train.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "36e88b19",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !!! WATCH OUT S3 BUCKET PERMISSION !!!\n",
    "# LOOK AT FILE INFO AT LAST\n",
    "\n",
    "import boto3\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd202b58",
   "metadata": {},
   "source": [
    "___"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1509ca86",
   "metadata": {},
   "source": [
    "#### Create s3 bucket, get object names in a bucket and send files to bucket."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1e51b911",
   "metadata": {},
   "outputs": [],
   "source": [
    "client_s3 = boto3.client(\"s3\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "286a7fb8",
   "metadata": {},
   "source": [
    "Create an amazon s3 bucket"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "247ed46a",
   "metadata": {},
   "outputs": [],
   "source": [
    "response = client_s3.create_bucket(ACL=\"private\",Bucket=\"ingesting-data-super-heroes\",\n",
    "                                  CreateBucketConfiguration={\"LocationConstraint\":\"us-east-2\"},\n",
    "                                  )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cfca7c7",
   "metadata": {},
   "source": [
    "Read dataframes and look at dataframes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b1057ce0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_info = pd.read_csv(\"heroes_information.csv\",index_col=0)\n",
    "df_power = pd.read_csv(\"super_hero_powers.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "74ca468e",
   "metadata": {},
   "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>name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Eye color</th>\n",
       "      <th>Race</th>\n",
       "      <th>Hair color</th>\n",
       "      <th>Height</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>Skin color</th>\n",
       "      <th>Alignment</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A-Bomb</td>\n",
       "      <td>Male</td>\n",
       "      <td>yellow</td>\n",
       "      <td>Human</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>-</td>\n",
       "      <td>good</td>\n",
       "      <td>441.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Abe Sapien</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Icthyo Sapien</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>191.0</td>\n",
       "      <td>Dark Horse Comics</td>\n",
       "      <td>blue</td>\n",
       "      <td>good</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185.0</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>red</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Abomination</td>\n",
       "      <td>Male</td>\n",
       "      <td>green</td>\n",
       "      <td>Human / Radiation</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>-</td>\n",
       "      <td>bad</td>\n",
       "      <td>441.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Abraxas</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Cosmic Entity</td>\n",
       "      <td>Black</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>-</td>\n",
       "      <td>bad</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          name Gender Eye color               Race Hair color  Height  \\\n",
       "0       A-Bomb   Male    yellow              Human    No Hair   203.0   \n",
       "1   Abe Sapien   Male      blue      Icthyo Sapien    No Hair   191.0   \n",
       "2     Abin Sur   Male      blue            Ungaran    No Hair   185.0   \n",
       "3  Abomination   Male     green  Human / Radiation    No Hair   203.0   \n",
       "4      Abraxas   Male      blue      Cosmic Entity      Black   -99.0   \n",
       "\n",
       "           Publisher Skin color Alignment  Weight  \n",
       "0      Marvel Comics          -      good   441.0  \n",
       "1  Dark Horse Comics       blue      good    65.0  \n",
       "2          DC Comics        red      good    90.0  \n",
       "3      Marvel Comics          -       bad   441.0  \n",
       "4      Marvel Comics          -       bad   -99.0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_info.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "802ebeb6",
   "metadata": {
    "scrolled": true
   },
   "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>hero_names</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Accelerated Healing</th>\n",
       "      <th>Lantern Power Ring</th>\n",
       "      <th>Dimensional Awareness</th>\n",
       "      <th>Cold Resistance</th>\n",
       "      <th>Durability</th>\n",
       "      <th>Stealth</th>\n",
       "      <th>Energy Absorption</th>\n",
       "      <th>Flight</th>\n",
       "      <th>...</th>\n",
       "      <th>Web Creation</th>\n",
       "      <th>Reality Warping</th>\n",
       "      <th>Odin Force</th>\n",
       "      <th>Symbiote Costume</th>\n",
       "      <th>Speed Force</th>\n",
       "      <th>Phoenix Force</th>\n",
       "      <th>Molecular Dissipation</th>\n",
       "      <th>Vision - Cryo</th>\n",
       "      <th>Omnipresent</th>\n",
       "      <th>Omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3-D Man</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A-Bomb</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abe Sapien</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Abomination</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 168 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    hero_names  Agility  Accelerated Healing  Lantern Power Ring  \\\n",
       "0      3-D Man     True                False               False   \n",
       "1       A-Bomb    False                 True               False   \n",
       "2   Abe Sapien     True                 True               False   \n",
       "3     Abin Sur    False                False                True   \n",
       "4  Abomination    False                 True               False   \n",
       "\n",
       "   Dimensional Awareness  Cold Resistance  Durability  Stealth  \\\n",
       "0                  False            False       False    False   \n",
       "1                  False            False        True    False   \n",
       "2                  False             True        True    False   \n",
       "3                  False            False       False    False   \n",
       "4                  False            False       False    False   \n",
       "\n",
       "   Energy Absorption  Flight  ...  Web Creation  Reality Warping  Odin Force  \\\n",
       "0              False   False  ...         False            False       False   \n",
       "1              False   False  ...         False            False       False   \n",
       "2              False   False  ...         False            False       False   \n",
       "3              False   False  ...         False            False       False   \n",
       "4              False   False  ...         False            False       False   \n",
       "\n",
       "   Symbiote Costume  Speed Force  Phoenix Force  Molecular Dissipation  \\\n",
       "0             False        False          False                  False   \n",
       "1             False        False          False                  False   \n",
       "2             False        False          False                  False   \n",
       "3             False        False          False                  False   \n",
       "4             False        False          False                  False   \n",
       "\n",
       "   Vision - Cryo  Omnipresent  Omniscient  \n",
       "0          False        False       False  \n",
       "1          False        False       False  \n",
       "2          False        False       False  \n",
       "3          False        False       False  \n",
       "4          False        False       False  \n",
       "\n",
       "[5 rows x 168 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_power.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86cf488d",
   "metadata": {},
   "source": [
    "Get objects from a bucket"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d759d7d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "bucket_name = \"yunusbucket\"\n",
    "bucket_objects = client_s3.list_objects(Bucket=bucket_name)\n",
    "\n",
    "print(f\"There are {len(bucket_objects['Contents'])} objects.\")\n",
    "object_names = [i[\"Key\"] for i in bucket_objects[\"Contents\"]]\n",
    "object_names[:4]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "812b4368",
   "metadata": {},
   "source": [
    "Send files to a bucket."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "28434a1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_paths = [\"heroes_information.csv\",\"super_hero_powers.csv\"]\n",
    "file_names = [\"df_info.csv\",\"df_power.csv\"]\n",
    "bucket_name = \"ingesting-data-super-heroes\"\n",
    "bucket_objects = client_s3.list_objects(Bucket=bucket_name)\n",
    "for file_path,file_name in zip(file_paths,file_names):\n",
    "    try:\n",
    "        object_names = [i[\"Key\"] for i in bucket_objects[\"Contents\"]]\n",
    "        if file_name in object_names:\n",
    "            pass\n",
    "        else:\n",
    "            client_s3.upload_file(file_path, bucket_name, file_name)\n",
    "    except:\n",
    "        client_s3.upload_file(file_path, bucket_name, file_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe02924f",
   "metadata": {},
   "source": [
    "___"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8f012825",
   "metadata": {},
   "outputs": [],
   "source": [
    "# I connected athena with s3 bucket. \"ingesting-data-super-heroes\"\n",
    "\n",
    "client_athena = boto3.client(\"athena\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40448f2b",
