Final_Report.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Keto Diet Project: Final Report"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By: Daniella Bojado"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Goals:\n",
    "- Predict if a food is \"Keto Friendly\" based solely on it's macro ratios (in grams) from the given nutritional facts database.\n",
    "- Use a machine learning clustering model to answer the problem above and find out if certain groupings exist in the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is Keto?\n",
    "- A Ketogenic Diet primarily consists of high-fats, moderate-proteins, and very-low-carbohydrates.     \n",
    "\n",
    "\n",
    "- Ketosis is a metabolic state characterized by elevated levels of ketone bodies in the blood or urine.     \n",
    "\n",
    "\n",
    "- Being in ketosis can help you burn fat, feel less hungry, and allow you to keep muscle.       \n",
    "\n",
    "\n",
    "- For healthy people who don't have diabetes and aren't pregnant, ketosis usually kicks in after 3 or 4 days of eating fewer than 50 grams of carbohydrates per day. However, you typically have to have under 25 grams of carbs a day to in considered in a true state of ketosis.           \n",
    " \n",
    "\n",
    "- Ketosis is also tricky because not consuming enough fat or consuming too much protein will prevent you from getting into ketosis. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Known Keto-Friendly Foods/Drinks: \n",
    "        Fat/Protein/Carbs  \n",
    "- Meat (1 serving of top sirloin steak)  \n",
    "        13/22/0\n",
    "- Fish and seafood (6 ounces of baked halibut)  \n",
    "        7.6/38/0\n",
    "- Eggs (2 large eggs) \n",
    "        8/12/0\n",
    "- Natural fat/high-fat sauces (2 tablespoons for basil pesto sauce)   \n",
    "        12.6/1.8/2.5\n",
    "- Vegetables that grow above ground (1 cup cauliflower)\n",
    "        4.3/2.3/5.2\n",
    "- High-fat dairy (1 cup of whole milk)\n",
    "        7.9/7.7/11.7\n",
    "- Nuts (1 ounce mixed)\n",
    "        15/6/6\n",
    "- Berries (1 cup of blackberries)\n",
    "        1/2/20\n",
    "\n",
    "### Foods to Avoid on Keto:\n",
    "        Fat/Protein/Carbs \n",
    "- Fruit (1 banana)\n",
    "        0.4/1.3/27\n",
    "- Potatoes (1 baked potato)\n",
    "        0.3/3.6/36.5\n",
    "- Pasta (1 cup)\n",
    "        1.3/8.1/43.2\n",
    "- Rice (1 cup)\n",
    "        0.4/4.4/53.2\n",
    "- Beer (12 ounces)\n",
    "        0/1.6/12.6\t\n",
    "- Bread (2 slices)\n",
    "        2/4/28\t\n",
    "- Sodas (1 can of Coke)\n",
    "        0/0/65\t\n",
    "- Candy (M&M’s 10 pieces)\n",
    "        1.5/0.3/5.1 \n",
    "        \n",
    "        \n",
    "                                *** Info taken from \"Lose It!\" app ***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### According to https://www.nateliason.com/blog/easy-keto, the typical macro ratio for keto looks like the following (specifically for a 2,000 kcal per day diet): \n",
    "\n",
    "- <b>Fat:</b> 70% of total calories (156 g per day)\n",
    "- <b>Protein:</b> 25% of total calories (125 g per day)\n",
    "- <b>Carbs:</b> 5% of total calories (25 g per day) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Assuming you eat 3 meals a day, you should be consuming the following macros per meal:\n",
    "- <b>Fat:</b> 52 g per meal\n",
    "- <b>Protein:</b> 41.7 g per meal\n",
    "- <b>Carbs:</b> 8.3 g per meal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# General Imports \n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "%matplotlib inline\n",
    "\n",
    "# Train Validate Test\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Modeling Imports\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# Acquire and Prepare Files\n",
    "import acquire \n",
    "import prepare\n",
    "\n",
    "# Warnings \n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Acquire"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Acquire data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>number</th>\n",
       "      <th>food_item</th>\n",
       "      <th>serving_size</th>\n",
       "      <th>calories</th>\n",
       "      <th>total_fat</th>\n",
       "      <th>saturated_fat</th>\n",
       "      <th>cholesterol</th>\n",
       "      <th>sodium</th>\n",
       "      <th>choline</th>\n",
       "      <th>folate</th>\n",
       "      <th>...</th>\n",
       "      <th>fat</th>\n",
       "      <th>saturated_fatty_acids</th>\n",
       "      <th>monounsaturated_fatty_acids</th>\n",
       "      <th>polyunsaturated_fatty_acids</th>\n",
       "      <th>fatty_acids_total_trans</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>ash</th>\n",
       "      <th>caffeine</th>\n",
       "      <th>theobromine</th>\n",
       "      <th>water</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Cornstarch</td>\n",
       "      <td>100 g</td>\n",
       "      <td>381</td>\n",
       "      <td>0.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9.00 mg</td>\n",
       "      <td>0.4 mg</td>\n",
       "      <td>0.00 mcg</td>\n",
       "      <td>...</td>\n",
       "      <td>0.05 g</td>\n",
       "      <td>0.009 g</td>\n",
       "      <td>0.016 g</td>\n",
       "      <td>0.025 g</td>\n",
       "      <td>0.00 mg</td>\n",
       "      <td>0.0 g</td>\n",
       "      <td>0.09 g</td>\n",
       "      <td>0.00 mg</td>\n",
       "      <td>0.00 mg</td>\n",
       "      <td>8.32 g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Nuts, pecans</td>\n",
       "      <td>100 g</td>\n",
       "      <td>691</td>\n",
       "      <td>72.0</td>\n",
       "      <td>6.2g</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00 mg</td>\n",
       "      <td>40.5 mg</td>\n",
       "      <td>22.00 mcg</td>\n",
       "      <td>...</td>\n",
       "      <td>71.97 g</td>\n",
       "      <td>6.180 g</td>\n",
       "      <td>40.801 g</td>\n",
       "      <td>21.614 g</td>\n",
       "      <td>0.00 mg</td>\n",
       "      <td>0.0 g</td>\n",
       "      <td>1.49 g</td>\n",
       "      <td>0.00 mg</td>\n",
       "      <td>0.00 mg</td>\n",
       "      <td>3.52 g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Eggplant, raw</td>\n",
       "      <td>100 g</td>\n",
       "      <td>25</td>\n",
       "      <td>0.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.00 mg</td>\n",
       "      <td>6.9 mg</td>\n",
       "      <td>22.00 mcg</td>\n",
       "      <td>...</td>\n",
       "      <td>0.18 g</td>\n",
       "      <td>0.034 g</td>\n",
       "      <td>0.016 g</td>\n",
       "      <td>0.076 g</td>\n",
       "      <td>0.00 mg</td>\n",
       "      <td>0.0 g</td>\n",
       "      <td>0.66 g</td>\n",
       "      <td>0.00 mg</td>\n",
       "      <td>0.00 mg</td>\n",
       "      <td>92.30 g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Teff, uncooked</td>\n",
       "      <td>100 g</td>\n",
       "      <td>367</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.4g</td>\n",
       "      <td>0</td>\n",
       "      <td>12.00 mg</td>\n",
       "      <td>13.1 mg</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.38 g</td>\n",
       "      <td>0.449 g</td>\n",
       "      <td>0.589 g</td>\n",
       "      <td>1.071 g</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.37 g</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.82 g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Sherbet, orange</td>\n",
       "      <td>100 g</td>\n",
       "      <td>144</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.2g</td>\n",
       "      <td>1mg</td>\n",
       "      <td>46.00 mg</td>\n",
       "      <td>7.7 mg</td>\n",
       "      <td>4.00 mcg</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00 g</td>\n",
       "      <td>1.160 g</td>\n",
       "      <td>0.530 g</td>\n",
       "      <td>0.080 g</td>\n",
       "      <td>1.00 mg</td>\n",
       "      <td>0.0 g</td>\n",
       "      <td>0.40 g</td>\n",
       "      <td>0.00 mg</td>\n",
       "      <td>0.00 mg</td>\n",
       "      <td>66.10 g</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 77 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   number        food_item serving_size  calories  total_fat saturated_fat  \\\n",
