrZGYmIiDBw+q2xw4cACJiYk5tjl16hRu376tbrN582Y4OzujWbNmuebr6OgINze3HGGItm3bAgD27rHs/BW9/eG63vWtWrU2el8PDw8AQFJSohkzMp06h6Vp/nNYbGxsUK9ePQDAuXNnLZ6XOaSlpeG1IYMhyzI6duyE0WPGap2SQVpnn0Pzf/0VKSkpGmdTeOPGjsEH48fhzddfQ2injqhe1Q+1alRHt65d8PbwtzDt+++wZvVqXL16tcBjRUZGIvLKFTg6OqJd9twlrdna2qJTx04AgB07OH+FrMvNmzchSRLs7XUj3Q4dPIj4uDiNsyIiIiIiIiIiKhqFKrBMmzYN//33H06fPg0A8PHxAQDcuXMnx3Z37txRH/Px8UFqaupjQ9gf3SYml4HVMTExObZ59HkSExORmpqqbvOojz76CJIkqREVFWXQ62zTth0AYK+FB9zr7Q/fDwBoGRKS73C73FjTkHsA6qDwggbdV61aFS4uLkhLS0PklStFkZpZXLp0CePGjAYAfPLpBPTp21fjjPJnZ2eHli1DAADh4dY5hNpYsizj59mz8ccfv+Pw4UNISEgo1PG2ZxcxQrt0MUd6hRYc3ASe5csjKSkJRw4f1jodosecPXNG/ffmzZs0zISIiIiIiIiIqGiZXGD58ccf0bhxY7z44ouPPSaEyPF/Gxubxz72qEe3yW17U7Z52NSpU1GuXDk1/Pz88s0JAMqVK4fGjRsDAPbtLZoL0idPnoAsy/Dw8ECDgACj9vXw9ABgPQWWYxERAIBGjRvDzs4uz+3q128AALh48QIyMzOLJDdz+e235fht+TLY29tjydLl+PCjj7VOKU+NGjWGq6srEhISclwUpQd27tgBwHoKLJ1DQwEAu3fvKnbnBpUOp8+cVv+9aeNGDTMhIiIiIiIiIipaJhVYZs6cid69e6Nz5845VoFER0cDwGMrSLy9vdXVJtHR0XByclJbWeW1TaVKlR57Xi8vrxzbPPo8Hh4ecHR0fGxli15aWhru3buXIwrSqlVr2NnZ4crly7h9+1aB25tDZmYmDh06qD6/MfRt2xITC3cXv7lcvnwZSUlJKFOmjFpEyU29+vUBAOfOnSuq1Mzq7eHDMGvmDADAx598ioWLFsPZ2VnjrB7Xuo3u6+nA/v0FFj1Lq927wpCZmYl69eqjSpUqWqejFnr0hR8ia3M2u8By8+ZNnDp1UuNsiIiIiIiIiIiKjtEFllmzZqFfv34IDQ19bKZBZGQkbt++ja5du6ofc3BwQMeOHbFvn271x5EjR5CWlpZjGx8fHzRs2FDdJjw8HB4eHmjRooW6TcuWLeHh4ZFjm4YNG+YosnTr1g3379/HkSNHjH1ZeWqjn7+yd6/ZjmmIA/t1bcJatzauwKK2CEtINHdKJhFC4Ngx3SqW/Oaw6Isv584Wj/krj8rKysInH3+EEW8PR1paGvoPeBabNm+Fj4+v1qnl0LqN7uu5pLQHs4SkpCQcPnQIANA5VNtVLC4uLggJaQUA2Mn5K2Sl/v33X+zbtxdTPp+sdSpEREREREREREVOGBo//fSTSEhIEB06dBCVKlVSw9nZWd1m/PjxIiEhQfTp00cEBgaK5cuXi6ioKOHq6qpuM3v2bHH9+nURGhoqgoODxbZt20RERISwtbVVt9mwYYM4duyYCAkJESEhIeL48eNizZo16uO2trbixIkTYuvWrSI4OFiEhoaK69evi5kzZxr8etzc3IQQQri5ueW5zdZtO4QkK2LgoJcMPq45onPnUCHJijhx6oxR+506c05IsiKaN29RpPnmF59/MUVIsiKm/TA9z2227wgTkqyIZ/r00Tzfwkabtm1F5LXrQpIVce7CJdGkSVPNc9LHxcuRQpIV0ap1a81zseb46ONPhCQrYuHiJZrm0a1bd5O+DzAYDAaDwWAwGAwGg8FgMBgM08KQusFDYfiB8zJ48OAc202cOFHcunVLpKSkiLCwMBEYGJjjcScnJzFz5kwRFxcnkpOTxZo1a0SVKlVybOPp6SmWLl0qkpKSRFJSkli6dKlwd3fPsU3VqlXF2rVrRXJysoiLixMzZ84Ujo6OZnujypQpI+ITkoQkK6JGjRpF+kl0dXUVCUn3hCQrwte3ssH73bwVLSRZEXXq1NH8C1Ef/fr3F5KsiB07dxWYd7369TXP1xxRo0YNceDQYSHJioiOiRN9+/XTPKdatWoJSVZETNxdo86T0hgtQ0KEJCvi6rUbOQq/RR1Tv/paSLIiZsz6UfP3hMFgMBgMBoPBYDAYDAaDwSgNYbECS0mLgt6ooa+9LiRZEWfPX9Qkv9179glJVgy+OG9nZyckWRGSrIgKFStq/v7qo2bNmuqFfQcHh8ce9/PzE5KsiPiEpFwfL67h5uYm/l7xr/o5+fCjjzXNZ+Cgl4QkK2LTlq2avzfWHnZ2duJG1G0hyYqmK5D0Rbo+fftq/p4wGAwGg8FgMBgMBoPBYDAYpSGMKbCYNOS+NGjWrDm+/uZbAMDcOT9rksOB/eEADB90rx9wDwBJiYmWSMkkkZGRSEhIgLOzMxo0CHjscf38lcuXLyE9Pb2o07OYe/fu4fnnBmDmjOkAgI8/+RQ/z5mrWT5t9PNXeO1obwAAHYNJREFU9nH+SkEyMzOxa1cYgAdD5ouar29lNGgQgKysLOzetUuTHIiIiIiIiIiIiChvLLDkwsvbG8t++x1OTk5Yt3YtZkz/QZM89usLLK3bGLS9h4cHAN2F/YyMDEulZZL8Bt3Xr18fAHDu3LkizakoZGVl4dNPPsbbw4chPT0dg156GR06djT5eDY2NnBxcTFp39atdYW6/eHhJj9/abJzxw4A2hVYOnfuDAA4FhGBu3fvapIDERERERERERER5Y0FlkfY29tjydJl8PPzw/nz5/DWm69DCKFJLuH7dBfCGzduDFdX1wK39/DwBAAkJSVZNC9TRBw9CgAIbtLkscfqZa9gOV8CCyx6y5Yuwa+/zAMAfPLJBJOPM2fuPFy9fhONGjU2ar+KXl6o6++PrKwsHDiw3+TnL012bN8GAAgJaWXQ+WdunUNDAQDbd2wv8ucmIiIiIiIiIiKigrHA8oj/Tf0Kbdu2gyRJePGF53Hv3j3Ncrl1KwrXr1+HnZ0dmjdvUeD2+hUsiYkJFs7MeBERugJLkyb5rWA5W6Q5FbVp33+PlJQUtG7TBqGhxq+KaN+hA14cOAhOTk54dcgQo/bVt5k7c+Y0Eq2ofZw1i4yMROSVK3B0dES7du3NdtymTZuhSpUq+W5jY2ODTp11BZadLLAQERERERERERFZJRZYHjJw4CAMG/42AOCN11/DpYsXNc7ooTksrQuew+Lh6QEAVnkBXb+CpWHDhnB0dMzxWL3sAsvZsyW7wHLnTvSDVSyfGreKxdbWFv+b+rX6/z59+8LOzs7g/du00bWZY3sw4+hXj5ijTZiXtzcWLl6CsN3/4diJU/hiypcoV65crtsGBjZEpUqVkJycjIMHDhT6uYmIiIiIiIiIiMj8WGDJFhzcBNNnzgIATP3fl9i4Yb3GGemEh+sH3bcqcFt3dw8AQGJCogUzMs3169dxNz4ejo6OCAxsqH68UiUfeHp6IjMz0yoKWpY2ffoPSE5ORouWLdGtW3eD93vhxYEICgpCYmIi7sbHw8vLGx06GD7LpXX2HB8OuDfOju3mKbC89PIrOHz4KPr3HwAAcHR0xHujRuPYiZMY+trrjxXL9O3B9u7Zg7S0tEI9NxEREREREREREVkGCywAyleogOW//wFnZ2ds3LABX039n9YpqfQrDlq0DClwxcKDFmGJFs7KNPo2YQ/PYanfQLd65crly6XiQnJsTAzmzZ0DAPjYwFUsZcuWxcRJkwEA33z9FVauWgkA6Jd9sd6Q/YOCgwEA4eEssBjjv927kJGRAX//egW29cpNrVq1sGbdesz+eQ48y5fHsWPH0L5tG/Tv2wfnz59DxYpemD5jJvbsC0fn7JZgABCaXWDRz4EhIiIiIiIiIiIi68MCC4C58+ahatWquHjhAt54fahmQ+1zc+bMaSQlJcHNzS3Hyo/c6AssSUmJlk/MBEcjIgDknMPSoIFuwP258yV3wP2jZsyYjnv37qFp06Z4sudTBW4/avQY+Pr6IvLKFcybOwf/rPgbAND7mWfg4OBQ4P7NW7SAvb09bty4gZs3bxY6/9IkKSkJhw8dAgB0NmJujp2dHd4bNRrhBw6hU6fOUBQFn3z8ETp3bI/jx49h69YtaB3SEuPGjsHd+HgEBjbE6rXr8OdfKxAY2BBt2rYDAOzYucMir4uIiIiIiIiIiIgKjwUWAG3atMO9e/cwcOALkCRJ63RyyMrKwqGDBwEArdvkP4fFw9MTgBWvYMmew9Kk6YMCS7362QWWc6WnwHI3Ph5z5vwMQDeLxcbGJs9tK1f2w7vvjQIATJjwCdLS0rBv715ER0fD09MToQZc9H/QHmxv4ZMvhXZmFzkMbRMWHNwEYbv34IspX6JMmTLYsWM7Woe0wKyZM5CZmalul5GRgXlz56BJcGPM/ulHpKen48mePRF+4CDKlCmDW7du4VwJn0tERERERERERERUnLHAku2tN9/AeSu9yL9fP+i+VQEFFrVFWIKlUzLJsewWYQEBAXBycgIA1M8ecH++lF1I/nHmDEiShMaNG+PpXr3z3O6ziRNRtmxZ7Nu3F2tWrwagK7qt/PcfAED/AQW3CWudPeA+