{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7d9eda1b-110d-4a01-a3b9-57fcb5cd724f",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "260d5faf-d4ea-4924-8623-af9ab1544598",
   "metadata": {},
   "source": [
    "# Starter Notebook\n",
    "\n",
    "Use this notebook as a reference point for using the library.\n",
    "\n",
    "Important Note:\n",
    "- This notebook is an adaptation of the concepts discussed in this [Kaggle notebook](https://www.kaggle.com/code/arnabchaki/eda-on-data-science-salaries). The same ideas have been implemented using the code-genie library.\n",
    "- We have intentionally skipped a lot of documentation/notes in the previous notebook because code-genie obviates the need for documentation given the text based inputs."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "689a2a37-b0f1-4c0a-afe7-5252f5ccca3e",
   "metadata": {},
   "source": [
    "## setup access token\n",
    "\n",
    "Don't have an access token yet? [Sign up for free!](https://www.thismlguy.com/)\n",
    "\n",
    "Store your access token in a `.env` file with the same format as shown in the [.env.example file](https://github.com/thismlguy/code-genie/blob/main/docs/notebooks/.env.example)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "80d6cc0e-f2ae-45b6-ab12-dd9362486ffc",
   "metadata": {},
   "outputs": [],
   "source": [
    "from dotenv import load_dotenv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4b78c990-5256-434b-9bcb-78bd1374fc6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "load_dotenv(\".env\")  # replace with path to your env file"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a44254a-b208-4f97-ac5c-3f83df93cd9f",
   "metadata": {},
   "source": [
    "We're using dotenv library here, alternatively you can simply set the environment variable as:\n",
    "```\n",
    "import os\n",
    "os.environ[\"CODE_GENIE_TOKEN\"] = \"your-access-token-here\"\n",
    "```\n",
    "\n",
    "Though it is not recommended to do so as notebooks are typically shared with others and you should keep your access token private."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dba971dc-20f8-4ee2-b8dd-d7384c361f77",
   "metadata": {},
   "source": [
    "## Note on Privacy & Security\n",
    "\n",
    "Privacy of your data is of primte importance. This library has been specifically designed to NOT share any part of your data with the Genie APIs. Just the metadata about your data like name and types of columns of a pandas dataframe would be shared, which help in generating high quality results."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d450035c-7bb4-47e9-b876-8e3564c0a003",
   "metadata": {},
   "source": [
    "## setup cache\n",
    "\n",
    "By default the package will cache genie invocations in a temp file. This would mean that any genies created will be lost once you restart the kernel or rerun the notebook at another time. to keep the cached genies, you can set a custom path where genies would be stored so that you will not lose them when you rerun the notebook.\n",
    "\n",
    "You can modify the cached code if you'd like and those modifications would be loaded the next time you run the code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8a18da38-ec68-4ecc-95bc-58c8ecdfda51",
   "metadata": {},
   "outputs": [],
   "source": [
    "CACHE_DIR = \"./_cache_starter\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3dc2f0a-ca73-41e8-9a50-0672d1a58bc7",
   "metadata": {},
   "source": [
    "## Load data\n",
    "\n",
    "We'll be using the [Data Science Salaries 2023](https://www.kaggle.com/datasets/arnabchaki/data-science-salaries-2023) dataset for this analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "72191a41-0008-4483-9d44-02d818c47a25",
   "metadata": {},
   "outputs": [],
   "source": [
    "import opendatasets as od\n",
    "from tempfile import mkdtemp\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8745a845-94a8-40a7-9632-9fa33f152b92",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Please provide your Kaggle credentials to download this dataset. Learn more: http://bit.ly/kaggle-creds\n",
      "Your Kaggle username:"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "  aarshayjain\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Kaggle Key:"
     ]
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "  ········\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data-science-salaries-2023.zip to /var/folders/rj/4_r942cx5xv13l6l57n5wz3m0000gn/T/tmpeh_vc171/data-science-salaries-2023\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 25.4k/25.4k [00:00<00:00, 11.1MB/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "data_dir = mkdtemp()\n",
    "od.download(\"https://www.kaggle.com/datasets/arnabchaki/data-science-salaries-2023\", data_dir=data_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "367b3224-c850-4912-b3dd-aa5658693c3b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3755, 11)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(f\"{data_dir}/data-science-salaries-2023/ds_salaries.csv\")\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9c4897c3-19f0-41ba-80c1-57b2b5aef90d",
   "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>work_year</th>\n",
       "      <th>experience_level</th>\n",
       "      <th>employment_type</th>\n",
       "      <th>job_title</th>\n",
       "      <th>salary</th>\n",
       "      <th>salary_currency</th>\n",
       "      <th>salary_in_usd</th>\n",
       "      <th>employee_residence</th>\n",
       "      <th>remote_ratio</th>\n",
       "      <th>company_location</th>\n",
       "      <th>company_size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023</td>\n",
       "      <td>SE</td>\n",
       "      <td>FT</td>\n",
       "      <td>Principal Data Scientist</td>\n",
       "      <td>80000</td>\n",
       "      <td>EUR</td>\n",
       "      <td>85847</td>\n",
       "      <td>ES</td>\n",
       "      <td>100</td>\n",
       "      <td>ES</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023</td>\n",
       "      <td>MI</td>\n",
       "      <td>CT</td>\n",
       "      <td>ML Engineer</td>\n",
       "      <td>30000</td>\n",
       "      <td>USD</td>\n",
       "      <td>30000</td>\n",
       "      <td>US</td>\n",
       "      <td>100</td>\n",
       "      <td>US</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   work_year experience_level employment_type                 job_title  \\\n",
       "0       2023               SE              FT  Principal Data Scientist   \n",
       "1       2023               MI              CT               ML Engineer   \n",
       "\n",
       "   salary salary_currency  salary_in_usd employee_residence  remote_ratio  \\\n",
       "0   80000             EUR          85847                 ES           100   \n",
       "1   30000             USD          30000                 US           100   \n",
       "\n",
       "  company_location company_size  \n",
       "0               ES            L  \n",
       "1               US            S  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f411a063-7646-48b8-9973-4b0b96a1ae0e",
   "metadata": {},
   "source": [
    "## Initialize genie on the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d5bfbd38-e760-468b-8d14-11d18f183da8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from code_genie import Genie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5d223450-bc51-4060-94eb-0301f850a106",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create genie instance on this df\n",
    "genie = Genie(data=df, cache_dir=CACHE_DIR)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "228545bc-062d-4129-9003-15cac860e7bf",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Understanding the output"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab7cf12a-5fe0-418b-899e-905bb3288ccd",
   "metadata": {},
   "source": [
    "### find number of missing values in each column\n",
    "\n",
    "Let's the store the output in a variable called `gr_miss`. This will have various attributes, details of which you can find in [this documentation](https://code-genie.readthedocs.io/en/latest/api.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "934df451-afaf-458c-a36c-a0c0277969b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: count_missing_values_26226, set override = True to rerun\n"
     ]
    }
   ],
   "source": [
    "gr_miss = genie.plz(\"find number of missing values in each column\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5cb4a04-df93-4f05-a4b8-f1d3727a10ea",
   "metadata": {},
   "source": [
    "The result attrbite can be used to access the result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fbaaa21d-0e8d-4127-93dd-e23bdfdcee09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "work_year             0\n",
       "experience_level      0\n",
       "employment_type       0\n",
       "job_title             0\n",
       "salary                0\n",
       "salary_currency       0\n",
       "salary_in_usd         0\n",
       "employee_residence    0\n",
       "remote_ratio          0\n",
       "company_location      0\n",
       "company_size          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr_miss.result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dffcd474-1c7d-4452-bb47-d740428ab2dd",