       "0       0       Cornstarch        100 g       381        0.1           NaN   \n",
       "1       1     Nuts, pecans        100 g       691       72.0          6.2g   \n",
       "2       2    Eggplant, raw        100 g        25        0.2           NaN   \n",
       "3       3   Teff, uncooked        100 g       367        2.4          0.4g   \n",
       "4       4  Sherbet, orange        100 g       144        2.0          1.2g   \n",
       "\n",
       "  cholesterol    sodium  choline     folate  ...      fat  \\\n",
       "0           0   9.00 mg   0.4 mg   0.00 mcg  ...   0.05 g   \n",
       "1           0   0.00 mg  40.5 mg  22.00 mcg  ...  71.97 g   \n",
       "2           0   2.00 mg   6.9 mg  22.00 mcg  ...   0.18 g   \n",
       "3           0  12.00 mg  13.1 mg          0  ...   2.38 g   \n",
       "4         1mg  46.00 mg   7.7 mg   4.00 mcg  ...   2.00 g   \n",
       "\n",
       "  saturated_fatty_acids monounsaturated_fatty_acids  \\\n",
       "0               0.009 g                     0.016 g   \n",
       "1               6.180 g                    40.801 g   \n",
       "2               0.034 g                     0.016 g   \n",
       "3               0.449 g                     0.589 g   \n",
       "4               1.160 g                     0.530 g   \n",
       "\n",
       "  polyunsaturated_fatty_acids fatty_acids_total_trans alcohol     ash  \\\n",
       "0                     0.025 g                 0.00 mg   0.0 g  0.09 g   \n",
       "1                    21.614 g                 0.00 mg   0.0 g  1.49 g   \n",
       "2                     0.076 g                 0.00 mg   0.0 g  0.66 g   \n",
       "3                     1.071 g                       0       0  2.37 g   \n",
       "4                     0.080 g                 1.00 mg   0.0 g  0.40 g   \n",
       "\n",
       "  caffeine theobromine    water  \n",
       "0  0.00 mg     0.00 mg   8.32 g  \n",
       "1  0.00 mg     0.00 mg   3.52 g  \n",
       "2  0.00 mg     0.00 mg  92.30 g  \n",
       "3        0           0   8.82 g  \n",
       "4  0.00 mg     0.00 mg  66.10 g  \n",
       "\n",
       "[5 rows x 77 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Acquired data from acquire.py file\n",
    "df = acquire.get_nutrition_data()\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8789, 77)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Total dataframe shape (~8.7k different food items)\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8789 entries, 0 to 8788\n",
      "Data columns (total 77 columns):\n",
      " #   Column                       Non-Null Count  Dtype  \n",
      "---  ------                       --------------  -----  \n",
      " 0   number                       8789 non-null   int64  \n",
      " 1   food_item                    8789 non-null   object \n",
      " 2   serving_size                 8789 non-null   object \n",
      " 3   calories                     8789 non-null   int64  \n",
      " 4   total_fat                    8789 non-null   float64\n",
      " 5   saturated_fat                7199 non-null   object \n",
      " 6   cholesterol                  8789 non-null   object \n",
      " 7   sodium                       8789 non-null   object \n",
      " 8   choline                      8789 non-null   object \n",
      " 9   folate                       8789 non-null   object \n",
      " 10  folic_acid                   8789 non-null   object \n",
      " 11  niacin                       8789 non-null   object \n",
      " 12  pantothenic_acid             8789 non-null   object \n",
      " 13  riboflavin                   8789 non-null   object \n",
      " 14  thiamin                      8789 non-null   object \n",
      " 15  vitamin_a                    8789 non-null   object \n",
      " 16  vitamin_a_rae                8789 non-null   object \n",
      " 17  carotene_alpha               8789 non-null   object \n",
      " 18  carotene_beta                8789 non-null   object \n",
      " 19  cryptoxanthin_beta           8789 non-null   object \n",
      " 20  lutein_zeaxanthin            8789 non-null   object \n",
      " 21  lucopene                     8789 non-null   int64  \n",
      " 22  vitamin_b12                  8789 non-null   object \n",
      " 23  vitamin_b6                   8789 non-null   object \n",
      " 24  vitamin_c                    8789 non-null   object \n",
      " 25  vitamin_d                    8789 non-null   object \n",
      " 26  vitamin_e                    8789 non-null   object \n",
      " 27  tocopherol_alpha             8789 non-null   object \n",
      " 28  vitamin_k                    8789 non-null   object \n",
      " 29  calcium                      8789 non-null   object \n",
      " 30  copper                       8789 non-null   object \n",
      " 31  iron                         8789 non-null   object \n",
      " 32  magnesium                    8789 non-null   object \n",
      " 33  manganese                    8789 non-null   object \n",
      " 34  phosphorous                  8789 non-null   object \n",
      " 35  potassium                    8789 non-null   object \n",
      " 36  selenium                     8789 non-null   object \n",
      " 37  zinc                         8789 non-null   object \n",
      " 38  protein                      8789 non-null   float64\n",
      " 39  alanine                      8789 non-null   object \n",
      " 40  arginine                     8789 non-null   object \n",
      " 41  aspartic_acid                8789 non-null   object \n",
      " 42  cystine                      8789 non-null   object \n",
      " 43  glutamic_acid                8789 non-null   object \n",
      " 44  glycine                      8789 non-null   object \n",
      " 45  histidine                    8789 non-null   object \n",
      " 46  hydroxyproline               8789 non-null   object \n",
      " 47  isoleucine                   8789 non-null   object \n",
      " 48  leucine                      8789 non-null   object \n",
      " 49  lysine                       8789 non-null   object \n",
      " 50  methionine                   8789 non-null   object \n",
      " 51  phenylalanine                8789 non-null   object \n",
      " 52  proline                      8789 non-null   object \n",
      " 53  serine                       8789 non-null   object \n",
      " 54  threonine                    8789 non-null   object \n",
      " 55  tryptophan                   8789 non-null   object \n",
      " 56  tyrosine                     8789 non-null   object \n",
      " 57  valine                       8789 non-null   object \n",
      " 58  carbohydrate                 8789 non-null   float64\n",
      " 59  fiber                        8789 non-null   object \n",
      " 60  sugars                       8789 non-null   object \n",
      " 61  fructose                     8789 non-null   object \n",
      " 62  galactose                    8789 non-null   object \n",
      " 63  glucose                      8789 non-null   object \n",
      " 64  lactose                      8789 non-null   object \n",
      " 65  maltose                      8789 non-null   object \n",
      " 66  sucrose                      8789 non-null   object \n",
      " 67  fat                          8789 non-null   object \n",
      " 68  saturated_fatty_acids        8789 non-null   object \n",
      " 69  monounsaturated_fatty_acids  8789 non-null   object \n",
      " 70  polyunsaturated_fatty_acids  8789 non-null   object \n",
      " 71  fatty_acids_total_trans      8789 non-null   object \n",
      " 72  alcohol                      8789 non-null   object \n",
      " 73  ash                          8789 non-null   object \n",
      " 74  caffeine                     8789 non-null   object \n",
      " 75  theobromine                  8789 non-null   object \n",
      " 76  water                        8789 non-null   object \n",
      "dtypes: float64(3), int64(3), object(71)\n",
      "memory usage: 5.2+ MB\n"
     ]
    }
   ],
   "source": [
    "# Nutrition data info \n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prepare"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Prepare and clean data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number          0\n",