nAPuTbI9u01X506dYWub97dMFxcXTPnyf9i5azeCgoJwNz4ew958A31690JkZGSe+yUkJODDD8YjpGVzbNywQf14GFevEBERERERERERWT1RWsPNzU0IIcQXU77UPJf8on2HDkKSFXH2/MV8t1u1Zq2QZEU8//wLmuecV1yOvCokWRHNmjUXAMTVazeEJCuiceMgzXMr6vj4k0+FJCsi/MBBYWNj89jjTZo0FZKsCElWRNOmzXI81jIkREiyIm7eihbOzs55PoednZ24FR0jJFkRAYGBmr/m4hh2dnbiRtTtXD8P+niy51Pi9Nnz6udr/oKFoqKXl0nP17lzqPju+2nCz89P89fOYDAYDAaDwWAwGAwGg8FglLbQ1w3c3NwK3JYrWAB89+03WqeQryOHDyMjIwN+fn6oWrVqntt5eFh3izAAiDgaAUDXJqyilxfKV6iArKwsXLx4QePMit5PP85CYmIiAgMbom+/fo89/uXUqQCAP37/DUePHsnx2KGDB3H9+nWUK1cOXbt1z/M5GjVqDFdXVyQmJuLsmTPmfQGlRGZmJnbtCgPweJswPz8/LP/9D/z519+oWrUqrl69iv59++C1oUMQFxtr0vPt3LkD48aOQVRUVGFTJyIiIiIiIiIiIgtigQW6lkvWTFEUHD92DACwbUcYVvyzEp9/MQUvvPAiGjVqrLbb8sxuEZZgpS3CACAiu01YkyZN1fZgVyMjkZKSomVamkhKSsKPs2YCAD76+JMc7aee7tUb7dq1R0pKCiZPmvjYvkII/PvPCgBAv/7983wO/dyeA/v3QwhhzvRLlR3btwN4UGCxs7PD22+PwMHDR9GrV2+kp6fj++++RUiLZti6dYuWqRIREREREREREVERYYGlmFi+fBmysrLg6+uLbt27Y9ToMZj363zsDd+P23dicejIUfhVqQJAd+HeWkVE6FawBDcJRv1SOOD+UT/P/gkJd++iXr36GDDgWQCAg4MDpkz5EgAwa+aMPFcy/PuPbg7Lk0/2hIuLS67btG7TFgCwjwPuC2VH9hyWkJBWaN+hA3bu+g9fffMt3NzcsD88HO3atsbkSRNLZaGQiIiIiIiIiIiotGKBpZj49Zd5qF7VD12fCMWo997FvLlzsGfPf0i4exf29vaoV68+HB0dkZGRgZg7d7RON08RR3UrWBo0CECTJk0BAOfOla4B9w+7d+8eZsyYDgD48KOPYWdnhzffGoZatWsjOjoaP0z7Ps99jx2LwOVLl1C2bFk82bNnrtu0bq0fcL/P7LmXJlevXsWVy5fh4OCA9Rs2ITg4GAkJCXhn5Ah07/YE268RERERERERERGVUpoPjdEqjBlWY83h4+MrunR5Qox8513R48memudTUFy4dEVIsiKu37wlJFkRL744UPOctAxXV1dx5eo1IcmKGPnOu+r78vIrgwvcd8JnE4UkK+K33/987LFatWoJSVZEbHyCcHJy0vx1FveY9sN0dYj9L7/OF17e3prnxGAwGAwGg8FgMBgMBoPBYDDMG0bWDbRPuJi8UQwzxZ9/rVAvVEuyIpo0aap5TlrHu++NyvGe7A3fL2xtbQvcr0FAgFpEcXd3z/HYwEEvCUlWxOYt2zR/fSUhvLy9xVdffyM6deqseS4MBoPBYDAYDAaDwWAwGAwGwzJhTN2ALcKoyB07FpHj/xcunNcoE+vx6y/zEBPzoLXbJx99hKysrAL3O3vmDM6cOQ0nJyc89dTTOR5jezDzio2JwYcfjEdY2E6tUyEiIiIiIiIiIiIrwAILFTn9HBYAuHbtGpKTkzXMxjooioJvv/kaALBu7VqjLuLrh933H/Bsjo+3aZNdYNnHAgsRERERERERERGRubHAQkUuIuLBCpZzZ0vvgPtHzZ0zBz26d8VrQ181ar9//1kBAOjUuTPKV6gAAKjo5YW6/v4AgAMH9ps1TyIiIiIiIiIiIiJigYU0cOdONKKiogAA586xwPKwfXv3IiUlxah9Ll26hGPHjsHBwQG9ez8DAGjVqjUA4PTpU0hMTDR3mkRERERERERERESlHgsspIn/du8CABw6dFDjTEqGf1b8DQDo178/AKB1a12BJTw8XLOciIiIiIiIiIiIiEoyFlhIEx+Mfx/9+jyDNatXa51KibDyX90clg4dOqJSJR+0adMWABC+d6+WaRERERERERERERGVWCywkCYSEhKwbdtWrdMoMa5fv46DBw7A1tYWAwcNQlBwMAAgPJwD7omIiIiIiIiIiIgsgQUWohLin390bcLGjB0He3t73LhxAzdv3tQ4KyIiIiIiIiIiIqKSiQUWohJi5b8rkZWVBXd3dwDAfq5eISIiIiIiIiIiIrIYFliISojo6NvYu3eP+n8OuCciIiIiIiIiIiKyHBZYiEqQf1asUP+9bx8H3BMRERERERERERFZCgssRCXI6tWrcDc+HlcuX8bZM2e0ToeIiIiIiIiIiIioxLLXOgEiMp/4uDiEtGyB9PQ0CCG0ToeIiIiIiIiIiIioxGKBhaiEuXMnWusUiIiIiIiIiIiIiEo8tggjIiIiIiIiIiIiIiIyEgssRERERERERERERERERmKBhYiIiIiIiIiIiIiIyEgssBARERERERERERERERmJBRYiIiIiIiIiIiIiIiIjscBCRERERERERERERERkJBZYiIiIiIiIiIiIiIiIjMQCCxERERERERERERERkZFYYCEiIiIiIiIiIiIiIjISCyxERERERERERERERERGYoGFiIiIiIiIiIiIiIjISCywEBERERERERERERERGYkFFiIiIiIiIiIiIiIiIiOxwEJERERERERERERERGQke60TsAZubm5ap0BERERERERERERERBozpl5Qqgss5cuXBwBERUVpnAkREREREREREREREVkLNzc33Lt3L99tSnWB5e7duwAAPz+/At8o0sbBgwfRsmVLrdOgXLi5uSEqKornjxXj+WO9eP5YP54/1ovnj3XjuWO9eO5YP54/1ovnj/Xj+WO9eP5YP54/1ovnj7bc3Nxw69atArcr1QUWvXv37vGL1EplZWXxc2PleP5YL54/1o/nj/Xi+WP9eP5YJ5471o/njvXi+WP9eP5YL54/1o/nj/Xi+WP9eP5ow9D3nEPuyar99NNPWqdAVGzx/CEyHc8fItPw3CEyHc8fItPx/CEyHc8fosKxASC0TkIrbm5ukCQJ5cqVYxWQyEg8f4hMx/OHyHQ8f4hMw3OHyHQ8f4hMx/OHyHQ8f4qHUr2CJTU1FZMmTUJqaqrWqRAVOzx/iEzH84fIdDx/iEzDc4fIdDx/iEzH84fIdDx/iodSvYKFiIiIiIiIiIiIiIjIFKV6BQsREREREREREREREZEpWGAhIiIiIiIiIiIiIiIyEgssRERERERERERERERERmKBhYiIiIiIiIiIiIiIyEjFusDy4Ycf4uDBg5AkCXfu3MHKlSvh7+//2HYTJ05EVFQUFEXBzp07ERAQkONxR0dHzJw5E7GxsZBlGatXr4afn5/6eMeOHSGEyDWaN29u8ddJZAlFdf4AQJMmTbBlyxYkJCQgLi4Oc+fOhYuLi0VfH5Elmev8eeONN7Bz504kJSVBCAF3d/fHjvHxxx9j7969SE5ORkJCgsVeE1FRKcrzZ/Xq1bh27RpSUlJw69YtLFmyBL6+vhZ7bUSWVpTnT2Rk5GN/+0ydOtVir43Ikorq3OG1AyqJivJnD68dUEljjvPH09MTM2fOxLlz55CcnIxr165hxowZKFeuXI5j8NqBdop1gaVjx4746aef0KpVK3Tt2hX29vbYsmULypYtq24zfvx4jBkzBiNHjkSLFi0QHR2NrVu3wtXVVd1m+vTp6Nu3L1544QW0a9cOrq6uWLduHWxtdW/Pvn374OPjkyN++eUXREZG4vDhw0X+uonMoajOH19fX2zbtg2XLl1CSEgIevTogcDAQCxatKioXzKR2Zjr/Clbtiw2bdqE//3vf3k+l6OjI/7++2/8/PPPFn1NREWlKM+fnTt34rnnnkO9evXQv39/1K5dGytWrLDo6yOypKI8fwBgwoQJOf4GmjJlisVeG5ElFdW5w2sHVBIV1fnDawdUEpnj/KlcuTIqV66McePGoVGjRnj11VfRo0cPzJ8/P8dz8dqBtkRJiYoVKwohhGjfvr36sVu3bonx48er/3d0dBQJCQnizTffFABEuXLlRGpqqnjuuefUbXx9fUVGRobo1q1brs9jb28voqOjxaeffqr5a2YwzBWWOn/eeOMNER0dLWxsbNRtgoKChBBC1K5dW/PXzWCYI0w5fx6Ojh07CiGEcHd3z/M5Bg8eLBISEjR/rQyGuaMozh999OrVS2RmZgp7e3vNXzeDYY6w5PkTGRkp3nvvPc1fI4NhiSiqnz28dsAoiWGp84fXDhilIQp7/uhjwIAB4v79+8LOzu6xx3jtoOijWK9geZR+eeHdu3cBADVr1oSvry+2bNmibpOWloZdu3ahTZs2AIBmzZrB0dExxza3b9/GqVOn1G0e1bt3b1SsWJFVdCpRLHX+ODk5IS0tDUIIdZuUlBQAQLt27Sz7ooiKiCnnDxHpFNX54+npiUGDBmHfvn3IyMgoXNJEVsLS588HH3yAuLg4RERE4OOPP4aDg4N5EifSWFH97OG1AyqJLHX+8NoBlQbmOn/c3d0hSRIyMzMtmzAZpEQVWKZNm4b//vsPp0+fBgD