   "metadata": {},
   "source": [
    "Look at data catalogs and databases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "db7eefa7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Catalog names => ['AwsDataCatalog']\n"
     ]
    }
   ],
   "source": [
    "# client_athena.meta.region_name\n",
    "\n",
    "data_catalogs = client_athena.list_data_catalogs()\n",
    "catalog_names = [i[\"CatalogName\"] for i in data_catalogs[\"DataCatalogsSummary\"]]\n",
    "print(f\"Catalog names => {catalog_names}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8b9db259",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Database names => ['default']\n"
     ]
    }
   ],
   "source": [
    "databases = client_athena.list_databases(CatalogName=\"AwsDataCatalog\")\n",
    "database_names = [i[\"Name\"] for i in databases[\"DatabaseList\"]]\n",
    "print(f\"Database names => {database_names}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fa93736",
   "metadata": {},
   "source": [
    "Create database and table on Athena"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cc606ca4",
   "metadata": {},
   "outputs": [],
   "source": [
    "s3_location = \"s3://ingesting-data-super-heroes/\"\n",
    "query = \"CREATE DATABASE super_heroes_db\"\n",
    "response = client_athena.start_query_execution(QueryString=query,\n",
    "                                    ResultConfiguration={\"OutputLocation\":s3_location})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ab630089",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Database names => ['default', 'super_heroes_db']\n"
     ]
    }
   ],
   "source": [
    "# Check whether db is created or not.\n",
    "\n",
    "databases = client_athena.list_databases(CatalogName=\"AwsDataCatalog\")\n",
    "database_names = [i[\"Name\"] for i in databases[\"DatabaseList\"]]\n",
    "print(f\"Database names => {database_names}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a45608f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create table on Athena\n",
    "\n",
    "query = \"CREATE EXTERNAL TABLE IF NOT EXISTS test_table(\\\n",
    "  column1 int)\\\n",
    "LOCATION 's3://ingesting-data-super-heroes/'\"\n",
    "s3_location = \"s3://ingesting-data-super-heroes/\"\n",
    "database_name = \"super_heroes_db\"\n",
    "catalog_name = \"AwsDataCatalog\"\n",
    "response = client_athena.start_query_execution(QueryString=query,\n",
    "                                    QueryExecutionContext={\"Database\":database_name,\n",
    "                                                          \"Catalog\":catalog_name},\n",
    "                                    ResultConfiguration={\"OutputLocation\":s3_location})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7aebd378",
   "metadata": {},
   "source": [
    "Database and table automatically created in AWS Glue Data Catalog as we see below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6d9a7d98",
   "metadata": {},
   "outputs": [],
   "source": [
    "client_glue = boto3.client(\"glue\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d6a31402",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['default', 'super_heroes_db']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Database names\n",
    "\n",
    "db_glue = client_glue.get_databases()\n",
    "[i[\"Name\"] for i in db_glue[\"DatabaseList\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3f4fb9e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['test_table']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Table names in the db.\n",
    "\n",
    "table_glue = client_glue.get_tables(DatabaseName=\"super_heroes_db\")\n",
    "[i[\"Name\"] for i in table_glue[\"TableList\"]]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a39a27e",
   "metadata": {},
   "source": [
    "___"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "668d3607",
   "metadata": {},
   "source": [
    "#### Create table on Athena from dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cb7ece7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_info = pd.read_csv(\"heroes_information.csv\",index_col=0)\n",
    "df_power = pd.read_csv(\"super_hero_powers.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "16d34647",
   "metadata": {},
   "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>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye_color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair_color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>skin_color</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A-Bomb</td>\n",
       "      <td>Male</td>\n",
       "      <td>yellow</td>\n",
       "      <td>Human</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>-</td>\n",
       "      <td>good</td>\n",
       "      <td>441.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Abe Sapien</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Icthyo Sapien</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>191.0</td>\n",
       "      <td>Dark Horse Comics</td>\n",
       "      <td>blue</td>\n",
       "      <td>good</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185.0</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>red</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         name gender eye_color           race hair_color  height  \\\n",
       "0      A-Bomb   Male    yellow          Human    No Hair   203.0   \n",
       "1  Abe Sapien   Male      blue  Icthyo Sapien    No Hair   191.0   \n",
       "2    Abin Sur   Male      blue        Ungaran    No Hair   185.0   \n",
       "\n",
       "           publisher skin_color alignment  weight  \n",
       "0      Marvel Comics          -      good   441.0  \n",
       "1  Dark Horse Comics       blue      good    65.0  \n",
       "2          DC Comics        red      good    90.0  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_info.rename(columns={\"Gender\":\"gender\",\"Eye color\":\"eye_color\",\"Race\":\"race\",\"Hair color\":\"hair_color\",\n",
    "                       \"Height\":\"height\",\"Publisher\":\"publisher\",\"Skin color\":\"skin_color\",\n",
    "                        \"Alignment\":\"alignment\",\"Weight\":\"weight\"}, inplace=True)\n",
    "df_info.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "478be500",
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"CREATE TABLE super_heroes_table(name string,  gender string,  eye_color string,  race string,  \n",
    "hair_color string, height float,  publisher string,  skin_color string,  alignment string,  weight float)\n",
    "ROW FORMAT SERDE 'org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe' \n",
    "WITH SERDEPROPERTIES ('serialization.format' = ',', 'field.delim' = ',') \n",
    "LOCATION 's3://ingesting-data-super-heroes/csv_file/'\n",
    "TBLPROPERTIES ('has_encrypted_data'='false','skip.header.line.count'='1')\"\"\"\n",
    "\n",
    "s3_location = \"s3://ingesting-data-super-heroes/athena-output/\"\n",
    "database_name = \"super_heroes_db\"\n",
    "catalog_name = \"AwsDataCatalog\"\n",
    "response = client_athena.start_query_execution(QueryString=query,\n",
    "                                    QueryExecutionContext={\"Database\":database_name,\n",
    "                                                          \"Catalog\":catalog_name},\n",
    "                                    ResultConfiguration={\"OutputLocation\":s3_location})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "587a055c",
   "metadata": {},
   "source": [
    "Query on the table and get query results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "1a9950e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"SELECT * FROM super_heroes_table LIMIT 5\"\"\"\n",
    "\n",
    "s3_location = \"s3://ingesting-data-super-heroes/athena-output/\"\n",
    "database_name = \"super_heroes_db\"\n",
    "catalog_name = \"AwsDataCatalog\"\n",
    "response = client_athena.start_query_execution(QueryString=query,\n",
    "                                    QueryExecutionContext={\"Database\":database_name,\n",
    "                                                          \"Catalog\":catalog_name},\n",
    "                                    ResultConfiguration={\"OutputLocation\":s3_location})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "a47e7397",
   "metadata": {},
   "outputs": [],
   "source": [
    "query_result = client_athena.get_query_results(QueryExecutionId=response[\"QueryExecutionId\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "b2f9c090",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First row values ->\n",
      "['Abin Sur', 'Male', 'blue', 'Ungaran', 'No Hair', '185.0', 'DC Comics', 'red', 'good', '90.0']\n"
     ]
    }
   ],
   "source": [
    "# Columns.\n",
    "query_result[\"ResultSet\"][\"Rows\"][0]\n",
    "\n",
    "# Data values variables.\n",
    "print(\"First row values ->\")\n",
    "print(list([variable[\"VarCharValue\"] for variable in query_result[\"ResultSet\"][\"Rows\"][3][\"Data\"]]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04552c70",
   "metadata": {},
   "source": [
    "#### Creating parquet-based table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c5f4567a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Be sure that athena-parquet file is empty.\n",
    "\n",
    "query = \"\"\"create table if not exists super_heroes_db.super_heroes_parquet \n",
    "with (format='PARQUET', external_location='s3://ingesting-data-super-heroes/athena-parquet/', \n",
    "partitioned_by=array['publisher']) as \n",
    "select name, gender, eye_color, race, hair_color, height, skin_color, alignment, weight,\n",
    "publisher from super_heroes_table\"\"\"\n",
    "\n",
    "s3_location = \"s3://ingesting-data-super-heroes/athena-parquet/\"\n",