      "food_item       0\n",
      "serving_size    0\n",
      "calories        0\n",
      "total_fat       0\n",
      "               ..\n",
      "alcohol         0\n",
      "ash             0\n",
      "caffeine        0\n",
      "theobromine     0\n",
      "water           0\n",
      "Length: 77, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Check for missing/null values \n",
    "# There were no missing/null values in this database\n",
    "print(df.isnull().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dropping columns "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <th>calories</th>\n",
       "      <th>total_fat</th>\n",
       "      <th>protein</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cornstarch</td>\n",
       "      <td>100 g</td>\n",
       "      <td>381</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.26</td>\n",
       "      <td>91.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Nuts, pecans</td>\n",
       "      <td>100 g</td>\n",
       "      <td>691</td>\n",
       "      <td>72.0</td>\n",
       "      <td>9.17</td>\n",
       "      <td>13.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Eggplant, raw</td>\n",
       "      <td>100 g</td>\n",
       "      <td>25</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.98</td>\n",
       "      <td>5.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Teff, uncooked</td>\n",
       "      <td>100 g</td>\n",
       "      <td>367</td>\n",
       "      <td>2.4</td>\n",
       "      <td>13.30</td>\n",
       "      <td>73.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sherbet, orange</td>\n",
       "      <td>100 g</td>\n",
       "      <td>144</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.10</td>\n",
       "      <td>30.40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         food_item serving_size  calories  total_fat  protein  carbohydrate\n",
       "0       Cornstarch        100 g       381        0.1     0.26         91.27\n",
       "1     Nuts, pecans        100 g       691       72.0     9.17         13.86\n",
       "2    Eggplant, raw        100 g        25        0.2     0.98          5.88\n",
       "3   Teff, uncooked        100 g       367        2.4    13.30         73.13\n",
       "4  Sherbet, orange        100 g       144        2.0     1.10         30.40"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop(['number', 'saturated_fat','cholesterol','sodium','choline','folate','folic_acid','niacin','pantothenic_acid',\n",
    "         'riboflavin','thiamin','vitamin_a','vitamin_a_rae','carotene_alpha','carotene_beta','cryptoxanthin_beta',\n",
    "         'lutein_zeaxanthin','lucopene','vitamin_b12','vitamin_b6','vitamin_c','vitamin_d','vitamin_e','tocopherol_alpha',\n",
    "        'vitamin_k','calcium','copper', 'iron','magnesium','manganese','phosphorous','potassium','selenium','zinc',\n",
    "        'alanine','arginine','aspartic_acid','cystine','glutamic_acid','glycine','histidine','hydroxyproline','isoleucine',\n",
    "        'leucine','lysine','methionine','phenylalanine','proline','serine','threonine','tryptophan','tyrosine','valine',\n",
    "        'fiber', 'sugars','fructose','galactose','glucose','lactose','maltose','sucrose','fat','saturated_fatty_acids',\n",
    "        'monounsaturated_fatty_acids','polyunsaturated_fatty_acids','fatty_acids_total_trans','alcohol','ash','caffeine',\n",
    "        'theobromine','water'], axis = 1)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Want to note here that total_fat, protein, and carbohydrates are all in grams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>food_item</th>\n",
       "      <th>calories</th>\n",
       "      <th>total_fat</th>\n",
       "      <th>protein</th>\n",
       "      <th>carbohydrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cornstarch</td>\n",
       "      <td>381</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.26</td>\n",
       "      <td>91.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Nuts, pecans</td>\n",
       "      <td>691</td>\n",
       "      <td>72.0</td>\n",
       "      <td>9.17</td>\n",
       "      <td>13.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Eggplant, raw</td>\n",
       "      <td>25</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.98</td>\n",
       "      <td>5.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Teff, uncooked</td>\n",
       "      <td>367</td>\n",
       "      <td>2.4</td>\n",
       "      <td>13.30</td>\n",
       "      <td>73.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sherbet, orange</td>\n",
       "      <td>144</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.10</td>\n",
       "      <td>30.40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         food_item  calories  total_fat  protein  carbohydrate\n",
       "0       Cornstarch       381        0.1     0.26         91.27\n",
       "1     Nuts, pecans       691       72.0     9.17         13.86\n",
       "2    Eggplant, raw        25        0.2     0.98          5.88\n",
       "3   Teff, uncooked       367        2.4    13.30         73.13\n",
       "4  Sherbet, orange       144        2.0     1.10         30.40"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Entire database has the serving size as 100g to provide a comparison with one less variable. \n",
    "# Will drop this column for now. \n",
    "df = df.drop(['serving_size'], axis = 1)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>calories</th>\n",
       "      <td>8789.0</td>\n",
       "      <td>226.283878</td>\n",
       "      <td>169.862001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>91.00</td>\n",
       "      <td>191.00</td>\n",
       "      <td>337.00</td>\n",
       "      <td>902.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_fat</th>\n",
       "      <td>8789.0</td>\n",
       "      <td>10.556855</td>\n",
       "      <td>15.818247</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.10</td>\n",
       "      <td>14.00</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>protein</th>\n",
       "      <td>8789.0</td>\n",
       "      <td>11.345616</td>\n",
       "      <td>10.530602</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.38</td>\n",
       "      <td>8.02</td>\n",
       "      <td>19.88</td>\n",
       "      <td>88.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>carbohydrate</th>\n",
       "      <td>8789.0</td>\n",
       "      <td>22.121915</td>\n",
       "      <td>27.266261</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>9.34</td>\n",
       "      <td>34.91</td>\n",
       "      <td>100.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               count        mean         std  min    25%     50%     75%  \\\n",
       "calories      8789.0  226.283878  169.862001  0.0  91.00  191.00  337.00   \n",
       "total_fat     8789.0   10.556855   15.818247  0.0   1.00    5.10   14.00   \n",
       "protein       8789.0   11.345616   10.530602  0.0   2.38    8.02   19.88   \n",
       "carbohydrate  8789.0   22.121915   27.266261  0.0   0.05    9.34   34.91   \n",
       "\n",
       "                 max  \n",
       "calories      902.00  \n",
       "total_fat     100.00  \n",
       "protein        88.32  \n",
       "carbohydrate  100.00  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Takeaways:</b>\n",
    "- No missing values\n",
    "- Carbohydrates have highest mean, std, and 50% and 75% numbers compared to other macros\n",
    "- That's why keto is so difficult because carbs are everywhere\n",
    "- Average calories for this food list is 226"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot data to identify outliers and distributions\n",
    "plt.figure(figsize=(16, 3))\n",
    "for i, col in enumerate(['calories', 'total_fat', 'protein', 'carbohydrate']):  \n",
    "    plot_number = i + 1\n",
    "    series = df[col]  \n",
    "    plt.subplot(1,4, plot_number)\n",
    "    plt.title(col)\n",
    "    series.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Dropped calories because we're only interested in macros\n",
    "# Leave outliers; for total fat they are mostly oils and butters \n",