4+PgAAO7cuZNjuzt37qiP+fj4IDU1FYmJiXlu86jXXnsNmzdvxs2bN838Coi0Y6nzZ8eOHfDx8cG4cePg4OAADw8PdUkw++BTSWHK+UNEOpY+f7766ivIsoy7d++iWrVqeOaZZwqfNJGVsOT5M2PGDLzwwgvo3LkzfvzxR4waNQqzZ882T+JEGiuq39147YBKIkudP7x2QKWBOc6f8uXLY8KECZg7d65lkyWDlZgCy48//ojGjRvjxRdffOyxh6vfAGBjY/PYxx6V1zZ+fn7o3r37Y33uiIozS54/Z86cweDBgzF27FgoioLo6GhcuXIF0dHRrLRTiWDu84eoNCmK8+fbb79FkyZN0LVrV2RmZmLJkiUm50tkTSx9/kyfPh27d+/GyZMnMX/+fAwbNgyvv/46ypcvX6i8ibRWVL+78doBlUSWPH947YBKOnOcP25ubli/fj3OnDmDyZMnWyxXMk6JKLDMnDkTvXv3RufOnREVFaV+PDo6GgAeq/h5e3urlcHo6Gg4OTnBw8Mjz20eNmTIEMTHx2PNmjVmfhVE2iiK8+f333+Hr68v/Pz8UKFCBUyaNAleXl6IjIy00KsiKhqFOX+ISruiOn/i4+Nx8eJFbNu2DS+88AKeeuoptGrVqnDJE2lMi58/+/fvBwDUqVOnUMch0lJRnju8dkAlTVGcP7x2QCWVOc4fV1dXbNq0CbIso2/fvmx7bEWKfYFl1qxZ6NevH0JDQ3H16tUcj0VGRuL27dvo2rWr+jEHBwd07NgR+/btAwAcOXIEaWlpObbx8fFBw4YN1W0eNmTIECxZsoRfxFQiFPX5ExMTg+TkZDz//PO4f/8+tm7dapkXRlQECnv+EJVmWp0/NjY2AHQ9vomKK63OnyZNmgDQzdsjKo6K+tzhtQMqSYr6/OG1AypJzHH+uLm5YcuWLUhLS0Pv3r2RmppaVOmTgURxjZ9++kkkJCSIDh06iEqVKqnh7OysbjN+/HiRkJAg+vTpIwIDA8Xy5ctFVFSUcHV1VbeZPXu2uH79uggNDRXBwcFi27ZtIiIiQtja2uZ4vtDQUCGEEPXr19f8tTMYhY2iPH9GjBghmjRpIurWrSvefvttkZycLN555x3N3wMGw9Qw1/lTqVIlERQUJF577TUhhBDt2rUTQUFBwtPTU92matWqIigoSEyYMEFIkiSCgoJEUFCQcHFx0fx9YDBMiaI6f1q0aCFGjBghgoKCRLVq1USnTp3E7t27xcWLF4Wjo6Pm7wODYUoU1fnTqlUrMWrUKBEUFCRq1Kghnn32WXHz5k2xatUqzd8DBsOUKMrf3QBeO2CUrCjK84fXDhglLcxx/ri6uorw8HBx/PhxUatWrRzHefjaG68daBqaJ2By5GXw4ME5tps4caK4deuWSElJEWFhYSIwMDDH405OTmLmzJkiLi5OJCcnizVr1ogqVao89nzLly8Xe/bs0fx1MxjmiKI8fxYvXizi4uLE/fv3xbFjx8RLL72k+etnMAoT5jp/Jk6cWOBxFi5cmOs2HTt21Px9YDBMiaI6fxo2bCi2b98u4uLiREpKirhy5YqYPXu2qFy5subvAYNhahTV+dOkSRMRHh4uEhIShKIo4uzZs2LixImiTJkymr8HDIYpUVTnjj547YBRkqIozx9eO2CUtDDH+dOxY8c8j1O9enV1O1470C5ssv9BREREREREREREREREBir2M1iIiIiIiIiIiIiIiIiKGgssRERERERERERERERERmKBhYiIiIiIiIiIiIiIyEgssBARERERERERERERERmJBRYiIiIiIiIiIiIiIiIjscBCRERERERERERERERkJBZYiIiIiIiIiIiIiIiIjMQCCxERERERERERERERkZFYYCEiIiIiohJv586d+OGHH7ROg4iIiIiIShAWWIiIiIiIiB7SsWNHCCHg7u6udSpERERERGTFWGAhIiIiIiIiIiIiIiIyEgssRERERERUopQtWxaLFy/GvXv3cOvWLYwZMybH44MGDcKhQ4cgSRJu376N5cuXw8vLCwBQvXp1hIWFAQASExMhhMDChQvVfd9//31cvnwZiqLg2LFj6N+/f5G9LiIiIiIisi4ssBARERERUYny7bffonPnzujbty+6deuGTp06oVmzZurjjo6OmDBhAoKCgtCnTx/UrFkTixYtAgDcuHED/fr1AwD4+/vDx8cH7733HgBgypQpGDJkCIYPH47AwED88MMPWLZsGTp06FDkr5GIiIiIiLRnA0BonQQREREREZE5uLi4ID4+Hq+88gr++usvAICnpydu3ryJefPmYfTo0Y/t07x5cxw6dAiurq5ITk5Gx44dERYWBg8PDyQlJQHQrYqJi4tDaGgo9u/fr+77yy+/oGzZshg0aFDRvEAiIiIiIrIa9lonQEREREREZC61a9eGk5MTwsPD1Y8lJCTg/Pnz6v+Dg4MxadIkBAcHo3z58rC11S3s/38796/SyBrHcfinQkAFsbGdUkQEWxG8AnMBFt5COgsLLa0U0tqIkItQGAtRtLYzjQj+J4jdSJyAebc4Z2WF3WWHw1l35XngA2GGDPPWX5gsy6Ldbn/3udPT0zE8PBwHBwfvrtdqtTg7O/sfTgIAAPzpDCwAAMCnMTAw8NP7IyMjked55Hkey8vL8fj4GFmWRZ7nUavVfvi/ryPM4uJi3N3dvbtXluV/f3EAAOCvY2ABAAA+jYuLi+j1ejE3Nxc3NzcRETE+Ph6Tk5NxdHQUU1NTMTExEaurq3F7exsR/3wi7Fu9Xi8iIoaGht6unZ+fx8vLS2RZFsfHx7/pNAAAwJ/MwAIAAHwaz8/PsbOzE5ubm/H09BSdTic2Njai3+9HRMT19XWUZRmNRiO2t7djZmYm1tfX3z3j6uoq+v1+1Ov12Nvbi263G0VRxNbWVjSbzRgcHIyTk5MYGxuL+fn5KIoiWq3WRxwXAAD4YEmSJEmSPkujo6Op1WqloijSw8NDWllZSYeHh6nZbKaISEtLS+ny8jJ1u910enqa6vV6Siml2dnZt2esra2l+/v79Pr6mnZ3d9+uNxqN1G63U1mWqdPppP39/bSwsPDhZ5YkSZL0+xv49wcAAAAAAAC/aPCjXwAAAAAAAOBvY2ABAAAAAACoyMACAAAAAABQkYEFAAAAAACgIgMLAAAAAABARQYWAAAAAACAigwsAAAAAAAAFRlYAAAAAAAAKjKwAAAAAAAAVGRgAQAAAAAAqMjAAgAAAAAAUNEXOxB+OxLERAIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts.trend_visualizations(train['Volume Horticulture  (Tonnes)'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "8f6b17bf-d1f3-4ce3-9caa-3e1ee58a9309",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts.decomposition_plot(train['Volume Horticulture  (Tonnes)'], period=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "2363d89c-2ddb-45b8-8b51-c01f76f19e85",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts.correlation_function(train['Volume Horticulture  (Tonnes)'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b45e5c63-3e37-4e70-ba99-3e9ef690af48",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Augmented Dickey Fuller Test \n",
      "\n",
      "null-hypothesis: The data is non-stationary\n",
      "alternative-hypothesis: The data is stationary \n",
      " -----------------------------------------------\n",
      "p-value:                = 0.36033367083963597\n",
      "test-statistic:         = -1.8409402004305402\n",
      "Number of lag chosen:   = 4\n",
      "observation:            = 175\n",
      "critical-values:        = {'1%': -3.4682803641749267, '5%': -2.8782017240816327, '10%': -2.5756525795918366}\n",
      "maximized-criteria:     = 3310.564376482536\n",
      "=> The data is non-stationary.The p-value is 0.36 thus we fail to reject the null hypothesis\n",
      "\n",
      "\n",
      "----------------------------------------------- \n",