    "database_name = \"super_heroes_db\"\n",
    "catalog_name = \"AwsDataCatalog\"\n",
    "response = client_athena.start_query_execution(QueryString=query,\n",
    "                                    QueryExecutionContext={\"Database\":database_name,\n",
    "                                                          \"Catalog\":catalog_name},\n",
    "                                    ResultConfiguration={\"OutputLocation\":s3_location})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2692c4c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"msck repair table super_heroes_parquet\"\"\"\n",
    "\n",
    "s3_location = \"s3://ingesting-data-super-heroes/athena-parquet/\"\n",
    "database_name = \"super_heroes_db\"\n",
    "catalog_name = \"AwsDataCatalog\"\n",
    "response = client_athena.start_query_execution(QueryString=query,\n",
    "                                    QueryExecutionContext={\"Database\":database_name,\n",
    "                                                          \"Catalog\":catalog_name},\n",
    "                                    ResultConfiguration={\"OutputLocation\":s3_location})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fa98e2b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"select * from super_heroes_parquet where publisher='Marvel Comics' limit 5\"\"\"\n",
    "\n",
    "s3_location = \"s3://ingesting-data-super-heroes/athena-parquet/\"\n",
    "database_name = \"super_heroes_db\"\n",
    "catalog_name = \"AwsDataCatalog\"\n",
    "response = client_athena.start_query_execution(QueryString=query,\n",
    "                                    QueryExecutionContext={\"Database\":database_name,\n",
    "                                                          \"Catalog\":catalog_name},\n",
    "                                    ResultConfiguration={\"OutputLocation\":s3_location})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8642ad05",
   "metadata": {},
   "outputs": [],
   "source": [
    "query_result = client_athena.get_query_results(QueryExecutionId=response[\"QueryExecutionId\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "192f43b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'UpdateCount': 0,\n",
       " 'ResultSet': {'Rows': [{'Data': [{'VarCharValue': 'name'},\n",
       "     {'VarCharValue': 'gender'},\n",
       "     {'VarCharValue': 'eye_color'},\n",
       "     {'VarCharValue': 'race'},\n",
       "     {'VarCharValue': 'hair_color'},\n",
       "     {'VarCharValue': 'height'},\n",
       "     {'VarCharValue': 'skin_color'},\n",
       "     {'VarCharValue': 'alignment'},\n",
       "     {'VarCharValue': 'weight'},\n",
       "     {'VarCharValue': 'publisher'}]},\n",
       "   {'Data': [{'VarCharValue': 'A-Bomb'},\n",
       "     {'VarCharValue': 'Male'},\n",
       "     {'VarCharValue': 'yellow'},\n",
       "     {'VarCharValue': 'Human'},\n",
       "     {'VarCharValue': 'No Hair'},\n",
       "     {'VarCharValue': '203.0'},\n",
       "     {'VarCharValue': '-'},\n",
       "     {'VarCharValue': 'good'},\n",
       "     {'VarCharValue': '441.0'},\n",
       "     {'VarCharValue': 'Marvel Comics'}]},\n",
       "   {'Data': [{'VarCharValue': 'Abomination'},\n",
       "     {'VarCharValue': 'Male'},\n",
       "     {'VarCharValue': 'green'},\n",
       "     {'VarCharValue': 'Human / Radiation'},\n",
       "     {'VarCharValue': 'No Hair'},\n",
       "     {'VarCharValue': '203.0'},\n",
       "     {'VarCharValue': '-'},\n",
       "     {'VarCharValue': 'bad'},\n",
       "     {'VarCharValue': '441.0'},\n",
       "     {'VarCharValue': 'Marvel Comics'}]},\n",
       "   {'Data': [{'VarCharValue': 'Abraxas'},\n",
       "     {'VarCharValue': 'Male'},\n",
       "     {'VarCharValue': 'blue'},\n",
       "     {'VarCharValue': 'Cosmic Entity'},\n",
       "     {'VarCharValue': 'Black'},\n",
       "     {'VarCharValue': '-99.0'},\n",
       "     {'VarCharValue': '-'},\n",
       "     {'VarCharValue': 'bad'},\n",
       "     {'VarCharValue': '-99.0'},\n",
       "     {'VarCharValue': 'Marvel Comics'}]},\n",
       "   {'Data': [{'VarCharValue': 'Absorbing Man'},\n",
       "     {'VarCharValue': 'Male'},\n",
       "     {'VarCharValue': 'blue'},\n",
       "     {'VarCharValue': 'Human'},\n",
       "     {'VarCharValue': 'No Hair'},\n",
       "     {'VarCharValue': '193.0'},\n",
       "     {'VarCharValue': '-'},\n",
       "     {'VarCharValue': 'bad'},\n",
       "     {'VarCharValue': '122.0'},\n",
       "     {'VarCharValue': 'Marvel Comics'}]},\n",
       "   {'Data': [{'VarCharValue': 'Agent 13'},\n",
       "     {'VarCharValue': 'Female'},\n",
       "     {'VarCharValue': 'blue'},\n",
       "     {'VarCharValue': '-'},\n",
       "     {'VarCharValue': 'Blond'},\n",
       "     {'VarCharValue': '173.0'},\n",
       "     {'VarCharValue': '-'},\n",
       "     {'VarCharValue': 'good'},\n",
       "     {'VarCharValue': '61.0'},\n",
       "     {'VarCharValue': 'Marvel Comics'}]}],\n",
       "  'ResultSetMetadata': {'ColumnInfo': [{'CatalogName': 'hive',\n",
       "     'SchemaName': '',\n",
       "     'TableName': '',\n",
       "     'Name': 'name',\n",
       "     'Label': 'name',\n",
       "     'Type': 'varchar',\n",
       "     'Precision': 2147483647,\n",
       "     'Scale': 0,\n",
       "     'Nullable': 'UNKNOWN',\n",
       "     'CaseSensitive': True},\n",
       "    {'CatalogName': 'hive',\n",
       "     'SchemaName': '',\n",
       "     'TableName': '',\n",
       "     'Name': 'gender',\n",
       "     'Label': 'gender',\n",
       "     'Type': 'varchar',\n",
       "     'Precision': 2147483647,\n",
       "     'Scale': 0,\n",
       "     'Nullable': 'UNKNOWN',\n",
       "     'CaseSensitive': True},\n",
       "    {'CatalogName': 'hive',\n",
       "     'SchemaName': '',\n",
       "     'TableName': '',\n",
       "     'Name': 'eye_color',\n",
       "     'Label': 'eye_color',\n",
       "     'Type': 'varchar',\n",
       "     'Precision': 2147483647,\n",
       "     'Scale': 0,\n",
       "     'Nullable': 'UNKNOWN',\n",
       "     'CaseSensitive': True},\n",
       "    {'CatalogName': 'hive',\n",
       "     'SchemaName': '',\n",
       "     'TableName': '',\n",
       "     'Name': 'race',\n",
       "     'Label': 'race',\n",
       "     'Type': 'varchar',\n",
       "     'Precision': 2147483647,\n",
       "     'Scale': 0,\n",
       "     'Nullable': 'UNKNOWN',\n",
       "     'CaseSensitive': True},\n",
       "    {'CatalogName': 'hive',\n",
       "     'SchemaName': '',\n",
       "     'TableName': '',\n",
       "     'Name': 'hair_color',\n",
       "     'Label': 'hair_color',\n",
       "     'Type': 'varchar',\n",
       "     'Precision': 2147483647,\n",
       "     'Scale': 0,\n",
       "     'Nullable': 'UNKNOWN',\n",
       "     'CaseSensitive': True},\n",
       "    {'CatalogName': 'hive',\n",
       "     'SchemaName': '',\n",
       "     'TableName': '',\n",
       "     'Name': 'height',\n",
       "     'Label': 'height',\n",
       "     'Type': 'float',\n",
       "     'Precision': 17,\n",
       "     'Scale': 0,\n",
       "     'Nullable': 'UNKNOWN',\n",
       "     'CaseSensitive': False},\n",
       "    {'CatalogName': 'hive',\n",
       "     'SchemaName': '',\n",
       "     'TableName': '',\n",
       "     'Name': 'skin_color',\n",
       "     'Label': 'skin_color',\n",
       "     'Type': 'varchar',\n",
       "     'Precision': 2147483647,\n",
       "     'Scale': 0,\n",
       "     'Nullable': 'UNKNOWN',\n",
       "     'CaseSensitive': True},\n",
       "    {'CatalogName': 'hive',\n",
       "     'SchemaName': '',\n",
       "     'TableName': '',\n",
       "     'Name': 'alignment',\n",
       "     'Label': 'alignment',\n",
       "     'Type': 'varchar',\n",
       "     'Precision': 2147483647,\n",
       "     'Scale': 0,\n",
       "     'Nullable': 'UNKNOWN',\n",
       "     'CaseSensitive': True},\n",
       "    {'CatalogName': 'hive',\n",
       "     'SchemaName': '',\n",
       "     'TableName': '',\n",
       "     'Name': 'weight',\n",
       "     'Label': 'weight',\n",
       "     'Type': 'float',\n",
       "     'Precision': 17,\n",
       "     'Scale': 0,\n",
       "     'Nullable': 'UNKNOWN',\n",
       "     'CaseSensitive': False},\n",
       "    {'CatalogName': 'hive',\n",
       "     'SchemaName': '',\n",
       "     'TableName': '',\n",
       "     'Name': 'publisher',\n",
       "     'Label': 'publisher',\n",
       "     'Type': 'varchar',\n",
       "     'Precision': 2147483647,\n",
       "     'Scale': 0,\n",
       "     'Nullable': 'UNKNOWN',\n",
       "     'CaseSensitive': True}]}},\n",
       " 'ResponseMetadata': {'RequestId': 'a8eef0ed-c049-4e03-9bac-35fcfe68ca08',\n",
       "  'HTTPStatusCode': 200,\n",
       "  'HTTPHeaders': {'content-type': 'application/x-amz-json-1.1',\n",
       "   'date': 'Mon, 31 Jan 2022 05:54:55 GMT',\n",
       "   'x-amzn-requestid': 'a8eef0ed-c049-4e03-9bac-35fcfe68ca08',\n",
       "   'content-length': '5958',\n",
       "   'connection': 'keep-alive'},\n",
       "  'RetryAttempts': 0}}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query_result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f09378c",
   "metadata": {},
   "source": [
    "#### Without moving data to warehouse query s3 data from Amazon Redshift"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9ec7bd8f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Give glue data catalog access to redshift iam role.\n",
    "\n",
    "client_redshift = boto3.client(\"redshift\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "633413b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "client_redshift_data = boto3.client(\"redshift-data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "30d25dfd",