   "metadata": {},
   "source": [
    "The code attribute gives you the exact code used to generate the output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "765d2a13-c92d-4efa-867d-8a5194fe7c60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "import pandas as pd\n",
      "\n",
      "def count_missing_values(df):\n",
      "    return df.isnull().sum()\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(gr_miss.code)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5683a91a-1c12-4374-9b8e-0e6a042a5fd2",
   "metadata": {},
   "source": [
    "In case of simple computations like this where you don't wanna look at the code, you could just add `.result` at the end of invocation to directly print result to stdout."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2db3ff1f-3fec-44fd-864a-759ba9f0a407",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: count_missing_values_26226, set override = True to rerun\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "work_year             0\n",
       "experience_level      0\n",
       "employment_type       0\n",
       "job_title             0\n",
       "salary                0\n",
       "salary_currency       0\n",
       "salary_in_usd         0\n",
       "employee_residence    0\n",
       "remote_ratio          0\n",
       "company_location      0\n",
       "company_size          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genie.plz(\"find number of missing values in each column\").result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e23f481-4c59-42cf-b3f8-86373e39a0a3",
   "metadata": {},
   "source": [
    "## drop unnecessary columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1e3deca-7be7-4a3b-a72c-f8e5521dacb0",
   "metadata": {},
   "source": [
    "Note that in the statement below, we are giving 2 independent instructions, hence we're sending a list of instructions and not just a single string."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7006876d-b08e-45a8-8fe7-c81da35d2482",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: process_dataframe_88292, set override = True to rerun\n"
     ]
    }
   ],
   "source": [
    "gr_drop = genie.plz([\"return df with salary and salary_currency columns dropped\",\n",
    "                     \"rename salary_in_usd column to salary\"],\n",
    "                    update_base_input=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "31195d9f-2271-4877-afff-2db188cfd8d5",
   "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>work_year</th>\n",
       "      <th>experience_level</th>\n",
       "      <th>employment_type</th>\n",
       "      <th>job_title</th>\n",
       "      <th>salary</th>\n",
       "      <th>employee_residence</th>\n",
       "      <th>remote_ratio</th>\n",
       "      <th>company_location</th>\n",
       "      <th>company_size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023</td>\n",
       "      <td>SE</td>\n",
       "      <td>FT</td>\n",
       "      <td>Principal Data Scientist</td>\n",
       "      <td>85847</td>\n",
       "      <td>ES</td>\n",
       "      <td>100</td>\n",
       "      <td>ES</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023</td>\n",
       "      <td>MI</td>\n",
       "      <td>CT</td>\n",
       "      <td>ML Engineer</td>\n",
       "      <td>30000</td>\n",
       "      <td>US</td>\n",
       "      <td>100</td>\n",
       "      <td>US</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   work_year experience_level employment_type                 job_title  \\\n",
       "0       2023               SE              FT  Principal Data Scientist   \n",
       "1       2023               MI              CT               ML Engineer   \n",
       "\n",
       "   salary employee_residence  remote_ratio company_location company_size  \n",
       "0   85847                 ES           100               ES            L  \n",
       "1   30000                 US           100               US            S  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genie.data.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31c8b0bc-cb7e-491b-a294-8f8699aa3d20",
   "metadata": {},
   "source": [
    "We see that the 2 columns are dropped. Note that the df within the genie has been modified as we passed the `update_base_input=\"df\"` argument to plz. This should not be passed if you don't want to overwrite the base input."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fb0ba20-a031-452e-a989-7e9a32c62ef8",
   "metadata": {},
   "source": [
    "## Handling categorical variables\n",
    "\n",
    "Taking up a couple of features from the [base analysis](https://www.kaggle.com/code/arnabchaki/eda-on-data-science-salaries) as an example here.\n",
    "\n",
    "### Experience Level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f22c80c9-aa7a-4692-9dfa-7c8fab9945c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: unique_experience_count_96626, set override = True to rerun\n",
      "SE    2516\n",
      "MI     805\n",
      "EN     320\n",
      "EX     114\n",
      "Name: experience_level, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "genie.plz(\"print unique value counts of experience level\").result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bfe42941-ecac-4e12-a134-65cf06fedd22",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: map_experience_level_48687, set override = True to rerun\n"
     ]
    }
   ],
   "source": [
    "gr_exp_mod = genie.plz(\"\"\"return a df with values replaced in experience_level column using following mapping:\n",
    "- EN: Entry-level / Junior\n",
    "- MI: Mid-level / Intermediate\n",
    "- SE: Senior-level / Expert\n",
    "- EX: Executive-level / Director.\n",
    "\"\"\", update_base_input=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e39a4a5c-cfae-4cc4-9ffe-ca3dc5a31ab9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: unique_experience_count_96626, set override = True to rerun\n",
      "Senior-level / Expert         2516\n",
      "Mid-level / Intermediate       805\n",
      "Entry-level / Junior           320\n",
      "Executive-level / Director     114\n",
      "Name: experience_level, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "genie.plz(\"print unique value counts of experience level\").result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b6bfab5-8117-4f7a-911b-42420af15e05",
   "metadata": {},
   "source": [
    "### Job Designation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "de6e6c27-eb1e-420d-830a-b72c3ef9eb5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: count_job_designations_83350, set override = True to rerun\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "93"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genie.plz(\"how many distinct kinds of job designations are there?\").result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "904d274a-b3a2-4c47-99d6-222214c268a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: top_jobs_41202, set override = True to rerun\n"
     ]
    },
    {
     "data": {
      "image/png": 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yZACAm5sbACA6Olrv76Kjo5V5bm5uePDggd78lJQUxMTEKMu8bvjw4YiLi1Met2/fNvSuERERUTZh8AQmKSkJZmb6qzU3N0daWhoAwNPTE25ubti9e7cyPz4+HiEhIfD29gYAeHt7IzY2FmFhYcoye/bsQVpaGqpVq5ZlXCsrKzg4OOg9iIiI6ONk8DYwTZs2xcSJE1GwYEGULl0ap06dwowZM9C1a1cAgE6nQ//+/TFhwgQUK1YMnp6eGDlyJNzd3dGiRQsAQKlSpdCoUSP06NEDAQEBePnyJXr37o22bduyBxIREREZPoGZM2cORo4ciR9//BEPHjyAu7s7vvvuO4waNUpZZujQoUhMTETPnj0RGxuLmjVrIjg4GNbW1soyK1euRO/evVGvXj2YmZmhVatWmD17tqE3l4iIiEyQTl4tkfsRiY+Ph6OjI+Li4gx+O8nD/0+Dri8rN6c00ST2m+ISEREZw/v+fnMsJCIiIjI5TGCIiIjI5DCBISIiIpPDBIaIiIhMDhMYIiIiMjlMYIiIiMjkMIEhIiIik8MEhoiIiEwOExgiIiIyOUxgiIiIyOQwgSEiIiKTwwSGiIiITA4TGCIiIjI5TGCIiIjI5DCBISIiIpPDBIaIiIhMDhMYIiIiMjlMYIiIiMjkMIEhIiIik8MEhoiIiEwOExgiIiIyOUxgiIiIyOQwgSEiIiKTwwSGiIiITA4TGCIiIjI5TGCIiIjI5DCBISIiIpPDBIaIiIhMDhMYIiIiMjlMYIiIiMjkMIEhIiIik8MEhoiIiEwOExgiIiIyOUxgiIiIyOQwgSEiIiKTwwSGiIiITA4TGCIiIjI5TGCIiIjI5DCBISIiIpPDBIaIiIhMDhMYIiIiMjlMYIiIiMjkMIEhIiIik8MEhoiIiEwOExgiIiIyOUxgiIiIyOQwgaH3dvfuXbRv3x4uLi6wsbFB2bJlERoaqszfuHEjGjRoABcXF+h0OoSHh+v9fUxMDPr06YMSJUrAxsYGBQsWRN++fREXF2fkPSEiIlPHBIbey5MnT1CjRg3kyJEDf/31Fy5cuIDp06fD2dlZWSYxMRE1a9bE1KlTs1zHvXv3cO/ePfz88884d+4cAgMDERwcjG7duhlrN4iI6CNhofUGkGmYOnUqChQogKVLlyrTPD099Zbp0KEDAODmzZtZrqNMmTLYsGGD8rxIkSKYOHEi2rdvj5SUFFhY8O1IRETvh1dg6L1s3boVVapUQevWrZE3b15UrFgRv/322wevNy4uDg4ODkxeiIjoH2ECQ+/l+vXrmD9/PooVK4YdO3bghx9+QN++fREUFPSv1/no0SOMHz8ePXv2NOCWEhHRfwFPe+m9pKWloUqVKpg0aRIAoGLFijh37hwCAgLQqVOnf7y++Ph4NGnSBF5eXhgzZoyBt5aIiD52vAJD7yVfvnzw8vLSm1aqVClERkb+43U9ffoUjRo1gr29PTZt2oQcOXIYajOJiOg/ggkMvZcaNWrg8uXLetOuXLmCQoUK/aP1xMfHo0GDBrC0tMTWrVthbW1tyM0kIqL/CN5CovcyYMAAVK9eHZMmTUKbNm1w/PhxLFy4EAsXLlSWiYmJQWRkJO7duwcASsLj5uYGNzc3JXlJSkrCihUrEB8fj/j4eABAnjx5YG5ubvwdIyIik8QrMPRePv30U2zatAmrV69GmTJlMH78eMyaNQt+fn7KMlu3bkXFihXRpEkTAEDbtm1RsWJFBAQEAABOnjyJkJAQnD17FkWLFkW+fPmUx+3btzXZLyIiMk28AkPv7csvv8SXX375xvmdO3dG586d3zi/du3aEBEVtoyIiP5rVElg7t69i2HDhuGvv/5CUlISihYtiqVLl6JKlSoAABHB6NGj8dtvvyE2NhY1atRQuuhmyCg7/8cff8DMzAytWrXCL7/8Ajs7OzU2md7Bw/9P1WPcnNJE9RhERPRxMPgtpPcpOT9t2jTMnj0bAQEBCAkJga2tLRo2bIjnz58ry/j5+eH8+fPYtWsXtm3bhgMHDrBeCBEREQFQ4QrMu0rOiwhmzZqFESNGoHnz5gCAZcuWwdXVFZs3b0bbtm1x8eJFBAcH