      " ----------------------------------------------- \n",
      "\n",
      "KPSS Test for Stationarity \n",
      "\n",
      "H0: The time series data is stationary\n",
      "H1:The time series data is non-stationary \n",
      " -----------------------------------------------\n",
      "KPSS Statistic: =1.4705875372611854\n",
      "p-value:        =0.01\n",
      "num lags:       =8\n",
      "Critial Values:\n",
      "   10% :  =0.347\n",
      "   5% :  =0.463\n",
      "   2.5% :  =0.574\n",
      "   1% :  =0.739\n",
      "Result: The series is not stationary\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/statsmodels/tsa/stattools.py:2018: InterpolationWarning: The test statistic is outside of the range of p-values available in the\n",
      "look-up table. The actual p-value is smaller than the p-value returned.\n",
      "\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "ts.stationarity_check(train['Volume Horticulture  (Tonnes)'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "08ec7847-f730-4a91-ae2d-a4abc94f76d3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/statsmodels/tsa/base/tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "/opt/conda/lib/python3.10/site-packages/statsmodels/tsa/base/tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  self._init_dates(dates, freq)\n",
      " This problem is unconstrained.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RUNNING THE L-BFGS-B CODE\n",
      "\n",
      "           * * *\n",
      "\n",
      "Machine precision = 2.220D-16\n",
      " N =            3     M =           10\n",
      "\n",
      "At X0         0 variables are exactly at the bounds\n",
      "\n",
      "At iterate    0    f=  8.63006D+00    |proj g|=  8.53127D-02\n",
      "\n",
      "At iterate    5    f=  8.62266D+00    |proj g|=  4.09800D-04\n",
      "\n",
      "At iterate   10    f=  8.62266D+00    |proj g|=  1.19850D-03\n",
      "\n",
      "At iterate   15    f=  8.62252D+00    |proj g|=  1.69347D-02\n",
      "\n",
      "At iterate   20    f=  8.60411D+00    |proj g|=  1.83000D-01\n",
      "\n",
      "At iterate   25    f=  8.56038D+00    |proj g|=  2.89407D-04\n",
      "\n",
      "           * * *\n",
      "\n",
      "Tit   = total number of iterations\n",
      "Tnf   = total number of function evaluations\n",
      "Tnint = total number of segments explored during Cauchy searches\n",
      "Skip  = number of BFGS updates skipped\n",
      "Nact  = number of active bounds at final generalized Cauchy point\n",
      "Projg = norm of the final projected gradient\n",
      "F     = final function value\n",
      "\n",
      "           * * *\n",
      "\n",
      "   N    Tit     Tnf  Tnint  Skip  Nact     Projg        F\n",
      "    3     29     33      1     0     0   7.120D-07   8.560D+00\n",
      "  F =   8.5603750609879761     \n",
      "\n",
      "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL            \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ma.L1         -0.4460      0.055     -8.042      0.000      -0.555      -0.337\n",
      "ma.S.L12      -0.8822      0.049    -17.823      0.000      -0.979      -0.785\n",
      "sigma2      3.228e+07   8.14e-11   3.96e+17      0.000    3.23e+07    3.23e+07\n",
      "==============================================================================\n",
      "\n",
      "\n",
      "----------------------------------------------- \n",
      " ----------------------------------------------- \n",
      "\n",
      "Ljung-Box Test - Checks for Serial Correlation \n",
      "\n",
      "null-hypothesis:         The residuals are independently distributed.\n",
      "alternative-hypothesis:  The residuals are not independently distributed \n",
      " -----------------------------------------------\n",
      "    lb_stat  lb_pvalue\n",
      "1  0.000074   0.993154\n",
      "2  1.195605   0.550019\n",
      "3  6.406260   0.093434\n",
      "4  7.682737   0.103916\n",
      "5  7.684969   0.174474\n",
      "\n",
      "\n",
      "----------------------------------------------- \n",
      " ----------------------------------------------- \n",
      "\n",
      "How predictions compares to actual test data \n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "residuals = ts.best_model(train['Volume Horticulture  (Tonnes)'],\n",
    "              test['Volume Horticulture  (Tonnes)'],\n",
    "              order=(0,1,1), seasonal_order=(0,1,1,12), lags=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "e14387c8-c041-43bf-9aa9-bdb7e5a9bbb3",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "train.reset_index(inplace=True)\n",
    "test.reset_index(inplace=True)\n",
    "\n",