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster = client_redshift.describe_clusters()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6f302563",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'redshift-cluster-1'"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster[\"Clusters\"][0][\"ClusterIdentifier\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47d5b981",
   "metadata": {},
   "source": [
    "Print schemas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "5249d465",
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_identifier = \"redshift-cluster-1\"\n",
    "connected_db = \"dev\"\n",
    "db_user = \"awsuser\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "aa03da5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "schemas = client_redshift_data.list_schemas(ClusterIdentifier=cluster_identifier,Database=connected_db,\n",
    "                                 DbUser=db_user)\n",
    "\n",
    "tables = client_redshift_data.list_tables(ClusterIdentifier=cluster_identifier,Database=connected_db,\n",
    "                                 DbUser=db_user)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "a5d4fee4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['athena',\n",
       " 'catalog_history',\n",
       " 'information_schema',\n",
       " 'pg_catalog',\n",
       " 'pg_internal',\n",
       " 'public',\n",
       " 'redshift_schema']"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "schemas[\"Schemas\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "3ae76f75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['super_heroes_parquet', 'super_heroes_table', 'test_table']"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[i[\"name\"] for i in tables[\"Tables\"] if i[\"schema\"]==\"athena\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec539b1b",
   "metadata": {},
   "source": [
    "___"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32e9efd3",
   "metadata": {},
   "source": [
    "This part implemented on aws console."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "96adb959",
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_identifier = \"redshift-cluster-1\"\n",
    "connected_db = \"dev\"\n",
    "db_user = \"awsuser\"\n",
    "# IAM Role\n",
    "secret_arn = 'arn:aws:iam::........:role/service-role/AmazonRedshift-CommandsAccessRole-......'\n",
    "sql_query = \"\"\"create external schema if not exists athena from data catalog \n",
    "database 'super_heroes_db' \n",
    "iam_role 'arn:aws:iam::.....:role/service-role/AmazonRedshift-CommandsAccessRole-....' \n",
    "create external database if not exists\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "09f0fd60",
   "metadata": {},
   "outputs": [],
   "source": [
    "response = client_redshift_data.batch_execute_statement(ClusterIdentifier=cluster_identifier, Database=connected_db,\n",
    "                                       DbUser=db_user, Sqls=[sql_query])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a20c6fe3",
   "metadata": {},
   "source": [
    "Steps"
   ]
  },
  {
   "attachments": {
    "redshift_1.png": {
     "image/png": 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rxg4K/nzjsuMLHXwY3Bh5UeiWktKK3sWQX5aeTvb1MXBKXXW7traV8rG2oqTwwqWaTtyNDe2SM27XopxNnyqOp/hiar3o3BXqOtUdLZQP7+7vTxxWMR42NyZe//3kXFpKWxEa53PZFms7P5f4k9eeNeAheHJ7/1w/LDp9RmFmxpo/PlS0dTTXVD+8evr8604GN2aTxyn1+qPqDkpr89unN3edfPuJ6sZYU0m+jNLbP1P+vrfVwypyzuGnr1q7PzVVP7l7+sDdVnBjYBggvQfG50AgeAQIBI8AgeARSP9tAgDuAW48ePAhymHWzhHBCHNj/gDcGBgEpPfA+BwIBI8AgeARIBA8Aum/TQDAPfjajfXsfQFuMBQ3Jn4U9muGM0N6tfByUEj/JgJ4E9J7YHwOBIJHgEDwCBAIHoH03yYA4B7gxsBwaxingpLz/YlNRECZSa8WXg4K6d9EAG9Ceg+Mz4FA8AgQCB4BAsEjkP7bBADcg6/deJqdL8ANhuLGpJ/8aAXcGBgEpPfA+BwIBI8AgeARIBA8Aum/TQDAPcCNgeHWMAgKDwaFg98pa3YcWr39IOlfbQBHIL0HxudAIHgECASPAIHgEUj/bQIA7sHXbqxr6wNwg6G4MeknP1oZNjfGJ7EPw5fX4oxVK3M298vizJWkf8+OXIh0klz8wnzDYvrFxS+U9P7ciAMCwSNAIHgECASPQPpvEwBwD3BjYLg1DILCg0Hh4HfKsLmxo1dAdEJKv1g7eZH4DWuy5k1b6+lwRXWC+actLGvtuhgjTzQ/tyHSSdKYbmrj5tcvKlMNyOrGjZ+oYp1VdHitx6TJRHeRsd697/xai8lTeKQDCoGAQEAgIBDjJkua/HbtcK6/MOHAcTsQADD64GM3niKube1BurGMPlCtorqFoPAU/QaFg98pw+bGJraubgGzmdEytCRYgqxE6M43PdXHQ2QVtfAUcQX92Rc6Ol+stpTTZLOjzJzbTVXHfJQ18LcWaWUfWm4sNlVj3sQpNxZXtndOzj/7rKn9c9vFWFWCpeHz2+W1DPC36AV6O6AZ70Q6SfIaOjomVsyIyikT7GYJ/od10O6izclmDF3AQ1vmyAqw7Z/prt9zMGXqRGH8rbLj7q0nNzhICzFs4pQJoLNSsPotftPpHYW3Ck6dWp0xW22KMJHSRGQUEWOFRHtThER7Uwh3QCEQP9WnUtbGcz+ttrhutvpoCsQU0ailF66m2ArRUoTG2IcWFG2J78fiGGrbNOPizq3hSgLCXAoEjcn/svbbfu0AXRuAQPQVCPW4M7sz7fGa55Qbo08uOivaxyH/wql4S0J/xRh6IABg9DGG9F47V2EjAxOEJRT1rEg/w9EHqlVUt4NzYwgKWUHh4HfKsLlxxur1LCdRh8cmEixh0G6slVZGL8BK7rnbDy91UdFk3sQRN5YWd02421z7141DebeedrcPyI1RLHA9xsUYvUWJxCuZSO/KMyiK5UxFCwcPgh3QQSuZxMzd9Eomohk2Z6EP7qv0mzimZGOCYndsnOPppqtvOs1x9aoTtzYvIjTihPqa4vIqvX1Qau+z9y3hDigEgj5x3CQ5QTllZDgSMvbOywo35iQZyhI1gRERiEErGX1to9gp2f8219sC9yhuBIIWDu0FhbvP3hqQG/NnINBrw6XXOO7GU8Z4RJ25mOKIfShwCA4sDz0QADD6GEP6GXAPXbZuPFFEepKorMI0Sy1LN9LVZXSAahLVJ6pVVLeDc2MICllBGcoHDRcwNnBpaS5lHWN9c3tmZNX1CJbA3o2VxiblUyh3j24/dOvZ4ze1f7c2lhYuMBZxib/0sbq5m9L1BYF7LBLatq7ricLOzJvo3VhCxsop8+rdqqaGL2017x/sj3XED6oXlH/1WVNTS1vFqxv5Fz8wuzE6KzUrY+yS1fOKegbgxsiHaXpME2PaMDIRiPSuhCTlpJQ1mJkoKkmwA8peyaaopq89m7/ANzV5y+Hs3Rf2HDuU4KY5YbymVeYZbPyW2sbwXjvefbf9VZ1hk+UEJfoO6MSJBhZx23OOXi04d3XbxhX2GuK93dnpCcnbL+45cXXbtg0RqYfZzyBFJ2C3lnCnlq7T+VNnlKMmwG+BEJTznbf1cHqIuTjx+aUjJBDslYxoIATEqR4VLDlWg6uBUDDftPH3bM/5BXsIuzF/BkL2/3pE7b24+/svI1JckQnK/QZi3CQ5Dbf1Kwqu7j51et2qlNjcImY3FhkTtPDs8Uh9AaIfBM4FAgBGH/zrxlQTk5kgLDFeCOAYqD5RrQ56ojsEhaygDOWD1q8bD2igkjjBUbHzE1P6JSgqtq8S+nXjgvaeqptrAix00Sb96Ht1X1/luSnJqJm47aii1P0+R99QSRfzcNyNE+TUmDfRu7HBnKIPHU/zIxxVplq5ppdUdhUvNlWT18292t7+4njyTDs7I9+k3Osf2dxvPFA3FqPT40GIsRixDqixrZONi2+/GNs49VVC/0p24UJG9AwZYaybqJl8puD3jOkThMcKy2nOKzxwIMNIDLVwrLPbq2QCQgyb6AdnUAk6cWf27smw1pAVEDYwSzmzdxc213GKQFjqqWtrk11VlJVl1D38Vp1h78ZCU4IST11bFaA00D4o8d7nQE2ArwIxZYxH9NGiAycvbNm/Pynakf2w9ogLRP9KRiAQ38cYg7G/HXAtEJPlo1KPH59vKalgPxA35tdACE4wcNhQlL/CeYqw5EQRESKBkDFav+Xi8URXI2kZDRXjsAV5rNx4HHaeOw+c3nH0wta8rbHexgO4IXlogQCA0QdfuzEAADgc/NwN25zq8NhEIutUBw/Nje+vscU3yZvnl3yt/T1YHeWx31HV8eF32sRpmhszb6K5sYSM1YI/Ouovx+LHUhRO+53y6VSkmlH2i/aWi9Ea6rSiOO7G+IgxbXL1gCqZSCfJwsGDyGKwqJ/aVwn9Ktnqy4cjtSfhmyRm/pjbqRZWSD+N84eS/byJvgMq9B/Oc45dy3IVw3cR1li95fwGtIuSW0H+yR9df/Z3V06caOC4DruBkOD9xsNjAnwVCCQSIsoa0ko62uZpy04U5fQ3x3VkBaJfJSMSiJ/cmDuBmPwva98dF7OjDVE5POjGPBgIfL4JyznVrAMxXslqxbX9G/zxIPY1p3q8oKaiwXR5DR0FVTNTr03I2Je4yQ5PIABg9AFuDADAiHRjZR1jPXM7HOLrb9GD3HjDcLmxjIj32qc9lJbGiqoajA+N1Y0VBb7TnPfVdVQdoC+Kg25Mf48x/b3HxKuISCeJfuIi8UVufuph/5cZayXbGsysZPR99EEo2ZRfghLOF+39/fSWAxhbCy5s+30lKk097kzBwUSGoli68QQBXavMM3v3phC8x5W+9zlsM0j5IRC0M9ROvHhgb6L6JAJWNkICgQ8DMitZDisl6ysQBN140IFAheguKtyVG4IvMTUwN+bXQLBxY5aBsPrv6V7bsPxj6T6P7Nepxg+Rv9ZzeG73AIDRB7gxAAAj0o0Z1uIahB5ja1w9/NpyN3WqQq8b4wbbejNRVUGL4+PG0X92NJyJpHk4jv6mN9wbN8Z9GJ9KTX/vMfEqItJ9ZFjwZhB90O+dOX/ajaOT/scA9QjzVzhjXUbOKtkYj/m/X1viJs5wDrJBR4gMV06caGC76szOnUn6EoTHx0haeWh0B4IGsoVpiy8e3BmHG9roCMSU/893wcki+sW3Rf4rLOlk0WpvmbEcd+PBBgKdUsr5ogMnru6hspd6h23emUPRJpMgEINxY1aBwDP0O25Mz4DcGNbiAgBmwI0BABiRbkz/DCdHr4DBFWI2v+RDd2PJgfSQgABHn6TE38vre2pORWI3GPflxmK48XYWr3R1MnJxRV5Nc2PmTUbZL9Cm32wMkBLrR9/7QHl1JDXI1MJymq23c1Sc81RNBYO8O23Y/cZOZtj9xqtucPJ+Y3y4mP4ZTngK8foh0n2kf1CKxnTTgfY+cZRMt2+9cGHFAq/p06er6DrbxR/Ju3A63kKSfQdUya1g/7mtntpqEpoaqLNIr2T0m0QmyZlmFR3aMkdRQnLcJDm9pDN7C9Y6mUwVE1cWUTPTszJF/c4polGZp66uT3NRlVWW1nBmeXflpMnWvusu7tyZYqaujg9GScsSWg92+J9YM7oDMVE7KNjLXVdHR0rNzMB1/bqTV1cFaBC5upESCLxyCo7vj/OcqTl1uqZJUFj2xfwTufhjsYgGQuAnN+Z4IJCniXwflcUmt885UnB0hY2a+hQRCESfgUCua7Xi2sGdcVpKGpIqyuMIBAJ9JLdcPJ7gbczmfmMxqzA3RzsN6ifCMHT7hounE20lhucTAQCjD3BjAAA46cYDta9BY+3kxfL5xvT0W4i4nIlN6skrz2sbur5QWho/PL6xP8YNH9pl48YSJmn5zz9Rur401p2O1lCnd2OGTXJ2uRerKGhrip4avk71vTdN2LFaa578uSfMABuFNgk7eutNU2MrdvSteXcrvlzi4P3GQ4RI70plqgHLh4jSQ6QPquSUlbrjNPYkmJMXNmzbEG6rjY97sOmATpLwmLfjYsHZW3sOrPixPDJVyRg2yVmuX3/i1r4t2No2EycamCXuxhaDRVuPHVue7Iqv5CRnlJ6y58IedPTt2UEx2zZfyGZQMjHd9bt/Xmdu/8VDtBPjBhAIloEQ0AyLzjm85Qi2nO/O/bsWBlgMYOWhERKICQK6JvM2LT9wAWtyp05lr0+105HBNxENxPflkXE35kYg6Bnw/cb8Gghx3fSlBVjT3b48AKX0Gwik0zphm1Yf7V2nOnTxmf0bGN0YRWrR5uPY4tjnrm7dvWHOTG3iT+caYiAAYPQBbgwAACfdeNhYnLGq34W4lHWMST/PEQ2RTpKLX1i/q90IScpxtaM2WoFA8AgQCB4BAsEjkP7bBADcA9wYAIAR6cay6nosn288iAcdA31BpJM0UVSS5UNEB/E0UaCvDigEAgIBQCB4B9J/mwCAe4Abs2aSsOR4YYmxgqJjBUR+mSzyi8CUXycJAwARUGtBbWYsNidNFLUi1JZIV99R6cbAMEB6D4zPgUDwCBAIHgECwSOQ/tsEANwD3JjJisWkxk0W/ReS4ckivwqIjZ0sNn6y+DghiQmCAEAI1FpQm0EtB7Uf1IpQWxonJIraFekCDG4MDBTSe2B8DgSCR4BA8AgQCB6B9N8mAOAe4MY/MW6K2C8CwmMFRMcJio9HhvOdCVMkAYA49I1nrKA4NvtAQHicsDjpDgxuDAwI0ntgfA4EgkeAQPAIEAgegfTfJgDgHuDGP8AG+iYLj58sDjIMcBZMkidLYH92EZQgXYPBjQHikN4D43MgEDwCBIJHgEDwCKT/NgEA9wA3xpgkKjNWUPRXQdEJgjBKDHAFfAz5V+yZkKKovZEuw+DGABFI74HxORAIHgECwSNAIHgE0n+bAIB7gBtTR4wFMWkZP0WcdIMCRjeojf2K/a7w3Ogx6Z9WgDchvQfG50AgeAQIBI8AgeARSP9tAgDuAW4sO15YHJtKDWIMDAuYHk/C2hvpPgxuDPQL6T0wPgcCwSNAIHgECASPQPpvEwBwD35340miMr9MFhnHaiq1rKpOaGzKqi35BWdvIdAL9FZEVol0uQJGNKiljZsijlrd4GZWa0w3j1m8YuXWArxZLl23IyByIUrEt67adiAxKxfcGOAUpPfA+BwIBI8AgeARIBA8Aum/TQDAPfjdjX+dLDZushizGNu5Be48cgHXD3pQItpEul8BIxpMjwXExgoObOhYXFEtdEEqc5vEcZ8VifLgr8GNAU5Beg+Mz4FA8AgQCB4BAsEjkP7bBADcgzNurG5gbWLvyYy8liGJ10bMjUXGCzLOpkb2iztGUmaOmq4JnjjNzBa9xdNN7dxJ9ytgRINa3S+TRQYkxrSx4rCFqbSBYvQCvcXTYxavADcGOAvpPTA+BwLBI0AgeAQIBI9A+m8TAHAPzrjxzt8vshzLWrP9EIl63K8b48N3DIPGsqo6+Igxy/Fh//AF+OjxECdXC/5qahu71NdckXRJA0iB1vYIuisuwOiDRrNielAi/WcQ3BjgFKT3wPgcCASPAIHgESAQPALpv00AwD0448Z9zfMkV4/7deNxQiLjhEQZpCUsbjE+YtyX1aSv24EyIElmYz4CApoGc5ZGJvwgPCFAdbKchntK2BxHKSFGNxZQnR0611tBiHxnA4YN1PZQCyQirkh98U8TSzFete0Aw4cO3BjgFKT3wPgcCASPAIHgESAQPALpv00AwD247sZEQP7MjWvr143HCoiOY5pQjc9cpU2lZsbUzh1fmouN9uBuHO5nISomN/k7KF1M393GcKog07ixoN58cGN+A7U91AKJiGtsykp8KjXLrQxujN5ywo01SftWUtAi7dAAE6T3wPgcCASPAIHgESAQPALpv00AwD14wo0R3Li2ft34X4LCzG6Mnw97q+k3D+7GER5GDOnK7qlzg2bQu/EkQRU1j6SwmN7h5YiFIVqCEmh3DYcI37iUiMSUoNCAqYrYrG9BaR/vheGWOj5eYSmhc12l6ERawmT+nDBvzRmz0S4hXnooZYqsu2NwUmjC0tAFcU6O+uiI6EDK1DKjYlNmRYXgZU4SMzXxXDArZilKDAjsPRDKqRWUQTv5yRJOrkkpjtriE4XkVH1TA90dp3suCItNcdUTQ+ep/P08w6ICNEUlUB4Zw0B0hrMTU+ZEhM+YpjShj0MD4wQlUAskIq64/bIcNOYUjB8fJKgkOqq81hR5VQAAAAAAAAAYTvh6nWpsIS6mFaoJuvGuoxc54sYoEfmklN2CqKgAFTFJ/K2cUzJSTQ1FuYkimpg549OwkRsnpQT4ztRQ1ZGUkaMvFrlxRFKiu72FopqGlJikgJSde1yKuw02QI0k2W1BkoOeuIDq7Nnx80zUZCeLyYnI62LZBDSnh6eEhblqKCgLKOjqeCRFRmPnwMaN1XwyIhbMm2FgIqegISouKeO8IHJ+uIWWupiosriartgUSWHqUSy0lYSE5OT1I2bHh+uKSDAfmnQv5QWwBx0TW46L+ExpZNErtxZwYtwYAAAAAAAAAPgLzrhxRu7uIcKNa+vXjX+ZJMJsLPic6mlmtn0pDT6nOn3djn7dODJhaVhsCgKZoaWCeF9ujJCxXBAZ5YXPqUabzBekeBjJ9KqpYuBs6mAycmOvRQvwchhAbhyeEKAi+OMtrTQkuprBKYGOaqgc/+QFLgZTxb7vhcl2cpKtam+BQpMxB3adJsPejef5mffu/qupRdxSVDLtNPCBZdqOQv9tNSMO25H50MAE6nJcBJeqTs7KJThTGu43BgAAAAAAAIDBwddzqn8RFGUeN8bX4krMXN+X0hBfiyvcz0JCQQMhKa0sSE0n5MYTrBwSl4bGJQXNpRKVEhoTMCA3lpmRjE3GnttbApJzXxs1JK4S03wc5qSgkr09bOXFsAXAQhbNM5XqrQH6ad6E3Jh6njSHp111VGzKjzNfEGehJs58aNK9lBdAbe9XwQE8xqlfpls6oJa5ZP1OcGMAAAAAAAAAGCh87cZjBVmsxSUiq7TrKPY4HDbPcEKwf4bTgOZUT2AaN54Rl+JC55y9LjqQcePQua59rewlJG1lE7Z0tov20MeN0SWwGTdmc2jSvZQXwNbiEiS0FhfDalt9zZpmv2QXuDEAAAAAAAAAsIG/3VhIbJyQGLO0ICvGz2pJ9nZTW1c80dTOHb2lnfD8RVlstIeIG1vELZ3lqC343WYj4sOnyysJKyoLCcmpOCWFRYZMVdWYLCYnoKCroK0jOBA3RjbrHpfi42AsKSMnKKosqWwqqyQ5Wc5AUQ0rUEjCwCw8BQmqwERd2v3GgpK99xvj62lpuKdERQWgdFE5A3WX+bMTWbjxROp5Rs4PN9bWEP1+I7HgVOzWYhvDqdgC3VKaMtoGKJH50KR7KS8wdrL42MliRMSV4cPCcn417TlPCpr64MYAAAAAAAAAMFD42o3HC2NywtJbkAnjo8dsYKPH/boxEktl5wXIOZEeT6CuF209JwW7PzkqAF+nGhmpbxyWErogzsfFWGwgbowQVO1dpzoqNiV4doiJugRKcQ7HUiLjEgN83fCJzfTrVPt9XxAbO39Zd5c52LLS/qEhlpoz8duGGdwYv0z8PLF1qiNDdKR/rFONH8g/yE1FTJLloQHU9lALHJAb7zh6geVq1SgRbRr0oDG4MQAAAAAAAADwtRtPEpXBlqoWZv1IIRFZJf/wBfjSXMiT09ftQG9RYvRvywmOHgNAX2A3G08WQS2QuBvjU6YRMYtX6FvY45umWzqgt3h6clbu4MQY3BgAAAAAAAAA+NqNsaHjKaJjhUQHKjb0eky6ZQEjEdTqUNsjKK54S0MvHDyD+voEDXrEeBBuLCynLiitOFlCYXRA+rcwAAAAAAAAwAvwuxtPEpP6VVC0r6FjNuB6jP4n3bKAEQd1hWpR1PYIiiv9M5wUNPUDIxeilA37Cguoq1IjKx7cPcaDc2NhWbXJCnqT/dYKJJyflHZnpOMpIr9cUp2DzJLTREEi/ZsdAAAAAAAAGCj87saICcLYo3RI9yWAf/h1sghqdUO0Wc5C/GMlKK0oELB+fNqd0QHH3RgRJAduDAAAAAAAMPIAN8YYS32aDunKBPADqKWNFeQtMR6QG08Wlx+fdHl86p3RATfcOF1SnfRvdgAAAADgW0bZzV846IrQdfHVJZNSn+DGvYwTFGf5PCcA4CCojY0VJLQ2Ne+6sYTCL6m3Rw3ccOPl4MYAAAAAQBLCsmrCMqoaJg4GDn4mLkGjA3Qt6IrQdaGr45NLJqs+OePGu45dGooYo9258dkYkBtjeiwkMVZQdLwQ+QYFjD5Qu0Kta9wUXhRjcGNwYwAAAAAYHQhKK2qYOpJuX9wAXRe6Or665OGvT864sbqBtamD16BBu3PjszFQN0ZMFMIWEB4nKD5eaMCrcwEAS1BbQi0KtSvUukh3YM64ccrtUQO4MQAAAACMJiaLyxs4+hs7B40+0HWhq+OrSx7++uSMG/Mmg3BjnPHCEmMFRMcKieGSDJ4MDBS82VCVWAy1pfE8tvLWEN34v1NujxrAjQEAAABgNIE6KqRLF/eYzOrZk6P7koe5PsGN+2SCsBRSmnFTsPuQfxUURf8DABF6W8sUcezZYMJEH9Q0gtz4/y4uGjWQ6MaCOo7/45j8b4E7xkSdGxN7vX+izqHMaBe0I+nfrryAiJz6FGllQQl5ATE5Yu1cDmVGu4j0vZYJAAAAMNIZ3aIIbszt+gQ3BgBgYG78X4uLRg1kufGvM2IJ+XAfkvyrbQzpX7DkghR3kqjMRFGpCSK90zTQC/QWJRJo8HJod9IvAQAAAOAGqKNi5DxrtNKXG5N+YiMUcGMAAFgwoJ+c/1pUNGogxY3/02cDcRMe65ElZuopo2uFQC/QWzwdFUL6dyxZCEoqTBKTniAsIa6ko2Jop23pgUAv0FuUiDYRafOoENIvBAAAAOA4o1sUwY25XZ/gxgAADMyN/3NREUGe1lAqmrvs854Q32WYYePGBX4hxyJiWII2DdqNBzBiHHkGybCivrWmpauOtRcCvUBvUSLahDKgokj/mh1+sBFjTIylkAyjL3kGUCLaRFCPh2302GTNm7bW0+GKMJcbAACA66COiqFTIBty9p2gPSunrzxoU87eQguPUPZFDT99uTHpJzZCATcGAIAFA/rJIW6e377/21JcLZRRTHzHSQllaxpoe3/r6ux88OSVw9Jbw+nGfYkxzuDcWFDHkfiIsZipl5qxA7P+oURMj6mTq/u991hWMHDt0576K5Gyilq0RCkp+7kXm2vL1tjJahIJOn1+cQV953119Zdj6QukgbYaB6zZcbm86nN39fEQWh5J7ai1Z56/a+mmtDS+fngs2dOgN13R1Xt7UdmH9vbPbR9fFu+PdWRZLA0ROfVJojIThCVUDOyZa4ZOjyUITq7u995jmTm3G7q+UOj4/GfKVAV2J8lMv26sYnf0WXvtyVhdLv0aAgAA8A/9iiL9c2RZbqK94EE9HrQbowtJWLFl66FziJilOf2m8wngxgAAsGBAPzn/K/kWQb7R/av81GW/6zHBHScuLEVu3PT4qWrWn1JZJTr7qoq7vjU9LJ1A+NAEGWY3/pfDIuJTqRX1rfvSP7QJn1yNCmQfL5ZujAzWNunonqwgVWKOR59fXM5k9oWOtksxzBKLZdv1prr6ydm9hZc+9NDcWEbEO/HPjuZXp5NC/K1d41bd+Ej5eHH+dHWU33HTm8amJ/sTgqwdQyN2l1Z+rcgPmcbmTKZIK08UlhJX0umrZnBQhonElsHrd+gYuXHd11d5vtZ65na9GOsN9MeoXzeW0I9bfXz/XDsYWAYAABgqmCg6BrLhJzdmtYk+D9Jj9qUNM326cX87Jq7cQn/h6C37dD4B3BgAABYM6CdnTPItgnxj+rf5zt+CS4r73XEC7sZUGUZv/z25yKv827fq99ZJtzRLvnz7VOWx+CZK/yX58a6WbzUlD7FsO+uq/2k7da32Zk1HRVtPVyflysl7E/o70DC78b8H7iQ+aKxp6dqX+6FNKAPKhgpkH6++3Bj5bVfpMkN5LSWXk+Udr87tOXul7PXL+vammgeHV6zbfuXZ4ze1f7c2Pj+bbCmnSctvPjn1yNtPtHFUlMIwgqpgYY/8WVYidMObH26sYnf0ydfa34N7q0VRbtnZdsqDTDOlsUkHG3pe7vXE05FCr3jwte5WEhtjF5SQnyAiyWbQuHfo2MAeZSPS8lGB7CsQufHHf55ss1SiT1R0zH/Q3vRHmjmWwSz3KqXpeqodupx8CqWs8Pi50sq/PjRVVz85keaK1wDNjVFNuiwtuve2troZG0Ivv3MwzEIDZZA3zy+hVpGEjFX0nx1Vdw5uOPvoyfOKt63tlY/2hBmAMwMAABCFs27MnIfXXI7IJSPyCq+ga3EKjkOgF1sPnWOfThzzBTfQb/6p2ADSK4cj9QluDADAwNz4P5JuEYTZjdG/x9Xt/e44aUGvG0+ivv1lffm59m9Njx9PSizC3dhz0U2UPi6x141RNsyNv/WU3nmiv+TmfyXecXnS8629OpCajQ3D7MZEH9cUe11Gx1LH2qsv90ObZHSt8GnV7ONFyI17mm6vDtRW15KRDtz8tKej8vRcZ0OUTTPiauXXigI/jR/55fTk1TGDbb2ZqKVjrKLOegSVwY2nLSxr6yxOUVXFtyIHRqfUcCZSFQlhT9OpSDXaWTnvq+uoOuCjrNHX5QiIyY0XktC29GDvxigDykas8cuxr0CWboxO1Xrti4aWG4vNPRPuNv99OQmrybFJBe09b64kz9DB/ppgEVZU3vFqlz82a53ejU0jU4MDvUwtLA3s15z+0PPuoD+qJXo3jr3ztbPi4iJPc5SuNj2vuLX7QaYZ6b+nAAAAI4Vhc2ODWau333hb3tjR/pny8WPFwyubQ+257oeccmPadeGvaelb+nZjI/twv+wbReUNn1q+NLU1v/3r4f702YaccGMjx5CI000NxevMB76vmeWSneWdDzbN4VR9ghsDADAwN/63pFsEYenGT2oo/e44Ib50NXa/8dfObgR60V3+/LVb+s1/TypSp7qx+6KbKNuviY93tnyrLnk4nurGVd+6Dm66iZcw5nz7t69185Nvsj/QCHZjHUtOufHrrxUHXDTw9LBzX2n30ypPw4QNuSt9fmlx14SHX1nOqf5x0J/d2Cj7RWvXxRj53mrBS8DsmjqefMxHnXZWZjuqKHW/z1LiLTdu6PrS0dzW1IJR39p7IVJy3ssfUWo/1DTWnZ4/HUvB3fj+Glt8RzmRqG1VPe8OeaBKYDmnGmlw5B8deGgY3PjLzQS86hQE4vZW9fy1zYn031MAAICRAuqoGDgEsIHeewedx8Q6YWlZJ6X+/r4VGaFx6RGLN2Rtyva382d/6KHTlxv3u2PskvX0F9UXKFtfJZjF3Xj3pePZpe2JSWmzE1ctXLNv6W+heDr6zT8ZM/hrN7Sbk3Srq+1OttnA9zW3Wn/sY+eDjWGcqk9wYwAABjinOvEmQZjFePnVCiI7TojD3Ljh2Uu9nIcmp5qbvlIObMPS/1dCkdqfmBu7Jd9Ab39NoLrxnw/Hob22U9144/dCTmFuPC/pBvsDwZxqNm6sYJCHj+sO0Y37GjfWmDbgcWNS5lTXfX2VH+Fm5eSNYWdHm/KtPaeo6nP328LZ+GUyuDHtMundGF2jSdjRK89ra+obK99UVHzsZu/GuGCDGwMAABBnQG5MhD6VrLan5vIyBp0zdAgO2/KotLKhtqWb0tr8/tHFRSF+nnvfNXSWZfv44nnsMx41dDzfOsfH0O23JWf/wkeeq17dWj0/kHtujEhcsXnLwXN9XSbaxEaMEXabX7V+fb7J25fZmdFv/h8FJ049qaxo62j6VHF9QyJeLabBG3ff+VDRilXFu2fXVi/AXNrCYmNhR+vtg3tOvmhs7CjfEbrlbGVrE+12rRe7nOz9f9rx/u7ZtkFBxz52VF+IdvLDip2x7FBFT+W5dKsFV541dtAWy3xzZKGRY8Kic1iVdrRQPry7nxPPeLbgxuRbBwDwPgP6yRmcGz+uaZ+W85DgjuPiSlc1fGu8X/pr4s3/ib8f/u6fz/WVdotujEkoUqa6sSvVjf+V8HgH1Y1RtjE7MDc+wNtuzDtrcQ2nG/d1v7GCQFwe3f3GqOQVD77WX45lc78xKWtxMc+pRsjJxO14S3l29+kHSu/EaQY3pr86mhvj135vuxe6RklF1+Q7X8GNAQAAOAvqqEx39GfDQN2YZSEG9mHzTn9spFRcPbx5bkjoj00OQT5Lty5MTvacHeUWtf9yDVK4NEuP/dfaOx5sxLIZ2kal3upqLdvqZBs290LTp+qby+ZFWPssSrnd2Fx+LNjOj/3J9+XG7PdiWQPMr/shdH9xY3fV8wvZmUmOrj/O0yTu+rsvHe9Lji1NS/YOzVxd0kppvLLQydfILm17eWfd6/OpcfEuUSvX3G6kNN5I9/U1s9h4or2n+f2NTStWzJ4f7+gSZOa2aPOznrb7Gxy8wqxdg2g7ZiTHu8xZFL4oeab9LMyNa85HO/miIxrbZlLdOM3UIcjeY//V7p7HW2OsvMKM3fzNM0obOp7vT5xn7RnlEbsyNHTA9QluDADAAN144U2C0MQ462oF8b0Q42O/uzGesuZ90T/fXly/h7293vGth5K/t0R13WPfc03PvlLdGKVvo7rxhu+FnMTceG7iDfYHIuEZToSnVbN9hpMXPqF6iqYl+3jhblx3M9Xa1sXE1hVhbG+nraY3aDdG8rbgj46uZ3meM1yMHSxZGjKDGyPppV+neu1F1utUz95SWtVekR/S56CxWO8znGT7eYaTgT3xZziJyvf/DCfmdapRJcw6Utf8fJurnF3wxeZP5Qe8tTVwN657eDA2wFPf1Dsk73l9x5OtDphUG2W/aOu6/puNgapublFP+/01zipTrSxDc09/6AE3BgAA4CwE3dgxKIZ9NpSBvTciyw1aee5CWU0jNupbfHBVnKkDY4bFJV0NxSvN7MISi9pay/I87P1MZ+Zdo7TcWDkLKeLJT524MGO+l3j77677K9x8eNeN0UnOXpd97umzxo6Opuo/L+2Z5++LuzF1TnWvhdptftXWVbzU0dc86vrLnoZzKb3pxn6HSro7itfNwt24bM+P+jeyWbj8+de2O9l4BTLsOJ36F4c+3Njf3CYPuTF9NWKD2FuyvL36seKhurGyZeLCjSd3Ft46cOLSpp2bIjxtpNk+hbJfJKVtnTde3pLpNcRy2ABuDAAEGdBPDnHFfVzTjtDJeTggMWZ2439bWCRc1NXxtWX56utjUp9vrO2mfPta+6nl/PWXaz9wy40L/EL6EmO0aXBujPh1RizRRxxHnkEOrKhvrWnpqmPthUAv0FtMjCPPoAyoqH7jhbsx/eN523reF/hOG7Qbo3StgKMl1CcSV91Kw1MYD/qzG4sRe75xTUX/zzcWow4dTxKTniAsxVKPqWIshTIQafb9DhqL9fF8Y8fwq+WdT/PcsOFimalphY2Ut4Wzdf+FufHbq2euPmtCuzS/e0C7HDm73ItVFKTHKVPNnLeVvGjpbmqoeHhjz45rn8CNAQAAOAvqqOg7+LMBt0H2eQaU0yggc8mZtw3d9ZczgvTtg9zTL98qb/jY2FxVUV1Z391wZ6WJvb9R4u23nS9yZvnMXPG0senKQkdfY/f9t7q7PzXWV9ZifKhpbmq8ucTBl/2x+nLjfk/S1C1k4fLNWw6d7XNO9aGz0UvWE6mW6bZhfotPXqrtaXm+39fWzyQWc+MTMX74VsdszI3RhRj9Vlr/tbxgtjeebm6y7Vx7z8u8aDMzqhvnxfyoQKuFWciNb2ejisLeUnfMj/L+cVD7oKCjmBvPn4nVj7FN5sGKnoqzaSi/mVXele6e+xtDaec2a+31otctTW31D67vnus34Pok5MaKM3LXX7iUnRFjZ+MwzcpvZvyezafOLptlOpSGKy5vMC1kZYSnOfc+G7zgxuaOXjGLVyxdt4O+8aG3KNHcwZP00wMAnAH95AxUdHkZNm48FNjX4X/6bCCqx9TJ1UiGZXQsEegFPpUagQrhat+ClxGUVKDqsYS4kg6SYW1LDwR6gd5iI8bExBgVwtmzYphTDQAAAJDC8LsxZp42mPg9P7rQxDHvKqXz0dFF1vb+Bg4LVz7swd0Y6dzuys7Hu9LTS7vKTyxCuyBFLKR00qSOIIN244QVm4lMIEfZCJ6Jz4Eq3IH7cmOziOtve+rPLu5NN/LFxo3vZM/q141RgfQ7DsiNafnt5uade99TczkTL5OTbiwl6Rjw/9i7E7AmrsVt4Om97f3a/ruICgGyEAhJCPumLAJilUUEVBRXWheqVqxbXVt3q7buYgFFVBDEFSu4YMW6Vap1r1ardVcEqwSsBrwK9vY7w2AMySQGCATJy/N7+oThzJwzZyZx3p4zkzX5qUsG2yn+d77Uu+2EHZlZCzs5uoucv5i5K2d8KPUwFRvbsOiVB5OndiWvrcVBAePTFmcdWL8nL2nZtI7u1P9f9xmzI23ptF6zN5No/WUX/8glB1fO7KGpsFPo3Fnpeam5B9Zkpo+KqMt7w+DZeNay1drPPxKSDR6KANi1zcbjDzcbBsnGVvTosc6Tq1WNyNVlxLh5o0aP+WJTrrA1z6aVpTVBXpBfdZxKrcuIcW0hGwMANAVUUOwSo0V14tVa5pUlA4LGj16x4ZtvvokbOz123PJ5ewtkz4u2T+wf0G8jSYDn1o4Pjo7rP21jXhHJxt8GVq0SnXbz0e3bl/57beWQPuTXdp2HjDlQ+rDw2JJpk6L6x3Ub8fW4r2dHh/XX3iSN2fhV+7L2e+o7nCIGjCaU94t+rVi+YuNuTVtoN3Jl6oqk8dNmDx47ffQ3uYeLnhefX0kaXJ2NR1e3PHJRVTYO79c+5GvqtuEre6aNHdc97tuFR0rKi4/O6Nfvow7fUdk4dZRiy36hcV8f/+/TKzmfDxkX/Vlcp5CvU28/f3Rlz+xJ46IGjh80aTqpJTztZln5re9nje0V9/WXSScuPK68vXs66Vh6a7fzvu0zYHyvwZ8Gjl4yYdLkqJghwYOWrLv233t5XwfWsj9fnY0lki9m/JA3s1eNeW5in/lL8rJGd3LVlI1d+q9ftzGxZ3tfsWOPXgn76AxMsnHm9xsnDv7EL6izk2OgIhurF7YV9BiUcXDhpG4O7u3sA3p4+3vV4b3R9LMxKWDwUATARjZu9GxsVXXv8QcRX1FPrtYxJI/IJYXJKq+8x9hI8CSuJOJaWNuRrKvbeS4hhckqr7zHuG6QjQEAmoLGycb+IaPHbb/w+71H1AOWH/919/Kpjd+ODayKecM2X7jyuPJhadFvx3duOP5YkY3b90z/WV75+NwKRQD26zZ91q4/rlY9aZmUP52X0L9zI2XjFRtztS9X1374xj2/36Oev13V2jN7146M7keWa8rG1CoDv1t/qoB+ZPeNCz8t+CLW90WaVc7GRNiX+84WUc/rLjxJ5e2AYSvXn/yzesVftw3r2t+/55L030tKnpXfuXtp/6bE1DP/pbNxu85DBqdfoJ9ofW7teLKd47erD8ofx78fF9Ovtv356mwsajtz/t7ddPpVkDhMmrN39+QeLozZ2FocFPXdwWWjqi/gnKLXp6eMd5N6kGycvnq0U9WdbNaSDnQ2ZizsKaQ2lbR4zEdedUnFNINn43ZBER0j+4ydNl8lJJNfyULyJ1JA75VKOmT+VlH5pCAt3IZhYqGENT37+fNH/+RPFgpU/uQz5tg1ecnllB78ql9twxdu/v1P2dOKkocnEiI4dWgJr1Xo2JN/l1XIcodzDXsg4JVq9U8Oa9zhZsOA2RgAAAD0rnGysaHUORuPmblUOYyQX7UvNxJ1Hzee2rvGuLGo3dyle3M0jRvbCnoMTs9ft2138kbKyqy8tStGOGnIxpoKiz2GDFu4LSUnL37Z18H+7nV