48SJE8pVmzlz5qBx48b4+eef4e7ubujNJiIiIhNi8Csw7yo5f+PGDURFRcHHx0eZ5ujoiGrVquHo0aMAgKNHj8LJyUlJXgDAx8cHZmZmCAkJyTJucnKy0qvl1d4tRERE9PExeALzrpLzUVFRAABXV1e9v3N1dVXmRUVFIW/evHrzLSwskCtXLmWZ102ePBmOjo7Ko0CBAobeNSIiIsomDJ7ApKWloVKlSpg0aRIqVqyInj17okePHkpXWrUMHz4ccXFxyoPdcomIiD5eBk9g3lVy3s3NDQAQHR2tt0x0dLQyz83NDQ8ePNCbn5KSgpiYGGWZ11lZWcHBwUHvQURERB8ngycw7yo57+npCTc3N+zevVuZHx8fj5CQEHh7ewMAvL29ERsbi7CwMGWZPXv2IC0tDdWqVTP0JhMREZGJMXgvpHeVnNfpdOjfvz8mTJiAYsWKwdPTEyNHjoS7uztatGgBIP2KTaNGjZRbTy9fvkTv3r3Rtm1b9kAiIiIiwycwGSXnhw8fjnHjxsHT0zNTyfmhQ4ciMTERPXv2RGxsLGrWrIng4GC9gf1WrlyJ3r17o169ekohu9mzZxt6c4mIiMgEqVKJ910l53U6HcaNG4dx48a9cZlcuXJh1apVamweERERmTgO5khEREQmhwkMERERmRwmMERERGRymMAQERGRyWECQ0RERCaHCQwRERGZHCYwREREZHKYwBAREZHJYQJDREREJocJDBEREZkcJjBERERkcpjAEBERkclhAkNEREQmhwkMERERmRwmMERERGRymMAQERGRyWECQ0RERCaHCQwRERGZHCYwREREZHKYwBAREZHJYQJDREREJocJDBEREZkcJjBERERkcpjAEBERkclhAkNEREQmhwkMERERmRwmMERERGRymMAQERGRyWECQ0RERCaHCQwRERGZHCYwREREZHKYwBAREZHJYQJDREREJocJDBEREZkcJjBERERkcpjAEBERkclhAkNEREQmhwkMERERmRwmMERERGRymMAQERGRyWECQ0RERCaHCQwRERGZHCYwREREZHKYwBAREZHJYQJDREREJocJDBEREZkcJjBERERkcpjAEBERkclhAkNEREQmhwkMERERmRwmMERERGRymMAQERGRyWECQ0RERCaHCQwRERGZHCYwREREZHKYwBAREZHJYQJDREREJkf1BGbKlCnQ6XTo37+/Mu358+fo1asXXFxcYGdnh1atWiE6Olrv7yIjI9GkSRPkzJkTefPmxZAhQ5CSkqL25hIREZEJUDWBOXHiBBYsWIBy5crpTR8wYAD++OMP/P7779i/fz/u3buHli1bKvNTU1PRpEkTvHjxAkeOHEFQUBACAwMxatQoNTeXiIiITIRqCUxCQgL8/Pzw22+/wdnZWZkeFxeHxYsXY8aMGahbty4qV66MpUuX4siRIzh27BgAYOfOnbhw4QJWrFiBChUqwNfXF+PHj8e8efPw4sULtTaZiIiITIRqCUyvXr3QpEkT+Pj46E0PCwvDy5cv9aaXLFkSBQsWxNGjRwEAR48eRdmyZeHq6qos07BhQ8THx+P8+fNZxktOTkZ8fLzeg4iIiD5OFmqsdM2aNTh58iROnDiRaV5UVBQsLS3h5OSkN93V1RVRUVHKMq8mLxnzM+ZlZfLkyRg7dqwBtp6IiIiyO4Nfgbl9+zb69euHlStXwtra2tCrf6Phw4cjLi5Oedy+fdtosYmIiMi4DJ7AhIWF4cGDB6hUqRIsLCxgYWGB/fv3Y/bs2bCwsICrqytevHiB2NhYvb+Ljo6Gm5sbAMDNzS1Tr6SM5xnLvM7KygoODg56DyIiIvo4GTyBqVevHs6ePYvw8HDlUaVKFfj5+Sn/z5EjB3bv3q38zeXLlxEZGQlvb28AgLe3N86ePYsHDx4oy+zatQsODg7w8vIy9CYTERGRiTF4Gxh7e3uUKVNGb5qtrS1cXFyU6d26dcPAgQORK1cuODg4oE+fPvD29sZnn30GAGjQoAG8vLzQoUMHTJs2DVFRURgxYgR69eoFKysrQ28yERERmRhVGvG+y8yZM2FmZoZWrVohOTkZDRs2xK+//qrMNzc3x7Zt2/DDDz/A29sbtra26NSpE8aNG6fF5hIREVE2Y5QEZt++fXrPra2tMW/ePMybN++Nf1OoUCFs375d5S0jIiIiU8SxkIiIiMjkMIEhIiIik8MEhoiIiEwOExgiIiIyOUxgiIiIyOQwgSEiIiKTwwSGiIiITA4TGCIiIjI5TGCIiIjI5DCBISIiIpPDBIaIiIhMDhMYIiIiMjlMYIiIiMjkMIEhIiIik8MEhoiIiEwOExgiIiIyOUxgiIiIyOQwgSEiIiKTwwSGiIiITA4TGMr2Jk+ejE8//RT29vbImzcvWrRogcuXL+stExUVhQ4dOsDNzQ22traoVKkSNmzYoLfMyZMnUb9+fTg5OcHFxQU9e/ZEQkKCMXeFiIgMhAkMZXv79+9Hr169cOzYMezatQsvX75EgwYNkJiYqCzTsWNHXL58GVu3bsXZs2fRsmVLtGnTBqdOnQIA3Lt3Dz4+PihatChCQkIQHByM8+fPo3PnzhrtFRERfQgLrTeA6F2Cg4P1ngcGBiJv3rwICwtDrVq1AABHjhzB/PnzUbVqVQDAiBEjMHPmTISFhaFixYrYtm0bcuTIgXnz5sHMLD1vDwgIQLly5XDt2jUULVrUuDtFREQfhFdgyOTExcUBAHLlyqVMq169OtauXYuYmBikpaVhzZo1eP78OWrXrg0ASE5OhqWlpZK8AICNjQ0A4NChQ8bbeCIiMggmMGRS0tLS0L9/f9SoUQNlypRRpq9btw4vX76Ei4sLrKys8N1332HTpk3KlZW6desiKioKP/30E168eIEnT57A398fAHD//n1N9oWIiP49JjBkUnr16oVz585hzZo1etNHjhyJ2NhY/P333wgNDcXAgQPRpk0bnD17FgBQunRpBAUFYfr06ciZMyfc3Nzg6ekJV1dXvasyRERkGtgGhkxG7969sW3bNhw4cAD58+dXpkdERGDu3Lk4d+4cSpcuDQAoX748Dh48iHnz5iEgIAAA0K5dO7Rr1w7R0dGwtbWFTqfDjBkzULhwYU32h4iI/j0mMJTtiQj69OmDTZs2Yd++ffD09NSbn5SUBACZrqSYm5sjLS0t0/pcXV0BAEuWLIG1tTXq16+v0pYTEZFamMBQtterVy+sWrUKW7Zsgb29PaKiogAAjo6OsLGxQcmSJVG0aFF89913+Pnnn+Hi4oLNmzdj165d2LZtm7KeuXPnonr16rCzs8OuXbswZMgQTJkyBU5OThrtGRER/VtMYCjbmz9/PgAoPYoyLF26FJ07d0aOHDmwfft2+Pv7o2nTpkhISEDRokURFBSExo0bK8sfP34co0ePRkJCAkqWLIkFCxagQ4cOxtwVIiIyECYwlO2JyDuXKVasWKbKu69btmyZoTaJiIg0xgSGsj0P/z9VXf/NKU1UXT8RERke+48SERGRyWECQ0RERCaHCQwRERGZHCYwREREZHKYwBAREZHJYQJDREREJocJDBEREZkcJjBERERkcpjAEBERkclhAkNEREQmhwkMERERmRwmMERERGRymMAQERGRyWECQ0RERCaHCQwRERGZHCYwREREZHKYwBAREZHJYQJDREREJocJDBEREZkcJjBERERkcpjAEBERkclhAkNEREQmhwkMERERmRwmMERERGRymMAQERGRyTF4AjN58mR8+umnsLe3R968edGiRQtcvnxZb5nnz5+jV69ecHFxgZ2dHVq1aoXo6Gi9ZSIjI9GkSRPkzJkTefPmxZAhQ5CSkmLozSUiIiITZPAEZv/+/ejVqxeOHTuGXbt24eXLl2jQoAESExOVZQYMGIA//vgDv//+O/bv34979+6hZcuWyvzU1FQ0adIEL168wJEjRxAUFITAwECMGjXK0JtLREREJsjC0CsMDg7Wex4YGIi8efMiLCwMtWrVQlxcHBYvXoxVq1ahbt26AIClS5eiVKlSOHbsGD777DPs3LkTFy5cwN9//w1XV1dUqFAB48ePx7BhwzBmzBhYWloaerOJiIjIhKjeBiYuLg4AkCtXLgBAWFgYXr58CR8fH2WZkiVLomDBgjh69CgA4OjRoyhbtixcXV2VZRo2bIj4+HicP39e7U0mIiKibM7gV2BelZaWhv79+6NGjRooU6YMACAqKgqWlpZwcnLSW9bV1RVRUVHKMq8mLxnzM+ZlJTk5GcnJycrz+Ph4Q+0GERERZTOqXoHp1asXzp07hzVr1qgZBkB642FHR0flUaBAAdVjEhERkTZUS2B69+6Nbdu2Ye/evcifP78y3c3NDS9evEBsbKze8tHR0XBzc1OWeb1XUsbzjGVeN3z4cMTFxSmP27dvG3BviIiIKDsxeAIjIujduzc2bdqEPXv2wNPTU29+5cqVkSNHDuzevVuZdvnyZURGRsLb2xsA4O3tjbNnz+LBgwfKMrt27YKDgwO8vLyyjGtlZQUHBwe9BxEREX2cDN4GplevXli1ahW2bNkCe3t7pc2Ko6MjbGxs4OjoiG7dumHgwIHIlSsXHBwc0KdPH3h7e+Ozzz4DADRo0ABeXl7o0KEDpk2bhqioKIwYMQK9evWClZWVoTeZiIiITIzBE5j58+cDAGrXrq03fenSpejcuTMAYObMmTAzM0OrVq2QnJyMhg0b4tdff1WWNTc3x7Zt2/DDDz/A29sbtra26NSpE8aNG2fozSUiIiITZPAERkTeuYy1tTXmzZuHefPmvXGZQoUKYfv27YbcNCIiIvpIcCwkIiIiMjlMYIiIiMjkMIEhIiIik8MEhoiIiEwOExgiIiIyOUxgiIiIyOQwgSEiIiKTwwSGiIiITA4TGCIiIjI5TGCIiIjI5DCBISIiIpPDBIaIiIhMDhMYIiIiMjlMYIiIiMjkMIEhIiIik8MEhugtDhw4gKZNm8Ld3R06nQ6bN2/Wmy8iGDVqFPLlywcbGxv4+Pjg6tWress0a9YMBQsWhLW1NfLly4cOHTrg3r17RtwLIqKPDxMYordITExE+fLlMW/evCznT5s2DbNnz0ZAQABCQkJga2uLhg0b4vnz58oyderUwbp163D58mVs2LABERER+Prrr98a1xCJ08SJE1G9enXkzJkTTk5O/2r/iYiyKyYwRG/h6+uLCRMm4Kuvvso0T0Qwa9YsjBgxAs2bN0e5cuWwbNky3Lt3Ty/hGDBgAD777DMUKlQI1atXh7+/P44dO4aXL1++Ma4hEqcXL16gdevW+OGHH/79C0BElE1ZaL0BRKbqxo0biIqKgo+PjzLN0dER1apVw9GjR9G2bdtMfxMTE4OVK1eievXqyJEjxxvX7evrC19f3yznvZ44AcCyZcvg6uqKzZs3K3HHjh0LAAgMDPy3u0hElG3xCgzRvxQVFQUAcHV11Zvu6uqqzMswbNgw2NrawsXFBZGRkdiyZcu/jvuuxImI6L+ACQyREQwZMgSnTp3Czp07YW5ujo4dO0JE/tW6/kniRET0seItJKJ/yc3NDQAQHR2NfPnyKdOjo6NRoUIFvWVz586N3Llzo3jx4ihVqhQKFCiAY8eOwdvb25ibTET00eAVGKJ/ydPTE25ubti9e7cyLT4+HiEhIW9NTNLS0gAAycnJ/yruq4nTq6Kjo5V5hpSamoqRI0fC09MTNjY2KFKkCMaPH69cQXr58iWGDRuGsmXLwtbWFu7u7ujYsSO7ihORqngFhugtEhIScO3aNeX5jRs3EB4ejly5cqFgwYLo378/JkyYgGLFisHT0xMjR46Eu7s7WrRoAQAICQnBiRMnULNmTTg7OyMiIgIjR45EkSJF/vXVl1cTp4wrPRmJkxo9jqZOnYr58+cjKCgIpUuXRmhoKLp06QJHR0f07dsXSUlJOHnyJEaOHIny5cvjyZMn6NevH5o1a4bQ0FCDbw8REcAEhuitQkNDUadOHeX5wIEDAQCdOnVCYGAghg4disTERPTs2ROxsbGoWbMmgoODYW1tDQDImTMnNm7ciNGjRyMxMRH58uVDo0aNMGLECFhZWb0x7ocmTgAQGRmJmJgYREZGIjU1FeHh4QCAokWLws7O7r1fgyNHjqB58+Zo0qQJAMDDwwOrV6/G8ePHAaQ3IN61a5fe38ydOxdVq1ZFZGQkChYs+N6xiIjeFxMYoreoXbv2Wxvb6nQ6jBs3DuPGjctyftmyZbFnz55/HPdDEycAGDVqFIKCgpTnFStWBADs3bsXtWvXfu9tqV69OhYuXIgrV66gePHiOH36NA4dOoQZM2a88W/i4uKg0+lYQI+IVMMEhugNPPz/VD3GzSlNspz+oYkTkF7/xRA1YPz9/REfH4+SJUvC3NwcqampmDhxIvz8/LJc/vnz5xg2bBi+/fZbODg4fHB8IqKsMIEhyobUTp7elDhlZd26dVi5ciVWrVqF0qVLIzw8HP3794e7uzs6deqkt+zLly/Rpk0biAjmz59v6M0mIlIwgSGitxoyZAj8/f2VCr9ly5bFrVu3MHnyZL0EJiN5uXXrFvbs2cOrL0SkKiYwRPRWSUlJMDPTr7hgbm6udAcH/l/ycvXqVezduxcuLi7G3kwi+o9hHRgiequmTZti4sSJ+PPPP3Hz5k1s2rQJM2bMUAa4fPnyJb7++muEhoZi5cqVSE1NRVRUFKKiovDixYt/HXfMmDHQ6XR6j5IlSyrzo6Ki0KFDB7i5ucHW1haVKlXChg0bPnh/tY5NRO+HV2CI6K3mzJmDkSNH4scff8SDBw/g7u6O7777DqNGjQIA3L17F1u3bgWATBWI/2mPp9eVLl0af//9t/LcwuL/fWV17NgRsbGx2Lp1K3Lnzo1Vq1ahTZs2CA0NVXpcfQgtYxPRuzGBIaK3sre3x6xZszBr1qws53t4ePzrcZ3excLC4o3VhY8cOYL58+ejatWqAIARI0Zg5syZCAsLM0gSoWVsIno33kIiomzr6tWrcHd3R+HCheHn54fIyEhlXvXq1bF27VrExMQgLS0Na9aswfPnzz/oik92iU1E78YrMESk0LL2zeuqVauGwMBAlChRAvfv38fYsWPx+eef49y5c7C3t8e6devwzTffwMXFBRYWFsiZMyc2bdqEokWLfvA2ahmbiN4PExgiypZ8fX2V/5crVw7VqlVDoUKFsG7dOnTr1g0jR45EbGws/v77b+TOnRubN29GmzZtcPDgQZQtW9ZkYxPR+2ECQ0QmwcnJCcWLF8e1a9cQERGBuXPn4ty5cyhdujQAoHz58jh48CDmzZuHgICAjyY2EWWNbWCIyCQkJCQgIiIC+fLlQ1JSEgC8sz6NqcWeP38+ypUrBwcHBzg4OMDb2xt//fUXAODmzZuZunZnPH7//fcPiktkipjAEFG2NHjwYOzfvx83b97EkSNH8NVXX8Hc3BzffvstSpYsiaJFi+K7777D8ePHERERgenTp2PXrl16I3KbWuz8+fNjypQpCAsLQ2hoKOrWrYvmzZvj/PnzKFCgAO7fv6/3GDt2LOzs7PRuef1bb0ueXiUi8PX1hU6nw+bNmz84LtG/xVtIRJQt3blzB99++y0eP36MPHnyoGbNmjh27Bjy5MkDANi+fTv8/f3RtGlTJCQkoGjRoggKCkLjxo1NNnbTpk31nk+cOBHz58/HsWPHULp06Uzdujdt2oQ2bdrAzs7ug+IC/y95KlasGEQEQUFBaN68OU6dOqXcKgOAWbNmQafTfXA8og/FBIaIsqU1a9a8dX6xYsVUq36rZewMqamp+P3335GYmAhvb+9M88PCwhAeHo558+YZJN67kicACA8Px/Tp0xEaGop8+fIZJO7kyZOxceNGXLp0CTY2NqhevTqmTp2KEiVKKMtERERg8ODBOHToEJKTk9GoUSPMmTMHrq6uBtkGMk28hURElI2cPXsWdnZ2sLKywvfff49NmzbBy8sr03KLFy9GqVKlUL16dYNvQ2pqKtasWaOXPCUlJaFdu3aYN2/eGwv8/Rv79+9Hr169cOzYMezatQsvX75EgwYNkJiYCABITExEgwYNoNPpsGfPHhw+fBgvXrxA06ZNP6jN0eTJk/Hpp5/C3t4eefPmRYsWLXD58uVMyx09ehR169aFra0tHBwcUKtWLTx79uxfxyXD4RUYIsoW1K5B86b6M9mp9g0AlChRAuHh4YiLi8P69evRqVMn7N+/Xy+JefbsGVatWoWRI0cadDvPnj0Lb29vPH/+HHZ2dnrJ04ABA1C9enU0b97coDGDg4P1ngcGBiJv3rwICwtDrVq1cPjwYdy8eROnTp1SRjgPCgqCs7Mz9uzZAx8fn38VNyNx+vTTT5GSkoL/+7//Q4MGDXDhwgXY2toCSE9eGjVqhOHDh2POnDmwsLDA6dOnMzXg/qfe56pTBhFB48aNERwcjE2bNn1QO6t3xY2JicHo0aOxc+dOREZGIk+ePGjRogXGjx8PR0fHfx1XLUxgiIiyEUtLS6UgXuXKlXHixAn88ssvWLBggbLM+vXrkZSUhI4dOxo09puSp2vXrmHPnj04deqUQeNlJS4uDgCQK1cuAEBycjJ0Oh2srKyUZaytrWFmZoZDhw796wTmXYkTkJ609e3bF/7+/spyWSUZ/9T7JE8ZDNnm6F1x7927h3v37uHnn3+Gl5cXbt26he+//x737t3D+vXrDbINhsQEhogoG0tLS0NycrLetMWLF6NZs2ZKo2JDeVPyZGNjg4iICDg5Oekt36pVK3z++efYt2+fQeKnpaWhf//+qFGjBsqUKQMA+Oyzz2Bra4thw4Zh0qRJEBH4+/sjNTUV9+/fN0hcIHPi9ODBA4SEhMDPzw/Vq1dHREQESpYsiYkTJ6JmzZofFOt9kifA8G2O3hW3TJkyem27ihQpgokTJ6J9+/ZISUnRG9A0O2AbGCKibGL48OE4cOAAbt68ibNnz2L48OHYt28f/Pz8lGWuXbuGAwcOoHv37qpvT0by5O/vjzNnziA8PFx5AMDMmTOxdOlSg8Xr1asXzp07p9eIOk+ePPj999/xxx9/wM7ODo6OjoiNjUWlSpU++FZOhqwSp+vXrwMAxowZgx49eiA4OBiVKlVCvXr1cPXqVYPEzfB68gSo1+boXXGzWsbBwSHbJS8Ar8AQEWUbDx48QMeOHXH//n04OjqiXLly2LFjB+rXr68ss2TJEuTPnx8NGjQwaOzhw4fD19cXBQsWxNOnT7Fq1Srs27cPO3bsgJubW5Y/ogULFoSnp6dB4vfu3Rvbtm3DgQMHkD9/fr15DRo0QEREBB49egQLCws4OTnBzc0NhQsXNkjsjMTp0KFDyrSMBsLfffcdunTpAgCoWLEidu/ejSVLlmDy5MkGiZ1V8gSo1+boXXFf9ejRI4wfPx49e/ZUZRs+FBMYIqJsYvHixe9cZtKkSZg0aZLBY79P8qQGEUGfPn2wadMm7Nu3760JUe7cuQEAe/bswYMHD9CsWbMPjv+mxCnjls3rPcBKlSqlNzL5h8oqedq6davqbY6yivuq+Ph4NGnSBF5eXhgzZoxq2/EhmMAQEdF7JU+vEhGDxO3VqxdWrVqFLVu2wN7eHlFRUQAAR0dH2NjYAACWLl2KUqVKIU+ePDh69Cj69euHAQMGfFCD2nclTh4eHnB3d8/UtfrKlSsGqXwMvDl52rNnj6ptjt52tQsAnj59ikaNGsHe3h6bNm1Cjhw5PiieWpjAEBFpRKuu49nJ/PnzAQC1a9fWm7506VJ07twZAHD58mUMHz4cMTEx8PDwwP/+9z8MGDDgg+K+K3HS6XQYMmQIRo8ejfLly6NChQoICgrCpUuXPrhHzruSJ39//0xtnMqWLYuZM2dmKjhoyLhA+pWXhg0bwsrKClu3boW1tfW/jqc2JjBERP8x2Slxep8rOVOmTMGUKVM+ZJMyeZ/EqX///nj+/DkGDBiAmJgYlC9fHrt27UKRIkU+KPa7kie12hy9K258fDwaNGiApKQkrFixAvHx8YiPjweQ3pja3Nz8X8dWAxMYIiIymuySPL3vLTB/f3+9OjCG8D7JkxreFffkyZMICQkBAKU7fYYbN27Aw8NDtW37N5jAEBHRRy+7JE7Av2s/ZIg2R+9aR+3atQ3WtskYmMAQERGpJLsNVfExYQJDRET0EcpOV53UwEq8REREZHKYwBAREZHJydYJzLx58+Dh4QFra2tUq1YNx48f13qTiIiIKBvItgnM2rVrMXDgQIwePRonT55E+fLl0bBhQzx48EDrTSMiIiKNZdsEZsaMGejRowe6dOkCLy8vBAQEIGfOnFiyZInWm0ZEREQay5a9kF68eIGwsDAMHz5cmWZmZgYfHx8cPXo0y79JTk5GcnKy8jxjmPCMKoKGlJacZPB1vu5N2612bK3iahmb+2y8uFrG5j5rH1fL2B9rXC1jq/H7+up631mTRrKhu3fvCgA5cuSI3vQhQ4ZI1apVs/yb0aNHCwA++OCDDz744OMjeNy+ffutuUK2vALzbwwfPhwDBw5UnqelpSEmJgYuLi7Q6XQabll6NlmgQAHcvn0bDg4OH31cLWP/1+JqGZv7zH3+WGNzn427z68TETx9+hTu7u5vXS5bJjC5c+eGubk5oqOj9aZHR0dnOcAVAFhZWcHKykpv2utDkWvNwcFBkzeGVnG1jP1fi6tlbO7zfyM29/m/EVvLfX6Vo6PjO5fJlo14LS0tUblyZezevVuZlpaWht27d8Pb21vDLSMiIqLsIFtegQGAgQMHolOnTqhSpQqqVq2KWbNmITExEV26dNF604iIiEhj2TaB+eabb/Dw4UOMGjUKUVFRqFChAoKDg+Hq6qr1pv1jVlZWGD16dKZbXB9rXC1j/9fiahmb+2xc3OePP66WsbXc539LJ2JCY2cTERERIZu2gSEiIiJ6GyYwREREZHKYwBAREZHJYQJDREREJocJjIG9fPkSXbt2xY0bN7TeFKOKjIzMctwKEUFkZKQqMV++fAkLCwucO3dOlfW/SWpqKg4cOIDY2FijxtWaFscY0O44a+nly5eoV68erl69avS4RYoUwcWLF40aNyO2Vsd52bJlemPpZXjx4gWWLVumauyuXbvi6dOnmaYnJiaia9euqsRMSUnBuHHjcOfOHVXWbyxMYAwsR44c2LBhgyaxzc3N8eDBg0zTHz9+DHNzc1Vje3p64uHDh5mmx8TEwNPTU5WYOXLkQMGCBZGamqrK+t/E3NwcDRo0wJMnT4waN0PhwoXx+PHjTNNjY2NRuHBh1eJqcYwB7Y4zoN1rnSNHDpw5c0a19b8t7vPnz40eNyO2Vse5S5cuygDAr3r69KnqtceCgoLw7NmzTNOfPXumWvJkYWGBn376CSkpKaqs31iYwKigRYsW2Lx5s9HjvqlHfHJyMiwtLVWPndWYUwkJCbC2tlYt7v/+9z/83//9H2JiYlSLkZUyZcrg+vXrRo2Z4ebNm1l+yScnJ+Pu3buqxdXqGAPaHWetXmsAaN++PRYvXqxqjKz06tULU6dO1eTHTavj/Kb39p07d96rpP2/ER8fj7i4OGXcn/j4eOXx5MkTbN++HXnz5lUlNgDUrVsX+/fvV239xpBtC9mZsmLFimHcuHE4fPgwKleuDFtbW735ffv2NWi82bNnAwB0Oh0WLVoEOzs7ZV7G7Y6SJUsaNGaGjAE0dTodRo4ciZw5c+rFDgkJQYUKFVSJDQBz587FtWvX4O7ujkKFCmV6rU+ePKlK3AkTJmDw4MEYP358lsdYjbFEtm7dqvx/x44del+sqamp2L17Nzw8PAweV+tjDBj/OGv1Wr8qJSUFS5Yswd9//53le2zGjBmqxD1x4gR2796NnTt3omzZspnibty4UZW4gPGPc8WKFaHT6aDT6VCvXj1YWPy/n8TU1FTcuHEDjRo1MmjMDE5OTkrs4sWLZ5qv0+kwduxYVWIDgK+vL/z9/XH27Nks31/NmjVTLbahMIFRweLFi+Hk5ISwsDCEhYXpzdPpdAZPYGbOnAkg/SwiICBA73aRpaUlPDw8EBAQYNCYGU6dOqXEPnv2rN6VHktLS5QvXx6DBw9WJTaQfrVLC40bNwaQ/iF/9cwt40xOjcvgGfuq0+nQqVMnvXk5cuSAh4cHpk+fbvC4Wh9jwPjHWavX+lXnzp1DpUqVAABXrlzRm5fV1QJDcXJyQqtWrVRb/9todZzDw8PRsGFDvZO/jO9OtV6LvXv3QkRQt25dbNiwAbly5dKLXahQoXeOxvwhfvzxRwBZJ8JqfYcZGivxfkTq1KmDjRs3wtnZ2eixu3Tpgl9++SVbjGJqDO+69PrFF1+oFtvT0xMnTpxA7ty5VYuRlf/aMQa0e63JuIKCgtC2bVtNyujfunULBQoUgJkZW3T8U0xgVPTixQvcuHEDRYoU0bs0aSypqak4e/YsChUqZPSkJj4+Hnv27EHJkiVVu32VITY2FuvXr0dERASGDBmCXLly4eTJk3B1dcUnn3yiauz/MmMeYyD7HOfY2Fg4OTkZLd61a9cQERGBWrVqwcbG5o3tNQwpJSUF+/btQ0REBNq1awd7e3vcu3cPDg4Oelcp1KDFcb59+zZ0Oh3y588PADh+/DhWrVoFLy8v9OzZU5WYr4qNjcXx48fx4MEDpKWl6c3r2LGj6vGfP3+uejs2VQgZXGJionTt2lXMzc3F3NxcIiIiRESkd+/eMnnyZNXi9uvXTxYtWiQiIikpKVK9enXR6XRia2sre/fuVS2uiEjr1q1lzpw5IiKSlJQkxYoVkxw5coiFhYWsX79etbinT5+WPHnySNGiRcXCwkJ5rf/3v/9Jhw4dVIsrInLgwAHx8/MTb29vuXPnjoiILFu2TA4ePKhq3D59+sgvv/ySafqcOXOkX79+qsXV6hiLaHecp0yZImvWrFGef/3116LT6cTd3V3Cw8NViysi8ujRI6lbt67odDoxMzNT9rlLly4ycOBA1eLevHlTSpYsKTlz5tT7/urbt6989913qsUV0e4416xZU5YtWyYiIvfv3xd7e3vx9vaW3Llzy9ixY1WLKyKydetWsbe3F51OJ46OjuLk5KQ8nJ2dVYubkpIi48aNE3d3d73jPGLECOV3JLtjAqOCvn37SuXKleXgwYNia2urvDE2b94sFSpUUC2uu7u7nDhxQkRENm3aJO7u7nL58mUZMWKEVK9eXbW4IiKurq7KF/rKlSulaNGikpiYKL/++quq+1yvXj0ZMmSIiIjY2dkpr/Xhw4elUKFCqsVdv3692NjYSPfu3cXKykqJO2fOHPH19VUtrkj6cQ4NDc00PSwsTD755BPV4mp1jEW0O84eHh5y+PBhERHZuXOnODk5yY4dO6Rbt25Sv3591eKKiHTo0EEaNmwot2/f1tvn4OBg8fLyUi1u8+bNpX379pKcnKwXd+/evVK0aFHV4opod5ydnJzk0qVLIiLyyy+/KN+XO3bsEE9PT9XiiogUK1ZM+vXrJ4mJiarGed3YsWOlcOHCsmLFCrGxsVFe6zVr1shnn31m1G35t5jAqKBgwYJy9OhREdH/EF69elXs7e1Vi2tlZSW3b98WEZEePXooZ+PXr19XNa6IiLW1tURGRopI+hfvsGHDRETk1q1bYmtrq1pcBwcHuXbtmojov9Y3b94UKysr1eJWqFBBgoKCMsU9efKkuLq6qhZXJP04X716NdP0q1evqrrPWh1jEe2O86v73LdvX+nZs6eIiFy+fFmcnJxUiyuinzC+us8RERGqvt65cuVSfsxfjXvjxg2xsbFRLa6IdsfZ1tZWbty4ISIiTZs2lSlTpohI+nvb2tpatbgiIjlz5lT205iKFCkif//9t4jov9YXL15U/b1tKGw1pIKHDx9m2X8/MTFR1XvXrq6uuHDhAlJTUxEcHIz69esDAJKSklQvZFegQAEcPXoUiYmJCA4ORoMGDQAAT548UfXeqpWVFeLj4zNNv3LlCvLkyaNa3MuXL6NWrVqZpjs6Oqpeobdo0aIIDg7ONP2vv/5StbiaVscY0O44Ozs74/bt2wCA4OBg+Pj4AEjvkaV2L43ExES9LusZYmJiVG1smpaWluW+3blzB/b29qrFBbQ7zqVLl0ZAQAAOHjyIXbt2KV2n7927BxcXF9XiAkDDhg0RGhqqaoys3L17F0WLFs00PS0tDS9fvjT69vwbTGBUUKVKFfz555/K84ykZdGiRfD29lYtbpcuXdCmTRuUKVMGOp1O+bINCQlRvZFl//794efnh/z588Pd3R21a9cGABw4cABly5ZVLW6zZs0wbtw45QOn0+kQGRmJYcOGqdoV1M3NDdeuXcs0/dChQ6omEUB6XZahQ4di9OjR2L9/P/bv349Ro0bB398fAwYMUC2uVscY0O44t2zZEu3atUP9+vXx+PFj+Pr6AkjvWp7Vl78hff7553qVWHU6HdLS0jBt2jTUqVNHtbgNGjTArFmz9OImJCRg9OjRSvkAtWh1nKdOnYoFCxagdu3a+Pbbb1G+fHkA6fWAqlatqlpcAGjSpAmGDBmCMWPGYMOGDdi6daveQy1eXl44ePBgpunr169HxYoVVYtrUFpfAvoYHTx4UOzs7OT7778Xa2tr6devn9SvX19sbW2zbLtgSL///rvMmDFDuZUkIhIYGCibN29WNa6IyIkTJ2Tjxo3y9OlTZdq2bdvk0KFDqsWMjY0VHx8fcXJyEnNzcylQoIDkyJFDatWqJQkJCarFnTRpknh5ecmxY8fE3t5eDh48KCtWrJA8efLI7NmzVYub4ddff5VPPvlEdDqd6HQ68fT0VG5pqUmLYyyi3XF+8eKF/PTTT9K3b185efKkMn3GjBny22+/qRZXROTs2bOSN29eadSokVhaWsrXX38tpUqVEldXV+U2ixpu374tXl5eUqpUKbGwsJDPPvtMXFxcpESJEhIdHa1aXBHtjrNIeqPWmJgYvWk3btxQfZ8zPsNZPczMzFSLu3nzZnF0dJQpU6ZIzpw55aeffpLu3buLpaWl7Ny5U7W4hsRu1CqJiIjAlClTcPr0aSQkJKBSpUoYNmyY6meqWtm7d6+qZ4XvcujQIZw5c0Z5rTOuPqlFRDBp0iRMnjwZSUlJANIvf2dU5zWWhw8fwsbGRvWurdmFsY+z1uLi4jBnzhy9fe7Vqxfy5cunatyUlBSsWbNGL66fnx9sbGxUjZvhv3actXLw4EGMGzdO73dq1KhRyu3h7I4JjImbPXs2evbsCWtra2VIgTcxdAXgV1lZWSF//vzo0qULOnXqhAIFCqgW602eP38OKysr1WtkvOrFixe4du0aEhIS4OXlZbREwlh1OgYOHIjx48fD1tZWGVLgTdQqbW9sW7duha+vL3LkyPHOS/imUG6dslapUiXs3r0bzs7OypACb6LWkCT0YTiUgEoiIiKwdOlSXL9+HbNmzULevHnx119/oWDBgihdurTB4sycORN+fn6wtrZWhhTIihpDGLzq7t27WL58OYKCgjB27FjUrVsX3bp1Q4sWLVQdSDItLQ0TJ05EQEAAoqOjceXKFRQuXBgjR46Eh4cHunXrplpsAIiMjMTt27eNWmTs1q1baNSoESIjI5GcnIz69evD3t4eU6dORXJyskGHjTh16pTSHiFjSAEtvCk51+l0sLa2RtGiRVGrVi2DNFZv0aIFoqKikDdv3reWtjdGufWDBw9iwYIFuH79On7//Xd88sknWL58OTw9PVGzZk3V4i5fvlyJe/ToURQqVAgzZ85E4cKF0bx5c9XiGvM4N2/eXGkM3bx5c6Oe+LwuMTER+/fvR2RkJF68eKE3T83vbZOn5f2rj9W+ffvExsZGfHx8xNLSUumeNnnyZGnVqpXGW6e+sLAw6d27t7i4uIiLi4v06dNHtaJfWtUy0KrImIi2dTq04uHhIba2tqLT6SRXrlySK1cupUijq6ur6HQ6KVKkiNLl+WOgVa2hX3/9VXLnzi0TJkwQa2trJe7SpUuldu3aqsUV+W8e55MnT4qbm5s4ODiIubm55MmTR9lnNWvQZBTKe/2RK1cucXd3l1q1asmSJUtUi28ITGBU8Nlnn8n06dNFRL9/fUhIiKqFxsaOHZtlMaSkpCTVq0m+7u7duzJ69GixsrISW1tbMTc3l5o1a8q5c+cMGkerWgZaFRkT0a5OR5cuXSQ+Pj7T9ISEBOnSpYtqcUVEVq1aJbVr19ZrvHr16lWpW7eurFmzRm7fvi01atQw+AlCUFCQPH/+PNP05ORk1RtNa1VrqFSpUrJp06ZMcc+ePSsuLi6qxRXR7jh7enrKo0ePMk1/8uSJ6oXsvvjiC+nRo4ekpqYqr3dkZKTUqlVLNmzYoFrcGTNmiIuLi7Rv315mz54ts2fPlvbt20vu3Lll4sSJSuK8cOFC1bbhQzGBUYGtra1cv35dRDL/wKhZjMnMzCzLFvOPHj1StTV7hhcvXsjvv/8uvr6+Su+F3377TRISEuTGjRvi5+cnpUqVMmhMa2truXnzpojov9bnz59XtdiXVkXGRNLPnM6fP58p9sGDByVv3ryqxX3T++vhw4dibm6uWlwRkcKFC8upU6cyTT958qTyA3P48GFxc3MzaFwtP1M2NjZKcbXX32NqF+/L6jN15coV1Yu6aXWcdTpdlsc5KipKcuTIYdBYr3N0dFROSBwdHeXChQsiInLs2DEpUaKEanFbtmwp8+fPzzQ9ICBAWrZsKSIis2fPljJlyqi2DR+KbWBU4OTkhPv378PT01Nv+qlTp1QddE7e0P7i9OnTekO1q6FPnz5YvXo1RAQdOnTAtGnTUKZMGWW+ra0tfv75Z4MPD59Ry6BQoUJ609WuZaBVkTHg/9XpWLhwIQD163TEx8dD0k928PTpU72idampqdi+fXuWhRsN6f79+0hJSck0PSUlBVFRUQAAd3d3PH361KBx3/SZunPnDhwdHQ0a63UZtYY8PDz0pqtda8jT0xPh4eGZPlPBwcEoVaqUanEB4x/nVxtp79ixQ++YpqamYvfu3Zm+xw0tR44cykjUefPmRWRkJEqVKgVHR0eliKIaduzYgalTp2aaXq9ePQwaNAgA0LhxY/j7+6u2DR9M0/TpIzVo0CCpWbOmMijY1atX5dChQ1K4cGEZM2aMweNl3Ms0MzPLdF/TwcFBzMzM5McffzR43FfVrVtXVq1aleXl9gwvX76Uffv2GTSuVrUMfH19ZcSIESKSfpZ6/fp1SU1NldatW6vezsnYdToy2vm86WFubi4TJkwweNxXNW7cWCpVqqRXi+XkyZNSuXJladKkiYikD4pnqLPFChUqSMWKFcXMzEzKli0rFStWVB7lypUTe3t7ad26tUFivYlWtYZ+++03+eSTT2TNmjVia2srq1evlgkTJij/V5Oxj/Or9VZer8FiaWkpxYsXlz/++MMgsd6kfv36snLlShER6d69u1StWlVWrFghDRs2lKpVq6oWt0CBAjJjxoxM02fMmCEFChQQkfTBNdUeGuVDsBu1Cl68eIFevXohMDAQqampsLCwQGpqKtq1a4fAwECDl/UPCgqCiKBr166YNWuW3lmEpaUlPDw8VK0ArDUtahmcO3cO9erVQ6VKlbBnzx40a9YM58+fR0xMDA4fPowiRYqoFhtIPyNdu3at3j6rVadj//79EBHUrVsXGzZs0LuaZ2lpiUKFChn8ytrroqKi0KFDB+zevRs5cuQAkP4a1KtXD8uXL4erqyv27t2Lly9fGuS4jx07Vvl30KBBel3TMz5TrVq1UrWHnWhYa2jlypUYM2YMIiIiAKRf9Rg7dqzqvfqMfZwzeHp64sSJE8idO7fB1vm+QkND8fTpU9SpUwcPHjxAx44dceTIERQrVgyLFy9GhQoVVIn722+/4YcffkDjxo2VasMnTpzA9u3bERAQgG7dumH69Ok4fvw41q5dq8o2fCgmMCqKjIzEuXPnkJCQgIoVK6JYsWKqxtu/fz+qV6+ufPDV9k/KXH+M9TLi4uIwd+5cvSTCGEXGDhw4gOrVq8PCQv8OcEpKCo4cOZLlGE2GcOvWLRQoUEC53K2FS5cu4cqVKwCAEiVKoESJEqrGCwoKwjfffKP6WE9vo1WtISB9HLWEhATVbxG+ztjH+b/q8OHDmDt3Li5fvgwg/bXu06cPqlevrvGWvR8mMB+ZtLQ0XLt2DQ8ePEBaWprePEP/sL3vD5kx6mW8ePEiy30uWLCgqnG1YG5ujvv372f6UXn8+DHy5s2r6msdGxuL48ePZ/lad+zYUbW4Wvsvvb/+q3bv3o3du3dneZyXLFmiWty6deti48aNcHJy0pseHx+PFi1aYM+eParFNnVsxKuC1NRUBAYGvvHDoNYb8tixY2jXrh1u3bqF1/NSNZKI1/dLC1evXkXXrl1x5MgRveny/ze+/Bh/zOUNDUsfP34MW1tb1eL+8ccf8PPzQ0JCAhwcHPS2QafTqZ7A3LlzB1u3bs2y2JdaVYC1fH8lJiZiypQpb/weuX79uipxo6OjMXjwYCXu698lap+MaHGcx44di3HjxqFKlSrIly+fUYva7du3L9N+AumVxbMabFENz58/z7QNDg4ORon9IZjAqKBfv34IDAxEkyZNlJGhjeH7779XRsI29odQK507d4aFhQW2bdtm1H3W4se8ZcuWyvo7d+6s19spNTUVZ86cUfXS76BBg9C1a1dMmjQpyx5Yatq9ezeaNWuGwoUL49KlSyhTpgxu3rwJEUGlSpVUi6vV+wsAunfvjv3796NDhw5Gjd25c2dERkZi5MiRRt9nrY5zQEAAAgMD0aFDB9VivO7MmTPK/y9cuKD0sgLSP8/BwcGq9lpNSkrC0KFDsW7dOjx+/DjTfLUTVUPgLSQV5M6dG8uWLVN96PnX2dra4vTp0yhatKhR42bQohy2ra0twsLCULJkSVXW/ybFixdH48aNjfpj3qVLFwDp7TLatGmj12A3o2Fpjx49VGuIaGtri7Nnz6rahfdNqlatCl9fX4wdOxb29vY4ffo08ubNCz8/PzRq1Ag//PCDKnG1en8B6eUY/vzzT9SoUcOoce3t7XHw4EHVGo++jVbH2cXFBcePH1e98f2rzMzMlOQwq59hGxsbzJkzB127dlUlfq9evbB3716MHz8eHTp0wLx583D37l0sWLAAU6ZMgZ+fnypxDcrIvZ7+E/LlyyeXL182etw6derIX3/9ZfS4ItqVw65SpYocPHhQtfW/Sc6cOZUCX8Y2ZswYSUhIMHrcr776StauXWv0uCLpXdUzqrM6OTkpFZ3Dw8OlUKFCqsXV6v0lkl5WP6OomTGVKlVKrxuzMWl1nIcOHSrjxo1Tbf1ZuXnzpty4cUN0Op2cOHFCbt68qTzu3bsnKSkpqsYvUKCA7N27V0REKfchIrJs2TJVh6owJN5CUsGgQYPwyy+/YO7cuUa9/NqnTx8MGjQIUVFRKFu2bKbeSOXKlVMt9oABA9C0aVMEBATA0dERx44dQ44cOdC+fXv069dPtbhTp07F0KFDMWnSpCz3Wa37uA0bNkRoaKgmVyNGjx5t9JgA0KRJEwwZMgQXLlzI8rVWs6eZra2tclUvX758iIiIUAZFffTokWpxtXp/AcD48eMxatQoBAUFGfWW3axZs+Dv748FCxZkKqKnNq2O8/Pnz7Fw4UL8/fffKFeuXKbjrEbbm4xCgVq1JYyJiVG+vxwcHBATEwMAqFmzpmpXugyNt5BU8NVXX2Hv3r3IlSsXSpcunenDsHHjRlXiZtUrSKfTGaXBoZOTE0JCQlCiRAk4OTnh6NGjKFWqFEJCQtCpUydcunRJlbgZ+/x6oqj2Pi9evBjjxo1Dly5djPJjXqlSJezevRvOzs6oWLHiWxPjkydPGjR2hrf1OlP7/dWiRQs0adIEPXr0wODBg7FlyxZ07twZGzduhLOzM/7++29V4mr1/gKAihUrIiIiAiICDw+PTO8xtY6zs7MzkpKSkJKSgpw5c2aKm/FDpwatjnOdOnXeOE+n0xm840V2KEFRrlw5zJkzB1988QV8fHxQoUIF/Pzzz5g9ezamTZuGO3fuqBLXkHgFRgVOTk746quvjB73xo0bRo+ZQaty2Hv37lVt3W/To0cPAMC4ceMyzVPjh6158+ZKo90WLVoYdN3vS8teZzNmzEBCQgKA9B4jCQkJWLt2LYoVK6ZazxRAu/cXoN1xnjVrliZxgf/OcX7fY6tmktylSxecPn0aX3zxBfz9/dG0aVPMnTsXL1++VPW1NiRegSGDaNCgATp37ox27dqhR48eOHPmDPr27Yvly5fjyZMnCAkJ0XoTyYCeP3+uaXE3IjVcu3YNERERqFWrFmxsbN5YsuBjdOvWLYSFhaFo0aKqNjcwJCYwH5nly5cjICAAN27cwNGjR1GoUCHMmjULnp6eaN68uWpx31YOe8mSJShfvrzBYp05cwZlypSBmZmZXlfErJjKB/HfMHZxtdTUVEyaNAkBAQGIjo7GlStXULhwYYwcORIeHh6ql5kHtCkod/DgQSxYsADXr1/H77//jk8++QTLly+Hp6cnatasqVpcY4qPj1fa88THx791WWPUBzH2cX78+DHatGmDvXv3QqfT4erVqyhcuDC6du0KZ2dnTJ8+XZW49GF4C8lAskMbhfnz52PUqFHo378/Jk6cqFx6dHJywqxZs1RNYKpUqaL8P2/evAgODlYtVoUKFRAVFYW8efOiQoUKSjuf1xn68uvs2bPRs2dPWFtbY/bs2W9dVq1u4wBw5coVdOvWzejF1SZOnIigoCBMmzZNuYUGAGXKlMGsWbNUTWC02ucNGzagQ4cO8PPzw8mTJ5GcnAwgfRiJSZMmYfv27QaNlytXLly5cgW5c+eGs7PzW79HDNkWxdnZWanu7OTklGVcY7T70eo4DxgwADly5FBufWf45ptvMHDgQFUTmKxuQ79q1KhRqsXWqvqwoTCBMZDs0EZhzpw5+O2339CiRQtMmTJFmV6lShUMHjxYk21Sw40bN5AnTx7l/8Yyc+ZM+Pn5wdraGjNnznzjcjqdTtUEpkuXLpoUV1u2bBkWLlyIevXq4fvvv1emly9fXrVG2hm02ucJEyYgICAAHTt2xJo1a5TpNWrUwIQJEwweb+bMmbC3twdg3LYoe/bsUQbp1LLdj1bHeefOndixYwfy58+vN71YsWK4deuWqrE3bdqk9/zly5e4ceMGLCwsUKRIEdUSGC2rDxuM8Xtuk1qsra3l5s2bIpJeTyGjTsmVK1fE2tpa1dhRUVHSvn17yZcvn5ibm4uZmZnegwwnZ86ccvHiRaPHfdP76/z582Jra6tqbK322cbGRm7cuCEi+vscEREhVlZWRt+ej51Wx9nOzk6uXLmi/D/jOJ84cUJy5cpl9O2Ji4uTr776SpYtW6ZaDDc3N1XXbwy8AvMR8fT0RHh4uFJfIENwcLDeZVE1aFV+/E3dEXU6HaytrVG0aFF4enoaZVuMxcvLS9WaGG+Le/DgwUzvr/Xr16NixYqqx9Zin93c3HDt2rVM9VAOHTqkeg2gN7VF0el0sLKygqWlpSpx39SuLOMzVbBgQb1hLAxJq+P8+eefY9myZRg/fjyA9H1NS0vDtGnT3trFWi0ODg4YO3YsmjZtqtrwBi9evDCZUaffhAmMCt507/rVH9XOnTsrpeENZeDAgejVqxeeP38OEcHx48exevVqTJ48GYsWLTJorNcdOnRIk/LjLVq0yLINzKv1b2rWrInNmzfD2dnZYHEHDhyY5fRXj3Hz5s2Vy/If6tUfM62Kq40aNQqdOnXC3bt3kZaWho0bN+Ly5ctYtmwZtm3bpkrMDFrtc48ePdCvXz8sWbIEOp0O9+7dw9GjRzF48GCMHDlSlZgZ3tQWJUP+/PnRuXNnjB49+r1Hhn8fGe3K3iRHjhz45ptvsGDBAoP3RNPqOE+bNg316tVDaGgoXrx4gaFDh+L8+fOIiYnB4cOHVYn5LnFxcYiLi1Nt/d27d8eqVatUfx+rSuMrQB+lGTNmiIuLi7Rv315mz54ts2fPlvbt20vu3Lll4sSJ0r17d7GyspKFCxcaPPaKFSukaNGiotPpRKfTySeffCKLFi0yeJzXaVV+/O+//5Zq1arJ33//LfHx8RIfHy9///23eHt7y59//imHDh2S0qVLS9euXQ0at3bt2uLg4CC2trZSqVIlqVSpktjZ2Ymjo6NUq1ZNnJycxNnZWc6fP2+QeDqdTu+W3OvPX52mpgMHDoiPj4/kyZNHbGxspEaNGrJjxw5VY4qI8n429j6npaXJhAkTxNbWVtkGa2trGTFihGoxMwQFBUn+/PllxIgRsnXrVtm6dauMGDFCChQoIAsWLJAJEyaIk5OTTJw40aBxN2/eLCVKlJBFixbJmTNn5MyZM7Jo0SIpVaqUrFmzRlasWCH58+eXQYMGGTSuiHbHWUQkNjZWJkyYIK1btxZfX1/53//+J/fu3VM1pojIL7/8oveYNWuWDBs2TNzd3eXbb79VLW7fvn3FyclJatWqJb1795YBAwboPUwBu1GroFWrVqhfv75eQ0cAWLBgAXbu3IkNGzZgzpw5WLhwIc6ePavKNiQlJSEhIQF58+ZVZf2v27lzJ6ZPn2708uNlypTBwoULM10KPXz4MHr27Inz58/j77//RteuXREZGWmwuLNmzcLBgwexdOlS5awwLi4O3bt3R82aNdGjRw+0a9cOz549w44dOz443v79+9972S+++OKD42U379p/tff5xYsXuHbtGhISEuDl5QU7OztV4wFAvXr18N1336FNmzZ609etW4cFCxZg9+7dWL58OSZOnGjQRtRVq1bF+PHj0bBhQ73pO3bswMiRI3H8+HFs3rwZgwYNQkREhMHiAtofZy28fovbzMwMefLkQd26dTF8+HClUbehGbv6sBqYwKjAzs4O4eHhmUaFvnbtGipUqICEhARERESgXLlySExM1GgrDUur8uM2NjY4ceIEypQpozf97NmzqFq1Kp49e4Zbt26hVKlSSEpKMljcTz75BLt27YKXl5fe9PPnz6NBgwa4e/cuTp48iQYNGmhyT59Mn42NDc6cOYNixYrpTb969SrKly+PpKQk3LhxA6VLlzboe9vGxganTp3KNAL3pUuXULFiRTx79gw3b96El5eXQeMaG+tJmT62gVFBrly58Mcff2DAgAF60//44w+lTURiYqJBMuvsUH8G0K78eOXKlTFkyBAsW7ZM6Vr98OFDDB06FJ9++imA9C/8AgUKGDRuXFwcHjx4kCmBefjwodJexcnJSRmYzpCWLl0KOzs7tG7dWm/677//jqSkJHTq1MlgsbSqS/ImSUlJiIyMzPS6GvIHpmXLlggMDISDgwNatmz51mXVGtcMAAoUKIDFixfrlUQA0sfhyng/P3782KBtuwCgZMmSmDJlChYuXKg0FH758iWmTJmiJDV3796Fq6urQeO+yhjHWat6Uu8SHx+PPXv2oESJEqp3vjB1TGBUMHLkSPzwww/Yu3cvqlatCgA4ceIEtm/fjoCAAADArl27DHI5NDvUnwHw1h9NNX/YFi9ejObNmyN//vzKl/rt27dRuHBhbNmyBQCQkJCAESNGGDRu8+bN0bVrV0yfPl1JlE6cOIHBgwcrx+H48eMoXry4QeMCwOTJk7FgwYJM0/PmzYuePXsaNIF5tS7JzJkzNasV8fDhQ3Tp0gV//fVXlvMN+QPj6Oio7Kejo6PB1vtP/fzzz2jdujX++usv5T0WGhqKS5cuYf369QDS33PffPONQePOmzcPzZo1Q/78+ZWE4ezZs0hNTVUaa1+/fh0//vijQeMCxj3OWtWTel2bNm1Qq1Yt9O7dG8+ePUOVKlVw8+ZNiAjWrFmDVq1aqRY7NDQU69atyzJZVDM5NxgtG+B8zA4dOiRt27aVihUrSsWKFaVt27Zy+PBhrTfLqHbs2CGtW7dWvQZNamqq/PXXX0ojuODgYElNTVU15tOnT6V79+5iaWmpNDS0tLSUHj16SEJCgoiInDp1Sk6dOmXw2FZWVkptklfduHFD9ddaK+3atZMaNWrIiRMnxNbWVnbu3CnLly+XEiVKyLZt27TePNVcv35dhg0bJl999ZV89dVX4u/vn+WxN7T4+HiZP3++0qAzICBA4uPjVY/7XzzOrq6uEh4eLiIiK1eulKJFi0piYqL8+uuvUqFCBdXirl69WnLkyCFffvmlWFpaypdffinFixcXR0dH6dy5s2pxDYkJzEfk+PHjcuzYsUzTjx07JidOnDDKNty8eVNGjRolhQoVEgcHB/nmm29k3bp1RomthadPn8rp06fl9OnT8vTpU6PELFCggGzZsiXT9M2bN8snn3yiWtw///xTgoODM03fsWOHbN++XbW4IulFt0JCQkRExN7eXi5fviwiIlu2bJEaNWqoFvf69etKgbNXXblyxSiJxH+NVsd50qRJsnjx4kzTFy9eLFOmTFEtrkh6gcjIyEgREenQoYMMGzZMRERu3bqlaoHIsmXLyty5c0Xk/xXvS0tLkx49esioUaNUi2tIvIWkkrS0NFy7di3LMSZq1aqlSsxevXph6NChqFatmt70u3fvYurUqaqNCP3ixQts3LgRixYtwuHDh+Hj44M7d+7g1KlTKFu2rCoxX6XleB52dnZGb+D37bffom/fvrC3t1feS/v370e/fv3Qtm1b1eL6+/tnao8BpL/X/f394evrq1rsxMREpUeds7MzHj58iOLFi6Ns2bKqtu3q3LkzunbtmqkhbUhICBYtWoR9+/apFhsAYmNjcfz48Szf2x07dlQt7tWrV7F3794s46o5No9Wx3nBggVYtWpVpumlS5dG27ZtMWzYMNViFyhQAEePHkWuXLkQHBysDFnx5MkTVUd8j4iIQJMmTQAAlpaWSExMhE6nw4ABA1C3bl2MHTtWtdiGwgRGBceOHUO7du1w69atLAusqdUg7MKFC6hUqVKm6RUrVsSFCxdUidmnTx+sXr0axYoVQ/v27bF27Vq4uLggR44cMDc3VyXmq7QazyMxMRFTpkx5Y+J0/fp11WKPHz8eN2/eRL169WBhkf4RTktLQ8eOHTFp0iTV4l69ejVTo2UgvdHntWvXVIsLACVKlMDly5fh4eGB8uXLK931AwICkC9fPtXinjp1CjVq1Mg0/bPPPkPv3r1ViwukN/r38/NDQkICHBwc9N7bOp1OtQTmt99+ww8//IDcuXPDzc0tU1w1ExitjnNUVFSW68+TJw/u37+vWlwA6N+/P/z8/GBnZ4dChQqhdu3aAIADBw6oegLo7OyMp0+fAkjvVXnu3DmULVsWsbGxJtO7jAmMCr7//ntUqVIFf/75p1F/VK2srBAdHZ2pxPn9+/eVHzpDmz9/PoYNGwZ/f3/V6hW8TUBAAAIDA1Urt/0m3bt3x/79+9GhQwejHmMRQVRUFAIDAzFhwgSEh4fDxsYGZcuWzVTi39AcHR1x/fr1THV+rl27BltbW1Vj9+vXT/khGT16NBo1aoSVK1fC0tISgYGBqsXV6XTKl/yr4uLiVO+ZMmjQIHTt2hWTJk1Czpw5VY31qgkTJmDixImqXnV4E62Oc4ECBXD48OFMNVkOHz4Md3d31eICwI8//oiqVavi9u3bqF+/vlJVuXDhwqoMGJqhVq1a2LVrF8qWLYvWrVujX79+2LNnD3bt2oV69eqpFtegtL6H9THKmTOnXL161ehx27ZtK1988YXExsYq0548eSJffPGFtG7dWpWYq1atEh8fH7G1tZU2bdrIH3/8ISkpKWJhYWGwKrRvkytXLrl27ZrqcV7n6Ogohw4dMnrc1NRUyZEjR5btMtTWs2dPKVu2rN7rffXqVSlXrpx069bNqNuSmJgoYWFh8vDhQ1XjfPnll9K6dWtJSUlRpqWkpEirVq2kUaNGqsbOmTOnMqigMdnb22sSNyvGOs5Tp04VFxcXWbJkidy8eVNu3rwpixcvFhcXF5k0aZKqsbXy+PFjuXv3roikf69MnjxZmjZtKgMHDpSYmBiNt+79sJCdCurWrYuhQ4eiUaNGRo179+5d1KpVC48fP1YG1wsPD4erqyt27dpl8Foor7px4wYCAwMRGBiIpKQkxMTEYO3atfj6669ViwkAw4YNg52dndHH8/D09MT27ds1qdNQunRpLF68GJ999plR48bFxaFRo0YIDQ1F/vz5AQB37tzB559/jo0bN8LJycmo22MMFy5cQK1ateDk5ITPP/8cAHDw4EGlVsfrBRQNqWXLlmjbtm2mSrxq69atGz799NNMlcQ/ZiICf39/zJ49W+lObG1tjWHDhql6ywxI7xoeGBj4xtvRplARVytMYFSwadMmjBgxAkOGDMlyQDI1G30mJiZi5cqVOH36NGxsbFCuXDl8++23mbZBLSKCnTt3YvHixdi6dSty586Nli1bYvbs2arE69evH5YtW4Zy5cqhXLlymfZzxowZqsRdsWIFtmzZgqCgIKNe3gfS20ZMmzYN8+fPV/UHNCsigl27dum9v9RqlA4A48aNe6/l1PyRuXfvHubOnau3z7179zbYQJ1vsnjxYowbNw5dunTJ8nukWbNmqsSdPHkyZsyYgSZNmmQZt2/fvgaPmR2OM5BeM+rixYuwsbFBsWLFVBt1+1W9e/dGYGAgmjRpkuXt6JkzZ6q+DaaKCYwKshoZ9tXRkY1Z1VFLMTExWLZsGZYuXYrTp0+rEkOr8TwqVqyIiIgIiAg8PDwyfcmr2WPi1WEbLC0tYWNjozffGBVxjcXMzAzu7u7ImzdvllVSgfTjrObrrZW3jTCt5vfI6+1AXo+rRgP17Hacb926hcTERJQsWdKgI31nJXfu3Fi2bBkaN26sapwM79u5whR+p9iIVwXGrup45coVxMbGKlV/gfSuxRMmTEBiYiJatGiB//u//zPqNgHpZej79++P/v37qxZj7969qq37bbSsemzsYRuOHj2Kx48f48svv1SmLVu2DKNHj1beX3PmzFHlbNXX1xd79uxBlSpV0LVrV3z55Zeq/6AAwKNHj5CYmKjXMPr8+fP4+eeflX1u166dqtvw+q0EY9GiKq1Wx3nJkiWIjY3FwIEDlWk9e/bE4sWLAaT3itqxY4eqt98tLS0zjZunJhFBoUKF0KlTJ6WpgcnSouENGVaLFi1k5MiRyvPr16+LjY2NNGjQQPr27St2dnYyc+ZM7TZQI9HR0VpvgtE9fvzY4Ots1KiRXjGvM2fOiIWFhXTv3l2mT58ubm5uMnr0aIPHzXD37l2ZNGmSFC9eXNzc3GTo0KFy6dIl1eKJpDeIHzhwoPI8OjpanJ2dpXTp0tKsWTPJkSOHLFu2TNVt+K/R4jhXq1ZNlixZojz/66+/xMLCQlasWCFhYWHi7e2tegP1n3/+WX788UdJS0tTNU6GEydOyPfffy9OTk5SsWJFmTNnjsk02n0dExgD+uGHH/Sqsa5atUopKy+S3iPI19fX4HHz588vR44cUZ6PHz9eypcvrzxftGiR3vOPgY2NjTx48EB53rhxY7l3757yPCoqSszMzAweNyQkRK9HyuueP38ua9euNXjcd1Fz2AY3Nze9Ss7/93//p1cVdd26dVKqVCmDx83K/v37pXPnzmJvby/Vq1eXpKQkVeJ4eHjIvn37lOc//fSTFClSRF6+fKk8r1atmiqxfX199XoSTp48WZ48eaI8f/TokSqvd6lSpfQS4B9++EGv9090dLTY2NgYPG5WjHWcc+XKJWfOnFGef//999KqVSvl+d69e8XDw0OV2BlatGghjo6O4unpKV9++aUybETGQy3Pnj2T5cuXS926dSVnzpzyzTffyM6dO1WLpwb1r9H9hyxYsECvANB3332H6Oho5XlycjJ27Nhh8LiPHj1SeoUA6bdVmjZtqjyvXbs2bt68afC4Wnr+/LnevfIDBw7g2bNnesuICs27vL298fjxY+W5g4ODXpuA2NhYfPvttwaPm5Vbt25h9OjR8PDwQOvWrWFmZoZly5YZPM6TJ0/0Rh7ev3+/XtXdTz/9FLdv3zZ43Kx8+umnqFOnDkqVKoVTp07h5cuXqsSJiorSq3ezZ88etGzZUqmn1KxZM1y9elWV2Dt27EBycrLyfNKkSXrtmlJSUnD58mWDx7106RJSUlKU5ytWrFBGVgfSP0/Pnz83eNysGOs4P3v2DA4ODsrzI0eO6DVKL1y4MKKiolSJncHJyQlfffUVvvjiC+TOnRuOjo56D7VYW1ujffv22L17N86dO4cHDx6gUaNGJtWGjm1gDOj1H0w1fkCzkitXLty/fx8FChRAWloaQkND9e7pvnjxwmjbkp2oUVzufY6xmq+1FsM2uLq64saNGyhQoABevHiBkydP6pUZf/r0qeq93I4ePYolS5Zg3bp1KF68OLp06YJ27drp/fgYkoODA2JjY5U2MMePH0e3bt2U+TqdTi/JMCStvkfetR2AOp+pVxn7OBcqVAhhYWEoVKgQHj16hPPnz+tVXo6KilJ9RPKlS5equv63uXPnjl75iyFDhqj2WquBCcxHoHbt2hg/fjx+/fVX/P7770hLS1PKUQPptSxer56qlqSkpCyHZjf2eEFaUutLXqthGxo3bgx/f39MnToVmzdvRs6cOZWaKABw5swZFClSRJXY06ZNQ2BgIB49egQ/Pz8cPHjQKO+lzz77DLNnz8Zvv/2GjRs34unTp6hbt64y/8qVK6o27Pyv0eo4d+rUCb169cL58+exZ88elCxZEpUrV1bmHzlyxGilCh4+fKhcWStRogTy5MmjSpwXL15g06ZNWLx4MQ4ePAhfX1/MmjULvr6+Rhn+xZCYwHwEJk6ciPr166NQoUIwNzfH7Nmz9Uq7L1++XO/LVw0PHz5Ely5d8Ndff2U539Bd8nQ6XaYxWoxVzl8rWg3bMH78eLRs2RJffPEF7OzsEBQUBEtLS2X+kiVL0KBBA1Vi+/v7o2DBgmjTpg10Ot0by8kbut7P+PHjUa9ePaxYsQIpKSn4v//7Pzg7Oyvz16xZgy+++MKgMTNk9V42xntbq7iAdsd56NChSEpKwsaNG+Hm5obff/9db/7hw4dVvyWcmJiIPn36YNmyZUrPM3Nzc3Ts2BFz5swxeJ2pfPnywd7eHp06dcKvv/6qDJ6ZmJiot5wpXIlhHRgDMjMzQ8+ePZU33Lx589C+fXvlEmRSUhJ+++03VfrXp6Sk4Pz588iTJ0+msTtOnz6N/Pnzw8XFxeBxM/j5+eHWrVuYNWsWateujU2bNiE6OhoTJkzA9OnTlVFPDcXMzAyOjo7KF2xsbCwcHByUrpcigvj4eIO/1mZmZtizZ49SxKx69epYt26d0gbp0aNHqF+/virHePXq1ViyZAmOHj2KJk2aoEOHDvD19YW1tTVOnz6d5UCLhhQXFwc7O7tMZ2kxMTGws7PTS2oMpXbt2u/8EVWr3s+jR49w+PBhuLm5ZRrh/c8//4SXl9dba6b8W2ZmZvD19VW6pf/xxx+oW7euclKSnJyM4OBgVd7bZcqUUdr5nDlzBiVLllSOa8Z3jBrvbS2Ps9a+++47/P3335g7d65y++rQoUPo27cv6tevj/nz5xs03qvd07N6zcWE6pUxgTGg9/kQAtrVLlFTvnz5sGXLFlStWhUODg4IDQ1F8eLFsXXrVkybNg2HDh0yaLygoKD3Wq5Tp04GjWtmZqYUJXydsYoVajVsAxlHly5d3ms5Q7edeLVd09uMHj3aoHH/63Lnzo3169fr3fYH0n8n2rRpg4cPHxo03v79+99rObWuMBoSExgyCAcHB5w5cwYeHh4oVKgQVq1ahRo1auDGjRsoXbq0yQzP/i63bt16r+XUHhkaMP6wDURkeDlz5kRYWFimcdXOnz+PqlWrZrq1Q/8P28CQQZQoUQKXL1+Gh4cHypcvjwULFsDDwwMBAQHIly+f1ptnMMZITN6XTqdDw4YN0bBhQ71hG4jIdHh7e2P06NFYtmwZrK2tAaR37x47diy8vb013rrsjVdgyCAyGjt27twZYWFhSj0BS0tLBAYG4ptvvtF6E4mIsp1z586hYcOGSE5ORvny5QGkt1u0trbGjh07ULp0aY23MPtiAkOqSEpKwqVLl1CwYEHkzp1b680hIsq2kpKSsHLlSly6dAkAUKpUKfj5+WUaqJX0MYH5CGlRi2XcuHEYPHhwpi5/z549w08//YRRo0apFpuM5+rVq9i7dy8ePHiQabDBj+UYv1p99l1MoaspvdurhT9fpdPpYG1tjaJFi6J58+ZK70PKHpjAfESMXYvlVebm5rh//75SUyDD48ePkTdvXpPokkdv99tvv+GHH35A7ty54ebmlqkOz8mTJ1WNf/DgQSxYsAARERFYv349PvnkEyxfvhyenp6oWbOmweJk9DR7H/+l9/WdO3cwbtw4LFy4UPVYxj4Jq1OnDk6ePInU1FSUKFECQHqxQnNzc5QsWRKXL1+GTqfDoUOHDFauICwsDIMHD8aWLVsyJcJxcXFo0aIFZs2apdxWUlt8fDz27NmDEiVKZGpQnF2xEa+KjP0h7N+/P2JjYxESEpJlLRY1ZXQfft3p06dVPWvR6szp2bNnEBHlitOtW7ewadMmeHl5qVbUTWsTJkzAxIkTMWzYMKPH3rBhAzp06AA/Pz+cOnVKKeMfFxeHSZMmYfv27QaL9WqZg5s3b8Lf3x+dO3dWGlQePXoUQUFBmDx5ssFivkl2uuL1+PFjLF68WNUERquTsIzviKVLlyrJRFxcHLp3746aNWuiR48eaNeuHQYMGGCw8eymT5+OunXrZnkVz9HREfXr18dPP/2EFStWGCTe69q0aYNatWqhd+/eePbsGapUqYKbN29CRLBmzRq0atVKlbgGpfZokf9FDx48kCZNmoiZmVmWD7W4ublJSEiIiIjY29vL5cuXRURky5YteqMHG5KTk5M4OzuLmZmZ8v+Mh4ODg5iZmcmPP/6oSmwRkdq1a4uDg4PY2tpKpUqVpFKlSmJnZyeOjo5SrVo1ZZvOnz9v0Lj169eX+fPni0j6KOOurq6SP39+sba2ll9//dWgsd4kMTFRLl68KKdPn9Z7qMXe3l4iIiJUW//bVKhQQYKCgkRExM7OTtmOkydPiqurq2px69atK6tWrco0feXKlfLFF1+oFldEZOHChWJubi6urq5Svnx5qVChgvKoWLGiqrGzEh4erur3l4hIu3btpEaNGnLixAmxtbWVnTt3yvLly6VEiRKybds21eK6u7tn+R1x7tw5cXd3FxGRsLAwcXFxMVjMwoULv/XzeubMGfH09DRYvNe5urpKeHi4iKS/n4sWLSqJiYny66+/SoUKFVSLa0hMYFSg1YfQ3t5ebty4ISIiBQsWlEOHDomIyPXr18XGxkaVmIGBgbJ06VLR6XTyyy+/SGBgoPJYtWqVHDlyRJW4GWbOnCktW7aUuLg4ZVpsbKx8/fXXMmvWLElMTJTmzZtLgwYNDBrXxcVFzp07JyIiv/32m5QrV05SU1Nl3bp1UrJkSYPGep1WCXLXrl2VpM3YbGxslPf2qwlMRESEWFlZqRr3ypUrmaZfvnxZtc9UhoIFC8qUKVNUjfFPGCOB0eIkTETE1tZW9u7dm2n63r17xc7OTkTS32v29vYGi2llZSXXr19/4/zr16+LtbW1weK9ztraWiIjI0VEpEOHDjJs2DAREbl165bY2tqqFteQeAtJBXv27MGWLVtQpUoVmJmZoVChQqhfvz4cHBwwefJkg5fVz6BFLZaMSreenp6oXr266qMSv+6nn37Crl279C7DOjo6YsyYMWjQoAH69euHUaNGGfy2TlJSkjIe0c6dO9GyZUuYmZnhs88+e+9id/+WMW8VvloUr2jRohg5ciSOHTuGsmXLZjrWffv2NWjsV7m5ueHatWuZBiU9dOgQChcurFrcAgUK4LfffsO0adP0pi9atEj1wRyfPHmC1q1bqxoju0lMTFTa0Tk7O+Phw4coXrw4ypYtq2obq+bNm6Nr166YPn06Pv30UwDAiRMnMHjwYLRo0QJA+ojkxYsXN1jMPHny4PLly28cjuLSpUuq9uAsUKAAjh49ily5ciE4OBhr1qwBkP6+y6hHk90xgVGBVh/Cfv364f79+wDSy303atQIK1euVGqxqOnVstPPnz/P1O5Hrd4acXFxePDgQaaGdQ8fPlR6kzg5OWXang9VtGhRbN68GV999RV27NiBAQMGAAAePHiges8UYybIM2fO1HtuZ2eH/fv3ZypHrtPpVE1gevTogX79+mHJkiXQ6XS4d+8ejh49isGDB2PkyJGqxZ05cyZatWqFv/76SxkP6fjx47h69So2bNigWlwAaN26NXbu3Invv/9e1TgZWrZs+db5sbGxqm+DVgUxFyxYgAEDBqBt27ZISUkBAFhYWKBTp07KZ6BkyZJYtGiRwWL6+Phg4sSJaNSoUaZ5IoKJEyfCx8fHYPFe179/f/j5+cHOzg6FChVShjI4cOAAypYtq1pcQ2IvJBV8+umnmDBhAho2bIhmzZrByckJkydPxuzZs7F+/XpEREQYZTuMWYslKSkJQ4cOxbp16/D48eNM89VqfOfn54ejR49meeZUvXp1LF++HGvWrMHPP/+M0NBQg8Vdv3492rVrh9TUVNSrVw87d+4EAEyePBkHDhx4YyNEQ/ivDNvwKhHBpEmTMHnyZGX/rKysMHjwYIwfP17V2Ldv38b8+fP1anR8//33qlyBefWKV2JiImbMmIEmTZoY5YqXVmMwvUrrgpgJCQm4fv06AKBw4cKws7NTLVZERAQqV66MEiVKYNCgQUrvp0uXLmH69Om4cuUKQkNDUbRoUdW2ITQ0FLdv30b9+vWVff3zzz/h5OSkDCyZrWl7B+vjtHz5clm6dKmIiISGhkru3LnFzMxMrK2tZc2aNarFHTt2rCQmJmaanpSUJGPHjlUtrojIjz/+KKVKlZL169eLjY2NLFmyRMaPHy/58+eXFStWqBb36dOn0r17d7G0tFTagFhaWkqPHj0kISFBREROnTolp06dMnjs+/fvy8mTJyU1NVWZFhISIhcvXjR4rFdVqVJFgoODRUSkadOm0qFDB7lz544MHTpUChcurGpsrSUnJ8v58+clJCREnj59qvXmGJyHh8d7PdRs3JmdJCYmSlhYmDx8+FDrTVHFiRMnpHTp0qLT6ZTvL51OJ6VLl5bjx49rvXnZHhMYIzDWh9DMzEyio6MzTX/06JHqje8KFCigNIKzt7eXq1eviojIsmXLxNfXV9XYIumJTEYvHGP8sMXGxsrjx48zTX/8+LFeg2I1aJUgt2zZMstGpVOnTpWvv/5atbgi2r7eBw4cED8/P/H29pY7d+6ISPr7+uDBg6rG/S/S6iQsISFBRowYId7e3lKkSBHx9PTUe6jt1KlTsm7dOlm7dq0qJ1tZ0fLzbCi8haQCrarSmpmZITo6Gnny5NGbvmfPHnzzzTcGH5b9VXZ2drhw4QIKFiyI/PnzY+PGjahatSpu3LiBsmXLIiEhQbXYWvD19UXTpk3x448/6k0PCAjA1q1bDVqX5F2MdaswT5482LNnT6b742fPnoWPjw+io6NVi63V6/1q/Znly5fjwoULKFy4MObOnYvt27cb9TirrWvXru+13JIlS1TbBq0KYn777bfYv38/OnTogHz58mWqadWvXz9V4mpJy8+zwWidQX2MjH0lROtaLCIiZcuWlX379omISL169WTQoEEiIvLLL7/IJ598olpcrc6cnJ2d5cKFC5mmX7x4UXLlyqVaXBHtzlKtra3l0qVLmaZfvHhR1e6eItq93lrVnxEx/hmyTqcTDw8P+eqrr6RFixZvfKhJp9PJgwcPMk3fvXu35M6dW7W4jo6OStmJ/wotP8+Gwl5IKhAjV6WdNWsWRARdu3bF2LFj4ejoqMyztLSEh4eH6sOyd+nSBadPn8YXX3wBf39/NG3aFHPnzsXLly8xY8YM1eJ27979rWdOaklOTlZ6K7zq5cuXePbsmaqxx44di++//z7TFb6kpCSMHTtWtSt8ZcuWxdq1azOtf82aNQYrr/4mWr3ely9fRq1atTJNd3R0VL1XzoEDBzBmzJhM0319fVWprP3DDz9g9erVuHHjBrp06YL27dsbbewfZ2dn6HQ66HQ6FC9eXO9znJqaioSEBFV7Yzk7O//nxjnS8vNsMFpnUB8Tra+E7Nu3T168eKHa+v+JmzdvyoYNG1StDCui3ZlT7dq1pXfv3pmm//jjj1KzZk1VY2t1lrp161axsLCQjh07KsUKO3ToIBYWFrJp0ybV4opo93p7enrKrl27RET/CkxQUJCUKlVKtbgi2pwhP3/+XFatWiU+Pj6SM2dOad26tQQHB0taWpoq8TJoXRBz+fLl8vXXX2d5ZfNjpeXn2VDYBsaAgoKClCshs2bN0uRKSAZj1mLRkqenJ7Zv3270wccOHz4MHx8ffPrpp6hXrx4AYPfu3Thx4gR27tyJzz//3OAxM85S4+Li4ODg8Maz1Hnz5hk8doY///wTkyZNQnh4OGxsbFCuXDmMHj1arw6QGrR4vYH0bvErVqzAkiVLUL9+fWzfvh23bt3CgAEDMHLkSPTp00eVuABQtWpVfPnll5nOkMeMGYM//vgDYWFhqsUG0sf3CgwMxLJly5CSkoLz58+r2q0YAPbv369JQcyKFSsiIiICIgIPD49M8dUeqFQrWn2eDYUJjAq0+hBqVYslLS0NgYGB2LhxI27evAmdTgdPT098/fXX6NChg6q3dVasWIEtW7YgKCgo0y0VtYWHh+Onn37S+/APHz4cxYoVUyWelglySkoKJk2ahK5duyJ//vyqxHgXY7/egLb1Z/744w+0bNkS7dq1Q926dQGkJ22rV6/G77//rlSIVcvt27exdOlSBAYG4sWLF7h06ZLqCcyrjHkSNnbs2LfOHz16tCpxMxhrpPWPjnYXf/4bnj17JnFxcXoPtWhRiyUtLU2aNGkiOp1OKlSoIG3btpVvvvlGypUrJzqdTpo3b65K3AwVKlQQe3t7sbOzkzJlykjFihX1Hh8jrW4V2traKuMR/ddoVX9m27ZtUr16dcmZM6e4uLhInTp1lMbyanj1FpK1tbV8/fXX8ueff+rVOlJTYmKi9OrVS/LkyWPUcb60lPF93b17d7GyslJuU86ZM8coJShMGRvxqkCrKyF//PEHli1bhtq1a6NLly74/PPPUbRoURQqVAgrV66En5+fwWMGBgbiwIED2L17N+rUqaM3b8+ePWjRogWWLVuGjh07Gjw2ANXPQl8VHx+vnAFmDFPwJmrertNq2IZ69eph//79mcYjMpa0tDRcu3YNDx48QFpamt68rBraGpKlpaVRGza+esXr8OHDRon5448/Ys2aNShQoAC6du2K1atXq17B+3VDhgzB3r17MX/+fHTo0AHz5s3D3bt3sWDBAkyZMsWo22IsEyZMQEBAADp27KiMRwQANWrUwIQJEwwaK1euXLhy5Qpy586t3JJ+k5iYGIPGVgNvIamgV69e2Lt3L8aPH5/lh1CNRALQphZLgwYNULduXfj7+2c5f9KkSdi/fz927Nhh8NjG9mqNCjMzsyw//PL/90BTK0kFtEuQAwICMHbsWPj5+aFy5cqwtbXVm9+sWTNV4gLAsWPH0K5dO9y6dQuvf2UZ+vVu2bIlAgMD4eDg8M7xgTZu3GiwuK+zs7PDuXPnjJYwmpmZoWDBgqhYseJbf9jU3OeCBQsqJ2EODg44efIkihYtiuXLl2P16tUGrbuTXX7Mc+bMiQsXLsDDwwP29vY4ffo0ChcujOvXr8PLywvPnz83WKygoCC0bdsWVlZWCAwMfOs+ZwzUm53xCowKtLgSAqSP3XHjxg0ULFgQJUuWxLp161C1alX88ccfcHJyUiXmmTNnMo3U+ypfX1+98V1M2Z49e5Sulnv37tVsO7Q6S80oIpdVt3i1k7bvv/8eVapUwZ9//ql6d3lHR0dl/a+2MzI2Y1/x6tixo9HKELxJTEyMMrq4g4ODkjjUrFkTP/zwg0FjzZw5UxlRftasWQZd9z9hzJHWX01KOnfubNB1a0LbO1gfJ1tbW7l165aIiHzyyScSEhIiIiLXr18XW1tb1eLOmDFDfvnlFxER2bVrl1hbW4uVlZWYmZnJrFmzVImZI0cOuXfv3hvn3717VywtLQ0a09nZWRmW4fXu6q8/1HLr1q0su5ampaUpx14tWg/boIWcOXMq+/lfMX/+fHFzc5NBgwbJqlWrZMuWLXqPj5FWBTG1NGnSJPHy8pJjx46Jvb29HDx4UFasWCF58uSR2bNnqxZXy6FnDIVXYFSgxZUQABgwYIDyfx8fH1y6dAlhYWEoWrQoypUrp0rM1NRUWFi8+W1kbm6eZQGyD5Edzpw8PT2zLHkeExMDT09PVa9GGPMsNbuoVq0arl27purIvNmNlle8tKJVQUxAuzZW/v7+SEtLQ7169ZCUlIRatWopPd3U7KYvb2g9kpycDEtLS9XiGhITGBVo+SF8VaFChVCoUCFVY4gIOnfuDCsrqyznJycnGzzmq5dBtbpPK2+otpyQkABra2tVY2uVIANAYmIi9u/fj8jIyEyNh/v27ata3D59+mDQoEGIiopC2bJlM5UoMGSC/q42IK9Ssz7I6z+i/wVanIQBxm1j9TqdTof//e9/GDJkCK5du4aEhAR4eXmp1mU945a+TqfDokWL9OKkpqbiwIEDKFmypCqxDY2NeI3g1q1bqn8ItarF0qVLl/dabunSparEB4x75jRw4EAAwC+//IIePXro1Z5JTU1FSEgIzM3NVe05MnPmTJibm6Nv3774+++/0bRpU4iIkiCrNfDcqVOn0LhxYyQlJSExMRG5cuXCo0ePkDNnTuTNmxfXr19XJS6Q3sD0dTqdTpVG0++qCfIqteuDkHFUqFABxYsXx9ixY7NsY6VmW6i4uDikpqZmGsogJiYGFhYWBu9V6OnpCSD9dyl//vwwNzdX5mXUkxo3bhyqVatm0LhqYALzERARNG3aFNu3b0f58uVRsmRJiAguXryIs2fPolmzZti8ebPWm6kKY585ZXQV379/P7y9vfUutWZ8+AcPHqxqcbXXGSNBBoDatWujePHiCAgIgKOjI06fPo0cOXKgffv26Nev3zt77HyIW7duvXW+2lcataLVFS8taFkQ09bWFqdPn9bkFqVWI63XqVMHGzduhLOzsyrrNwpNWt58xFJTU2Xx4sXSpEkTKV26tJQpU0aaNm0qQUFBqo0nsmTJErG3t5c9e/Zkmrd7926xt7dXRtT92JQvX15at24tFy5ckCdPnkhsbKzeQy2dO3dWtShhduTo6KiMzePo6KiMDn3s2DEpUaKElpumuhMnTsiyZctk2bJlEhoaapSYJ0+eFDc3N3FwcBBzc3PJkyeP6HQ6sbW1VXWkdS1oXRCzTp068tdff6ka4020Gmk9q98LU8MExoC0+hDWr19fJk+e/Mb5EydOlAYNGqgSW2ta9U5ZsmSJJCUlGT2uFglyhty5c8uVK1dERKRYsWISHBwsIulftDlz5lQ1tkh6L6vq1atLvnz55ObNmyIiMnPmTNm8ebNqMW/fvi01a9YUnU6n9GzT6XRSo0YNuX37tmpxRUS++OIL6dGjh6SmpioDSUZGRkqtWrVkw4YNqsY2Nq1PwjZu3CheXl6ydOlSCQ0NldOnT+s91JQzZ045c+ZMpulnzpwRGxsb1eJaWlpK4cKFZfz48RIZGalaHDUxgTEgrT6Erq6ucurUqTfOP3nypLi6uho8bnag1ZlT3rx5xd7eXrp27SqHDx82Skytz1Lr168vK1euFBGR7t27S9WqVWXFihXSsGFDqVq1qqqxf/31V8mdO7dMmDBBbGxslHLrS5culdq1a6sWt2HDhlKtWjW9UaEvXbok3t7e0rBhQ9Xiivy3rnhpfRKm0+kyPczMzJR/1aTVSOsPHz6UGTNmSPny5cXCwkIaNGgga9euleTkZNViGhoTGAPS6kOoRS2W7EKrM6eXL1/Kxo0bpVmzZpIjRw4pUaKETJkyRe7fv69aTK3PUk+cOKHEjo6OloYNG4q9vb1UqlRJwsPDVYsrIlKqVCnZtGmTiIhyNUJE5OzZs+Li4qJaXGtrazl58mSm6aGhoaqeHYtof8XLmLQ+Cbt58+ZbH2o6dOiQWFtby+effy5jxoyRMWPGyOeffy7W1tZy4MABVWNnCAsLk969e4uLi4u4uLhInz59VP9MGwITGAPS6kNoZmYmDx48eOP8qKgokylM9E9peeaUISoqSn7++WcpW7as5MiRQ5o2bSqbN282+AB4Wp+lasna2lr5IXk1gbly5YpYW1urFrdYsWJKIcpXhYSESJEiRVSLK6LtFS9j0/Ik7MWLF1K4cOEs26EYy6lTp6Rdu3bi5eUllStXli5duijJq7HcvXtXRo8eLVZWVmJrayvm5uZSs2ZNOXfunFG3459gHRgDiomJgaur6xvnu7q64smTJwaPKxrUYskubty4ofUmwNXVFTVr1sSVK1dw5coVnD17Fp06dYKzszOWLl2K2rVrGyROdhi2ISUlBfv27UNERATatWsHe3t73Lt3Dw4ODqrVrQDSu36Gh4dn6m0UHByMUqVKqRb3p59+Qp8+fTBv3jxUqVIFABAaGop+/frh559/Vi0ukD6O2NOnTwEAEydORMeOHfHDDz+gWLFiWLJkiaqxjU2LgpgZcuTIYdDxhv6NChUqYOXKlUaP+/LlS2zZsgVLlizBrl27UKVKFcydOxfffvstHj58iBEjRqB169a4cOGC0bftfbAbtQGZm5sjKioKefLkyXJ+dHQ03N3dDd61NzvUYtHCy5cvUbJkSWzbtk3VH7E3iY6OxvLly7F06VJcv34dLVq0QLdu3eDj44PExESMGzcOa9aseWcX4PdlaWmJW7duIV++fFnOv3fvHjw9PVVLWG/duoVGjRohMjISycnJuHLlCgoXLox+/fohOTkZAQEBqsQFgEWLFmHMmDGYPn06unXrhkWLFiEiIgKTJ0/GokWL0LZtW1XiOjs7IykpCSkpKcoPbMb/Xx/M0hRG782uzMzM4Ovr+9aTsODgYNUKyk2aNAlXrlzBokWL3ppIqUWLKsB9+vTB6tWrISLo0KEDunfvjjJlyugtExUVBXd392xbVJFXYAxIqyshH1ti8r60PHNq2rQpduzYgeLFi6NHjx7o2LGjXiEqW1tbDBo0CD/99JPBYmp5lgoA/fr1Q5UqVXD69Gm4uLgo07/66iv06NFDtbgA0L17d9jY2GDEiBFISkpCu3bt4O7ujl9++UW15AXQdpA/QLsrXsb2PhW1O3bsqFr8EydOYPfu3di5cyfKli2bKTlVcwRuraoAX7hwAXPmzEHLli3f+JuVO3duTQeufRdegTGg/+qVEC1pdebUrVs3dO/eHd7e3m9cRkQQGRlpsCJrWp+luri44MiRIyhRogTs7e1x+vRpFC5cGDdv3oSXlxeSkpJUifu6pKQkJCQkZBqH6mOj5RWv/5p3fXer+Z2tZRVgU8cEhkzaV199hd27d8POzs7oZ07GpnWC7OzsjMOHD8PLy0svgTl06BBatWqF6OhoVeJqLTU1FZs2bcLFixcBAF5eXmjevLnqCXOLFi1gb2+PxYsXw8XFRXm99+3bhx49euDq1auqxifjMGYV4K1bt773ss2aNVNxSwyDt5DIpDk5OaFVq1ZGifVPGsiqUeZd6yt3DRo0wKxZs7Bw4UIA6Ze3ExISMHr0aDRu3Njg8SpVqoTdu3fD2dn5nQMsqjWo4vnz59GsWTNERUWhRIkSAICpU6ciT548+OOPPzK1GTCkgwcP4siRI5lGBvbw8MDdu3dVi0vGZcyR1lu0aPFey5nKaOdMYMikGfNHfebMme+1nE6n++jGqQGA6dOno2HDhvDy8sLz58/Rrl07XL16Fblz58bq1asNHq958+bK7bL3/eI1tO7du6N06dIIDQ1Vxox58uQJOnfujJ49e+LIkSOqxU5LS8vyR+TOnTuwt7dXLe5/1fr167Fu3bosx51Sc9RxY460nl0b4/5bvIVERO8tJSUFa9euxenTp5GQkIBKlSrBz88PNjY2Wm+aKmxsbBAaGorSpUvrTT937hw+/fRTPHv2TLXY33zzDRwdHbFw4ULY29vjzJkzyJMnD5o3b46CBQtqfkXuYzJ79mz873//Q+fOnbFw4UJ06dIFEREROHHiBHr16oWJEyeqFtuYI61/bJjAkMnT6syJjOfEiRNIS0tDtWrV9KaHhITA3NxcqdFiaOXLl8fMmTNRt25dvel79uxBv379cPbsWVXiAulXWho2bAgRwdWrV1GlShXliteBAwc++kbMxlSyZEmMHj0a3377rV77rlGjRiEmJgZz585VLbaWI62b+mjnTGDIpGl55nTnzh1s3bo1yw//jBkzVIurlaCgIOTOnRtNmjQBAAwdOhQLFy6El5cXVq9ereoXbdWqVTF06FB8/fXXetM3btyIqVOnIiQkRJW427dvx9ChQzFmzBh89tlnANK7vY4bNw5TpkxBzZo1lWUdHBwMHv+/dsVLKzlz5sTFixdRqFAh5M2bF7t27UL58uVx9epVfPbZZ3j8+LHWm2hwp06dQuPGjZGUlITExETkypULjx49Qs6cOZE3b15cv35d6018NyNX/iUyqBIlSsiqVatERL/E/MiRI6VXr16qxf37778lZ86cUqZMGbGwsJAKFSqIk5OTODo6Sp06dVSLq6XixYvL7t27RUTkyJEjYmNjIwsWLJCmTZvKV199pWpsW1tb5di+6vr162JnZ6da3NeHqMgYpuL15x/rUB3/FZ6ensqYV5UrV5aAgAAREdmxY4c4OzurHl+LkdY/htHO2YiXTFpkZCSqV68OIL29Qkbp9Q4dOuCzzz5T7dLv8OHDMXjwYIwdOxb29vbYsGED8ubNCz8/PzRq1EiVmFq7ffu20lNi8+bN+Prrr9GzZ0/UqFHDYMMlvImVlRWio6NRuHBhven3799XtTuzlkW8tLzi9V9Tt25dbN26FRUrVkSXLl0wYMAArF+/HqGhoWjZsqWqsefPn49R/1979x5VY77GAfzb3p2SLoqSmNS2cosi98tQxyg1lFhjCFEx5+h0yG0wjOZIZBzSNNO4li5MGDKYw2BySceUazuTUcqWkXKrHNXY1P6dP2b1rrOnGGfsd7+9b89nrdaq9215ntmTPL/fft7nFxGB+fPnY82aNVzPi6WlJWJjYzF+/Hhe4ubm5mLr1q2QyWSQy+VQq9Xo0qUL1q9fj5kzZ/L+360TQldQhLwJoVZOZmZmrKioiDHGmKWlJXfgWW5uLnNwcOAtrpBsbGy417pv374sJSWFMcZYUVERMzU15TX2lClTmLu7O6uqquKuVVZWMnd3dzZp0iReY7/MtWvXeP3zhdzxamnq6+vZixcvuK/T0tLY3LlzWVxcHFOr1bzGFuqkdSmcdk47METUhFo5mZqacn0vdnZ2KC4u5p5UefToEW9xheTp6YnZs2fDzc0NhYWF3OyX/Px8ODo68hp7w4YNGDlyJBwcHODm5gbg1xWkra0tUlNTeY39v54+fYq0tDTs2LEDly9f5vUJESF3vFoamUym9TTQlClTeD2i4n+pVCruZ/p/GRsbo6amhre4bm5uuHjxIrp27Qp3d3dERETg0aNHSE1N5XW+kS41fn6LEBHZtm0bVqxYAQAICwtDYmIievbsicjISGzevJm3uEOGDEFWVhYA4N1338WiRYuwZs0ahISEcM2eUhMfH4+hQ4fi4cOHOHDgAHce0uXLlxEQEMBr7E6dOnGncTs7O6N///747LPPcO3aNdjb2/MaGwAyMzMxc+ZM2NnZYcOGDRg1ahSys7N5jWlmZsY1j544cQKenp4AgFatWvH6+HZLde7cOUyfPh1Dhw7lBgWmpqZyf8/50nDS+m/xfdL62rVruYNh16xZAysrK4SGhuLhw4fcsMpmT+gtIELEqLi4mCmVSsYYY9XV1eyvf/0rc3FxYRMnTuSa8Ii4lZWVsejoaObk5MTat2/P/v73vzNDQ0OWn5+vl/hTp05l/fr1Y7NmzWKtW7dmjx49YowxdujQIdarVy+95NBS7N+/n5mYmLDZs2czY2Nj7m2czz//nPn4+PAae/v27axTp05sz549zNTUlKWlpbGoqCjuc/JyVMAQ0cvMzGTTpk1jQ4YMYXfv3mWM/drVf+7cOYEzk56G13ro0KF6ea0LCgpYTk6O1rXvv/+eeXh4sIEDB7I1a9bwEnfcuHHMwsKCBQQEsG+//ZbV1dUxxpheC5jKykoWFhbG/Pz82LFjx7jrERERLCoqSi85tBR9+/ZlycnJjDHtPpQrV64wW1tb3uPv2rWLOTk5cU+4derUie3YsYP3uGJHBQwRNSFXTowxplar2c8//8xKSkq0PqRIiNfa39+frVy5kvv61q1bzMTEhHl5ebF58+YxMzMztmnTJp3HlcvlbMGCBVyTYwN9FjBEf0xMTJhKpWKMaRcwxcXFzNjYWG951NTUsPv37+slVnl5OZs+fTqzs7NjcrmcGwvQ8CEG1ANDRC0qKgpbtmzB9u3btc4QGT58OK9TeAsLCzFixAiYmJjAwcEBCoUCCoUCjo6OUCgUvMUVkhCv9aVLl+Dj48N9vXv3bnTr1g3Hjx/HZ599htjYWCQlJek8blZWFp4+fYr+/ftj8ODB+OKLLwRpzm7oyxg2bJhe+zJamg4dOqCoqKjR9aysrEaP7vOpYYicPgQFBeHKlStYuXIl9u/fj/T0dK0PMaCnkIioFRQUYOTIkY2ut2nTBlVVVbzFDQ4OhqGhIb799lvY2dm98qRkqRDitX706BHeeust7uvTp0/D19eX+9rDwwOLFi3SedwhQ4ZgyJAhiI2Nxd69e5GYmIiFCxdCo9Hg5MmTsLe35/1AxQMHDiAwMBDTpk3DlStXoFarAQBPnjzB2rVrcfToUV7jtyQffPABwsPDkZiYCAMDA9y7dw8//PADFi9ejJUrV+o8XnM4aT0rKwvnzp1D3759efnz9YEKGCJqDSun3z7Gy/fKKTc3F5cvX0aPHj14i9HcCPFat23bFmVlZbC3t4dGo8GlS5ewcOFC7v7z58/BeDwNxdTUFCEhIQgJCUFBQQESEhKwbt06LFu2DJ6enjh8+DBvsRt2vGbMmIE9e/Zw14cPH46oqCje4rZEy5Ytg0ajwTvvvIPa2lqMHDkSxsbGWLx4MebOnavzeM3hpHV7e3te/+7ohdDvYRHyJtauXcucnZ1ZdnY2Mzc3Z+fOnWO7du1iNjY2LC4ujre4AwYMaHFNwkK81lOnTmXjxo1jd+7cYRs3bmRmZmasurqau79//37m6urKS+yXqaurYwcPHmS+vr68xmkufRktiVqtZvn5+SwnJ4c9ffqUvXjxgpWWlgqdFi+OHz/OvLy8uJ8xMaIChoiaRqPhHjls6OBv1aoV+/jjj3mNm5GRwYYOHcpOnz7NHj16xJ48eaL1IUVCvNYqlYp7OsPQ0JB9+eWXWvfHjx/P5s+fz1t8ISkUCnby5EnGmHYBk5yczHr27Clkai1Gbm4u7w2tFy5cYNnZ2Y2uZ2dns4sXL/IW19LSkhkZGTGZTMbMzMyYlZWV1ocY0GnURBKeP3+OoqIiVFdXw9nZGa1atcKDBw/QsWNHXuI1TO387XvXjDEYGBjwOqFVaL99rc3MzPDLL7/wdkJyXV0d8vPzYWNj0+j/p1KpxFtvvcUN1ZOS6Oho7Nq1C4mJifD09MTRo0dRUlKCBQsWYOXKlby8tUG0KZVK9OvXj9e/z0KdtJ6cnPzK+zNnzuQlri5RAUMkie9fPGfPnn3lfXd3d17iNjdqtRrx8fFYv349ysvLhU5HUhhjWLt2LaKjo1FbWwsAXF/G6tWrBc6uZdBHAWNmZoa8vLxGfWQqlQqurq7cAbX6VFFRgbZt2+o97v+LmngJ+QNeVaD8+OOPesyEf2q1Gv/4xz9w8uRJGBkZYcmSJfD398fOnTuxYsUKyOVyLFiwQOg0JcfAwAArVqzAhx9+qNcdL6JfQp203pQTJ05gx44dOHLkiCiOq6AChhAd0Ochf/oWERGBrVu3YvTo0Th//jwmTZqE4OBgZGdnIyYmBpMmTYJcLhc6TckyMjKCs7MzgF+LyZiYGNrx0pG8vLxX3i8oKOA9By8vL3z00Uc4dOgQ2rRpAwCoqqrC8uXLufOv+FRSUoLExEQkJyejsrISPj4+SElJ4T2uLlABQ8gbyMzMREJCAg4cOICOHTti4sSJiI+PFzotnfr666+RkpICPz8//Pjjj3B1dUVdXR2USmWLmH+jb7TjpT99+/aFgYFBk48TN1zn+2dciJPWnz9/jvT0dOzYsQP//ve/MXr0aNy9exdXr16Fi4sLLzH5QAUMESUhV07l5eVISkpCQkIC/vOf/+D999+HWq3GN998w62UpeTu3bvo378/AKB3794wNjbGggULqHjhCe146Y9KpRI6Be6k9d27d0OpVMLExATBwcEICAjQmnitK3PnzkVaWhq6du2K6dOnY+/evWjXrh3+9Kc/ie7nigoYIkpCrZx8fX2RmZmJsWPHIjY2Ft7e3pDL5diyZYvOYzUX9fX1MDIy4r42NDSEmZmZILnU1tbizp07eP78udZ1V1dXQfLhA+146Y+Dg4PQKQD4dWDiX/7yF73E2rx5M5YuXYply5bxPk2ab1TAEFESauV07NgxzJs3D6GhoejatasgOegbYwxBQUHc5NBnz55hzpw5MDU11fo+Ps9PefjwIYKDg3Hs2LEm70up54h2vFqGwsJCVFVVYdCgQdy1jIwMREVFoaamBv7+/li+fLnO46ampiIxMRF2dnYYO3YsAgMDtc4bExMqYIgoCbVyysrKQkJCAvr374+ePXsiMDAQU6ZMESQXffntPIjp06frPYf58+ejqqoKOTk58PDwwMGDB3H//n1ERUVh48aNes+HT81px4vwZ+nSpXBxceEKGJVKBV9fX4wYMQKurq6Ijo5G69atMX/+fJ3GDQgIQEBAAFQqFZKSkhAWFoba2lpoNBpcv35dVG+D0xwYQv6Ampoa7pC/CxcuoL6+HjExMQgJCRH9tmxzZGdnh0OHDmHQoEGwsLDApUuX0K1bNxw+fBjr16+X1OnMMpkMPj4+3I7XkSNHMGrUKL3ueBH+2dvbY9++fRg6dCiAX8++2r9/P3JzcwEACQkJ+Pzzz7mv+cIYw4kTJ5CQkIDDhw/D2toaEydORFxcHK9xdYEKGELeUMMhf6mpqaiqquL9kL+WyMLCAnl5eXB0dISDgwO++uorDB8+HCqVCr169eIGvUlBcHDwa33fzp07ec6E8MnExASFhYWwt7cHALzzzjsYNmwYN6SwuLgY/fv35+2k96ZUVFQgJSUFO3fuhFKp1FvcP4oKGEJ0pL6+HkeOHEFiYiIVMDo2cOBAREVFYcyYMfDz84OlpSWio6MRFxeH/fv3o7i4WOgUicjV1dXhzJkzKC4uxtSpU2Fubo579+7BwsKCl7fwOnXqhIMHD2LQoEHQaDSwsrLCV199hbFjxwIAfvrpJwwZMgRPnjzReWypoB4YQnRELpfD398f/v7+QqciOeHh4SgrKwMAfPLJJ/D29sbu3bthZGSEpKQkYZMjoldSUgJvb2/cuXMHarUanp6eMDc3x6effgq1Ws3LU4YeHh5YvXo1vvzyS3z99dfQaDTw8PDg7l+/fh2Ojo46jysltANDRE/fKycivNraWty4cQOdO3eGtbW10OkQkfP394e5uTkSEhLQrl07KJVKdOnSBWfOnMEHH3yAmzdv6jzm7du34enpieLiYsjlcsTFxSE0NFQrJ4VCgU2bNuk8tlRQAUNE7bcrp8LCQnTp0gXh4eG8rZyI/kVGRmLx4sVo3bq11vVffvkF//znPxERESFQZkQK2rVrh/Pnz6N79+4wNzfnCpjbt2/D2dmZtx6rlnrSuq7IhE6AkDcRHh6OAQMGoLKyUutwuwkTJiAjI0PAzIgurVq1CtXV1Y2u19bWYtWqVQJkRKREo9E0OUvo7t27vD5VaGhoiD59+jQqXgCgT58+VLz8DuqBIaJ27tw5nD9/XmtuBgA4OjqitLRUoKyIrr1ssrJSqUTbtm0FyIhIiZeXF2JjY7Ft2zYAv07zrq6uxieffIJ3331X4Oz4Jebp1lTAEFETauVE9MPKygoGBgYwMDBAt27dtIqY+vp6VFdXY86cOQJmSKRg48aNGDNmDJydnfHs2TNMnToVN2/ehLW1NdLS0oROjxdSmG5NPTBE1CZPnow2bdpg27ZtMDc3R15eHmxsbDB+/Hh07tyZZmWIXHJyMhhjCAkJQWxsLNq0acPdMzIygqOjIzcIjJA3UVdXhz179iAvLw/V1dXo168fpk2bpvXWtJRMmzYNJSUliI2NbXK6dcPj3M0ZFTBE1O7evYsxY8aAMYabN29iwIAB3MopMzMT7du3FzpFogNnz57FsGHDeDmdl5CWSArTramAIaLX0lZOLd2zZ88avV9vYWEhUDZEKm7evInTp0/jwYMH0Gg0Wvf08ZSbvntRpDDdmnpgiOgZGhoKcsAg0Z/a2losWbIE+/btw+PHjxvdF8P79aT52r59O0JDQ2FtbY0OHTpo9VoZGBjwWsAI1YvSvXt3FBQUwNHREX369MHWrVvh6OiILVu2wM7OjpeYukYFDBE9oVdOhH8ffvghTp8+jc2bNyMwMBDx8fEoLS3F1q1bsW7dOqHTIyIXFRWFNWvWYOnSpXqPLdRJ61KYbk1vIRFR+72V05UrVwTMjuhK586dkZKSAg8PD1hYWODKlStwcnJCamoq0tLScPToUaFTJCJmYWGB3NxcdOnSRe+xm0svihinW9MgOyJqDSun8vJy5Obm4urVq9wHFS/SUVFRwf3jYmFhgYqKCgDA22+/jczMTCFTIxIwadIknDhxQpDYNTU13MMGVlZWePjwIQDAxcWF199hkZGRWn0urVu3Rr9+/WBqaorIyEje4uoSvYVERK2yshKTJk0SOg3Csy5dukClUqFz587o0aMH9u3bh0GDBuHIkSOwtLQUOj0ick5OTli5ciWys7Ph4uLS6Gm3efPm8RZbqF6UVatWYc6cOY2O52iYbi2Gt9/pLSQiarNmzcLAgQNpmJnEbdq0CXK5HPPmzcP3338PX19fMMbw4sULxMTEIDw8XOgUiYgpFIqX3jMwMMCtW7d4i71r1y7U1dUhKCgIly9fhre3NyoqKrhelMmTJ/MSVyaT4f79+7CxsdG6furUKUyePJnbCWrOqIAhohYdHY2YmBiMHTtW7ysnIpySkhJcvnwZTk5Oohh5Tsjr4rsXpWG69ZMnT2BhYfHS6dbx8fE6j61rVMAQURNy5UQIIW9K3yetS2m6NRUwhJBmTaPRICkpCenp6bh9+zYMDAygUCjw3nvvITAwsMlDHgn5PQsXLsTq1athamqKhQsXvvJ7Y2JieMtDLpejrKys0dTwx48fo3379rzNgZHCdGtq4iWENFuMMfj5+eHo0aPo06cPXFxcwBjDTz/9hKCgIKSnp+Obb74ROk0iQlevXsWLFy+4z1+G7wJZqJPW3d3duc/FOt2aChgiOs1l5UT4l5SUhMzMTGRkZODPf/6z1r1Tp07B398fKSkpmDFjhkAZErE6ffp0k5/ri9AnrUthujUVMER0msvKifAvLS0Ny5cvb1S8AMCoUaOwbNky7N69mwoYIjqxsbFcL8qqVav03osihenW1ANDCGm2OnTogO+++w59+/Zt8v7Vq1fh4+OD8vJy/SZGJKWmpgbr1q1DRkZGk0eS8PkwgFC9KFKYbk07MISQZquiogK2trYvvW9ra4vKyko9ZkSkaPbs2Th79iwCAwNhZ2en191boXpRXjXdOjQ0lJeYukYFDBE1IVdOhH/19fUwNHz5rym5XI66ujo9ZkSk6NixY/jXv/6F4cOH6z22UL0oUphuTQUMETUhV06Ef4wxBAUFwdjYuMn7arVazxkRKbKysuL1iZ9XEaoXJTg4GEqlEu7u7li2bBl8fX3xxRdfcNOtxYB6YIioWVpaCrZyIvwLDg5+re/buXMnz5kQKdu1axcOHTqE5OTkRgPl+NZcelHEON2admCIqAm5ciL8o8KE8MXNzU1rx7aoqAi2trZwdHRs1FDL56nQzaUXxcHBAQ4ODnqLpwtUwBBRW716NSIiIgRZORFCxMvf31/oFAAI04silenW9BYSEZ2mVk6MMb2vnAgh5E3p+6R1xhh8fX256dY9evTgpltfu3YNfn5+opluTTswRHSay8qJECINFy9ehEajweDBg7Wu5+TkQC6XY8CAAbzFXrBgAff56NGjcePGDV57UaQ03Zp2YAghhLRogwYNwpIlS/Dee+9pXU9PT8enn36KnJwcgTLTPS8vL26KdVPWrl2Ls2fP4vjx43rO7P8nEzoBQt7ExYsXm/zlkpOTg0uXLgmQESFEbK5fv45+/fo1uu7m5obr16/zFlej0SAxMRHjxo1D79694eLiAj8/P6SkpICvvYW8vDx4e3u/9L6Pjw+USiUvsXWNChgiamFhYfj5558bXS8tLUVYWJgAGRFCxMbY2Bj3799vdL2srOyVgxTfRMNJ67Nnz0ZpaSlcXFzQq1cvlJSUICgoCBMmTOAlrpSmW1MPDBE1oVZOhBDp8PLywkcffYRDhw5xhypWVVVh+fLl8PT05CWmUL0oUppuTQUMEbWGlVPDHIUGfK6cCCHSsmHDBowcORIODg5wc3MDAOTm5sLW1hapqam8xBTqpHUpTbemJl4iagEBASgrK2u0cvL390f79u2xb98+gTMkhIhBTU0Ndu/eDaVSCRMTE7i6uiIgIIC3U6KFOmldStOtqYAholZaWoqRI0fi8ePHjVZOJ0+ehL29vcAZEkJIY0ZGRigpKYGdnV2T9+/duweFQiGqHRF9owKGiJ6+V06EEGm6fv067ty5g+fPn2td9/Pz03ksuVyO8vJy2NjYNHn//v376NixI2+nUUsBFTCEEEJatFu3bmHChAm4du0aDAwMuEeYGyZ+81FEyGQy+Pj4vLIX5bvvvqMC5hWoy5FIgj5XToQQaQkPD4dCoUBGRgYUCgUuXLiAx48fY9GiRdiwYQMvMWfOnPm73yOGabhCoh0YImpCrJwIIdJibW2NU6dOwdXVFW3atMGFCxfQvXt3nDp1CosWLcLVq1eFTpE0gQbZEVFrWDk9ePAArVu3Rn5+PjIzMzFgwACcOXNG6PQIISJQX18Pc3NzAL8WM/fu3QMAODg4oKCgQMjUyCvQW0hE1H744QecOnUK1tbWkMlkkMlkePvttxEdHY158+bRyokQ8rt69+4NpVIJhUKBwYMHY/369TAyMsK2bdsazZgizQftwBBRo5UTIeRNffzxx9BoNACAyMhIqFQqjBgxAkePHkVcXJzA2ZGXoR0YImq0ciKEvKkxY8Zwnzs5OeHGjRuoqKiAlZUV109Hmh9q4iWidvz4cdTU1GDixIkoKirCuHHjUFhYiHbt2mHv3r0YNWqU0CkSQgjhARUwRHJo5UQIeR0hISGv9X2JiYk8Z0L+CCpgCCGEtEgymYw7wPFV/xQePHhQj1mR10U9MESUaOVECHlToaGhSEtLg0qlQnBwMKZPn462bdsKnRZ5TbQDQ0SJVk6EEF1Qq9VIT09HYmIizp8/j7Fjx2LWrFnw8vKit6GbOSpgiCiFhYUhLS0NDg4OtHIihOhESUkJkpKSkJKSgrq6OuTn58PMzEzotMhL0BwYIkrx8fEoKyvDkiVLcOTIEdjb2+P999/H8ePHX7kjQwghLyOTybgjSegYkuaPdmCIJNDKiRDyR/zvW0hZWVkYN24cgoOD4e3tDZmM1vjNGTXxEkmglRMh5P/1t7/9DXv27IG9vT1CQkKQlpYGa2trodMir4l2YIho0cqJEPImZDIZOnfuDDc3t1c27Kanp+sxK/K6aAeGiBKtnAghb2rGjBn0pJGI0Q4MESVaORFCSMtGOzBElGjlRAghLRvtwBBCCCFEdKjTkRBCCCGiQwUMIYQQQkSHChhCCCGEiA4VMIQQQggRHSpgCCGEECI6VMAQQgghRHSogCGEEEKI6FABQwghhBDRoQKGEEIIIaLzX8WVCdDMIKjoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genie.plz([\"get top 15 most frequently occuring job designations\",\n",
    "           \"make a bar chart of these designations along with count\",\n",
    "           \"rotate labels of bar chart 90 degrees\",\n",
    "           \"print the count on top of each bar\"]).result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "0b1d9f69-d363-4e21-9187-75eabd0e60c0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: make_wordcloud_51022, set override = True to rerun\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gr_word_cloud = genie.plz([\"make a word cloud of job title using frequency of occurence of the job title as size of word\",\n",
    "                           \"main words should appear horizontal\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca656063-46b3-4ea8-882d-d22419c19f16",
   "metadata": {},
   "source": [
    "## Handling Numerical Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "5d7c0133-eec4-41f7-9bde-71fd13021e35",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: pie_chart_47446, set override = True to rerun\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genie.plz(\"make a pie chart showing distribution of work year\").result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ec84cbfb-aa3a-479c-ab42-6495dd70e6f6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: create_boxplot_24032, set override = True to rerun\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genie.plz(\"make a boxplot of the salary\").result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "67248123-9f4b-477f-a1cb-2f60768a6a38",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: remote_ratio_mapper_69067, set override = True to rerun\n"
     ]
    }
   ],
   "source": [
    "gr_remote_mod = genie.plz(\"\"\"return a df with values replaced in remote_ratio column using following mapping:\n",
    "- 0: No Remote Work\n",
    "- 50: Partially Remote\n",
    "- 100: Fully Remote\n",
    "\"\"\", update_base_input=\"df\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d2b87995-7f5a-4535-9091-9d46b386d716",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: unique_remote_ratio_counts_63145, set override = True to rerun\n",
      "No Remote Work      1923\n",
      "Fully Remote        1643\n",
      "Partially Remote     189\n",
      "Name: remote_ratio, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "genie.plz(\"print unique value counts of remote ratio\").result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f17f969-2f14-48ed-b0a8-c88e83155a19",
   "metadata": {},
   "source": [
    "## Remote work by work year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8d199127-6fff-48cc-8fb7-7b0bca9cb93d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: remote_ratio_by_work_years_96078, set override = True to rerun\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genie.plz(\"make a bar chart of percentage counts of remote_ratio grouped by work_years.\").result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d33cfca6-f111-4690-9b55-1f8ce8eef5c6",
   "metadata": {},
   "source": [
    "We can see that remote work was highe during the years of 2020-2022 and has come down in 2023."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "095a7acf-eb66-4eb7-b5d9-1860d5bbbc4d",
   "metadata": {},
   "source": [
    "## Experience Level Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "5757860f-c388-4bc3-9ea3-0d82c0027c74",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: plot_emp_type_experience_level_31165, set override = True to rerun\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genie.plz([\"make a grid of charts, one for each employment_type; \",\n",
    "           \"each chart should have a bar plot with the counts of experience_level\",\n",
    "           \"rotate labels of all charts by 45 degress\",\n",
    "           \"all plots should in a single row\"]).result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d98b539e-05e4-4fca-80bc-b1eef1864523",
   "metadata": {},
   "source": [
    "## Salary Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "42a0e4cc-97ee-4329-b70a-90e960b0201a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading cached genie id: plot_salary_distribution_51861, set override = True to rerun\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 589.222x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genie.plz([\"plot the distribution of salary, grouped by work_year\",\n",
    "           \"use lines to represent distribution\"]).result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cea7164-50da-4019-a8be-d3e2d8556489",
   "metadata": {},
   "source": [
    "## Important Notes\n",
    "\n",
    "- Getting to the right prompt could take a couple of attempts. use `override=True` argument to re-generate a cached code segment\n",
    "- Sometimes the code generated might throw an error. There are 2 major types of errors:\n",
    "    - `ModuleNotFoundError`: this is in case when a library is being used by the code which is not present in your current environment. You could install that library.\n",
    "    - Other erros: you could re-generate the code using `override=True` argument\n",
    "- Modify generated code\n",
    "    - You might want to make slight modifications to the generated code, you could do that by going into the cached file and making changes. Next time you run the same prompt, the cached file with your changes will be loaded. Note that if you either change the prompt or set override=True, your changes will be lost."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7991c528-974c-49c4-aa1d-56514e807b7e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "code-genie",
   "language": "python",
   "name": "code-genie"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}