    "df = pd.concat([train[['Volume Horticulture  (Tonnes)', \"date\"]], \n",
    "               test[['Volume Horticulture  (Tonnes)', \"date\"]]])\n",
    "df.set_index(\"date\", inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "949ac757-2c3b-487e-8d04-02f6efbf54c7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/statsmodels/tsa/base/tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  self._init_dates(dates, freq)\n",
      "/opt/conda/lib/python3.10/site-packages/statsmodels/tsa/base/tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  self._init_dates(dates, freq)\n",
      " This problem is unconstrained.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RUNNING THE L-BFGS-B CODE\n",
      "\n",
      "           * * *\n",
      "\n",
      "Machine precision = 2.220D-16\n",
      " N =            3     M =           10\n",
      "\n",
      "At X0         0 variables are exactly at the bounds\n",
      "\n",
      "At iterate    0    f=  8.83012D+00    |proj g|=  1.16007D-01\n",
      "\n",
      "At iterate    5    f=  8.81900D+00    |proj g|=  1.53768D-04\n",
      "\n",
      "           * * *\n",
      "\n",
      "Tit   = total number of iterations\n",
      "Tnf   = total number of function evaluations\n",
      "Tnint = total number of segments explored during Cauchy searches\n",
      "Skip  = number of BFGS updates skipped\n",
      "Nact  = number of active bounds at final generalized Cauchy point\n",
      "Projg = norm of the final projected gradient\n",
      "F     = final function value\n",
      "\n",
      "           * * *\n",
      "\n",
      "   N    Tit     Tnf  Tnint  Skip  Nact     Projg        F\n",
      "    3      6      9      1     0     0   5.015D-05   8.819D+00\n",
      "  F =   8.8189967009761059     \n",
      "\n",
      "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH             \n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "forecast = ts.forecasts(df, order=(0,1,1), seasonal_order=(0,1,1,12), steps=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "ef009d3f-8e1a-438c-a8bf-c285b8b46d55",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([68500.01626805, 64377.2355181 , 64249.07787652, 69320.74759059,\n",
       "       71690.62295064])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast.values[:,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "32ce1e81-e1c9-4e62-b703-ed091c08f7e9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2023-10-01', '2023-11-01', '2023-12-01', '2024-01-01',\n",
       "               '2024-02-01'],\n",
       "              dtype='datetime64[ns]', freq='MS')"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ff9b9c9c-296a-4ff1-a389-ea3bb14d9bd1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Volume Horticulture  (Tonnes)</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>68500.016268</td>\n",
       "      <td>2023-10-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>64377.235518</td>\n",
       "      <td>2023-11-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>64249.077877</td>\n",
       "      <td>2023-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>69320.747591</td>\n",
       "      <td>2024-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>71690.622951</td>\n",
       "      <td>2024-02-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Volume Horticulture  (Tonnes)       date\n",
       "0                   68500.016268 2023-10-01\n",
       "1                   64377.235518 2023-11-01\n",
       "2                   64249.077877 2023-12-01\n",
       "3                   69320.747591 2024-01-01\n",
       "4                   71690.622951 2024-02-01"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast_values = pd.DataFrame({'Volume Horticulture  (Tonnes)': forecast.values[:,0],\n",
    "                               'date': forecast.index})\n",
    "\n",
    "# forecast_values.set_index('date', inplace=True)\n",
    "forecast_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "89b6fd9b-c832-42d0-873b-66814b8e7e1c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df.reset_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "ddafcd7a-56bc-49de-9b2a-7c741b12eee0",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "all_data = pd.concat([df, forecast_values])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "e3033df3-f1b0-4af5-b681-f3f914b1836e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "all_data.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "d2f4741a-d5d2-4b4a-be63-98dff9870148",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>Volume Horticulture  (Tonnes)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-01-01</td>\n",