4bxg8G5MzbNK85dED43w7hSsvJ5GYLCR/IgX0Xmmds7H3txdJEr6xtR9fEWufya/mb0pOTxrWwUb01sQt8udPL84J4OoyZZFSn2xch+o0sXKKHrJk56E7ZeVPK4r3DuQb9JRosmr1T47BAy2yMQAAADAiFyo+4f21oEOg9jK1LdloNGVjXdad8E3iio25xOiZS3VZbgzqeL9x7Jr8lAUxyvcbu4/dlpm1NFTD/cbW4iDyQjEUrKBp3JixME3g3rvPkn017nbWWT2z8cKVmYS11FV5IfmVXq7LFnS55V3vIafO2ZjgiRzpF0LW8NSC54//vpTYsXrE2E6aerKistGycR2qY0R2ZHXxy4f0IhtrUqt/clhfHGo2kI0BAACak1cGxfh123W5RKeRwgbPb9qznC67DLr3p07PqXYNWZG4J2/BjGEdgjq7+PcI+zQlPidv/qfB5E9i4fDJOflLp/Z19Yns0OfbOVn59P3GngM3p21N/jg81NGtg6tf77CwTlYasjFjYRKY/Xr3buPdTuoS1mVuLsnGdfiqp3pm4wXJG8hbQjke08FY9/uE65mN6Rz77HzqmIWHfr1dVpgziOQ6974rd52+J3taUVZ24+jWL4OEVHTkCWImZ1+5QX0vyM2jB8/ffVadjQVeo5MO3i76q7L8sez2udwJoQJ6m4//d277gpyfLtwrfST/84/dEwOou/XazbtK0iOpxe7D0ak3ShVfW0IKJ3+542LV3QW0imMTxHzV1lpwPT+anHX4WglZkTTjyLwIYcsa2Vgw8DD507PTU535YoFJTPLV5/LnNzLCBGTFLtP2/nKH+hIXsuIvq/u36bdTvTqyL4mHqX0k+3L153XDOtiY8x2Dk+6Q7e+f/eWao7fvPD0xz5+v0iq+WfSAFV9/2jv4o28uIhtrUat/cgweaJGNAQAAgBG5UPHu0r+50pSNDd6w11Rdv99Y6u0aMffLlbtTcqk4ty5z7cj+4XRYFdj5+Y9cvyLnwLpNW2dNGdb/233fvXhOdVDVo6ep8pu2Th/exUpzNlYvbCvo0WPhthXZRzJzD6xKXtTNzwBzqkkSVo7HimBMFqoMJmuil2xM3e9+99KR4z/vTerl2G5l/uPKJ0VH1s6ZteD72yRqnkvsZGnp22fbQ1Ls/rndq1dkbDxwiywn2TjCyn3ArickcJ7dlrJoedLKzRmKbEwWFhzfnbF2y6Hb1PYLt0bxlbKxrVn0x0t3korklUWHUxMWfzM+uufoRRuuUJstOrImPmnW513UE6bHZ4dIJieJ/eC29JTULZkzu+mYjW29qSFiesuLVq7fkjTEoYNqdZJ3Bi+79pxsfO+qmZOWH7v2rPLxsWltOVQ2pvLzY9mVsyePHN082ttaU2d6f4tsrE0t/skR2LFG5ho80zblbDwT2RgAAMBAmndQRDZu6P7ULRu/QJKw78Dl327KWbxk2bivJoZ41yWyNpr632+sHI9rG4zZ9X5Otcr85+ph0mfy/EnUzGfxe3P2Vj6vODahbctpO+WkWPWoqWJONcnGJDOT8hd+mDekmxefaZvOSolRkY35L6YiP/7fOcWcaps+e0n0VUxyFvRcuHlbDm3Dzm9jBMH0/cl022gqc6o1ZWOR80o6G6dO+sTfVsRYnajbTvJrSTbVTv4HkTMv/F32aHecpR2djW9mVD8/jOc8eun3O+hWbfp+y4RuL59ei2ysne5vKwtb+zd7Larjlw81PQ2RjQdJmvQHIwAAQDNG0g6JAM2Vpmxs8Ia9puqbjWnW9mEfDZgxdt7inoFN+hLQSx/P4lLE49oGY3a9n1Otno37bX2imGlcPeH52ERX55U/VT6nsiKHGjVVvt/Y0m34N3uvUMO5z+R3Tm4a1sFGZZttJ5+pWzb2GHVG0QaytVmSfsuuVWXdHi9HbnXMxhZcz+BRWfSzssrKbuyb10vMV63OeegvKjsuf7Q9liNVycb0EDRdgOyy8n3OyMba6f624opdzOy83+o5nzU8x+DJtglmYxKMxdIm/cEIAADQjDXvoIhs3ND9WZds/Lrw0tNzqul4XNtgzK73c6o1jRv/urp/18ieIV0poR3dRabTGceNFc/isnKKjk2jpiiT3Ouop2ysgsTgObqOG89pyxMpZ2O6MEnIvj0W/nC7akc8+SrV2UVQvz44Nlex4yGdA634jirZWAtkY+1q9c7iSlwtbO3Jp0nzYPBPKgAAANAXc4Fdm+DeBg9dDYHsF9k7o9rlxu9PZOMGpJf7jZWfKS31Sj39uPKJ7NIPG9K/S16zasOObTO72ph1GLr75f3GG/L/pO83jrQMHLbhUPbGjMT4pKSDt0mBG+vD6pyN6chdVnaDVL12Zh/1Z3GRTVH10m1L3Zr1TW9rC99P91MD3QX56yZ0k9DzokkePpy5efOeP+jXJBvzuq3ctT8nJTlpceKOY/crHz/9cYyLtUp1DpzBVJauLDqzazPZcbL97ZnjAiwdkI31xeDvVgAAAID6s7C1d2rX2eC5qyGQ/SJ7Z1S73Pj9iWzcgPSejc35jvRzqov+qnzyl/zWzfPfTw4hy7l2g7/Ze4UsLJXd/GndgZP0/cY87/CEY78WUA+OLpcXnc6Z0cXBts5zqnmtQgenX6AfE3095zNntWxsaekbsWTvsYLq51QfT4gm23GOzjxaXEZq3/2FhMuJHPnD7cJH8qLCcz9kfLVgVymdjS39pmcevUUaX/ZMfv9S/soR7Rir47efRD+nmhS7V3DzaFac4llcyMb1Z/B3KwAAAED9ccUuHJGTQ7tQz+Bog6cvfSH7QvaI7BfZOyPZZUP1J7JxAzLI9xsD1IHB360AAAAAetHMbv6ikT0i+2VUu2yQ/kQ2bkD1fE41QKMx+LsVAAAAAMCwkI0blvbnVBu8eQA0g79bAQAAAAAMC9kYAFSzcQPVYmLBAwAAAABompCNAQDZGAAAAACMHbIxACAbAwAAAICxQzYGAGRjAAAAADB2yMYAgGwMAAAAAMYO2RgAkI0BAAAAwNghGwMAsrERackW8jwC7awM3xKoleZ94Mjecdv4WJsbviUAAGDMkI0BoFllY3KRbcJvpIoEDRxUhJ2zC55Vlj+tePrbYp/WXL1s04Y1Zv2zy8lB7zZCF1myIqefLi3YM1zKrrHcXDQ8/uitu4/kJbIbx5KjLfSRiPR+3DU1XlPtej8ZVLbZmAeO4L091OGry27rZC5pl6Uj+7Zs4OqsXVKOVu4b9YFZI3dynStqiPcmAAAYHLIxAOg5G1vYBEZM++7bQV4qyxvhE820hbfjOJlrf6+GrsjsQ59hR56c/Mq+QWsh1+jmVkLX4aceXljyOmZjizdDRh69dy17sHK8JDsVnvHnn6eWRLi7OntHdg53rX9FDXHcGRvPqCFOBvVtNuaBI8fIud9NyfKlXLGrhW24uZtbQ9f4ymzcOO843StqiPcmAAAYHLIxAOgtG5vznZxDR4xfsjwhIdlQ2Vg8pZGy8ZhGuVIn7Af9/JpmYy1dd2K2Pruu0Y67lj3SezYeY7hsTPen08DG609dsnHjvONqVZF+35sAAGBwyMYAoM9s7DtwRJR/246jV7wyG3Pe6WszMt8jQea8SSZcky2UUgvF4kSXWZc9UmRtNsht0rNthNRCK9NxdrOo6Z2Oyfl2wdXX6472uW4pMvdNMmnKfnqhHWupYIO8zQs235+XemhcnZEgcHL6z9Rc36Ibv6z9mBorkzin/PTw8soIAXlt45dy/NHxKV6tbEQJhyuflz+toD3++/fl/u8zrk64dE/ZcfrmjftlpKTs/o6REjMeK+bbo7fIkrJn8nuX987qZkuX9IrdTy8sunlYsbqJztff7l3T91wtKX5aUVJceHFTf/rWTbYgZuKmk2dvlxVXyAtv7xjvYkoi1qby8nu3ZWSJcu3qjXfomX36QVlx2Y2f9/x08UHZvd/WfGxvrqWdKhgnnap03aN/Dk2waM24Oo/VlzebOhPIIbZLyrX2q84qAsEsx7k3ydF0iM+mF2o67vU5xJpmzKp3sqaTgfFwMFLvT8Zt6n7ganuCqVDpz5Y7Doi4Gt+b6ofDnrvZOUUm3XDZbcp+8kKybDVfqHHfHUNSSC+RJt26Uvjns710NtaxQ3TfI8Y3gl4qUn9vWgfN23LqHjkcN//Yqeh5snDTxXvkZCiXF14+taI320L7exkAAAwF2RgA9H6/sTTgVdnY/D9B0q+o62Zr7yC2MMDUK5xtTk1TdAk97xSfyPUIMhN5t3YJMLXg8VkD+PGFDmOHWth6O/vsf39jLn1R3so6iO3gZsoNcOx33jIznU9HwfcCxFNkzgP9qbtPqyrStLo67juxyYWlZ9JiAzy8O0/I/+NxHsmxZDsec367W5DZ2yrim1OlJ7/0oAubmgVWDX56mFsJ6dtlNa3uu/DKoxOJ/UKDnDy93Tu2l7KpAcDMp7e2DW7v7B05YP3t0quJga041DbdQzr5uQrsA7snXCkuXq+4gNYlG3Peiv7ueulPs4NcRfYin8iwTtREZYs3Q0gj759YE9c1qK17+8DuEW5mXFL7hv/eyx0e0raqdrJlUjtj493HnXpw4DMfYcKBiuNf+3Yc/uNDsr9a2qmO7L7wc9XGq3cdIxvWSNbGy06dgyxsw+2HXpYmJXLMebw3BlgkUUfTUhzkGH3SPGOzQMh83Ot/iNUbz9jJjHukqSQjxv5U36buB662J5g69f5kfG8yHg6nNkcc542UspaytubbOwZJJhaS7TDWwv9wzJaS0uPLPg7wiuj5Tf6tijw6G+vYIbrvEeMbQS8Vqbw3FYcjyDu4a9L5ggdZnwjMlY+Rb4/ss5V52m+rBgAAA2KRANmMGTxyALwWGj8bO7BWk0tnsV2NzyP6+tv+m6HKCx1bZHPSqqMvhxVlGV/oHF4j/9iRq/CsA2Ib6rX63NpXrq4g6Z5LBaSqq16SbRZcL839lJq/yn43cMjPD+/dKfzz9Aw6Y5gwTbxkXJ3OxvLcAcohUHlyrLVLyrGKn1TGTm1ECQcqf5ogql6oSzYmV/8zTj65cmBmj3Z2ioVi7/Rfnx2f6tyqxsZr1k5NZOWaMTaeZOPiPQMlrDEZlSemOnGCVt++lNxRSzsZqTdexzmrVDbedF7iQx/iRHKIRVyeCytXcTR5rL78+EK3cHvG417/Q6zeeMZOZtwjTSVfsctK/al9TrX2A1fbE0yden8yvjcZDwfJxs6zhlKHL5O8wYUOvS87jgpnrEXUd3/JneqcyTinWnuH6L5HjG8EvVSkcoaQPSoorj4cPFbMsqLS/SPYygt1eeQYAAAYEMaNAcAA2djRJLvli8FeBcbrb3Kp3UZphqf7Jplzb/tWpg7SNpsd4ws918m8kgr/s0NjNmZcnfHTUDrulGIuJVH2TJ4/rvoK2H1QfvHTil+Xt1NEXPULaMbVX5mNBYJ55FJ7mrAV2aOOn2UfulpS8khe+EB275/DZCFdXsc51RYesXO3n7/2uOzKkbUjOlC9LYjKVVyUa6+dsfGM2Zhjaq+pnYz0ko1tWbPo//1BjqY4YRb7xRwB6VfV98TqmI1rdYgZG6/eyZr2iLGkOk3HXXs21n7ganuCqdMxGzMeDt2zMTnBSi/OoLtXERp17xDd94jxjaCXilTOEKnSHrHfDfz8FHVfPeNuaj9RAQDAUJCNAcAA2VjKWk2NBEprfB4xjxtzcnmrE3k1UzQJS/+38bJjmH9LpnFjN6U5nIyrMxL13V94LSnUhKOynGM9Zuu9m7uWfn/+4a/L/dj0QvphtudnuWtfXfdsTF4c+u/NbbFe1uY8iW0CvbC6/KCfS64tUR7P1KI1P2RA6vniB1mfmJqLvdPPVvykZdxYUTtj4+lszH8nMGx0bCDHhs7GIs3tZKTe+PpkY3I0VQYqXaJejhu7aZi7W7dDrKXnlTuZ8WTQVFKdpuOuvk3dD1xtTzB1OmZjxsNBZ2MSlT/sMsCc+4pxY8X8ZEVo1L1DdN8jxjeCXipSOUMYx435n+6XFazpamFpgmwMANDkIRsDgJ6zMdfayW/cim+GtuMIayxX/uixZIVLZsrsFybyvanbF81co0yFzNff9D2N0okjLe29zayDWvsGtHyRjZ06B7XmCiVK2ZjawoBCuyWzSGFT1yhzIfPqjJ+G9G2BZ1Pjwn29XNxCQnu0J5fC7HcDB/z48PqmHjat7cOW31bMuSUVRW95SH4lhd1DowOcOYyr1zYbb4gNlIiF9h41rr+FnbMvPz0eH+7rFhbZXsSckEk7u08aTqoW2LoF9s+9VJE3waK1xfuRM04++fNkEnWbpYd3u9Bosjpj7YyNp7Mx3XKyI8rZmLGdjGwDN9ONp3vJpH7Z2Io1VHGDq0v4SW56Nn2/sfpxr/8hVm88YyczngyaSqrTdNzVt6n7gavtCaZOx2zMeDjobKxYS0s25rOGr79bfnEj1fh2XTbTN+Lq3iG67xHjG0EvFam8N8keZVTdWuzvE9xj8fmCBzuG8tl8zuSdVbdVk4VR41/eVg0AAE0QsnHTNWvZ6szdRxTmr8wU2LsYvFXQLOkxG7t8sij5xc+K1bP7OAoVf1L59OGYDBB/cbJNMjXP2TE5X+QtZLz+JnjW1IOmPVPlnhmFovlTOObULEfHgFzXBJn7BrlrRiFnVboNr7qw9XtT7BcUkuUOa6ltMq6u6QORfuRv4V+V5Y9ll499STKSNCb3WkFmLxtqIIi+8P1xnGN1+/1n5PxWSj2IuOiX+GA24+q1mlMdOmk/9RzdpxWyx7IbVzPJVTVdnlzZx+XeUq5IHeet6NkHqKrLnskLi85unRpK12hmR83svf6oavk9anXG2hkbz5iNOab2mtrJiN0yhDS+4FmlovH1ycYmTA9G1nTc63+IVRqvqZPVTwYtJVVoOe4q29T9wNX2BFOnYzZmPBy6Z2Oqw0NmbDlV9QDnx7LfL1IPcNa9Q2q1R+pvBL1UpP7eZHxOddu+6YeulhRXVD2Ou2LHMBNtbxkAADAgZOOmSzkY6yse23qnHv/fvS39rAy+d9Ck6DEba2HwzzsAgEZGorV7x/Yujm4St5CuSeeLfp+B70MGAGiykI2bLvVsrAWJzbpsE9kYGCEbAwA0BO47sYt+rx4b/+PEtnEdDN8kAADQRD/Z2MbV2zOwS4eIPjTvTl0dvTpoKkz+RAooCpMV7Tz8m2s2Xrgyk7CWuiovJL/Sy7WvW6tsTOjSHmRjYIRsDAAAAABGTj/ZOCEjWz2qrc7aO2jMVEXuJS/Ir2ShekmyenPNxguSN5AdVI7HdDAmC2ctW904bbDxnLTm6O3CR/KiwnM5m45e+buIzsYW4si4jNOXHpSVPZPfPr99YohE2GL06uLnNzN68KtWFPy/6AW/PS/MGcQ3dDdCQ0M2BgAAAAAjp59sTEfcRSmbYkdPmTp/xdffpSknZO9OXQlFKl6zLY8UIMVIYbIKvbC5ZmOShJXjsSIYk4Uqg8nq9DJuzDeL/vZi+YNTqwYGB7sFxwxJvnDnOZWNLbieUZn3S+9sHxXSVuQSOWTP/b8uLA+2cAhMu/OkIK2nwJas6+CRee5/JClbG7wboaEhGwMAAACAkdNnNu4Q0Ud5YdQncYkZOXQ8poMx+ZUsVC5DVmne2ZhdMx7rHozZesrG9v5Z5/5+OYlaMadaxBqdISvPn+RILxd123n72f6xImtS4Jd/bpEC5nzH4KQ7JDAHWYoM3ofQ0AybjVuyhdw2PtY6fAXxK5k5+thZGf6D1SCs+Hw7ffRhwzVPUNU8NpdvxzZ8ewAAAABUNGA2tqqaR60YGSYv1O8rNoZszFaKx7oHY7aesrFg4OH7/5yb58+nf1VkY1vrOXsrn5c+KLpVUOWOrOT+9jiONa9V6Pj8J0Vb+opaxCy5Xn5yekPFJGhSDJuNrV1Sjlbu0/6dnyQ/C14VepW/uqYRfCiwPdPx/aWsDwz+OU71j7nNns4WSaz/M3hLGH0gtL3Y4a24N8y0tLNJ9ScAAAAYoYbNxnQ8pv/K+MAtI8nG7BfxWPdgzNZTNpaEZCluMGbXHDdOK385bqzMeegvsgebhnTNOv94/xgXTKg2CvrKxuY8tzY9J05fnJS8KnHxnDFd3CTKf9X0MfTKbGz2oc8wnb4Rt1GzcQu+8GiQyeQ3Wxv8c9ykWWTjJtWfAAAAYIQaPBsr/sr4J+PJxnWgl2xs/e7gZdeeU/cbh7RXud+41/f3S2/vnhLTxcPDh/yp/5D+bXnU9Glhi9HppaW//XavMGeQmG/4foBGoK9szOF07P3F0DBfD1vHjl3GL02a1l2k9FdNH0O6ZOMxTS8bm1jYHOzUMu7f2oa7G00zyMZNqj8BAADACCEbN116ycaEwG/6+tN/lj6S37t5YlfClp/Kq28/5gij6edUlz+tKJXdPLp1bACXysbmfMeItfflz2/gKVzGQ1/ZWBkncFLC/E89eC+XqHz6OIak7LlaUvZMfutK4Z/P9tLZ2Ct2/4371LPTi24eXvuxG1liI0o4XPmcnKW0x3//vtz/feaSrDGbysvJ1oorqIVJn0jpitRLEu5d00ntxU8rSooLL27qT9/tLAicnP7zrbuP5EU3flGU1MhckN7OPPp9C8USJ6nooK+l3Jcld2ddeptF3V7LER4IaT2T1dJEKR+SFRMCrYt93qrwYt2VsCa3rB4p5dvYbPHhFvv8q9iZtfqdd19s0/YHb/O7Pm+TwnIXVtzbzNGRypyh3GL3f5HaZfasGR+0rO02+UJhji9V8q7DK1dX200NXSS2syUlqd10elPuxarOxqFc6te2LJmUlfT2+1r6EwAAAKAxIRs3XfrKxgCvpPdsbM538hmxbOnIj7hKC5U/evgfjtlSUnp82ccBXhE9v8m/VZFHZ2NT95BOfq4C+8DuCVeKi9f3ZlNJydQscMyRJydme5hbCS1eJDH1kiQbb3xSejj+4yDv4KilJ+88yhspYd4m563o766X/jQ7yFVkL/KJDOvkSopx34lNLiw9kxYb4OHdeUL+H4+rV9eVuWBdJ+vDLJYrmyvhWYXzOdRCpmxMj52uf+P/uVhZjfYWy+1Z/d8ju2m9uaPV2ZasAA63i4v4rk91ZP3IWyo3Y/XnclwseW2sNT7FqmqbljtZb7Tl8If5ieVCVkArTm22ab052OrsO6wgLq9vW0mxu+YmMe4mI67NnmDuL2+y/Hn8vq6iYt8X2biz5aE3qypyFxe31Zj2AQAAABoZsnHT9eW85boH4wXJGwzeYHh96TsbSx07T1+4aExH+xoPOVf+6BH13V9ypzr6Ms6pthElHKj8aYKIGlPVPqdaUVJ5TjWPFRN/t3z/CDZjSYs3Q2acfHLlwMwe7ewUf5V0z71bkEk3iYTnBddLcz+tzfRsc6tFnWyvW7J6mimNfGrOxtXziqui5l4Wi+soKXZmVY+amgtWBdvsZLFMqnJsGYtl/qoHUCtvs7qif5vpvk2VktqaxLibTLiOdiT206tr33eD/0MIAAAAYIJsDABsfWdju6CvFi6b2tNVorJc+aPHfdyp0oszfFpzTZSycStTh46fZR+6WlLySF74QHbvn8PThK1MmLIxY0nlbMx+N/DzU09OzLbXtE0Lj9i5289fe1x25cjaER2otknHnVLM3CbKnsnzx9XuuVBsvvVib8Fdv7evW7PizKqi/iuzsQV/WifxLyyWo5u0woul7HBds3ELvvBMx3cns1rrvk1SUs5jtTXl6tIkht1k4qG0Te37bvB/CAEAAABMkI0BgK3XbMxrO2xmwtcDfRj+pPzRI+q7XzFlWpGNBYJ5h/57c1usl7U5T2JLjfEqsvGwI0/Oz3JXrM5YUmXceFlR6f4RbE3bpLXmhwxIPV/8IOsTU3PSpMJrSaEmmicJ66YF1+qztiK5Cz0tWW04V/O4scyeFdxStfb6ZGPdt6lp3JhxdabdZChAVse4MQAAALxGkI0BQG/Z2ILbJmTadzP7enBspBRhjb8qf/TwWcPX3y2/uDEu3NerXZfNZyvzFNl4Q2ygRCy093iZY1uyhdFbHv55egYp7B4aHeDMYSxJsnHm01sbYlztXCL7JZ2X3d8xlM9mLMl+N7D7pOFkawJbt8D+uZcq8iZYtKbvNz6bSjXJxS0ktEd761cl0hrMrfpJeREcjsCC7+coLvBnffFv0+oZyK2oW3adpOJr7WvccxtgyVe657b65l6yBRcuP9yKSz/jqj7ZWPdttuBa53TinX2n6t7gqvuNY983Z16dcTeZmkRv81LV6p5SkdK+U/daS3hWA73FJFpXVWT4fwsBAAAAkI0BQG/ZmGcaOXLFquQXPytTlnzmb6P4q8qnDz9kxpZT94qfVpQ/lv1+cUVvtkUrU4fQSfvP3i4jC2WPZTeuZpJwSxfm+M/I+a2Ueqx00S/xwWzGkjxWzNyztwr/qqSefX1ux5fdRSZVs6/VS3Leip59oLpkYdHZrVNDLZSeU02WkyZdPvZlYKtajSELFrW3oZ8+XezM2vr+W3T45AuFP/hz5b6sCg/WdQdqHPXls5p9WXL7l89qtrIRVj0U+i2qpA39MK16ZuNabJPxOdVMqzPvJiN6m8r7XvWMbhv1Z3QDAAAAGByyMQA0yHc4qTP4510T0cS/ixgAAADAOCEbAwCycaOqVzY2F6z6yKa47b+UyexYER9aGmyPmmCTAAAAAGoP2RgAkI1fJwIO34XLq8GS+8pJ18bWJAAAAIDa0mc2VkjIyP5qflK3T4bbefgrZ2Pya7+hX5A/rc7aq7IKsjGAASEbAwAAAICR0082XrMtTyXr0kgGJmGYfj1ozFT1SEwjqyMbAxgQsjEAAAAAGDn9ZGNXv5AOEX0IOw9/705dyYt+w8YlZuSox2CyMHb0FEVh+gVZHdkYwICQjQEAmhQrPl+g+cYE8lc7I7ttQXuHAADohX6ysSYkBisHY/Jrg1aHbAxQNwbJxpasyOmnSwv2DJeyG/uDT9g5u+BZZfnTiqe/LfZpza3bRj4U2J7p+P5S1gcG/xyvNXOrRR/ZFrZi2TV6z4MuWtuJi/3/U+HFqjRjtTXV9fzk2UuKnRvyEWiGO22aaIc0pA+Ethc7vBX3hhnjXzU+z0/DMWrBt17lZ1Xs8y+5M+uXli+/v01g6N3UV4e8Lup2Jv+Dn3r8KPfka/yvNjSihs3GRNQncXQwJi8aMxgjGwPoTl/Z2Jzn1m7QtNnxScmrEhd/PT7KV6L8V5VPH4s3Q0YevXcte3DjZ+OWbKG5ldB1+KmHF5bUORu34AuPBplMfvM1/IZec6tpHUTXGzLkGPpyqDn/aOrzgX5213X4KuymfNpoQfbL0cVOzqtFolDpEFtXO7kv6xcWq5FbbmZreyawNYlD1Ld8i1ljW5nqsladszHjMerjL5XxWBHmHBcrfjif/tp2/oSPJLr1Br+vu+h3XxP6W8p1bL/e6ZKNX4tDXIcz2dAfOa/3T4ULK/Ytc7onX+N/taERNXg2JjwDuxCNHIyRjQF0p69szLaS2gaEuLq4Cp38On6+KHF2d5HSXw3+eafCftDP9cnGJhY2Bzu1jPv36z2O0UAMfTnUnH809Ln15mD+etabBj/0DYdKPrVIFCodQkXBu25v1iqT6EVrO/FdH1bc22YSntUwP7FczApuyXnlWnXMxsz40zqI1RIj40IGYV5SuT1rBtvUhcvvIbWKbmnRmL2nY4e8Xoe4lmcyPk7r9VPzfxfiX214tcbIxoaCbAygI/1l4xdE3gGfL1r6RbC10kLljx5Ns5q9YvffuF9W9kxedPPw2o/dyBKHntmnH5QVl934ec9PFx+U3fttzcf25po+0Vy6p+w4fZNsgWxZdn/HSAn1T6B10Lwtp+7dfSS/+cfOWd1sFYXVs7EgcHL6z7dIyaIbv9C1a2MuSG9nHv3+yytFDxe7uz5vV3ixip1Zq995l17oJLX9wducXi53oa6fyIoJAdb0EpmENeODlootiOwl19q9u/WNf2vZ5ugOdspXtFxnO/n7LIE5qUh00NdS7suSu7Muvc1S3Jinsk1Nk/rUKxI5in/3NyFbO2b3wbV278tsWP1bWGhqp8pCQ18ONeefYp9/KZ9gtFb2krvuLMXZyHgy8G1stvhwVVZXPz89PKRy4YuLe3OraZ3Ev7JYmk6bFlzBdG/h774m8rbUmfPFO6aaKmLE8O4gqwuFOb7U6ncdarw71BOFlopUOoQaL/rIZMl7Fmc6vj+T1VLL6c3wLja3WtRJTI0KVqkUV8/TZmgn01ubCk5tWf3foTb+ga2YCnhVl+aMjRfb2ZIDR1a/6/Sm3ItFR0H1o0ll41Busfu/yEKZ/cuK1I8RNYk02EzR+ApP1hcsU9WFXiyNs0y5JEuYq/8/F/V9Z+zP2nQy86eijh3CeIg1nZ+6n7SMFakv1HiI9XEm4+O0nj/a/9UGUIdsDAB6zsZtRnyXTH6WjQ+R2iovV/n0ackWCj9XTaem7iGd/FwF9oHdE64UF6/vzbZwH3fqwYHPfIQJByqOf+3bcfiPD0/M9mD8OCMb9F145dGJxH6hQU6e3u4d20vZPO47scmFpWfSYoO8g7smnS94kPWJoDpaq2RjRckAD+/OE/L/eJxHR2vdsflWQRZcAceqj7ed3L76uvwjb6ncjNWfy3Gx5LWx5tux6TEfy62st1y4VYMMQlZAq+pBBg83qcqcQPVt9mknvUQV4Pew55OrK5JkCqmJo4J1nawPs1iubK6EZ/Vi2iTzNk2YLs7UKyIryj5guVhTN2jNfNNUeQYm4zaVFxr6cqg5/wRwuF1cqsepFJ3fx58+Dap+ZT4ZrDd3tDrbkqWyuvr5WTVA9zadLqqmILZSBCfV06YqOct4rDiORVsOv5OQ52rG1VQRI/Xaq8Z7rc6+wwri8vq2lRS7s/q/Z6HhpNVWUY0OebGuV2t+Qkfh4apTVNPpzfguNqmaCsvm2+R04v1SvVmGdjK+tRXBydzCaqCv5MX7nanxXJs9wdxf3mT58/h9XUXFvlVRkOlo0hXtZL1Bul3lM4RpTJJPDhPdbKUxNMaFqlrZV+3aOypZgmHfGftT905m/lTUuUMYDzHz+an7SctYEdNCjYdYH2cyPk7r+dOAt5lAM4VsDAD6HzfmSgKDxy5cNq+vM//lQvUPIC2zmm1ECQcqf5ogak2ycfGegRLWmIzKE1OdOEGrb19K7sj4cUZnY3nuAAulfwtFffcXFGeSjE1e81gxy4pK949gM9Yu6Z57t6C6JOet6AXXS3M/1TbkpUXVAz/e/eLf1HAEufovq3kXqPJ8SHqi4Bcsxf1pfP/qhKBxm75t7ArfYZnZkBU/WMN6u7uf3a/kQpAa2rK9bsnqaab+f8QZtqllUp+iIuq69m2WBZtcnrIns1pH+dhdehmGGdv5cqGhL4ea8w/V1eaCVcE2O18cjpbm1PzhrYqjw3QycB2pB1NVJz2l1dXPT7L6d52EdIahbozUnLvMhKJr7f+tcvOepooYqdeusjrJIXtfrK5Su5aKVDvEgj+sPf1/lHhhvvZlb1C342o9vVXfxfRGRgdISNKjG8DYTsa3NglOBYH/Rw/Pks4cbGquqfFcx5dp/OUUYqajqV6RYpooczau65xqalqK2gxhxn1n7E/dO5mx63TvEMZDzHh+1uKkZayIaaEuh7huZzLN0B85r/fPpbfx1EmoHWRjAGiQ51TzzaPHrJrTx1WoWKL+AaSSTluZOnT8LPvQ1ZKSR/LCB7J7/xyeJmzFmI0tmP5PMGM2lo47VXpxBl0F+93Az089OTHbnrF2UrL8aYVC2TN5/rjaPbGjo5PomLcpNU/P/V9yLxa5FjR5VTZuwReSS0O6pI7bJNeLMjNWFzfJNbf/kGtBcr2+s3ooxnqxt+Cu39vXrVlxZq8Y8Va/gFaviPG6Vsf/B2/oy6Hm/KOYB3v4xQV09bDVey8v1tVPBkc3qfIcWsXqDNmYLPSkhnNdzXgTPpL8qnSZrnLatLJXuqZ/QVNFJhzhwRBO9bTeF4FTvXayulIV1WObjLVrrIihQ6xzOnHpicGt7SR3fVixb5trOr0Z38UmVdOAi91fDugxtpPxra0YVBQ5Su6S7vrQQlPjPZS2qXx7rfrR1PIZUq9srHaM6HFj9UOsvu+M/enjaqdjJzPuke4dwniIGc/PWp20jB+q6gs1HeL6nskvDoehP3Je7x/1/xUCoB2ycTM3a9lq5a/Rmr8yU2DvYvBWQVNjqGxsM+jnkmtLAl+MSgkE8w799+a2WC9rc57Elho3VmRj/juBYaNjAzk2tc3GWsaNVWonJQuvJYWavPoxOYyqrudabGW9JTDnmdnYKq5Wa5mNa4zHMm7TTCj63fONHF/zGWbcY17v5fhbKN8r2IJr9VlbkdxFORgwjPFSw0FK44GMFdEXu+bm1ORtUrJmNsa4scF+1M+97u2khe8w/G8L5ZOB6yiR2TM8IogxG9PfdEJOsDOB7ypfVqqcNlVDcCyV/7OjqSKijTXfX0DwFDfD12rcWKV2LRWpdIip+OWwHo2EKMbTm81jfhe34Nvs6WipPJr3ynFj9WxMDznSsYex8WQhwzAp09HU8hmi0kv0G5MxG6v8jw/GY0RPql/NelulnZrGjVX6k87GunQy4x7p3iGMh5jx/KztSavhQ7XGQk2HuP5nMn04DP2R83r/HAgx0/mpdQAUZOPXxoLkDXVItsrBuNHisaWl7+dH/q48OJKv9idJSNYf/7uZESYweH+CMn1lY0uOt0+XjxxdXG0dAz8a+W3C/E+9eCLFX9U/gGwDN19+ejw+3Nc9NDrAmUNn4w2xgRKx0N6jRjam4y5Jv7XNxnzW8Iyqu4j9fYJ7LD5f8GDHUH51NhZ2zqZrdwuLbC/i0Pcbn02NC/f1cnELCe3R3ro29yl9KKAu+Na/8Y6dOc+qrtlY5T5eDdu02RPEk5tRd9ZN6ySmvqDibXNyTdZPyovgcAQWfD9HcYH/y6E5xnuD6QerLn3DpI2NVYA5h7GiFxe71asoZ2Pcb2zAH3KUXbj8cCuuQHF3cZBVjUmYzCdD9T2NKqszZmMqOAVSA4aymtMRVU4bOglU37rJ5flbWwWYcjRVxEi99hZc65xOvLPvVN1iWnWXZuz75jVrb9HGuqp2TRWpdQh1V/P7ih2hMuGll1muxunNZn7H8Qf6UZM12ppxzS2r785lbOcrsrEFz8nJ7kUKYmg8vc1LVQs9pVSEo6cQqx9NLZ8hqseoapcZp08PaF/9xU4v+pPxGFH7Tj2nmmPalsMPlwh6mlkw7jtjf77Ixq/uZMY90r1DGA8x8/mp+0nL+D5iWsh4iPVwJr9g6I+c1/tH5X9qALwSsvFrg2TjOiRb9WysBdm4XpqqYzZuP/lMwaP9k7yQkw1Pb9lYEDJw+sKlicnJifHzpwzv4qbt+40JdsuQuNxbBc8qS4p+iQ9mtzJ1CJ20/+ztsuKnFbLHshtXM0mOrWc2NtH8nGqL9yNJ7aQuunaTF8+pLvyrsvyx7PKxLwNb1W4MuUvVt4BSzy9ty7rrWBVZa5mNRfaSu35vKl/WM2xTaWhCadqeYFF7m2Kft+hHv259/y1FjerbpJhbTfAXFfv/R+5MLtE+YKxISzZm3KbyQkNfDjXnH+ooe7Cu21SPO5mKxde8q0+2F5hPBisbYdWzcGusriEb83j2kmJ/luoDitVOmxb0/NIXzxymFzJWxIixdk1P96Vrp05RrRWpdQiVDJUHSH3bUDPGI5wljKe3+huBvGGzw6yUH/VMj16qt/OV2Zie+ruV9YamxtPbJLXTXyZcNerIcDS1zT1RO0aasrGZUPiDP7e6PzU9p5qwtBrtLbzW7n3SJMWequ+77tlYUycz7pFuHcJ8iF3NuIznp84nLeP7iGGhpkNczzNZwdAfOa/3z4xWmFANtYNs/NogkbgO8bhW2ZjQS1N1zMa24QtXbpgSbmOrl0qhPvSVjbUz+OcdNBpDXw415x+Vrg7ztZcpfWUXoEOgmTH0R87r/WPwwwevHWTj10nd4nH9iVij08rLf926eeeZW5fvlBQVnvt+cgjJvbxWoWNP/l28dyCdgUXOKw/9XZIziE9n42fnNsZnX7j0oKxUdvPY+jh/W2purXI29hh15vHTH8daWJPXXE7kgMxjpHDZM/mfV7aP9rY2eG8bldcrG3Peil58sbTwgUxZ0dU1XS0sDf6RCtCoqp5qu1dtSNB4oUOg2TF0uny9fwx++OC1g2z8mlGOx7qU18u4McnG68qeX9s7ppOjyJzvGDDg0NUnl1N62mjPxk/u/Rg/vO9HgSFRsTtPyctOzuvE1pCNLbievdbcL3t4JD6uezufkOBeMX5OIl32DvTl9crGLdlCK0cfJ09vZc5O9owTrQEAAAAAdNGA2djGNix65cGESWH12YhYOHzirtzJUR7IxjSSjUkqJiGWJGRdyusxG5+c50//av3u4KSC5zfWhwlbasvGijnVJPoO2PXk6cU5AVwRYzYm219f/PzSmo4G716j9XplYwAAAAAAvavOxk7R69fvyZs70E9xcewzZkfG8qG29hpDqajd3AXblnUWuyMbNxrlYKzjnOqGyMb8DyIX/Pa8JHugjtnYnO8Ysfb+k4K0cBtbxmwsfm/O3srn+ZMcDd7DRgvZGAAAAACM3MtsTEWjrKURbu46ZmPbjstXZSEbN546BGN2w2RjIWv46uLnl1d3oedUl/0wVJdx42enp7blaRw3JtvHuLEBIRs3Jy3ZQm4bn1p9AZUmZo4+dlaG3yMAAACARvAyG6enJ05YcXDFnD50Hn6ZjaXeLlHzZ6XnpeYeWJOZ/kX/ELLQZ8Tm1dur09SGTfMC7TxsHHr3m7dtRfaRzJxd82d+7CT1oLPxygXzxi7dsTr7wJp1yYM7+1Tnav9RYxJyU3KPpH2/ddbUT9ykVI3Wkg6Bo1MWZx3IzD2wauWyPkG+NbKx1NszJi1l+8YRoT42HkNGJOSm7j6Sti3721HdjCQb07cZ1yoYs/WajR+cTBvZK9zDO/Lj5AvFT84lduSQDPzp/idP7nw/LDjYp8vw8esuFFTKatxvHNfd1zcwLHbnybKSnye2IZuSdMg89/e97OHeInHN+42/p+43Xj6IKu8VGfNRG9xv3KiaUzYmydCE30gVCRo4Nwo7Zxc8qyx/WvH0t8U+rbk6rmXtknK0ct+oD8zq2Xgb1pj1zy4nB73bCJ1pyYqcfrq0YM9wKbvGcnPR8Pijt+4+kpfIbhxLjtbLLeV6P0M0Nb7OPQ8AAAAG8TIbp2VOa+8zZ8GurNGhNcaNRW1nLty5e+7gnq5tg/z7rli2M4cqIPV26522dseyCNe2QmdvEmuD5u9bFT+6vZuX1H/UlI37Zvb3Itm414r8tcnzunbu7OjdI3zmjsyshaGO7iJhzOfpB1fMH+rjF+gWNGnKxoPLRgWRGl36r0/NTh/RJdTRM7LzlG2pWcsi3NwV2di154rEXVnjorxJ1QHT96XGj27r1k7sG9kuONB4snFtgzFbr9n4et72vAslsqcVf908kRb3ET0mLA1ZuaegvPyx7Mq5/auHJOWUl9LZOC7/yd19aakHbxf9VVkqu3lo9afO/KoMxh284HRpWQUVoZWfU80RRo/Zerr6OdV/7J4Qii89blR6z8aWkqgxi1d9O8hLeWEjfKKZtvB2HCdz7e/V0BWZfegz7MiTk1/ZN2gtJEeZWwldh596eGGJHrOxjo1vzGxs8WbIyKP3rmUPVo6XZPfDM/7889SSCHdXZ+/IzuGu9a+oIc4QxsbXp+cBAADAIGpkYy87r3YTdqxLneZn56HIxuQFWeJFD+2Kg6K+O7hmZg/y2r47lY3pOdVVCTZnfKgLtTWpd8fZB5OndlWZUy1xmDRj7+7JES62HZcn717br60bvdxzzA5StY9tJ8WW6Q1O3nFwZi8P8mLSzn1ff7lswc6cqb386b+2JY3MWNgzqL1Rzamum4aYUw3Nj36zsQXfL3r20oXxiQbJxuIpjZSNxzRWyLEf9LPes7EujW/MbKylnSdm67OTG+0MqU/PAwAAgEHUzMZSD1vJwM/TDy7+LKw6G0u9Aqbvy4gfYUffeCz1Dp19cP3iQSQzK2djknvn7clP37A7eSNlZVbespFhqtmYN4SOu6KqFSNf3KhMqk7dtjCEGzUoo3oAmRDxe4/YeHDxp35U6t6Tv277kfTVo+mp19SdzHaREV+mfZd1YO3qxEERGhMysjHx5bzlugdjTc++RjZu9vSajaX2/efOGxncKe477dmY805fm5H5Hgky500y4ZpsoZRaKBYnusy67JEia7NBbpOebSOkFlqZjrObddltncwxOd8uuDrVONrnuqXI3DfJpCn76YV2rKWCDfI2L9h8f17qoXF1RoLAyek/UzN4i278svZjN7JE4pzy08PLKyME5LWNX8rxR8eneLWyESUcrnxe/rSC9vjv35f7v8+4OuHSPWXH6Zs37peRkrL7O0ZKzHismG+P3iJLyp7J713eO6ubLV3SK3Y/vbDo5mHF6iY6Z2PHkJQ9V0vI6reuFP75bC+djdW3qanxDCVZYzaVl5OtFVdQC5M+kWppp3vXdFJ78dOKkuLCi5v603c7M3aIOsap4yrtfPTPoQkWrRlX57H68mZT5ww5GeyScq39qpOnQDDLce5Nctwd4rPphZrOkPqcDJrmvat3iKaeZ+w6AAAAaHyq2Zi8do5YkZizdvycnDqOG2t4FhfJzzOrytR23Hjirtypn4ydsvHg8pl97ZSeDSZwCAr8YjPJ1UES5ueBIRvrC7Jxs6fHbMyxi5m2YGR7WzvfEdqysfl/gqRfySTLVlt7B7GFAaZe4Wxzag6tS+h5p/hErkeQmci7tUuAqQWPzxrAjy90GDvUwtbb2Wf/+xtz6cDcyjqI7eBmyg1w7HfeMjOdX5Uo2O8FiKfInAf6U/eUVlWkaXV13HdikwtLz6TFBnh4d56Q/8fjPJJjyXY85vx2tyCzt1XEN6dKT37pQRc2NQusGtL0MLcS0jfBalrdd+GVRycS+4UGOXl6u3dsL2VTmTPz6a1tg9s7e0cOWH+79GpiYCsOtU33kE5+rgL7wO4JV4qL1/dmW9B16ZKN+R+O2VJSenzZxwFeET2/yb9VkUdnY8ZtqjeesSRp58YnpYfjPw7yDo5aevLOI2qPGEty3or+7nrpT7ODXEX2Ip/IsE6umjpEU/tJRwk/V91Nxnaqs2GNZG287NQ5yMI23H7oZWlSIsecx3tjgEUSddwtxUGO0SfNMzYLhMxnSP1PBvXGM3YI4x5pKgkAAACNjyEbkwAcNn9f5u4jm+OHkGws8Zy7cOfuOcNe3m88oeqGZEl4ytrd6bEdOzr7BYokHcgqaxOndQkKFHsFeYTEdOhQfb/xmrUv7zdO2zyvvZOH4n7jgHbU/cbTt9W43zguKtTBl+F+Y4n/zK+35S0a2dVW6uUWHkPWlbh1aBubtmrbImRjgHrSVzY257m1n7BocoQj20qqPRs7sFaztuaL7Wp8HtHZ2P6bocoLHVtkc9Kqoy+HFWUZX+gcXiPV2LGWsrIOiG2o1+ozZl+5uoKkey4Ve6rSI0ksC66X5n5KTSdmvxs45OeH9+4U/nl6Bh1iTZgmxzKuTmdjee4A5WinPFfZ2iXlWMVPKiOiNqKEA5U/TRBVL9QlG4v67i+5Ux19GedUK29T+8xeRUnldvJYMfF3y/ePYDOWtHgzZMbJJ1cOzOzRzu6V/amJ+m7qPPd7JGvTeYkPfTIkkpNBxOW5sHIVx53H6suPL3QLt2c8Q+p/Mqg3nrFDGPdIU0kAAABofAzZmJrS7PzF7Jx8OhtbSb3b0M+p3n1kTWb6xIEh9IOshdKYIQm51MOrU6cF2nlYu8VUP6c690DyurVxkW3oceMFs6aPT85Nyz6wds2yPsFtrV48p3rCd9UPmp7L9Jzq5DXLPg6r+Zxqe0+HoCXUU8FiI/1GpVHFdh9Znbl2VFQA5lQD1JO+srGl67BZC4d48USvzMaOJtktXwz2KjBmY6c2R9oozYN13yRz7m3fytRB2mazY3yh5zqZV1Lhf3ZozMaMqzN+GkrHnVLMdyXKnsnzx1WnU/dB+cVPK35d3k4RcdVDDuPqr8zGAsE8Ei+nCVuRPer4WfahqyUlj+SFD2T3/jlMFtLldcnG7uNOlV6cQZdRZGNN21RvPGNJ5XaSTPj5KerWX03btPCInbv9/LXHZVeOrB3RQay9PxnpJRvbsmbR/6OEHHdxwiz2i9kE0q9kTgO9GM+Q+p8MjI1X7xBNe8RYEgAAABofS/vjrF5ryMYAOtJXNnboNz+55s+iIe0Uf1X+6JGyVlPje9Ian0fM48acXN7qRF7NFE0i0P9tvOwY5t+SadzYbaC/9tUZifruL7yWFGrCUVnOsR6z9d7NXUu/P//w1+V+1QOn9AOHz89y17667tmYvDj035vbYr2szXkS2wR6YXX5QT+XXFuiPErJ2HjFlGlFNta0TfXGM5ZUGTdeVlS6fwRbSzuJ1vyQAannix9kfWJqrqk/NVHfzfpkY3LcVcaNXaJejhsrnyH1Pxm0HCPlDmHseU0lAQAAoPEhGwNAQ3y/8SvGjS1Z4ZKZMvuFiXxv6tZiM9coUyFzNqZvHJVOHGlp721mHdTaN6Dli2zs1DmoNVcoUcrG1BYGFNotmUUKm7pGmQuZV2f8NKRvMT2bGhfu6+XiFhLaoz2Jf+x3Awf8+PD6ph42re3Dlt9WzKQlFUVveUh+JYXdQ6MDnDmMq9c2G2+IDZSIhfYeNTKnsHP25afH48N93cIi24uYoyafNXz93fKLG6na23XZfLYyT5GN1bep3njGkvR90RtiXO1cIvslnZfd3zGUz2YsSXqp+6ThZGsCW7fA/rmXKvImWLRm7BAt/xrZBm6md5Nukkn9srEVa6jifmOX8JPc9Gz6fmP1M6T+J4N64xk7hLHnNZUEAACAxodsDAAGyMYEx2SA+IuTbZKpec6OyfkibyFjNiZ41tSDpj1T5Z4ZhaL5Uzjm1Bxgx4Bc1wSZ+wa5a0YhZ1W6Da+6sPV7U+wXFJLlDmupbTKurukDkX40ceFfleWPZZePfUmSjzQm91pBZi8bajyW5M+MwtIfxzlWt99/Rs5vpdTjhYt+iQ9mM65eqznVoZP2n71dRjYoeyy7cTWTBFG6vMX7kXG5t5QrYsQPmbHl1D1SjNT++8UVvdkWWrap0njGkjxWzNyz1O5Qz74+t+PL7iKTqtnX6iU5b0XPPlBdsrDo7NapoRbmzP2p5V8jdssQspsFzyoVu1mfbGzC9JxqTWdI/U8GlcZr6hD1ntdSEgAAABoZsjEANEQ2ZmDwzzsAAAAAAE2QjQEA2RgAAAAAjB2yMQAgGwMAAACAsUM2BgBkYwAAAAAwdsjGAIBsDAAAAADGDtkYAJCNAQAAAMDYIRsDALIxAAAAABg7jdm4Tdy2NSkTvKQeBo+4NGtxUMTSfStn9rC117VJyMYAOkI2BgAAAAAjx5yNRaIhY7fnTu3tYSX1Dp19MHP3Edq6zRu/Gt7NTud0qsLGNqx7wr4Vc/ronm+V2fsvWZq7tl9bN2RjAP1CNgYAAAAAI8ecjR17p6VuWxjq6E5n4/WLhzi6dRB7BbXvuWLp3t2To+qYjQV2ft6x84f37li31W0FPQZlHFw0PBDZGEC/kI0BAAAAwMgxZePqPDyIGt2tep02P4Ye6RXxe3+2Ln/ZqCCxcPiE3E3jB349Kz0vfcVoJzuvNlHzyevU3ANr0hM/DmsjEgwcte3gt0P86G2KfeYv3Z0xwLt95JKDK2f2oGtRWUXsvyRx16YBvtSwsF3H5av25E2tCuESyRczd+WMD3UhqwRM35e+YoSTbjO9kY0BdIRsDAAAAABGjiEb2wp6xK7JT5gUpsjJimzs2H7+wh15M3t5kWw8cU9+0rJpXcOjPP3bSTznLtiVNa7XR7aOHdpP3JaWOc1P4tX+y1xFjvUZs4NEaGdxoCIbq6/SXhAzYuPBOYO86PIpOXnfTe1KXjuEp6RuWxgkcSevnQdtzsyqft3ss/GsZasVs9mJ+SszBfYuBm8VNEvIxgAAAABg5BiysZgTMyorv3rq8ov7jdOyD6zbfmT9nrzFcwa7ST2obLwrVzG5uir6jqDvQ5Y4z/x2z6re9m627efTtweTsD1w/b65A/2sJR0U2ZhhFWnbTtP3kRwuFgV1TdoxcXzSytVj3O28/Gbmrn5xi7J997SM3clRDq9ZNl6QvKEOyVY5GDfxeGxp6fv5kb8rD47k12Mj5nzHAbuePDs91Znf4A229U49/r97W/pZGbzrmghkYwAAAAAwcjpl44z4EZ7tw5zbBTm6VIfhGtm4aqrzhuy85I27KRvyknckRjq4U+PPaw+SSCzxnDt/R3KUq/vLbKxhFbuQFau2LQqxGz7x+6RuzsMn7FzVU9xr6PrcqS9C+OubjeuQbNWzsRZk4wbcwUbLxrbWc/Y8+y2xI6eeDUY2VoFsDAAAAABGrnZzql/mZ83jxsraxG1LjR/RYey2lAXUFjSNGyuIREPGZGeN+jQ+eeUIe1FQt8TcaQO/nreNis10gdd0TjWJxHWIx7XKxoQBd7DxsjHJtE/PIxvrHbIxAAAAABi52j2LS1M2FvvMX7AzZ8on0S5egQ6+kf49etC3GUscJn2zPWdpevWjrZWzMeMqAju/Lt8cXL1t97JRQaSM+9htyRt3py4ZXF376/wsrrrF4/rj8EMHrT996UHZk7/kt/7YP7WbFf+DyGFbT/9aUCJ7WlEuLzqzday/rYiUbDfv6sNbP65OP3ri4q3rj8v+vLJ92cw1Wcf+uHK1pFR288cZwST3ilij08rLf926eeeZW5fvlBQVnvt+cghfLRtbiCPjMqhKy57Jb5/fPjFEoql5ZMUu0/b+erusRF70W/7m748/p7Mxz3l04uErN++XkUY+LDy3a0ZXK75j+/lnbjyqLCfNflohrywiydY1InXf6VukGKnoz8v7v+vpqKUrbDwnrTl6u/CRnDQ7Z9PRK38X0dlYvbXCFqNXFz+/mdGD3h3B/4te8NvzwpxB9Un+TRyyMQAAAAAYOZ2+w+mV2ZgU8+i9ZF56XuruI2nbsr9dMMytKr5ai4Oivju4YdM8eqRXORtrWsW5e9raH6qeSm3vaRO0JHHPgZn9vRQD2oMyDtKx+bXLxuya8ViX8noZN5YMPFT83xPf9WgncvD1jhjc2d+W1yq027jR3UJDPN0DP/p05/nnJST0sauysfzJiVX9fEkCFEoX/ih/XnBoehcPBwuuZ5fUO/JH22N5NiQbryt7fm3vmE6OInO+Y8CAQ1efXE7paaOcjUn5qMz7pXe2jwppK3KJHLLn/l8XlgdZihib5zXg0J2/b+ZO6NXOJyQ0ZkHOlepsbNYmZtDngzp3CLT3De218uqDZ/snOwnYtp5uffbe/t/l1WEOto4epC5Bl9FxQ3p06BDo4B8z70j5w9/nBHCZK+KbRX97sfzBqVUDg4PdgmOGJF+485zKxoytDbZwCEy786QgrafAlqzr4JF57n8kKVsb/BRqOMjGAAAAAGDkmLOxSDRk7PaXd/k2Efb+S+iHe72+2ZikYhJiSULWpbxesrGo284//ndz97SP/ZwYQiM9Dpw/iUqAVDauCsDktZA1fHXx83OJnehiDqPO/PXPj2MtrOlsfHKeP73c+t3BSQXPb6wPs7Z4mY1JmQwZ2aajogG3n+0fK2IIliRRj/rxyaMz0+hJ1JrmVNv7Z51/ej7Rl1O9tX+Y51R7f3ux5G51mlVHNnLu75eTqBVzqjW1lhT45Z9bpABpVXDSHS3xvnlANgYAAAAAI8ecja2qbhVekzLBTbfZy43AWtIhbP6+lTN72Krd1fxaZGPlYKzjnGq9ZGMLrmfwqKy8CyUl8qKfc2ZEedhy2B16Lzp0rKCkqLjo9rWbd59V1jkb8z+IXPDb85LsgcrZ2NZ6zt7K56UPim4VVLkjK7m/PY7DkI3pucpkdXqusnI25gliJu248Hsx1cg/rhXd/+ccYzYW+E1fc/T2jQeyewU3/7hdphjpZahr4GGykXn+fPpXRTbW1Fpeq9Dx+U+KtvQVtYhZcr385PSGiotNBLIxAAAAABg5jdm4GWg62bgOwZit12dxkdjpFDx989XnJOy5Vk1LTu/rRpZLuBM312PcmC52eXUX5TnVL8aitd36SyMpnaylPm7swqWGap/c+f4zHylZKI3KuvJfhnFjksy/PlVefHCav63IgusZuvSqlmwsCclS3GDMrjlurKm1zkN/kT3YNKRr1vnH+8e4NOcJ1WxkYwAAAAAwesjGjYG+zbhWwZitp2zMDx/+Se9wD08Psc/w+AvlJBs7Dzz04H+XUnq427qF9hmx82RFrceNH5xMG9kr3MM78uPkC8VPzpGkSrLx0H1/Pzs9p6OHO4mpvb6/X3p795SYLh4ePm7BMf2H9G/LY56Q7D/k2J2/b+6eXuN+Y5KNe65/SLLxIF+p0D9mcPoFxbgxHXF3TwpxD4z0so9edu158cGJfg4e7mGjF+eXasnG1u8OJoWp+41D2qvcb6yptcIWo9NLS3/77V5hziBxw3/lsmEhGwMAAACAkUM2bgwkFdc2GLP1lI2dozMPX6t6JPVj2YWDCf3chRxh9MQfqMc13yu8/NOa9O8Laj1ufD1ve94Fapt/3TyRFvcRPSPaZ8Tei48qH/4+J8hSRKqgn/xc/rSiVHbz6Naxmh6RxWF36Jl46MyDqudU/7xu1e4/6WFkgd/09Iulsgr57cv5G5b/cPzF/cZcTuTIH26TqktKLqX3t/b8OOuXO2Vk166cyF6cdkHL/cbsqgnY60//WUp2/OaJXQlbfiqvvv1YU2vN+Y4Ra+/Ln99o3k/hoiEbAwAAAICRQzZuuprg9xurzKmGZgPZGAAAAACMHLJx0/XlvOW6B2Mdn31dT3XOxv7xF0sfyVX8uiZc7y2UsCZmyMpVKip+tHusRfMf+60PZGMAAAAAMHLIxlALdc7Glh4dfAJDVLi3efXzumrLgutp1yFUpSLvjj7N/obhekI2BgAAAAAjh2wMAMjGAAAAAGDskI0BANkYAAAAAIwdiwTIZszgkQPgtYBsDAAAAABGDuPGAIBsDAAAAADGDtkYAJCNAQAAAMDYIRsDALIxAAAAABg7ZGMAQDYGAAAAAGOHbAwAyMYAAAAAYOyQjQEA2RgAAAAAjB2yMQAgGwMAAACAsUM2BgBkYwAAAAAwdsjGAIBsDAAAAADGDtkYAJCNAQAAAMDYIRsDALIxAAAAABg7ZGMAQDYGAAAAAGOHbAwAyMYAAAAAYOyQjQEA2RgAAAAAjB2yMQAgGwMAAACAsUM2BgBkYwAAAAAwdsjGAIBsDAAAAADGzgDZ2M7Dv9/QLwaNmarg6heCbAxgQMjGAAAAAGDkDJCNY0dPydx9RNnqrL3IxgAGhGwMAAAAAEbOANnYu1PXr79LI9Zsy1PEY2RjAANCNgYAAAAAI2ew+42jPolTHjpGNgYwIGRjAAAAADByhsnGimC8KGUTsjGAwSEbAwAAAICRM0A2VgTj8bOWdIjog2wMYHDIxgAAAABg5Bo7GysHY/Krq18IeZ2YkYNsDGBAyMYAAAAAYOQaKht3+2T418tTB42ZaufhrykYk1/peKxcBtkYoPEhGwMAAACAkdN/NiapOCEjW/n7meiErBKMx81cTF57d+raQOEc2RhAd8jGAAAAAGDk9JmNVVIxycCJGTmKhKwejGlfzU/6enkqsjGAASEbAwAAAICR0082Du01SCUVu/qF0H+K+iROkZDpYNxv2Djlb2/Cs7gADA7ZGAAAAACMnH6ysfKwMJ2K6buI6RuJyX9JHibo17GjpyAbAzQpyMYAAAAAYOT0k41J7lWkYnpmNQnAHSL6KG42pouNm7mYLEQ2BmhqkI0BAAAAwMg11P3GdDZWfhwXfY8xsjFAE4RsDAAAAABGTj/ZWOUpXCrZWBmyMUAThGwMAAAAAEZOP9lYPesiGwO8RpCNAQAAAMDIIRsDALIxAAAAABg7ZGMAQDYGAAAAAGOHbAwAyMYAAAAAYOyQjQEA2RgAAAAAjB2yMQAgGwMAAACAsdNPNvYM7EJCrzIbV2+y3L9zT+WF5FeykPxJpTBZHdkYwICQjQEAAADAyOknGzdNyMYAOkI2BgAAAAAjh2wMAMjGAAAAAGDskI0BANkYAAAAAIwdsjEAIBsDAAAAgLFDNgYAZGMAAAAAMHbIxgCAbAwAAAAAxg7ZGACQjQEAAADA2CEbAwCyMQAAAAAYO2RjAEA2BgAAAABjh2wMAMjGAAAAAGDs9JCNbWzDolceTJgUZvAwjGwMUDfIxgAAAABg5GqdjW3sIjtPSFmYnpe6+8i6bbvj5w91EdYrG7v13ZyxfKitvQeyMYChIBsDAAAAgJGrXTYW2kT2StiXtmXt2GGfdgrv5ddlYHjvKIf6ZWOfMTuQjQEMC9kYAAAAAIxc7bKxfcSK5F0bY9u7KS+k51SvnDdtyKzN32UdSNuWPePTELLcVtCj5zebEzZQI8xrMtNHRQVQCzsuT9m0bMCoVYuzDiRM+DhyQS75a2aVtPkxNnaR3WZvXpF9JHXH7mVLPveS1iswIxsD6AjZGAAAAACMXO2yse+XuRvWT1OJrCQb91qRvy59aUxUhItvWMSM3MyshUESd7K8Q/8Yn3adHNuEhczcQa9IsvGqPXkLvxoW1DnC2ceL7+wXOvtgRvwIibOXjYuHXY+U1Kxl3X197VyD2oaF2dVvMBnZGEBHyMYAAAAAYORqk42l3iTHbkwZ7aSWjZXnVEvCU9buWBYpdlcuQxambqMCM8nGK3OToxzcFdvsNH2fYk61uPPyVdnpo3qF1zMVIxsD1AqyMQAAAAAYudpl4w6T9zGOGzNmY2txUMcv05ZszFuzcXfiujx6MFl7NhbY+fkOXD5v3YF1mzdO/LR7PW9CRjYG0BGyMQAAAAAYudrNqbbrkbJWw/3G6tnYgbzISe7r25ZeUZdxYxpJyG27LVmwK2tEJ1dkY4BGgGwMAAAAAEauls+pFvWOXXtwXebaz2MHBIZG+XUZGDaov6eQORs79k4j2Ti6XVs7r97hM3cwjxtX38M8+yPfTp7+7UQfxQQFdXJwb+cSOHcusjFAY0E2BgAAAAAjV/vvN3bo3W162tINBzKrvt942fIx/tadGbMxKTl4aW5q7oHkdWvHTl6VuG0RYzaW+E76/+3dsQ1BARSGUSvZQ6mwhB0kRGICrYbmJUolqxGlioY830nOEl9u8t/V6Xa8XPebxXS22z4/Jx/Ow3o5t8UF36GNAQCI+7iNR0Qbw5u0MQAAcdoY0MYAANRpY0AbAwBQp40BbQwAQJ02BrQxAAB12hjQxgAA1GljQBsDAFCnjQFtDABAnTYGtDEAAHXaGNDGAADUaWNAGwMAUKeNAW0MAECdNga0MQAAddoY0MYAANRpY0AbAwBQp40BbQwAQJ02BrQxAAB12hjQxgAA1GljQBsDAFCnjQFtDABA3eQRkH/s58kBo6CNAQCIczcGtDEAAHXaGNDGAADUaWNAGwMAUKeNAW0MAECdNga0MQAAddoY0MYAANRpY0AbAwBQp40BbQwAQJ02BrQxAAB12hjQxgAA1GljQBsDAFCnjQFtDABAnTYGtDEAAHXaGNDGAADUaWNAGwMAUKeNgdc2BgCAGm0MaGMAAOq0MaCNAQCo08aANgYAoE4bA9oYAIC6O+3v19y0xGUxAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "id": "86392264",
   "metadata": {},
   "source": [
    "Create schema named athena and get data from super_heroes_db\n",
    "\n",
    "![redshift_1.png](attachment:redshift_1.png)"
   ]
  },
  {
   "attachments": {
    "redshift_2.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "5df48d61",
   "metadata": {},
   "source": [
    "Print table\n",
    "\n",
    "![redshift_2.png](attachment:redshift_2.png)"
   ]
  },
  {
   "attachments": {
    "redshift_3.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "60ce4609",
   "metadata": {},
   "source": [
    "Create schema named redshift_schema\n",
    "\n",
    "![redshift_3.png](attachment:redshift_3.png)"
   ]
  },
  {
   "attachments": {
    "redshift_4.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "9709f2cb",
   "metadata": {},
   "source": [
    "Create a table\n",
    "\n",
    "![redshift_4.png](attachment:redshift_4.png)"
   ]
  },
  {
   "attachments": {
    "redshift_5.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "573cf3a6",
   "metadata": {},
   "source": [
    "Move data from an existing table to the new created table\n",
    "\n",
    "![redshift_5.png](attachment:redshift_5.png)"
   ]
  },
  {
   "attachments": {
    "redshift_6.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "417ca2f4",
   "metadata": {},
   "source": [
    "Send data from redshift to s3 data lake\n",
    "\n",
    "![redshift_6.png](attachment:redshift_6.png)"
   ]
  },
  {
   "attachments": {
    "file_order.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "44526fc5",
   "metadata": {},
   "source": [
    "csv_file contains csv file you want to read.\n",
    "\n",
    "![file_order.png](attachment:file_order.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c273c366",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}