       "      <td>17112.390000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2007-02-01</td>\n",
       "      <td>18905.810000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2007-03-01</td>\n",
       "      <td>24796.490000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2007-04-01</td>\n",
       "      <td>22748.930000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2007-05-01</td>\n",
       "      <td>22885.720000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>2023-10-01</td>\n",
       "      <td>68500.016268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>2023-11-01</td>\n",
       "      <td>64377.235518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>2023-12-01</td>\n",
       "      <td>64249.077877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>69320.747591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>2024-02-01</td>\n",
       "      <td>71690.622951</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>206 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          date  Volume Horticulture  (Tonnes)\n",
       "0   2007-01-01                   17112.390000\n",
       "1   2007-02-01                   18905.810000\n",
       "2   2007-03-01                   24796.490000\n",
       "3   2007-04-01                   22748.930000\n",
       "4   2007-05-01                   22885.720000\n",
       "..         ...                            ...\n",
       "201 2023-10-01                   68500.016268\n",
       "202 2023-11-01                   64377.235518\n",
       "203 2023-12-01                   64249.077877\n",
       "204 2024-01-01                   69320.747591\n",
       "205 2024-02-01                   71690.622951\n",
       "\n",
       "[206 rows x 2 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "9c19ea98-bd30-4395-b1fe-3dbe47a701e2",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CSV file saved to S3 bucket 'asilitechtimeseriesforecastdata' with key 'output/actual.csv'\n",
      "CSV file saved to S3 bucket 'asilitechtimeseriesforecastdata' with key 'output/forecast.csv'\n",
      "CSV file saved to S3 bucket 'asilitechtimeseriesforecastdata' with key 'output/alldata.csv'\n"
     ]
    }
   ],
   "source": [
    "import boto3\n",
    "import pandas as pd\n",
    "from io import StringIO\n",
    "\n",
    "# Specify your S3 bucket name\n",
    "bucket_name = 'asilitechtimeseriesforecastdata'\n",
    "\n",
    "# Create an S3 client\n",
    "s3_client = boto3.client('s3')\n",
    "# Convert DataFrame to CSV string\n",
    "csv_buffer = StringIO()\n",
    "df.to_csv(csv_buffer, index=False)\n",
    "forecast_values.to_csv(csv_buffer, index=False)\n",
    "all_data.to_csv(csv_buffer, index=False)\n",
    "\n",
    "# Specify the S3 key and object name\n",
    "s3_key1 = 'output/actual.csv'\n",
    "s3_key2 = 'output/forecast.csv'\n",
    "s3_key3 = 'output/alldata.csv'\n",
    "\n",
    "# Upload the CSV file to S3\n",
    "s3_client.put_object(Body=csv_buffer.getvalue(), Bucket=bucket_name, Key=s3_key1)\n",
    "s3_client.put_object(Body=csv_buffer.getvalue(), Bucket=bucket_name, Key=s3_key2)\n",
    "s3_client.put_object(Body=csv_buffer.getvalue(), Bucket=bucket_name, Key=s3_key3)\n",
    "\n",
    "print(f\"CSV file saved to S3 bucket '{bucket_name}' with key '{s3_key1}'\")\n",
    "print(f\"CSV file saved to S3 bucket '{bucket_name}' with key '{s3_key2}'\")\n",
    "print(f\"CSV file saved to S3 bucket '{bucket_name}' with key '{s3_key3}'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6c7022d3-2a40-4132-b398-f0fcf627ee91",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "availableInstances": [
   {
    "_defaultOrder": 0,
    "_isFastLaunch": true,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 4,
    "name": "ml.t3.medium",
    "vcpuNum": 2
   },
   {
    "_defaultOrder": 1,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 8,
    "name": "ml.t3.large",
    "vcpuNum": 2
   },
   {
    "_defaultOrder": 2,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 16,
    "name": "ml.t3.xlarge",
    "vcpuNum": 4
   },
   {
    "_defaultOrder": 3,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 32,
    "name": "ml.t3.2xlarge",
    "vcpuNum": 8
   },
   {
    "_defaultOrder": 4,
    "_isFastLaunch": true,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 8,
    "name": "ml.m5.large",
    "vcpuNum": 2
   },
   {
    "_defaultOrder": 5,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 16,
    "name": "ml.m5.xlarge",
    "vcpuNum": 4
   },
   {
    "_defaultOrder": 6,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 32,
    "name": "ml.m5.2xlarge",
    "vcpuNum": 8
   },
   {
    "_defaultOrder": 7,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 64,
    "name": "ml.m5.4xlarge",
    "vcpuNum": 16
   },
   {
    "_defaultOrder": 8,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 128,
    "name": "ml.m5.8xlarge",
    "vcpuNum": 32
   },
   {
    "_defaultOrder": 9,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 192,
    "name": "ml.m5.12xlarge",
    "vcpuNum": 48
   },
   {
    "_defaultOrder": 10,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 256,
    "name": "ml.m5.16xlarge",
    "vcpuNum": 64
   },
   {
    "_defaultOrder": 11,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 384,
    "name": "ml.m5.24xlarge",
    "vcpuNum": 96
   },
   {
    "_defaultOrder": 12,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 8,
    "name": "ml.m5d.large",
    "vcpuNum": 2
   },
   {
    "_defaultOrder": 13,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 16,
    "name": "ml.m5d.xlarge",
    "vcpuNum": 4
   },
   {
    "_defaultOrder": 14,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 32,
    "name": "ml.m5d.2xlarge",
    "vcpuNum": 8
   },
   {
    "_defaultOrder": 15,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 64,
    "name": "ml.m5d.4xlarge",
    "vcpuNum": 16
   },
   {
    "_defaultOrder": 16,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 128,
    "name": "ml.m5d.8xlarge",
    "vcpuNum": 32
   },
   {
    "_defaultOrder": 17,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 192,
    "name": "ml.m5d.12xlarge",
    "vcpuNum": 48
   },
   {
    "_defaultOrder": 18,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 256,
    "name": "ml.m5d.16xlarge",
    "vcpuNum": 64
   },
   {
    "_defaultOrder": 19,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 384,
    "name": "ml.m5d.24xlarge",
    "vcpuNum": 96
   },
   {
    "_defaultOrder": 20,
    "_isFastLaunch": false,
    "category": "General purpose",
    "gpuNum": 0,
    "hideHardwareSpecs": true,
    "memoryGiB": 0,
    "name": "ml.geospatial.interactive",
    "supportedImageNames": [
     "sagemaker-geospatial-v1-0"
    ],
    "vcpuNum": 0
   },
   {
    "_defaultOrder": 21,
    "_isFastLaunch": true,
    "category": "Compute optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 4,
    "name": "ml.c5.large",
    "vcpuNum": 2
   },
   {
    "_defaultOrder": 22,
    "_isFastLaunch": false,
    "category": "Compute optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 8,
    "name": "ml.c5.xlarge",
    "vcpuNum": 4
   },
   {
    "_defaultOrder": 23,
    "_isFastLaunch": false,
    "category": "Compute optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 16,
    "name": "ml.c5.2xlarge",
    "vcpuNum": 8
   },
   {
    "_defaultOrder": 24,
    "_isFastLaunch": false,
    "category": "Compute optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 32,
    "name": "ml.c5.4xlarge",
    "vcpuNum": 16
   },
   {
    "_defaultOrder": 25,
    "_isFastLaunch": false,
    "category": "Compute optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 72,
    "name": "ml.c5.9xlarge",
    "vcpuNum": 36
   },
   {
    "_defaultOrder": 26,
    "_isFastLaunch": false,
    "category": "Compute optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 96,
    "name": "ml.c5.12xlarge",
    "vcpuNum": 48
   },
   {
    "_defaultOrder": 27,
    "_isFastLaunch": false,
    "category": "Compute optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 144,
    "name": "ml.c5.18xlarge",
    "vcpuNum": 72
   },
   {
    "_defaultOrder": 28,
    "_isFastLaunch": false,
    "category": "Compute optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 192,
    "name": "ml.c5.24xlarge",
    "vcpuNum": 96
   },
   {
    "_defaultOrder": 29,
    "_isFastLaunch": true,
    "category": "Accelerated computing",
    "gpuNum": 1,
    "hideHardwareSpecs": false,
    "memoryGiB": 16,
    "name": "ml.g4dn.xlarge",
    "vcpuNum": 4
   },
   {
    "_defaultOrder": 30,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 1,
    "hideHardwareSpecs": false,
    "memoryGiB": 32,
    "name": "ml.g4dn.2xlarge",
    "vcpuNum": 8
   },
   {
    "_defaultOrder": 31,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 1,
    "hideHardwareSpecs": false,
    "memoryGiB": 64,
    "name": "ml.g4dn.4xlarge",
    "vcpuNum": 16
   },
   {
    "_defaultOrder": 32,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 1,
    "hideHardwareSpecs": false,
    "memoryGiB": 128,
    "name": "ml.g4dn.8xlarge",
    "vcpuNum": 32
   },
   {
    "_defaultOrder": 33,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 4,
    "hideHardwareSpecs": false,
    "memoryGiB": 192,
    "name": "ml.g4dn.12xlarge",
    "vcpuNum": 48
   },
   {
    "_defaultOrder": 34,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 1,
    "hideHardwareSpecs": false,
    "memoryGiB": 256,
    "name": "ml.g4dn.16xlarge",
    "vcpuNum": 64
   },
   {
    "_defaultOrder": 35,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 1,
    "hideHardwareSpecs": false,
    "memoryGiB": 61,
    "name": "ml.p3.2xlarge",
    "vcpuNum": 8
   },
   {
    "_defaultOrder": 36,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 4,
    "hideHardwareSpecs": false,
    "memoryGiB": 244,
    "name": "ml.p3.8xlarge",
    "vcpuNum": 32
   },
   {
    "_defaultOrder": 37,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 8,
    "hideHardwareSpecs": false,
    "memoryGiB": 488,
    "name": "ml.p3.16xlarge",
    "vcpuNum": 64
   },
   {
    "_defaultOrder": 38,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 8,
    "hideHardwareSpecs": false,
    "memoryGiB": 768,
    "name": "ml.p3dn.24xlarge",
    "vcpuNum": 96
   },
   {
    "_defaultOrder": 39,
    "_isFastLaunch": false,
    "category": "Memory Optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 16,
    "name": "ml.r5.large",
    "vcpuNum": 2
   },
   {
    "_defaultOrder": 40,
    "_isFastLaunch": false,
    "category": "Memory Optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 32,
    "name": "ml.r5.xlarge",
    "vcpuNum": 4
   },
   {
    "_defaultOrder": 41,
    "_isFastLaunch": false,
    "category": "Memory Optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 64,
    "name": "ml.r5.2xlarge",
    "vcpuNum": 8
   },
   {
    "_defaultOrder": 42,
    "_isFastLaunch": false,
    "category": "Memory Optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 128,
    "name": "ml.r5.4xlarge",
    "vcpuNum": 16
   },
   {
    "_defaultOrder": 43,
    "_isFastLaunch": false,
    "category": "Memory Optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 256,
    "name": "ml.r5.8xlarge",
    "vcpuNum": 32
   },
   {
    "_defaultOrder": 44,
    "_isFastLaunch": false,
    "category": "Memory Optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 384,
    "name": "ml.r5.12xlarge",
    "vcpuNum": 48
   },
   {
    "_defaultOrder": 45,
    "_isFastLaunch": false,
    "category": "Memory Optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 512,
    "name": "ml.r5.16xlarge",
    "vcpuNum": 64
   },
   {
    "_defaultOrder": 46,
    "_isFastLaunch": false,
    "category": "Memory Optimized",
    "gpuNum": 0,
    "hideHardwareSpecs": false,
    "memoryGiB": 768,
    "name": "ml.r5.24xlarge",
    "vcpuNum": 96
   },
   {
    "_defaultOrder": 47,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 1,
    "hideHardwareSpecs": false,
    "memoryGiB": 16,
    "name": "ml.g5.xlarge",
    "vcpuNum": 4
   },
   {
    "_defaultOrder": 48,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 1,
    "hideHardwareSpecs": false,
    "memoryGiB": 32,
    "name": "ml.g5.2xlarge",
    "vcpuNum": 8
   },
   {
    "_defaultOrder": 49,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 1,
    "hideHardwareSpecs": false,
    "memoryGiB": 64,
    "name": "ml.g5.4xlarge",
    "vcpuNum": 16
   },
   {
    "_defaultOrder": 50,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 1,
    "hideHardwareSpecs": false,
    "memoryGiB": 128,
    "name": "ml.g5.8xlarge",
    "vcpuNum": 32
   },
   {
    "_defaultOrder": 51,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 1,
    "hideHardwareSpecs": false,
    "memoryGiB": 256,
    "name": "ml.g5.16xlarge",
    "vcpuNum": 64
   },
   {
    "_defaultOrder": 52,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 4,
    "hideHardwareSpecs": false,
    "memoryGiB": 192,
    "name": "ml.g5.12xlarge",
    "vcpuNum": 48
   },
   {
    "_defaultOrder": 53,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 4,
    "hideHardwareSpecs": false,
    "memoryGiB": 384,
    "name": "ml.g5.24xlarge",
    "vcpuNum": 96
   },
   {
    "_defaultOrder": 54,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 8,
    "hideHardwareSpecs": false,
    "memoryGiB": 768,
    "name": "ml.g5.48xlarge",
    "vcpuNum": 192
   },
   {
    "_defaultOrder": 55,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 8,
    "hideHardwareSpecs": false,
    "memoryGiB": 1152,
    "name": "ml.p4d.24xlarge",
    "vcpuNum": 96
   },
   {
    "_defaultOrder": 56,
    "_isFastLaunch": false,
    "category": "Accelerated computing",
    "gpuNum": 8,
    "hideHardwareSpecs": false,
    "memoryGiB": 1152,
    "name": "ml.p4de.24xlarge",
    "vcpuNum": 96
   }
  ],
  "instance_type": "ml.t3.medium",
  "kernelspec": {
   "display_name": "Python 3 (Data Science 3.0)",
   "language": "python",
   "name": "python3__SAGEMAKER_INTERNAL__arn:aws:sagemaker:us-east-1:081325390199:image/sagemaker-data-science-310-v1"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}