    "plt.figure(figsize=(8,4))\n",
    "sns.boxplot(data=df.drop(columns=['food_item', 'calories']))\n",
    "plt.title('Macro Boxplot')\n",
    "plt.xlabel('Macros') \n",
    "plt.ylabel('Grams')\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b>Takeaways:</b>\n",
    "- All three macros have about the same or very similar average\n",
    "- Total fat has the most outliers ((~35)-100)\n",
    "- All three have a good number of outliers all on the high end\n",
    "- Carbs have a higher spread"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train, Validate, Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Train, Validate, Test\n",
    "train_and_validate, test = train_test_split(df, random_state=123)\n",
    "train, validate = train_test_split(train_and_validate, random_state=123)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split into X and y\n",
    "X_train = train.drop(columns='total_fat')\n",
    "y_train = train[['total_fat']]\n",
    "\n",
    "# Validate split\n",
    "X_validate = validate.drop(columns='total_fat')\n",
    "y_validate = validate[['total_fat']]\n",
    "\n",
    "# Test split\n",
    "X_test = test.drop(columns='total_fat')\n",
    "y_test = test[['total_fat']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hypothesis Testing\n",
    "### Pearson R (Comparing Two Continuous Variables)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "H0: There is no linear correlation between the total fat and carbohydrates.    \n",
    "Ha: There is linear correlation between the total fat and carbohydrates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate Pearson Correlation Coefficient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.04873966389859989, 4.844900149595189e-06)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_results = stats.pearsonr(df.total_fat, df.carbohydrate)\n",
    "test_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p is 0.0000048449\n"
     ]
    }
   ],
   "source": [
    "r, p = test_results\n",
    "\n",
    "print(f'p is {p:.10f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reject the null "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Explore "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Macro Comparisons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Looking for foods that have high fat and low carbs\n",
    "with sns.axes_style('white'):\n",
    "    j = sns.jointplot(\"total_fat\", \"carbohydrate\", data=train, kind='reg', height=5);\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 4)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap\n",
    "# There is a high correlation between total fat and calories\n",
    "# There is a negative correlation between fat vs. carbs and protein vs. carbs\n",
    "plt.figure(figsize=(8,6))\n",
    "sns.heatmap(train.corr(), cmap='Blues', annot=True)\n",
    "plt.ylim(0, 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare all with pairgrid\n",
    "g = sns.PairGrid(train)\n",
    "g.map_diag(plt.hist)\n",
    "g.map_offdiag(plt.scatter);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 766.075x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Comparing total fat vs. carbs \n",
    "sns.relplot(x=\"total_fat\", y=\"carbohydrate\", hue=\"calories\", data=train, height=6, aspect=1.6)\n",
    "plt.xlim(0, 175) \n",
    "plt.title('Fat vs. Carbs')\n",
    "plt.xlabel('Total Fat')\n",
    "plt.ylabel('Carbs')\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dWYgShzjS3MLOx9YOvN76s2cpb6il4+39lM+YQnXjNALl4QJWKCIiIiKlqGjHivQfbBsI9ke1vraFTCJZoIpyspkMrW9sH9beumkXPfvb2HDXI7z10AukookCVCciIiIipaxow/1Iw298oSB4rADVvMM8HqrmNAxrL59WS6yrB4CWN7ZrxR8RERERGXdFG+5DU6oJT60ZeO3x+Zi+egVev7+AVYGZ0bBiPlVz3wn4U5fOxR8J0dfSmWtw4JwrUIUiIiIiUqqKYsz9SPyRMPPfdy2xw52kYnEqZjXgi4QKXRYAgfIIKz7xHjKJFJgR6+jmjf96dOD41KXz8AYL+xAiIiIiIqWnaMM95AK+v8ATaLPpDObxYMcMBwqUhaEsN2nWG/Cx7PbrOLxpJ7ULZjFlcSOBs+RBRERERERKR1GH+7FyzpGOJ/F4PXgDp9aTnorG6T3YRuvrb1PWUEfDqkUEyiMjnhsoC1O/dC5Tl8wZ9hAgIiIiIjJeJm24T0XjdG7fy+E33iZUXcHsK1cRrCrH7OTh22WytG3ezY6HngegbfMuDm/czvJP3nLCJS4V7EVERERkIk3ohFozqzaz+81sm5ltNbPVZlZrZr8xs+35f2tOfqfx5bJZ2rfsYtfDz9N34DDtm3ey6Qe/JNUfG9X1qVic/S9sGNIWbTtCKjq660VEREREJsJEr5bzr8CjzrklwApgK/B54Ann3ELgifzrMyoVS9D6+rYhbelonHhX7yjvYHh83uGtnqJdfEhERERESsCEpVEzqwSuAL4H4JxLOueOALcCd+VPuwu4bbzf22WzZNPp49fm8eAfYULrSGvnj8RfFmLudRcNaauaOx1fOHhqhYqIiIiIjCObqPXWzWwl8G1gC7le+9eAPwYOOOeqB53X5ZwbNjTHzD4LfBagsbHxwubm5lG9b7IvSvsb20gc6WXKikWEp9bmNrc6Rl9LB2/e9RAukwGgZsFs5t9y+YihfyTpeJJETz/tW3ZTNq2WytnTTjjeXkRERERGpEmJ42giw30T8DJwmXPuFTP7V6AH+KPRhPvBmpqa3Lp16076nqn+GG/95Fek+qIDbXNvupzqhXOGTZTNpDOko3H6DrYRqCwjVFWOv0zhXEREROQMU7gfRxM5SHw/sN8590r+9f3AKqDVzKYD5P89PF5vmDjSOyTYA7Su20w6nhh2rtfnJVhZRt2SuVTMmKpgLyIiIiJFb8LCvXOuBdhnZovzTdeSG6LzIHBnvu1O4IHxek8bYZKrx+fD9EAoIiIiIpPARK9z/0fA3WYWAHYBnyL3QHGfmX0a2At8aLzeLFARIVxfS+xwZ67BjBnvukATXUVERERkUpiwMffjabRj7gFS0Rh9Bw6T7Omjav5s/GVhvP5T231WRERERM4YDbEYRyW3Q60/EqZm4ZxClyEiIiIicsaVXLgfi3QiSTaVxszwRULDVtgRERERETmbKdznpfpjND/+Ml1v7yVQUca8Gy+jfMZUPH79iURERESkOEzkUphnRDadJtUfJdnbTzoWP617ZFJpDry4ga63msE5kj19vP3T34y4hKaIiIiIyNmqqLulM8kU3Tv3cuDZdWRTaSINU5h74+X4yyKndp9Eiu5d+4e0uWyWxJFeAhVl41myiIiIiMiEKeqe+0w8wb4nXiabSgMQbWnn0MsbyORfj5bH7yVSXzusPVBZPi51ioiIiIicCUUd7hPdfcPa+g+2kU2lTuk+vmCAxmsuJlhTAYB5PMy+uglvMDAudYqIiIiInAlFPSwnWF0xrK181jQ8p7GufbCqnCUfvYlsKoXH58UbDOANaH18ERERESkeRd1z7w0GaHz3ZQM97GUzp9Fw8XK8p7nCTaA8TKimkkBFmYK9iIiIiBSdou659wb8VM2fTfnMaTjn8Pi8+ELBQpcFQCqWIJ3IDQ/yh4P4gnpYEBEREZGJVRThPpvJkIrG8UdCw455vF48ZeECVHV8id4YG3/xPHtf2Yp5PCy8dhWLrr2AYPnZVaeIiIiIlJaiGJYTbe1i5yMvkYqe3jr2Z1rLlj00v7QFl3Vk0xne+vVaelo6C12WiIiIiJS4ogj3AIc37iB+pLfQZZxUJp3h0Ju7h7Uf3rq3ANWIiIiIyGRSNOEeINbZU+gSTsrr89KwdO6w9qmLZ535YkRERERkUimacG8eo3JWfaHLGJXpy+Yy+6LFYOTH3F9A1YwphS5LREREREqcOecKXcNJLZ0z3734zPNUzJx62stcnmnJaG61HDPwhQL4Q9oQS0RERGQEVugCSklRJOVwXRXVc6cXuoxTEogECUTOjmU5RURERGRyKIphOeYpijJFRERERApKqVlEREREpEQo3IuIiIiIlAiFexERERGRElEUE2qleCSjCVLxBL6An2B5uNDliIiIiEwqCvcybvo7e3n9vqdp2baP2jnTuPiOa6mory50WSIiIiKTxqQYluOyWVL9MWIdR0j29ZNJJAtdUsmJdffz0vcfpXnt2yR6Yxx6cw9P/svP6O/sLXRpIiIiIpPGpOi5j3f1sPPnvyETT4IZ09espG7pArxBbSw1XrLpDC1b9w5p623tIpNKF6giERERkcmn6HruU7EEyb4YLpsd1fnpWJz9T72SC/YAznHoxTfIpFITWOUkZBCpqRjS5A348Pq8BSpIREREZPIpmnCfSaXpO9TOtvse580f/oqW17aRisZPep3LZkl09RzT6N4J+zIuQhURLrnzerz+3JdB5jGabr8aX9Bf4MpEREREJo+iGZaTjiXY8P2HcJkMADsfeQmP30f9ioWY2XGv8wT8VJ4zi66tuwbavMEAvnBowmueTLx+H3XzpvFbX/4U0Y4eIjXleINaMUdERETkTCqacN+z7/BAsD+qdf3b1C5uxH+CoO71+5m+eiU46N61j2B1JbOvuQRfKDjRJU86ofIIlEN5XWWhSxERERGZlIom3Aeryoa3VVfg8Z78I/gjYWZe2cT01Ssxj6nXXkRERERKUtGMuQ/XVFCzYNbA68q505l3/UV4A6N7PvH6/fjLwgr2IiIiIlKyiqbn3l8WZtFtV5Lsj+Pxeuhv7eTg2q1MWTKHUHUFvnDhh9kkeqPgHB6/D/9ZUI+IiIiITC5FE+4B/JEQ2XSGt3/5HEd27Adg37PrWfS+q6hfdg7mGd8vIlLROOlkCrIOb9BPoGzkyaGZdIbeg+1svOcJ+tu6mbZsLkvfdwWhyuFDiUREREREJkpRhftEbz+Jnv6BYH9U8xNrqTlnBoHyyLi9V7Ivxlu/fIHWDTsAqJxdz4rfvoFgxfD3SPXHeeU/HiCTyK2d37JxF16/n/M+cAU+bZQlIiIiImdI0Yy5z2azHHx1y4ibV2Uzo9vQ6lT0tXQMBHvIrdZz6PW3Rnz/ZF9sINgfdXhbM+mENsoSERERkTOnaMK9S2eIHu4i2ROlfMaUIcdmrTl/3Mfcd+9vG97W3Eo2PTzc+8tCcMxa+xUNtXi0O6uIiIiInEFFE+69AT/TVi5i12Mvc857VtN41SqmnncOS2+/nmkrF+Hxjm+QnrK4cVjbtBULRlydxx/yc977Lse8uT9nsLKMZR+6mkBEK/OIiIiIyJljzrlC13BSTU1Nbt26daSicQ5v2snBVzZTPX8m05uWEKqpxBfwj/t7pmIJ2rbsZscjr5BJpWm87HxmX3b+cSfVphNJ0vEkmVQab8BPsDyCeY6/c66IiIiIAFDUgcnMPgk0Oef+8BSueS+w1Dn3D+NeTzGFe8iNr0/H4oARKB85aI+XbCZDKpoAwBcK4PUX1fxjGQfZbBbPOK/CJCIiIkNMqnBvZj7nXHqi6im6tOrxesZ1VZwTv5d3xNVxpPT1dvay+blNtOw6xIprL6BhXgNh/W9BRERk0jCz3wb+AnDARuA+4G+AANAB3OGcaz3mmjnA94GpQBvwKefcXjP7AdAJXAC8bmabyD8QmNlU4D+Ao2PC/8Q594KZXQn8a77NAVc453pPVndRhftsJoN5PJgV9QOenOV6O3u4+3/8Fy27WgB44zfree8f38bK61bh8aoXX0REpNSZ2XnAfwcuc861m1ktuYB9qXPOmdlngL8C/vyYS/8X8F/OubvM7HeAfwNuyx9bBFznnMvke/uP+lfgG865582sEfg1cC65B4s/yAf9ciA+mtqLItw75+jZe4j2TdsJ11VTt2zBiL33Lpsl0Ruje99hfOEA5fU16nmXUxbtiQ4E+6Oev+9ZFly4kMopVQWqSkRERM6ga4D7nXPtAM65TjM7H7jXzKaT673fPcJ1q4H353//IfCPg4791DmXGeGa64ClgzqvK82sAngB+LqZ3Q38zDm3f4RrhymKcJ+JJ9l+/28A6AI6tuxk8UduwH/M5NZYVx/Pf+O+gXHylTOncPFnf0sBX07NCNNQzOPBZc/++SkiIiIyLozhieD/B77unHvQzK4CvjSK+wy+R/9xzvEAq51zsWPa/8HMHgZuAl42s+ucc9tO9oZFMcYgFR36WRNHekn2RYe0ZVJpdjz+2kCwB+g50D7ievUiJxKuCDNryewhbe/68BWEK/WQKCIiMkk8AXzYzOoA8sNyqoAD+eN3Hue6F4Hb87/fATw/ivd6DBiYjGtmK/P/znfObXLOfQ1YBywZTeFF0XNvI0yitmNWMHHZLPGe4Q9EiZ7osDaREwlXRPjAX36I7evepuNAO0tWL6VuZh2BUKDQpYmIiMgZ4JzbbGZfBp4xswywnlxP/U/N7ADwMjBvhEs/B3zfzP6S/ITaUbzd54BvmtlGctn8WeD3gD8xs6uBDLAFeGQ0tRfFUpgXnL/CffdT78xXiDRMYcFt1+A/ZpOotm17efXbvxx47fF7uerzdxCuqThjtUppyGYyxPvjucnbZoQneNlVERGRSUwrpYyjogj3TRde6J577Am63m4mVFdNxax6/JHhYSsVjdO56xC7nnkDXzjIkhsvITKlGq9/fHevFREREZFxo3A/jopiWA5mhOuqCa+uPuFp/kiIacvmUXPOdMzjwa9hFCIiIiIyiRRHuD9FgWOG6xSbbCZLJpnCG/BrXXURERERGbVRhXszCwIfAOYOvsY593cTU9bkFe+Nsuf5TXTtOsi08+Yys2kJQY33FhEREZFRGG3P/QNAN/AakDjJuXKakn0xXv/BI3TuOgRAx44D9Bxo57wPXIE/FCxwdSIiIiJythttuJ/lnLthQisR0snUQLA/6sDrb7PkljUK9yIiIiJyUqMd0P1ifstdmUDm8Qxbv98XDGgOuYiIiEgBmNkNZvaWme0ws88Xup7RGG24fxfwWv7DbTSzTfmF9mUc+UIB5l99wZC2c9+7pugnCIuIiIhMpM6N6z7WuXHdns6N67L5fz821nuamRf4JnAjsBT4qJktHet9J9poh+XcOKFVCAD+UIBzrl7J9JUL6N7fRs28BkKVZXh8WqdfREREZCT5IP8dIJJvmgN8p3PjOmqXN/14DLe+GNjhnNsFYGb3ALeS2y32rHXCcG9mlc65HqD3DNUz6QXKwgTKwlTNmlroUkRERESKwVd4J9gfFcm3jyXczwT2DXq9H7hkDPc7I07Wc/9j4BZyq+Q4ho7+dsA5E1SXiIiIiMhoNJ5i+2iNNOvRjfGeE+6E4d45d0v+33lnphwRERERkVOyl9xQnJHax2I/MHvQ61nAwTHec8KNakKt5XzczP6f/OtGM7t4YkuTsXBZR6y7n/72bmLdfWQzmUKXJCIiIjIRvghEj2mL5tvHYi2w0MzmmVkAuB14cIz3nHCjnVD7LSALXAP8Pbkx+P8HuGiC6pIx6mnp5Plv/oJoZy+B8jBrPnsztfOm49XkXBERESkhtcubfty5cR3kxtg3kuux/+IYJ9PinEub2R8Cvwa8wPedc5vHWu9EM+dOPnTIzF53zq0ys/XOuQvybRuccysmvEKgqanJrVu37ky8VUmI90R55l/up+dQ50CbPxLkPf/jE4SrygtYmYiIiMgw2tFnHI12nftUfq1PB2BmU8n15MtZyGWzQ4I9QCqaIJNMF6giERERETkTRhvu/w34OVBvZl8Gnge+OmFVyZh4vB6qG+uHtAUrI3gD/gJVJCIiIiJnwqjCvXPubuCvyAX6Q8Btzrn7JvXZ3D8AACAASURBVLIwOX3BigirP3MTVTOnAFA2pYrLf/9WguXhAlcmIiIiIhNpVBNqzeyHzrlPANtGaJOzUPnUaq744/eTTWfweD0EKyKYaUibiIiISCkb7Wo55w1+kR9/f+H4lyPjKVRx7GZtEyuTzpDsj5OKJ/EH/fgjQXwaCiQiIiJyxpww3JvZF8itERo2sx7emc2cBL49wbVJEXHOcWTfYZ79t1+QiiXw+n1c+ukbaThvDl7/aJ8hRURERGQsTjjm3jn3VedcBfBPzrlK51xF/qfOOfeFM1SjFIFEb5SXv/cIqVgCgEwqzSs/+DXJ/niBKxMRERE5PWbmNbP1ZvZQ/vU8M3vFzLab2b35za0ws2D+9Y788bmFqnlUXarOuS+Y2XuBK/JNTzvnHpq4sqTYuKyjv71nSFs6niST0s64IiIiMrF+9eff/BjHbGJ10//8gzFtYpX3x8BWoDL/+mvAN5xz95jZfwCfBv49/2+Xc26Bmd2eP+8j4/D+p2xUq+WY2VfJfbgt+Z8/zreJAODxeZkyf8aQtkhdJb6ghuSIiIjIxMkH++8Ac8gNIZ8DfCffftrMbBZwM/Dd/GsDrgHuz59yF3Bb/vdb86/JH7/WCrSSyWjXub8ZuN45933n3PeBG/JtJSPZH6Nj2x52P7GW3gNtpPPDS0Yrm8mQ6OknfqSPZF9sgqo8ewXLw1z66RuZdm4j5vFQO7eBKz73PoJneFKviIiITDpfAY4NHJF8+1j8C7ml4I9u3FoHHHHOHd0VdD8wM//7TGAfQP54d/78M+5UulWrgaPbnlZNQC0TKhWNgxn+cHDEYzsefI7O7fsAOPDCRubfvIZpFyzG4zn5808mmaZr10HevPdJkv0xqhqnseLj7yZUXT7un+NsFqmtYPVnbiKTzuDxGsFyBXsRERGZcI2n2H5SZnYLcNg595qZXXW0eYRT3SiOnVGj7bn/KrDezH5gZncBrzHKp6HRTkSYKKl4go7t+9jww1+z6ce/oXvfYdKJ1JBzMsnUQLA/au/Tr5OOjm4yaCqeYP1dj5Dsz/XYd+9tZduDz5OOJ8fnQxSJVDxJKp6gq7mFZH+C5Cj/fiIiIiJjsPcU20fjMuC9ZrYHuIfccJx/AarN7Gjn+CzgYP73/cBsgPzxKt7pFD+jThru8+OFngcuBX6W/1ntnLtnlO9xdCLCUUcnIiwEushNQJgw0bZu1n/vYY7sPkTn9v2s+/efk+yNDj1phOcqlx39w1ayN4bLZIe0de06SDqZOs4VpSebydC6pZnHvnQXr3z7YR7/+x+y54U3J90DjoiIiJxxXwSOCXdE8+2nxTn3BefcLOfcXOB24Enn3B3AU8AH86fdCTyQ//3B/Gvyx590zp2dPff5wn7hnDvknHvQOfeAc65lNDc/xYkI4y6bybLvpU1D2lzW0bJhx5A2b8BHZeO0IW2z1pyPLzR8CM9IAuUhzDv0T1nV2DCp1ndP9sXZcN/TQx6Utj78CimFexEREZlA+VVxfhdoJpdEmoHfHafVco7118CfmdkOcmPqv5dv/x5Ql2//M+DzE/DeozLa9PmymV3knFt7ivc/OhGhIv/6RBMRhjCzzwKfBWhsPL0hU2ZGuLpyWPuxY+H9ZWGWfOhaOrbuoWdfK1PPX0DFjCl4fN5RvY8vHGT5Hdez+b6nSMeTlE+v49z3XT7i+P5S5XDD1rTPpjNkj/lG40QS/XGcc4TKw+NdnoiIiJSwfJCfiDCPc+5p4On877uAi0c4Jw58aCLe/1SNNtxfDfxeftxRP7lJA845t/x4F5zGRIShjc59m/wuuE1NTaf1tYZ5jJmXLOXgum0kevoBiEytpm7R7GHnBsrCTG86l2mrRjeJdjBfwM+UJXNY8xe34zJZPH4fwUkWUH0BPzNWzOfgG+98K1I9eyq+gP+k16biSY7sb+eNnz1PJp1m2c2XUL9wJoFIaCJLFhERESk5NprhQGY2Z6R251zzCa75KvAJIA2EyC3+/3PgPUCDcy5tZquBLznn3nOi929qanLr1q07aZ3Hk+iN0neoA4/PQ2RqjZZnnCDx3ig7n3yD1i17qJnXwJIbLiY8ihWDelq7+OXf/OeQeQ7v+cLtTF0w4pc6IiIiUloKsh58qTphz72ZhYDfAxYAm4DvDRpSc0LOuS8AX8jf5yrgL5xzd5jZT8lNNLiHoRMRJkywIqJAfwaEKiIsufliFlyzEl/Qj3cUvfYAzWvfGjaB+a0n36B2bgPeUQ6NEhEREZGTT6i9C2giF+xvBP7nOLzn8SYiSAnw+nwEKyKjDvYA5VOGb5tQMbUa8+hBXkRERORUnGzM/VLn3PkAZvY94NXTeZPRTESQscuk0qTyO+sGIqFRTwg+Eeccid4YmWQKr9+LLxTEFxx9cB+NhnMbqZ45hSMH2gGI1JSz8KoVpzz3QURERGSyO1m4H1ioPT9GfoLLkdOV6Iux8+kN7HxqPR6fl3NvuZRZqxYRKBvbpNRoRw8vfesXxDp78Xg9LPvAlcxctRBfaPz2HgtXlXHtX3yQvsPdZNJpqqbXEa4qG7f7i4iIiEwWJ+saXWFmPfmfXmD50d/NrOdMFCij07HjAG89+irpRIpkf5wN9z5Nf8fY/hMlo3E2/vQpYp29QG7fgI0/fXpC1q4PV5YxdcEMGpY0KtiLiIjIWcHM/tTMNpvZm2b2EzMLmdk8M3vFzLab2b1mFsifG8y/3pE/PrcQNZ+w5945p9mMRSCTzrD/te3D2ls27aKmsf6075tNZeg50DG00TmSfdFRrYJztnPOEeuJgnOEKiMaBiQiIlKkblr+0Y8BXwEagb3AF3+18SdjWvfezGYCnyM3TD1mZveR2632JuAbzrl7zOw/gE8D/57/t8s5t8DMbge+BnxkLDWcDqWZEuDxeqibP2NYe828hjHd1xfyU79k6J4A3oCPYEXx96wnown2vLadB/7+bn72pR+y7emNxPtihS5LRERETlE+2H8HmENuWc05wHfy7WPlA8Jm5gMiwCHgGuD+/PG7gNvyv9+af03++LVWgDHtkyLcp2Nxunc2c3jtBuIdXWQS4z+spJDMjJmrFlK34J2AP3PVQmpmn36vPYAvGODc917GtGXzwIzIlCou/b1b8UeKf+fd3o4efvXP99O5v53uli6e+vavaNvdUuiyRERE5NR9hVzwHiySbz9tzrkDwD+T+ybgENANvAYcGbQ0/H7g6MY8M4F9+WvT+fPrxlLD6RjtDrVFKx2Pc+DJF4i3dQLQtfltpl95KRVzZ1FKE4RDlREu+czNpBNJzAxvMEBwjJNpc/ct44I7riOTSmNmBMrDJfF32/nKtmFtW5/awIxzG7W2voiISHFpPMX2UTGzGnK98fOAI8BPyS0Nf6yjm/WMFJBOvlvsOCuacJ/o6af/cBfByjL85WECkdEF10wiORDsj2pf/yahqbV4A368gdGt+pLojdLf2glmlNWfnbvcBsvDBMvD435ffziIP1z8vfWD1c2eOrxtTr3G3YuIiBSfveSG4ozUPhbXAbudc20AZvYzYA1QbWa+fO/8LOBg/vz9wGxgf34YTxXQOfy2E6sown02lealr99DNpX7BqRh1WIW3ngp/tEE/Pzzksfvo2zWdMyMRHcPsdZ24u2d1K1Yii904uCa6Oln7bd+TvxIHwDhukqafu+2szLgy+hMXzKb6Utmc2jbPgBqZk5hyZXLtXGWiIhI8fkiuTH3g4NZNN8+FnuBS80sAsSAa4F1wFPAB4F7gDuBB/LnP5h//VL++JPOuTPec28FeM9Ttvzc89zdf/MN2rc147JZAC79048QmVJ90mvTsTgdG7dSvegcurfvxmUd1UsX4lIpsqk0vrII5vXgUmnM58MbCuDxDh2WseeZ9ex45JUhbYtvfRezVy8b9WfIpNJkkynM58UXHL814uX0xXqixHujZDNZwlVlRLQEp4iISCGMuWdtIlbLATCz/5fcijdpYD3wGXJj6+8BavNtH3fOJcwsBPwQuIBcj/3t+c1bz6ii6LnPxJOUTath9mXns+nux0hF4wM7sZ702oyjZulC9jzwGC6dwV9ZTsW8WRx85hXS/VHM66W+aTnxrh66d+xh1jVriMyoHxLwj67zPli8a3jb8aT6Yxx48Q16mw8SmVbH7CubCFQW/1KSxS5cGSFcqW9fREREil0+yI85zB/LOfe3wN8e07wLuHiEc+PAh8a7hlNVFAOM04kke59ZT/Mzr7PikzdRMaueUNUow7Fz9O7Zh0tnAKheMp+21zaRiccJ1lTh8floffUNqhfOJZtKs/+pl8jEhz44zLp06dB7GsxoWjK62uMJmn/zEh2btpPs6efI9r1s/9kTpKJadlFERERExldR9Nwf1bXjAPOudZz34WsInGTiaCaeINUfJd7RRdmMBrKpDJ0btxKoKCdYU5Xrre84gr+ijHQ0RjadBjOyyRTZZBoGjdAI11Sy6rPvZffj68CM+dc3ERzlEI5sOkP3rv1D2uKd3QPzB0RERERExktRhXvzGC6T5a1fPMuyj15/3Am1mWSKzk3bOLJtx0Db1ItXUj5nJulYnLIZDTT/6inIzzeoXDCXKdPrqZw3i1hbJ+lYLuz37NpL1YI5+MvLqD1nBhUffzeYndLKMWaGvzxMatAGSeb1YF4ttygiIiIi46sohuUcNb3pXDq276VnXyvZTPa452VTKY68tWNIW+fGrdQtP5dAdSVtr20aCPYAPTv2kE2mCFaWM/fma/BGwrhMho5Nb3Hg6ZdJ9uTG13sDfshmSPXHyCRTo6rZFw4y591rsEFLLM666qLcvURERERExlFR9NwHK8pY9rF3k4zGefuB56ia04DHe4LnEueGbRmQTabwhoJ4HWTi8WGXZFMpOje/Taytg4p5jSR7+ph32/UkOrs5sn0P5vPRu3s/ba9txmWz1Jw7n/qLzscXzn174LJZ0vEEOId5vQPLa5rHQ8XMaSz79PtIdPcRqCzDGwwMCffZdDq3a64Z/sj4r1MvIiIiIpNDUYR7byjArifW0t/SSVlDLUvef9UJ17g3n49gXQ2Jjq6Btor5c/EGArhMhsqF8+h6862BY/7yMrLpDDhHrLWdKavO59Dz66g8ZzYHn1uLLxSibMY0Wl/ZMHBN5+bthKdNoWbxPLLpDNGWdvY98SKpvihlM6fReN0a/OW5lVg8fh8Bv49AxfBx+qlonMPrt9K28W38kTCN11xMpGEKXv/Y/9OkEynSiSRev6+oNqHKpNIk+uL0tHQSqSknWBEZl912RUREREpdcYR7v48Vd96My2Tw+HxDJtNm07n145M9vfjLIniCAXyhIDOuXsORbTuIt3dSPnsGFXNnk81kaF//JuWzZ+D1++jbf4hgVSXVi+fT8uK63A3tnaVWkz19eAMBgrVVRA+1Daurt/kAVfMbySQS7H7oKVwmtyJP/4FWDrzwGrOvvuSEO+C6bJbObbs59PJGANLROG/f/xjLPv1+vP6xLZUZ7+lny0Mv0bZtL9WN0zj//ZcTqa0c0z3PlCP723n8n+4jk590vOialZz/3jUK+OPAOUdvVy+JWJJA0E+4PEwgpH0XREREjmVm3wduAQ4755bl2/4J+C0gCewEPuWcO5I/9gXg00AG+Jxz7tf59huAfwW8wHedc/8wkXUXRbgHRtwN1jlHvL2TQ8+8ODCGvub8c6laNB9fOETt+UvIJFKk+vtJdPfg8fvpfnsX3dt3U71kPtMvv4RUXz/7H3+ObH4MffXi+cQOd9CwZhWh2moq5s0ieugw1Qvngscom16PeT14g0HqL1xG34EW/JEwM69o4sCza3H5uQD9+1rIpjJ4T5Cb0okknduG7m3gso7+Q+0Ex7AOfjIaZ/2PH6d1czMAsa4++lq7uOyP3k/oLF/XPd4bZe3dTwwEe4C3n3yDJddfqHA/DtoPtPOtv/zfdLV24fP7+OAfv58LrlpJMFI83+yIiIgca/mcK4dtYrWx+Zmxrnv/A+B/Af81qO03wBecc2kz+xrwBeCvzWwpcDtwHjADeNzMFuWv+SZwPbAfWGtmDzrntoyxtuMqmnA/kkw8Qdva9UMmx3a9uY2KuY14vF7SsTj7Hn6CbCqNv6Kc2pXnEWmoJ9F1hEhDPfsfe5aqRfOYcfVq4m2dBOtq8JeFScfitL32Jj179jFlxVKmLF9CJp1mwYdvonfPflwmS9XCubS8+Dq9zQcBqFowh+lrVnHwudw3AOH6WuyYeQHOOWzQNwMen49QbRX9h9qHnBesrhjT3yWbStO6pXlIW29L56gnAReSyzqiI2wQloolC1BNaenviXLv139KV2tuuFo6lea+r9/PkosWK9yLiEjRygf77wBHezDnAN9ZPudKxhLwnXPPmtncY9oeG/TyZeCD+d9vBe5xziWA3Wa2g3c2utpxdKdaM7snf67C/fGkY8dsBuUcmVic5JFuevfsJ5tKY14PdSuX4g0GCDdMoXb5EnzhEKm+ftpffxNPMECwqoLOLduZe8u17H/8BQKV5UxruoCWl9cT7zjCvNuup/nhp0nHcpNx2zduY+5NVxFtaSeTSNK9o5naZQsxj4dgTQUzr7oEl8mtrAMQbe3gyI5mKmZPp2LODPyREF6/jxlrVuINBCibPoVMIkmqP06gcnRr6B+XGaHKMuLd/QNNHr8Xj+/sX34zEAky99KlbHts3UBbqDJCaIRvbuTUZFJpDu48OKQtm83S3xOlemp1gaoSEREZs6/wTrA/KpJvH/ddawf5HeDe/O8zyYX9o/bn2wD2HdN+yQTWVLzh3mWz4DHKG2fRt+edv5mvvIxMPEG8s2tgp9m6FefRf+AQvfnzuoD6S1ZRtXAu3dv34I+ECVRWEKisIJNIMfv6y/GGgrk17/ujROrr6N/XMhDsAVw6Q9fbu6mcN4uu/NAaMw/zbrsOXyhI22ub6dy6i7rli8DB4ddyD2idW3ZROX82c65fjS8UxOP34YuEOPDc6/giIRqvvnjMk2mD5WEuuOM6Xv7fv8wNEzI4//1X4C+C3lmv38fSG5rwh/w0r32Lymk1XPChKzGPET3Sh9fv0/Cc0xQIB1jctJj1T73xTlsoQHn1GB8mRURECqvxFNvHzMz+O5AG7j7aNMJpjpGXnXcjtI2bogz36Xic3l3NpHr7qD1vCd5gkOjBFgJVlVQvWUjbq69jXi+VC+cTPdhKqL6O9jc2vXMDM+LtndStWEr14vmk+vrpP9hK9aJz6DtwiPbX38RlsoQbpjLrunfRtj63/OWxXCY7sBlVfdP5eEMBXDQGzhHv7MZls1TOmcnOB54ccl3Pzn1kr7wIFwzQtW0PB19YD0Cyt5+37vs1y37nfZjHMK/3hKsCHY95PNTNn8G7v/RJoh09hGsq8IeD+Ipkbf1QRYTzbryYBVcsx3weelq6eOQf7qWvo5vZy8/hsk/fQKR6bBOOJ6NQJMRtv38ryXiSLS9vpW5GHXd8/qNExvpNkYiISGHtJTcUZ6T2cWdmd5KbaHutcwNjw/cDswedNgs4+nX58donRFGEe5fNkk2l8Pj9ZOIJWp9/mVR3DwCxQy1MuXgVVQvPoWdXMy3PvTzQY59NJZl+1eohG0iZ18P0K9cQa22j5bmX8VdWUL14AcnuHrLpDG1rNw6cG2tpo3tnM/6yCOWzp9O+YSvZoxM9zag9byGtr2xk5tWXko7G2P6Th8A5vOEgs69/F/ufeiW37r3Z8Ec0g3Q8QcfWYyfUZunec4C217eBx8P8W68idBpj8H0BP76An/BphmCXdTgcHk9h9jnz+LyEq8qIdvXxyFfvIZPM/d33bdjF2nufYc2d1+PXKi+nrKqukjs+/zHSyRSYUVFTPmQeiIiISBH6IkPH3ANE8+3jKr/yzV8DVzrnooMOPQj82My+Tm5C7ULgVXI9+gvNbB5wgNyk24+Nd12DFcUOtcnuHrq2vEUmkSSbSg0Ee8itX+8LhcA5ymfNwDNo6clMIkmqrw/nsoSm1AJQOX8e/fsP0rX5LRJd3fQ176flhVdpWN1Eoqt72HvH2zopn9UABvPeex215y2kevE5nPO+6/FFwlTMmUG4vpbWl98YmNibiSU4vHYjdcsWcWTnXqauXDLknjWL5+Lx+3ITamuGL08ZqCgjFY0TO9zJrgeeJhWNDTtnomQzGfrau3n9/mdY+6Mn6D7USTqRJNEbJZV/aDqTokf6BoL9UQc27iYV1wTb0xWpCFNZV0llbYWCvYiIFL38pNnfBZrJDXlpBn53rKvlmNlPgJeAxWa238w+TW71nArgN2b2hpn9B4BzbjNwH7mJso8Cf+Ccyzjn0sAfAr8GtgL35c+dMEXRcw/Q/fZOyufMxuPPDS3x+P3UrjyfTDLJoaefB+fwlZcx/YpL6T/USrC6CoB4WwdgNLzrEnp2NROun8KhZ18ecu90fxSXyVA2Y9qw9y2bOY3glBp2/vQRPD4v5Y0z8Hi9OOfoP9RKJp0i1ds/7LpEVw+150fo2LqDeTdeSWRaHb17DxGZVkf5zGmYx3ITai9bSc/eQ6T6cg9/1QsaycQSpKO58f3Rw50Dy2ueCbHuKA//7X+Riuc2v5pz0SLa3txJ64adlE2tYtHNawjXVmKeMxMKQ5WR3Dcfg1ZEqp1bPy6bfJ0piWicdDJNIBTQtw0iIiITIB/kx3XyrHPuoyM0f+8E538Z+PII7b8CfjWOpZ1Q8SQkINXTS7ihntoLzidQUUm8oxNvKEj9motpX/s66b5+ujZvJVhXR+vL65h5zeXEO7vo2LAZC/iov2gVvkgEXzhEMjm059cBZDNMW3Mh8bYOymY24An4CVSW07V5O2SzZJNZenbklpj0BgJULzmHUE0V3mAAT8A/sFY+QNXCuYSn1jLvlqvY9/hLpPtjhKbU0LFlO5lkkqr5jaSjcTx+P0s/8Vuk+voxn4++A4dp/s07Dx+h2sohw4om2r7X3h7oFZ+/Zildb+1j34u5+Qr9h7s40tzK6j/5EMEJGKed7I/hsm7IngbBSJA1n3o3L//wcTKpDOVTqlhz57uLZlJtT1s3z/7gMQ7vaqFx+TxWf/QqyjRfQERERCZIUYX7YG0N3kAAXyTCoWeeByAyYzpVixbQcNXlxFpa6d9/kEg4RNXiBfTuO0D/vtycBZdM0/rSOua+9z1MuXA5B596YWAYTcX8OcRaDhOsraFi7kzIZmlf/yYen5f/y957Bld23meevxNvjsg5o9FooHPOzdxMIilRYaRVWAc5jT2zO1uu3a1aV42nvFs7W/bueL225ZnRWDOKpqhAihRTk2yyc250QKMbOeMCFzeHc0/YDxe83SAoiaRIiqDP7xtOfM8Bqvt53/P8n3/ZxnW4qyuIXhlYNhbJoTB3po/E0BieuiqaHjzI9Jtn0eJJKnduxFNdwezpy4iyTM2ujcyeuUL81hh1B7aRjUS5/s0fFZ8p6KPtiXtxV5ZhGgaFVBZRlorZ/F43rY8eRPG4+Ki4My6zZl0Tg8+dWLZfS2XRUtkPVNwXchqxiQhXfnIMo2Cw9oFtVHTWo7qdKC4Hrbu6qd/QilEwkB0K7sDqKADNxFL8+N99h8WpBQCuHrlIJp7m/n/5qVUzObGxsbGxsbFZXawKcS+IIlW7tyM5HBi5PIt9xVhJX3srznCImWOnMDUNb0M9lbu2oaczmJqGGgxQaG0iOVRcbRdVlUI6QyGZovHw3eQWoigeD1oiydzZSzQ+cIjM1ByRs5dK955+/STNj96H7POgL9lvJKcDb0MNc2evAJCenMXI5Wm4fx+WbmBZFgPfe640eVjsH6L1sXvIRhZxhgNMHDlVun4+lmTm1CXqDm5HkmXc1WG6v/IIhlZAUhUkpwPTNMECUfrwV/DrN7Zz6SfHySez5JIZnAEPWjKz7Bj5A7aW5OJpXvvLp0rv6/jfP8uh//FJytuL8bCKQ0FxrI6knzsp5AslYf8Ww+dvUsgXbHFvY2NjY2Nj86GwKsS94vfhrq1GEAR0Q8c0DBAE/K3NTLxQjJl0hIIE160hdn0AUyvgbawnPT6Jt6keyzDJTM9iahqSqhI5c5m6u/egJdNELlxDUmXq7tpLLhorrfTfSWpyhpZH7yY5PIkggKe+BtPQcZQFyUWiAOQWYmiLcZJj08VOsHd4xE3dIDk6hb+ljkJqeXGst7GG8vVrSAxPorhdSC4HN3/4EoVkhkB7A/V7NzN7vh9T16neug414EFSPjyh6wp4eOjPvszYuQEEWaLrsX2c/bufYOoGAA27ez5wcT9+/uay9wVw6+hlws3VpS8JpmliLq3crxYkRUZSJIyCUdrmDfk+snoFGxsbGxsbm39+rApxLwhCKdVDUlUCne3Ebw6ip2+vKJdt6mXqlaOYS1761Og4dfcexNQNnBVh/G1NyG4XpmEQ7u1CEEU8NZUE2ppAEFi4fB1LN1D8K/3QiteDZVo4K8MkB8dIvHmGUFcbdYd2Mvz0i5i6jqgoiKqKUSiUsu/vRHY7KevtwMhpIAhgWSheN9Xbern5Ty+WIjY9NRU03rWDiaPnqN7Ww9VvPYO5lBYz33eLnq89iqs89IG/47cQRAF3yEvXPZsBMHSDvX/6RdJzizgDHhSP631l7/8yvOUrE4N8lcGSCM7G0wy+fonY5DzNu7qp6KjD8RFald4vDreD/V+5l1f/08+LX15kkXv+4BFcdrddGxsbGxsbmw+JVSHu70QQRTz1tcVVbndRJKkBP/nFeEnYQzEiM7ewiKSqOIIBjFyebCaLsyyMp66ayZeOlgR1aP1aZJeTxasDNDxwkPT4NFoiCYCruhLJqWLmNUZ++gosNbNKT87SePgAoZ4OMpOzVG5bT+TcFTJzCzQ9eJDFG8Ol68tuJ4HWehS3C7Og03T/XqZPXiLU1czchTuy84H0dARJVajbuwlJkSlf187chf7S/sTYDJLLgaQoSB9BUypJlpACHpwf1YYoxAAAIABJREFUos+9ck0jgbpy4pPzALhCPlr39iKIIrlEhtf+8imSs4sATF0aYuOTB2g/uOEjsSn9OihOlTX7emne3EFyPk6gMojD6/zYj9vGxsbGxsZm9bLqxD2AIEmITieCLBFev47U2MQKweRrbsLSdeZOX0BPpZG9Hiq3b0IQBWZPnl8mqBf7rtPwwCGiff3Mnb1M3T17MfIalmFQSKbJzkSwrOIXBG9THYIkkpqYIXZjmIotPQTbm5k+fo70xCwAc2cu0/HkAyRGJgEItDcSn40xcfok5Z31lLdW0/rIQUzDwNdQg5ZIkY0slsaTjyWYOXedXDRO0327CCYbiA9P0v7YITJzi9x86mWc4QD1+zej+ldPEyLLNNHSOQRJRL1j9d/pd7P/j58gE01g6Aa+yiDOpYLdfCpTEvZvMXDkAg1bO3GtgsJah9uBls3jqwggiCKKw47CtLGxsbGxsfnwWJXi3sznifXfILi2C09dDc6KMiSnEyXgxxEMICoyktPB1CunS9YdPZVm7tR5au/auzKX3ipOGJofvQ89myM5NoUjFCAzPUdmeg5REgmu66T5oUMkRiawDJPG+/eTjyfIzM4zf7GfugPbiHoGyccSeOuqMHJ5vPVVpKbmGDlxHUkWqd/cgepxMHv6CrGBYQAUj4umw/sY+smr6Nk8oiLjLA+Ri8bBsph84zzN9+1GdjlJjs0wc6bY9yAzGyU5PkP3lx9B9X78bR5aOsfkhZuMHruCw+ui+7G9eCtDSErRwuT0u3H6Vz6H+E4WJ4eyKnzrpmkSnVzghb95hrnhGRp6mrn36w8SqAz+podmY2NjY2Nj8wllVfkDLMsqFdOGe7pJj45jGjqSqqJnMlTv2YGoKhhaASOXw9tYv+z8t4S+p75m2XbJ6Sjm1Os6pmnia6wlPTGNFo0R7GzB396MMxRk9IWjLFzuJ3p1gNGfvYq7ogwjl0dPZxh97nXCPR0E2hrIzM0z/vKbiLKEszxMTU8TYibO3IkzCKZZEvYAhXSW+csDVG3vJdDeSOun7mLq2O1ut3omhyPoo2LjGhauDy8bdyGVLTW7ei8Yuk4+niI+OkN6Lko+cXuyY5kmuXiK4SPnuPXzk2SjCYyC/kuu9quxTIvpy4Nceep1ktMLzN+c4Nj//RRa+ld33lXdTqq6m25vEGDDE3txeD/+nvtUNMkP//w7TN2YQNd0hs/f4vm//impaPI3PTQbGxsbGxubTyirZuXeyOdJT06Tn5/HVV2F5HIhul0Y6SzTJ05Tc2gfk6+8XmoklR6fpGr3dtQpP1o8AYDscWMZJuH1XQiSRHpiCjXgo2zjOmZPnMNZWUagrZm5s5cIre0oFvJKEoIsk4vGsO4Qub7mOizLQvV7aX740FKHWYvYzVG0WBxfcz1GQcfh8zBx5ATpqTkcIT/5+Ephl48l8Le3UFYWZurUZZKjtxN7Am0NKB4XsstC8bhKnWzfQnwfvnstkebSf3oGbSm5p6yrmfaHduPwe8gns5z6f/4JPZsHYPxYHzv+5Enc5e9/tbmQzTF+6vqybUZBJzY2i+tXNHRy+Fzs+Nr9xMYjJKYWqO5pxhX0rAorkp7XSUTiy7aNXxnB/Ag7DtvY2NjY2Nj882J1iHvLYuHCZbIzRU97ZmoGb3MjvrZWZt88Qai3m0IyVRL2ktOBr7kRy7IIrV/L7LHTyE4nlTu3IMgSkTMXUXweqnZvRfZ6yC/GKN/YA5KIWdAp6+li4sWjlG3sxlkeZvH6LRSPi5ZH72Hy9VMIokigvZnhH7+EtVRgG2hvpnzTOsp6OnBXlSPIEqmxaeTaStJTcwBo8RSu8hCCKJbOA/A21jH42kUSU/Ns+cr9KB4Xmel5/M211GzvxTItBBGa7tlB//d+jrUkDst72pHfo4e7kM0xcuRcSdgDLPSP0LB3PQ6/h8i14ZKwh2KM5+gbl1jz6L73XQgqyjKukI/FkZll253vslOr0+emuruJ6jtX8FcBsiqjOBUKududi4PVIfj4z0tsbGxsbGxsVimrQtxbllUS9m+RGh3H39GO7PEge72Y+WJSjhoMUL6pl/iNQTJTM3ga6mh8+D7MQgFRVZk9dppcZAFEAWdZiELcoJBIIsoSaiCAZRjMHD+Lp6kOxe9j9NlXSveMDQxRd3A32flFIuevLhPo8VsjlG9Yy8zJCzQdPsjo0y9i5DUa7t2D6veiJVJYpslC3wBNh/cye6qPQjZHaE0LSjDA7NU3sEyLk3//Uw78T19AkiUESSQzF2XitbOYukHDXdvp/a3HSc9Fix1ixZVi29B1BIRlnWbvxCwY5BZXfj3IxVM4ywLILsf7+h39MmSHQtdDO4ncGKewZCOq7G7CHV4ZgflJwuF1cv8fPMzzf/1TjIKB6nZw+I8/hTfs+00PzcbGxsbGxuYTyqoQ9wD+znYSNwdLXnRBFDF1ncCadhYvXyW8sRfZ6yG8vpvZE2cwsjkUvw9HOIiRzSKqKpgmwbWdRAtX8dTXkp1bIDk4UrpHaF0X/rYmtFiC6j3bmDt1YdkY9EwOCwtXVTnzF6+tGKOhafhbG4kPjGDkNSSHSvTaILX7tjL24puYBZ344CiBtgaqd27AXMrVH3z1IoIgoPrd9Hx6P7JDRXaqZBfi3PjeC6XrD/zgRTqfvBcBi0Iqi+xxYWgFZJcDQyuQW0wwdfIKoixRu6sXh9+7QuTLLgfl61pITsyVtgmSiK+2grHXLhBsqaH3i/dx6/mTIAjkYkma9v36sZPusI+Df/oF0pEYituBw+9ZFb75d0smkS72QvC6kJbeucPloHlTO7/9N3+Els2juh24vG7Ed5iU2djY2NjY2Nh8EKwKcV9IJgGLUE83i33FtJhAZwdGNoPi9WEZBgvnL1G5bRMIIkY2hyDLVGzbxNyJs+iZok/dXVNFYE0HFds2IQgCky8fXXafWP8AvtZGPEvdcLnD1+0IB6netYXcwiKyx02ws2WZwJddTiRXMd5RkESaHjoElokgiiCKtH/mAQytgOJ2Mnumj+j1IQBERabu4HY6HtiOIIionts56IsDIyvexXzfTRxlfubO9+Orr6bx7u0A5GNJ+r75TGnyM39tiA2/8zjZaAJXyIfsciA7HRiajrcqTOOBTcxdLtqNGg9sIjMfIzY8SfTGKN2fv5c1n9qLoRXw11eheH791XxBFHF+yHn5vwl0rcDc8CyvffNFsvE0vfdupveeTbiWkn9cXheuX2MSo2XzCIKI4lw9nXltbGxsbGxsfnOsCnGPBclbQ1Tt30OgqxM1GMDIZMkvxtFzGr62FhYvX2Xm9WPU3ncXUPSxJ4fHSsIeIDM9i7+jFdGxJKCXhHDpNqaFWdAp39JTLLxd10lmJgJA9a4tTBw5Vpw4iCJ1d++hcvsGEoOjKH4flVt6SIxMkJmYpemhg4w8+yraUvGsqyJMwwP7sAA9l0eQ5WVdal0hP9LSyv2dOEMrbSvOcAB/cy3+hhpy0QRmQcc0TKbPXAPLQnIoxVQhTWdxYAxDKzD2ymkq1rdTtakLxamSjiySjSZoOrQFPacx+to52g/vJrsQp/fLD3L1By+TicQAUL1utvz+40gBW1y+E5lEhn/6s29h6kWL1rHvvIrT66T3ns0IokAqmmTk4iDj18bo2L6G6vbad2XLySYzxGYWOfnj4ygOhV2f3ou/PIDisH8PNjY2NjY2Nr+Y1SHul9AWYxj5PNHLfRjZHIgiNQf2IQgCoqJQSCQxCxq+liYkp5P8fHTlNWIJtMQkoXVdeBpqSY/fTqbxNTeQHJ3AGQ4heVzIXg+Nhw+Si8bIzkeL96QYFznx8ptU7dxExZZeMrMREsNjOIJBfG0NLN4YLgl7gGwkSnpqjmxkEX9LPZKq0v7EvViWRSGdZeHqINXbeyikM0gOFVEu/lpcFSE81eWkZ4qdWx1BH+GuFpAEMC0ss/hlQBDAEfTS9bl7i5n9oojscaJncyzeHKd2Rw+SU0XPazh8Hqp62ymksgy/cBLF66Lx4Bamz/XjrSknOTVfEvYAWirD5KmrtN6zrfgVwmYZMwOTJWH/Ftde76Nj11qMgsGLf/8zbp26AUDfyxfY+em97Pj0Hhx3NPF6J2KzMf7zv/kGllmcgF492sfX/+aPCFaFPpwHsbGxsbGxsflEsKrEveL3s3j1OpZhFDcsFbROvngENRTE39FG4tYIjnAQRziE7HaRnYvcvoAg4CgPE+27TqC9FX97C67KcrJzC7iqynFWlGFqBTLTEWS9gKuqAkmRkb1eksNjywdjWWQjC4hSnNiNQQCaH7sfQZaI3RhaMXYtlsBbW4XidZOZW2D65CWgmOyz5vMPkJyaY+KVU9Tu2YS7ugItliSfylCzaz2SqhSFvCCwcG0QQysQuXSDmp3rcYYDFDI5Kno7uPG9F8gtFmM/fU01NN61DU91GblogkImh6e6rPgePS6aDmyhbkcPlmUxfa6f2QsDhNrrKbxD9nwunsKyLDvk5R0IvIPYDtWGkVUZLaOVhP1bnHv2FBsPb/2l4r6QK3D6pydKwh6gkC9w/c2r7Pr03g9u8DY2NjY2NjafOFaHuBcFyjZvpJBK3Rb2gKu2BkFRUIMBtMUYqeER3HW1LFy4XPTcb99MqLeb5OAwoqoSXNtJangMyzAwDYPpoyeo2LqRso3rMHJ5DK2AKIrko4tkpmYQLHBVV5CenF6Kt5Sx9KWse0Eg3N3JxMtvlsZjGQaq30NoTSvxm6PLHiHQ1oSuF9BSWeoObKXuwFYwLURVIT4ygbsshOJ1FxNwLJOCphForSM3H8MyDUzDRFIUwmtbi3Gd3W0s3hwFQSA2NIGlmyVhL7ud1O/bxPTpq8SHp/DUlFO3q3dZNryez1PI5ZEUmZqtXXhrykmMzVC1oYOxNy4tSwKq39nzjp1ibcBf4adz91oGjhdz/D1hH7s+ewDFoYKQWXnCO8yQtGzx9/BWIa4gCqjOlRGniuu9xZ7a2NjY2NjY/PNDsN7mO/84snXLFuvMmTOYWoHE8DC5uQhlmzaAZaHFEzhCISwsjGwe2esheqmPzOQ0CAKVu7Yhu1zkozESQ6PkF6I4ysIEOlsx8wXysTiJW8MgQP19h5h48XUs/fYEomrPNjz11cz39eNvqCV+awTTMAh3d6Il00y9ehwA0aHSePgQ6ek5FLeLQjpDZmYeEPA11iKqMoIoovg8FJIZZo6fL0Vhlq3rJDk2heRyovo93PzhyxTSWdZ+8SFGXzpBZq5oL1L9HjqeuIdr33oWyzCp378ZZ3mQ+b6bhDqbMbQCIz8/Tv3BLcSGp4kNTpSew1UeZO3n78MZ8JKLp7j8zWfJx1PFZ9zYScu921HcToxCgfRcjOGXz2DqBk0HNuGrr0Bxvvei2nwqS24xiZbO4astQ/W4fu3UnY8j2WSGXCqHls3jDftwB4pNtlKLKV75xnPcOHG7gdeuJ/ex7fHdON1OMokMo5eH6DtykcrmarY+vKPkx49OL/Af/+Rv0bLFiFdfmZ+v/V+/g7888Bt5RhsbGxsbmw8R2xzwAbIqxP2WzZutYy+9jOJxI8gyZqFAaniUxK3B0jHhDb0Iiooa8JFfSrTBsshFFhAkCTUcwsjlkd1uBFEkfnMQX2MdejaL7PEgyhL5xTizx84uu7e7vobAmhZUrxfTtBAEMDUdyeVEiycQZRnTMJCcDmaPn0f2uHCUhfHWVpKZiSBIEu7qcgRJRF+Krxz4zrPLVsard24gPTVPfGgcb301Nfs2U0hk0HM5Rl44vmw8VVvXocXTLN4YAaDriw9y/dvPgWVRf2AL6ZkFKjd1ceW/PrfiPW76/c+get3cev4YcxdvLt/39cfxLtl2APSchmWaKL/CG/6LyKeyXPr2iyzcnARAdqrs/pPP4Kl4/51uVyOpaJKxKyNMXB2lffsaKluq8YZ9GLrBmZ+e4NV/fKl0bLiunC/+xdfwBr0U8gUy8TT9J66hOlXatnTYwt7GxsbG5pOKLe4/QFaFLaeQTDF/6jSSy0n5ju0IgkB2fn7ZMbHr/VTt2U0hmSJ6+UqpqRWAIMvUHNrP2JGzJEamkF0Omu7bhexxs3DxCvloDMntomLbxtI5rppKyjZ0FycEDieZqVlc1ZWIsowoyViGQfTKDdITMyheN1U7NyO7nGRmIlRu6WXw6RdKHXNlt4uG+/Yyd7YPf3vjMmEPEB+aINTVSi4ao2b3RubOXEVUZWTPyghFLZlGvkNw69kcoiJhajpzF/ppfmA3pmGg+txoydu2EFGWkBQJQ9fJ3lEw+xbZhfgycS+/gy3kvZBdSJSEPRQnCwM/P0XvZw+95666qxlv2Ef3/l669/cu255NZjj77Kll26KT82QTGbxBL4pDIVAZZMendn+Uw7WxsbGxsbFZ5awKcQ+ghkMEOjuJ9w9gahr+1haMfJ7Y1aLlwSzoCJKI6vPjrqkmNXK7ANbb3MjUyT4SI8VkHD2bJz48iZlOkI8Wha6RyWIZJs7KcoxcnvC6NUy+/AZmoeix97U1IXncmPk8qt9P9NoA6YkZAAqpDJOvnqDx8EGcsyEWrgyUhD2Ap74KUZEJ967BGfRTsWUdkXNXS/sdAR+K20X1zo2MvXyS3EIMyaHS8shBpk/2LYvsDHU0MXXsIlDMyJccKqZWHKMoy6h+L7logtYHdnPjh0dKE4nme3cUjzVNwmsaSU7eLjQWRKFUbPtBkUuu9JvnYulissz7iM3XMnmMgo7qcSDJq+bPdgX5TA4tq2EaJvu+cJDBc7eobq8luZDg2tE+ZGX1PpuNjY2NjY3Nb55VoyQCazqZO3EaS9cRJAnF68XTWE/Zlk0kbt5C8fkwCjrpyUmCazsByExNLx3XwNSZVwBQvC6cIT/uqjD5+bll94icvkDtXXtBEJg7daEk7AGSg6OE1rQRn5rFURYmPTm77FzLMDDyRdtPPpoobffUV+Otq+bm95+DpfST6t2bKOvpYOHKTRSPi/KNXaSnI7jKQ+QWliYbeY3YwAhtjxxg5sxVTMOgeus6BFEkH0/hKg/ScM92MnNR6vZtJjU5S2hNC4VUhptPHyHc3cLG33sCLZ5G9XsQJBFRkbG0AoGmWup25pnrG0TxOGk6uAVT1/kgCTZUIKkyhnb7uo271qG435uyt0yLxFyMU98+Qnxmkdada+i+d0upSdRqIL2YwlxKOzr1wze59MJZLMuic+da9n3hEM//7U8JVZfxL/7dV3H63p8NysbGxsbGxsYGVom4FySRQjxZEvYVO7aRnpwkcuIUsttNeH0PksvF9NE3MXN5UqPjVO/Zhbe5EcnhAFHEU1NB9bZ1uMI+8rE4rvIyhLoKpl55o3QfU9MwtAKCKFJIp1eMwzQMsrMRvA21OMtCpCdn7hikgBrwk5mOEO7pIHZzBCyL8Np2Jo+eKQl7gNlTl+j8wsP4WxpAKGbJF5IZPDWVCJJUSgSavzxAPp6i6Z6dpKbmWBwYIdzVQu9vPw6CgKkbRK8Ok4vGCXe14G+qppDK0vWF+9Hiaeb7bpFbTBIbHKf5vl2IzTWoXjeyQ8HUddof2oORyxO9MULzPTt+4fs3dAM9k0VUZBTXuxOfitfF7j/5DP3PniCfzNC4u4eK7qZliT3vhmwizTN//m1yieKXgAs/PoGuGWz59B5k9ePd0Mk0TObHI/zsr57G0A32f+kuLj5/prR/4MR1qjvrkWSZviMXGbsywlf+/e/8BkdsY2NjY2Njs9pZFdElgighLnXm9DTUk5maIjM+gVkooMXjRE6dQc/mMHN5ACxNIzE4RGp0jMiZc0Cx2FSkwNyJ08Sv32DmjePkFqKU79gEooDkUCnfuoHk6ARGoYCvuWHZGERVKTbKiicRJJHKbetRfN7i+CSJyu0bAIvU2BSSqtL04EH8rQ0oXjf627LjLcPEyGtELlyjkEyDaSJIIrmFGDW7Ntzx4ALhrhYmj11g/Mhp4oMTpCbmsCwLyzAY+P4LzPfdJDU5x9grp4hcHGDu4g36v/Nz5i4PUN7TRmo6gpEvMPLiCSyjaNFxlfmp37ORQjqL7HbSfM8OVO9Kfz9APplh5tx1+n/4KsMvnia3mFyWv/6LsAwTPV+goquRhh1ri6Uy76N4OxtPl4T9Wwwev4aWyb/na33UpBZTPPVvv01kdI5wXTlT/RMrjpm9NUlZXTkA8bkY2cQ7xGfa2NjY2NjY2LxLVsXKveRQUbxelIAfRzhEvP/GOx4X2rQJM5sjMzle2uZvayUXmUcNBojfXN5cKnbtBvUP3E3t3fsxMjkWbwyRW4gR6mrH0dmKIIokh8dRvB7C69eycPEq5Zt7MfIaotNB4wP7MQ0TUZLQkkm0eApBlVm4cpPE8Di+pjoK6Sy+plqSo7c74TpCfiSng7qD2xEkicGnX0JLFGMpa/Zsovurj5FPJHEE/MxeuE5iuFiYKsoyZT3t9H/3eVoO70VLLP+6sHB1kIZD25jvu0VqfJbM7AKSqoIgULVlLZZlkVtMIKoKzqCXmq1rf+l71/MaM2evMfb6BQASozPEhibZ8FuP4vB7fum5hXSOU3/zo2XFw+an9tK4u+c9dbpV3yGtx1Pm+1hHapq6STaZQc8XSEWLnYrnx+boObSec88sP7Z2bSNXXu8r/Sw7Pt5fI2xsbGxsbGw+3qwKca9ns6RGxijfuhlLN5A9HoxcDiiumoc2bWb0zStErg7jCvtpf2AHDr+b6OU+vI31mAUDUZRKHW3fwjINzEKBQiKJoyxEYE0r1eEgyZFRTAssy6Ji+wZUnxcLKNu4DrOgIyoKRibH+JHjxZX5XI7g2g78LY2Ub1hL5HxxRT56ZYD4rVGaHtiP7HKSmpzFVRmmalsvIz97jXw0jquyjLbH7yE+OI7kcuCtqWDy2Hmyswv4muuo3rwO1evGMgwCrfWkJudoPLQdxevGGQ6Qi8ZLzyO7HOh3pASlZ6KoPjcVvW3k4yku/O1TYFm4K0Ks/fx9qL5fLtD1bJ6ZCwOlnyVVoeW+HWQiMeZvjBJuq0PxuN4x/SY+PrciFWjq/AA1mzpQ3yEF6BehulW6793MtZfOL41BZs9X7sXp+3h67rOJDFeOXOTyS+f59P/2RVSXipbViM0skkvl2PbYbi48dxrTMOm5eyP+iiAT14vF3z0H1+P0vI9q47dhGgaZeAZdN5AVGU/Q857tUDY2NjY2Njark1WRc795/Xrr5LFjCAhLhYkQOXkaU9NwNzSyMLbI5KlrpeNlp8rWP3wC2aFgFXQip87ibW4kOztPZvq2T95dV4MjFCR6+RpqKED13p3omQwTL76+7P5qMEDN3h2M/ORFLNOk6dF7SY5O4K2rIbewiBrwIbuczJw4V+yE29XO6LOvls4XHSqtj99Lbn4RZ1mQ4R+/gp7NlfaHezrwtdQjOxyMvvAm7sowjqCfbGQRXdOo3NyN5FLBsFi4NkhiaAJH0Eft3s1MvnGB5NgMCAKtj+xn5sxVUktJOF1feIDB54/RdngPV//b8tz7qs1dNN29HemXpLPk4imufecF0rPFJlrtj+wjcm2EhRtL3XcFgQ1feZBwe/2KcxNT8xz/qx8s21a3rYvux/YhvUevfC6VJZ/Kko6mCNSEcXpdSMrHr2OuaZhcfvE8r/xD8V0/+K8eR5Qlnv8PP0HLaXhCHj7/519FdakIAkiKjJbVmOgfJ1xbRqAygPtXfBH5VRi6weTABE/9xfdILaYI15bx+T/7EuX15R/AE9rY2NjY2Hwo2CtQHyCrQtxv2bzZeuEb/0BurihaXQ31BNrbMfJ5TEvg/Dd+sizTHWDL7z2OKJrosTix6zcQFYWKXdvIzkbIRxdxlpfhLAsz8+bJUipO3b0HEBSZsWdeWnYtZ0UZVbu3gmGRmZ3HXVtJfjHO1JHjJR+5t7mesvVrSU1M462rxigYzJ66iChJhNZ1IrqcyIpEPhpn/KVjy67vqghTvXtTya6SmV8sfqFwO/FUlaOlMoiKTPTqLeYv37GS7lDp/MJh4oMT+JtqycUSjL50GlEWqdnRi+r3IKoKuYU4t545uuyenppyGg9uRUumCbbWoXpvr4TruWJhMZaFnte49M1nMbUCvV9+kPP/8NPl16kKs/FrD6N6Xeg5DS2dJTERwVMVIhNNcuG/PA+WhTPoZccfPI4r5CudW8gW4y1lh/KJyL7PJjI8/e++w8ytogVLlEUe+58/T6gmjJbVcLidOHzOYoKQBS6/+wO3FyWjSf7uD/6abPJ2nUdVazVf+vOv4gn+ehMHGxsbGxubDwlb3H+ArApbjmWYJWHva2vDEQ6RGh9H9fuRXG7cleEV4l5SRCRZJpsqetnNQoHZN07gqq4kvH4dicERpl57E6w772NgFAp4GmpJjxcFmiCKVG7bVPTkXyt2dXVVlbNw4eqyAtHUyAShtR3Mnb3C3Jk+6u/aRfXerUydv8X5771G3aZ23KpF+caVPndPXRV6JouzIoSRK2BpBbKRRaq29zL07Gvk5mM0P7if2K2xZecZeY18LEl0YISJN88T7mqh6wv3Y5nFgt2Bp17ByGt0ff7+FfcMNNUyc/4G81eHcJUF6P3KQ6heF4V0ltHXzzN99jqYFmVdTWz5vSdYHJpCfIdVfj2Xx7IsTMMkcn2Eq98/UtrXcs9WDvwvX0LPaahu5zKffiaa4OrTR4lPRCjvqGfNQ7tYHJ1Bz2pUrG3E4f3ghe+HjaTIBKtDJXFv6iZP//l3+PJffZ3KlmrymRyjfSO8/l9fxigY7PzMXtbs7Mble/c2pV9FIactE/YAs0MzmEsJTFC0m+UzOWRVsXP1bWxsbGxsPmGsDvUkQLBnHf41axAUhZk3TxC72l9Mvhm4SfcT+5Fdt73KTQc2oUWjJAaH8DbdkXpjWWSnZxFEEWd52TJhL3s9yG4XM2+cwttQR8P9h6jes53Gh+/FMgwmXnyd9PgU6fEp8tEYRm5lWotZ0Iu0DZLlAAAgAElEQVSr75ZF5PxV9Gye6z87STaapLqnhfjQGGZBp/bAdiSnAwQBf2sDZT0dzJ66jIDA7Jk+pk9cJJ9IkRyfITdfzL0vpDM4gr4V95SdDgRJQhRFBEFAT2e58h9/xNhLJ+l44i5M3SA+MkXn44dQvC4EUaRqcxflvW3UbFtLz393mMr17ei5PPl4ivRslOnT10rRnQv9oyz0jyBIIpKi4Ar7l92/bsc6FLeTQjrHwDPHl+0befU8giDgqy5bJuy1dI4z33iGyPVRtGSGqfMD9P3gCNloksvfP8Lr/8d3yMVT7/7v4w60dI50NEFidpFcYmWc6YeJ6lLZ88W7cAVufwXp3LUWb6iYqhSPxPnhX3yX+fEIizNRnv9/f8rM0NQvutz7QnGqK3oAVLfVIMpFG1MmkebiKxf4/l98l5e/+SKJhcQ7XcbGxsbGxsZmlbIqlu2MXJ74wC3KN29k7tSZZfsyE5OEutew4199tlQwaxoGgmVhVZRRSKYIb+ghMTiMIEoEu9dgmSaWoVNzaC+JoRFUnw93dSV6Jofi8SCpKoKqkBybID01gyjJyyYCmckZ/B3NRC9dL22T3S4QwFpqBmXkNRw+Nwf/9POIikTk9GUs3WD0uddoevAg7Z89DFggCEy/eb6UlvNWqo7sdFBI3f4aMX95gIa7djD87OsYS0WzVdt7QRQIttbTeGg7oiIxdfxS8XyPC8XloPe3HkOUJJJTc/R85WEEQcQs6Iy8dJLY0CSiKtN4cCvRm+PER6ZxlQdWvP/46AyKx4WnKsSGrz7E+Ik+MpEYVb1t+Buri+9bFnm7xcsyzFJspq7paIk0M31DOPxuep88xKXvvkx2cSlN5sY4bXdtKR6b0xg+epm1j+5GfA/JOvlUlr6fHGfw6GUAvBUBDv0PT+IOr5wUfVgEKoJ8+S+/TjISx+Fx4vK5S2K7/9jVFcdffuk8jeuakeQPpobA7XfzhT/7Ek/9798jMZ+gvKGCT//p5/AEPOgFnTPPnebIt14GYOjCIDdO9/Nb//53SxMQGxsbGxsbm9XNqhD3lq6jp9IIsoypG8v2CbKMIIjEr10nOzuL7PYQWt+DaZpYhsHC+UvU3LWPsMeNkcuTHBzCsizC63sRZJFw71oEQWTmjZP4O1qo2b8TLZHC0gqEe7vJzUXQM7ll90yOjNPw4F3ITkcxKtPvI7imjak3bk88QmvbsEwTSQQzm8PfWk9qbAo16EdUFWbPXUNLpKnY0EnV9l48NRVwR6JJeiZC5dZ1zJ4t2n/yiwlmTvfR+YXDaLEUasBLamqOa//4bMke1PHpu3GEfFTv6MVXV8nVbxW98oIk0nTPTgRRRHE5GTt6jthQMV7T1HRGXjxJ95ceZO7iAFWbOpl82/v3N1azMDCGIIr0P/0qrrIAgYZKZi/dBAGMQZ1sNMGW332Emz87SfRWMc+9bkc3CAJaKkM2luLEf3i6lKDjrQrR+9lDnP77ooffGfRSuOM9F7K5ZROqd0NmMVkS9gCpSJyrPzvJps8d/MgaXgmigDfkwxtaOaEI1YRXbCurr/hA7y/JErUddfz2X/0ehm4gqTLeYFG4Z5NZzjx7atnx0akFMsmMLe5tbGxsbGw+IawKcS8qCqH16xAkCX9bC/EbN0v7gl2dxG8MkJmaBqCQTBI5eZrqg/sAUENBCokUZkFDDQYJdndh6gaGphF58zxGLoca8FO1dwe5yDxjz74EloUgilTs3IJpQaCjhcStkZIVR3Y5kVQFR1kI2eNGVBUkp4q7pgLZ6cDf1ojq9zLykxcBCHS2EF63htbH70VyOun/7nOlCUPs5ihtjx5EX4r2DK9tI3p9EFMrsNg/RPvjdzNzug9TNyhb144giBi6jmVaDP/szWXvafy1c7Q9sh9TNxh85nVMrQAUV9DHXj1Nb8vjGFqBxOgMbycfSwIChXSWhn0bmTx5Bcs0qVzfgTPkJz46jWWYJMZmSYzN3j4vkabp4BYmjvcxfa6fLV9/nGtPv07d9m5Ut5Nz3/gptVu7WBicXBaNmZpdRMvkcYV85JMZ1j66h5FjV4o7BYHWAxvfs+c+ORtbsS02MY+h6R+LbrY1HXXUr20sRV+WN1TQtacbQfxg64hEScT7Dl8rBEHA6XGSXMrefwtFXRX/DNjY2NjY2Ni8C1bF/+qCJJKbnUFPp/C3tqIG/aRGxlEDftw1VcweG152vGUY6JksstuFv6MVNeAnevEK0UtXkdwuyrdsJDE0hlko4KmvRZAkzLzG/NnLpVVwyzRZuNBH+ZYNpCamqb17L7nIAoIk4a6pJBuJMvvG7VVQZ0UZ1Xu3o+fzaMkU4z9/rbQvfmMIb30NuWgCyeVa8SVg9tw1mh7YjWkYhNa24m2oJju/iL+xhkI2h7+lFlGWcZYFmD17heT4DM2H9614T6amgSBgGSba2zzrpqZjmiaSIOGrryQ9Pb9sv6e6DIDB507QeGATW/7oSQRBIJ/McPk/PwMWK76awFvl7cV3ZuQLLNwYpePBXciqUozCXHqf73SupMps/tphVI8T0wBnYISajR20370Zd5l/xfG/irKWagRRWNZBt3FbJ4rr18+O/yBwel3seHwP+794F6ZpYuomDo/zPVmPfh08QQ/3/+6DfPvPvlV6R9171uF4h0ZhNjY2NjY2NquTVSHuTU2jkEhQSCTQYjE8bWsQ/eXIHoXsXATF5yWfX17gKkoSmekZXNVVaNFFcpGimDUyWeaOn6b6wF6Cna2kxiexdB1RkUt++bcwsjlEVcGhBJg68gayx12MMKwsI3pxuX86F1nA0DRyc/NkZpcLZ4Ds3AL+1ka0VHbFPlGRKSQzzJ68SMPduxFEAcXjJjs3z9SxYnfYst7O4uTAoVK/fyuy04Ej5Ce/eLsgsmLDGsyCgWkY+BqqSI7fXmFXA96i8NVNKnra0bN5JFXBKOiUd7ciKTLN92xF9biQnCrOQNGmIaoyG3/3U8xfHUFSFXz1FSQnIqXr1u3qZa5vEChGc3pqyhEEgUJOQ/U40VJZ5q4O07h3PdHB28WjqteF0+/hwj/+nEB9JWsf28u6x/dhWdY7dqV9Nzi8Lvb/8eOc/+6r5JIZWvf00LRj7ccmdccb9FLbWcfUwCR6Qaexu+kjjacUBIHG7ib++Bv/muHLQ5Q3VFBeX4Hb//FsCGZjY2NjY2Pz3lkV4v5OjEwGh9dFZj6BEggQv36N4Nou5k+fw8jnQRAIdLaTnZ0jH41i6QaS04GrqpLs7BxQXJUXVZnpI28UV7sBZ2UFit9HIXHbsuCsKENUFFKj45haAU0rdoM13zYJeAtBEEhNzOBrric5PL5sn6e2iuz8Ip6aSpzlwVIKDqJAzc71GHmNXCTKzR/8jI7PPURsZApPZVnpfG99FbLLyfzlAUZ+/iYN9+yk44m7iVzsJ7eYINjeiL+5ltxiAkmVqT+wlanjl0iOz+CuDFN/YAsWIDlk9Pk8lRs6mbs4QLC9Hi2Rpv8HS3YkSaTjsUOIqorD6wIEREWmckM7kkOh+8l7mL8xSiaySNWGDuJjsyzcGEPxOOn90gNMne1ncXASX20Fm756mL7vHyExPkdmPsbW33mYyTP9OINeajZ2cOWp18hGkwQaKsnMxxl54zJGQaf9ni34qsPIzve24i47FKq6Grnr3zyJZRXTa95rw6wPG2/IR+eOrt/Y/R0uBw6Xg3Bt2a8+2MbGxsbGxmbVserEfRELT8hFIZPHv3YdlmhRuXcXRi6HIIhkZmZI3hrC29yMqesYizm8LY0lce8Ih8hFFkrCXnSomJpGzYFdaPEEsf5bSKpKeOM6EEW8zQ2lRlfexjokp5Nwbxezx8+WRuQIBxFVheo9W5cmGC3Eb44giALhdWsQVZXs3ASS00HzfbvIRRMU0ln8TTUkRydRfUsFjaZFcnyayPl+5J3rqdm1kdmzV5BUhYUrt1jsL1qQBAuSUzNUbFqDqZsIlkV2fhFEAbNgMPrSMcp72qnc1EU+lmD4+WOs+ex9mJoBpsX17/0cgKpNa7j+vRdu25EMk5EXTrDuyw9hGSaFZJrrP3iFbDTOlj98knN/9yM8lSFUv4eps/007F6PeY9BoKmakSPnWBgoTmpyi0kykUXa79vG5W+/xMyFmzTs6Cb8ubvR0lne+D+/g6HpSA6F5n0bOPX//QjTKHryI9dH2fOvP0vgfRSbCoKA887YzUyu2DRKAIfHVYqE/DhQyBfIJDMk5xN4gh4Uh/KOhbg2NjY2NjY2Nu+WVSfu3fX15OYiJAZu4u/uJj4aI9hUUbTeRKOkR4viUgkG8LW1UEgmyUejiKpC2ZaNZGZmCfesxSzo1BzcS2piCk99LbHrA8xfuIzq81GxbROmZaFnsswdP0P1gd34O1pIj00x9epxLNOkZv9O6u87QGJ4DMXnxVkeQs/ncYVDAJRv6qFsfTeCAHpeY/jHLyPKEoHOJsx8gezsPFgW6YlZPLWVKF4P7Z97kMTQOKrPSyGbxxnysTgfpfnwflS/j8RIMcdGkERkj5OhnxW7zgqyhKUbOII+mg/vJR9PUbGhk4nXbk8+ytd3IkgiCDB1sm/ZO327H15LZYopN5ksQy+eIhNZRHI5KKRzFDI5YiPTpWNjw1Ns/O8fBgsWbi7/WpGeW8RXW862338Mo1DAMiEXTyFKYqn/V6ilhrnrIyVh/xbDRy+x/nOHEKX3L8ZziQznvvsKkxcHUV0ONn72IHUbWj82Hvz58Qj/7X/9JvlM0VK258n9bH90J56gnVxjY2NjY2Nj8/5YFeJe9ngI9fYiqip6OkPsWjFfPj8zA6oPs2CAKOJracbf3oalGyBAanSU5K0hAJK3hgj2riPQ0crUq0eXjhEo27SB3PwCmaligowWTzB99Dg1B/ag5TPUHNq7lFApELsxWDwPmH7tBJW7NiO7XaQnppk/d5nmJw4DoGdyjL90jMz0Ulfd5nrq79rF2AtvIKsqN3/0CtYdHUNr929F9nqwLAi0N2EUdFxhP6nJWeYv9jN/sZ+WRw/hDAdIvVWMe2dn3aUxWZZV9LunMrjKg6z90kPEhyfx1lag+Iqr2aIsIdyxel1IZ3GVBcguxEvbAi11RT9+XiM1GUFUJFxhP7J7pShWPS7yiQyyQ0X1upd1ChZlCS2V5dw3fgIW1GzuRHKo6HmNtY/s5tqP38DIaSiulR57p8+1LBr0vWLoBjePXGDyQrEeQMvkOf1fXuDBP//qx0LcJxYS/Pzvni0Je4BjT73Bxvs289G58G1sbGxsbGw+aXw8Kg1/BZZpIjqcLFy4ROzqtZKFRJBlLAskl4vk4BCzbxxjcUn4i7JMcnB5io7kcDB/9mJJDGNZRC/14Sxbnj9uagUQRLLTc0w8/wrjz73C/LlL1N21h7KN3ZRt7sFZHiYzOYORy5NbiNLw0N1YukE+liiK84rb10yOTGBoGt7GWtJTc8uEPcBi/zDxW2P0f/tnRPuHkRwqgY5GuKMQdPr4ReoPbEN2ObEMEz2Xx1213Dddva2H6VN9xIcnMAs6g88eJT0VYfTlUyRGporvURKp27W+FL848cYF2h/ZT6ijEcXrorynjfaH96G4HEhOlYYDm+j98kNU9rShJdJs/p1PIS1FJ0qqTMcje/HVVuAq89P12P5ih14AAZrv2sLMxZuliUg6EsMZ9DJ19gbpuUX2/+kX6Xp0DzUb25d1vlU8Tpr2bfi1UmT0nMbMtdEV2xfHI+9w9EePZZgsTkffttEil7qdpKRlNVLRJKloEn0p1vQXkY6nic0ukphPkM+u7J5sY2NjY2Nj88+DVbFyDwKy24XsclEoFEWOIIq4GxrQNRNRsNAzGdz1dTjLypg7eZryrZtLk4C3kFQVPZNZts0yDERVpXLHFiLnLhUTc4RiEWly+LY4zM5GyEYWsEyT3EyEYFcbSjCAIAoE13WSj8aZOnoWLZHC11hDzd4t5BcTpMaLFpbcQgzJoRQ72b4NxetGz+SwDIPpE5cItDWiOmTcNZW4PnUXQz85Qm5+kck3z9H5+cMYea3o3X9gL/HBcXKxRHG13aEiqTJl3W2MvXwKLZlGixULhCePniPU0Yih6cSGJln7Lw4TG5xA8TixLIv6fZtQvS4kVSkVoSpOB+6KEJe+ebtRVnl3C9v++LPkYylcYT+Kx4koSWiZHI6gl+1/8iSWYSKpCrOXbzF56lrpOcvWNBJbytgfP36FcGstVevbANj1Lz9NfHwWs2AQaq3B4f31Elxkh0J5ey2LY3PLtgc+wEJS0zTf9wTE4XHQuXMtF188V9rm8rlK6TmZeJo3v/cal49cQJREdj95gA33bMLlW/lekgsJvvdvv83cyCyIAvs/f5CtD23H5V35t2ZjY2NjY2PzyWZViPvMfAxDNyjbvJFCKoWRy6MGg5i6iTY5hJX1EFjTgauqClPXqdq7CyOXx1VXS3ayGL8ou4vNppzlZeTmF0rXlt0u9FSa9OQU5ZvXEzl7gbL1PWixOL7WJpKDtwV+LrJA2aaeYtMql5P02CSp0Qmq9mxj9PmjpS8CydEpREWhaucGJIdKcnSSQFsj6ekIasCHr7mO5JJ/XnI6KFu/hqFnXy/dJz05S+zGINNvnqN6zxZaP3UXsZujhNe2Mnumj8WBUVoePsDNH76Mr6Ea1etm8o3zmLpB8/27kZwOtGR62Tv01JSDZWEZBp7qMq7/4GW8NeUYOY2hn59k8x9+BvVtglpLZRl+8dSySdL8tWGa795GsLlm2bGGpmPpBkNHzhEfmcZbW07Hg7uJj84SG5mmZssaAg2VDL1crAMQRAF/Q2XpfKffjXNdy3v/4/gFSIpM1/3biI7MsjA0jShL9Dy6C+cHEPuYSWSYvDbG/8/ee4fHdd53vp/TphfMoAx6BwmABey9U1SXJcuWi2QrtlMfJ7lpN8nuJrvr3Md772aTTdk4m9iJ7U2cuEtWsyxRhRSLJPZOAkTvfTCYPnPa/WPAAUGAKm4J7fP5h+KZc945c2Ye8fu+7/f3/XW+fY3q1XXUr2/C5X9/ZhqH28nuJ/YiSiLXT7QTLC/k3l+9H/fcOANX+6lZXcfyba2IksjMaJjIRGSRuFezKudfPcfeJ+9ClERsDhtD1wZIROKWuLewsLCwsPg55I4Q96Is5XLqdRVBksiGwySGBtHicTBNnKWrwISxI8fAMBBkmcJ1ayloWY69wE92Noq/qZHp85cItDYTud5FenIKW4GfQGsz4QuXyUZmKWhtpnzfThBExt44Tvn+3RiZLImh3Oq7M1SMns4gCAKJkXEiV64jyBJqIjVv9ZkjPjRG6ZY2ite1Etq8GlGx4QoVAVCxexPa5jR6RkWy2xh49S20xHz+vbM4wOTpnDifOHWRxo/cT2jzauIDY4SvdoMo5FJfTJPYwHxxq6OwAEdhAWDiqykj2p97rWh1E/66Cq5/9xXURJqiVY20fuwAl/7PC4iKkrPhLLGjgGmiLmHxuJEcdDMCJj0HTzLTk5u0zHQNcelfX2LVE/eSisQxDQN5zupj9zhpfngnyjvk2WeT6VwthQB2j+uH6uLq9LvZ8dkPoGVUBEnE5rQh223ve5ybUdNZTj59jDPPvQ3AtSOXaNzSzD2ffQjH+xTTNruNrR/czup9a5AVCU+hD0mR0bIagdIgz/zP7zLZn9t5qFvTwF2fvnvRGNl0loZ1jXzr819ndjJXN9G2bw11axt/pM9pYWFhYWFhcWdyR4j7XNa6Qqyni6ING4j39OR964IkYQ8EGJ8T9gCmphG5fIVA22pEmw1vQz2R9k7SE5NMzEYp3rIBX0MdajTG1JnzaPGckNbicabPX6J48wYEUUSNxfAvbyAzG8NVUoTicSOIIpLTSfjy9bn30nN57IKwYIXbUVhAOhxh5NCbeOuqKNnYRmxgEpvPi5pMkZmZRXI4UNxO5LmCUtGmULaljcTQWF5AG5qGGk/S++JRQutbqX94H30vHkFNpPA3VDHbPZdQIwhU7t6AzeNCS6Wpvmsz6ZkYkl1BcTu5/OVn8vc3fvoqitvJ+v/rY5iGgeJ2IMmLfwqyy07Zhhb6X78p8tPvQXEvJcqFvLC/QWo6ippMc/4r3weg+ZGd7Pj9xzENA5vHiXCbgtn0bIIL33yNqY5BnAEvbY/vp6A6hKTc/ueqqzqiLC4a0+5xzuX151DTWfSsiuywIf8QGfiZZIbzPzi14FjX2+3s/cw970vcm4ZBz/lunvuz7+SPVa+q5eHffwy720HH29fywh6g93w3kfEZQvULd0wkSeKtZ97MC3uAC6+fZ8sHt73fj2ZhYWFhYWHxM8AdIe6dQS+yy43s9RLt7qZowwZS4+M5331FBaZuLCpS1ZLJ3KpvMICp62RnZgDQMxmiXT3Y/D4iVzvy54s2BcnhwDRzPnz/8kbi/UOYuk7Zri2YhklieBRXeQg9k0F2O9FTueLHWP8QpVvXMP72hZxY9rgo37me4dffzL3eO4ivror48DiRa8co3b4BR2EALZEkE45QsWs9VXs3YZoms9d7mTg73/3W31jDbM8Q2WicwUMnafjgflo+9QiCCZ6KEOn1raSnI3hryvKr77LTgZrK0n/4LHpGpWr7qkX1BzMdfQiSxNjZduru3oKnvHhRwydRkihb34zN7WTiYieu4gBVO9cssu/kzhWx+z1kZuPzxxQZ86b3HTnTQcmqBuxL+MZvoKazXH3uGFMduUlLaibGyS+9wN7/9Akk/+KfayaeYrJjkNEL3RQtq6S87fbjJ8Mxzn/3CDMD44Raaljx4Bac79NOA8wVDd/0exO47UTldiSjSY7+y2sLjg1c6iMdT2Nz2HP++VuYGJhk+daFx3RNZ3pocZFwZDxCWUP5+7onCwsLCwsLizufn1hajiAIVYIgHBIE4ZogCFcEQfitueNBQRBeEQShc+7PwLuNlZyYYfitS/hbVuCurMQwTDy1tdjLykgMj6CnkkiOhavJ9mAQQ9UwdQNBUXAUF82PNzyK4vUSXLMKW6AAV3kZJVs3MXu9i5LNGxAkGRBIDA5jZFWSw6Ng5iYQkqKQngpTtGYlwlwG+2x7FzaPk6aPP0DTxx+g5v7djB49iRqbF7qpyTDO4kI8NRUoHjeTpy4yeeYymZnZBZaeguX1FK9fgaeylNKta/E31TFx9lr+9ekrXUg2BdnlQHE58FaGKG5bjqPAlxfnajJNx1OvExuaIBtPYvMtzk13FBbgKi2kZM1yOp99A+02CSuCIOCpKKJ80woKW2rn03BuQXE7afnQnnyTKEEUabhnMyOn5ydQrkL/uzaR0rMq09eHFhwzVI1MLLnoXC2j0vHyKc7808uMnO/i4rcPc+7rr5FNpBedm44mOPI332PobCeJqSg9Ry9x+l9eI5tcfO47YXc72PTo9gXHVuxtQ3G8T7uPaaLfYuWC3Iq+bJNZvX/totcaNzTx2v95havHrhCbjgLg8DhYsWv1gvNESaS8yRL2FhYWFhYWP4/8JFfuNeD3TNM8KwiCFzgjCMIrwKeA10zT/O+CIPwH4D8Af/hug01e7CS0Zhn2AjemppEcHkbx+XCVlpKJzFC0cT0zly6TjcawBwP4ly/DJGfRiXZ24amrRUumSI2NI9rt6FmVTFIluG4NkiJjmgbBtlXE+vqJ9Q6gJ3MeeG9dNdHeARwlRUSudhDt6qVs9zYESaT6oQOkJ6ewBwpIz8ySGh3HESoG08BXW4Vz81rAJD4wgre6nNRkmKK2Vvqen8+5nzxzGdGm4C4vRc9k6H/pCBV7tuBvqkVLZ7n+rZcWrLo7i4O3Fdg3MDSd2HBuNVdLZUjPRClc1cj0pS4A7AVeyre1MX62HclhY+WnHiQTS2D3L5wEmIbBdEc/nc8dzR9zlxWy4vF7sLkXWlAEUcBfHWLL736cbDyF4rIz2T7A6JmcuLd5nDTcvRHZ/s5WGFGW8FUW51fub4xtW8LyoqWz9B9f2JBr/EofWlbFdot1SE2rRG+Jnhy93IOWVrG9g/f/VhS7wpp7N1C1oobu09epWllLaWM5jiWtSrfH5nKw8QNbee3LL+WPldSV5icJVS1VHPjl+3j76ePINpldj+/l2vGrHP9OrnHZqr1tHPjFe/EEPKy5ay2pWJJzB8/gKfBw/2cfwvljKBy2sLCwsLCwuPP4iYl70zRHgdG5/44JgnANqAAeBvbMnfZPwGHeg7gHMHQDNRJh9tr8SraztBR3TS3T5y9QsKIVyW4H00SQJAxVJdJxnfTkFOnJKYo2rsfb1ICWyjBxroNI9yCSw0bL4/cT7+nFWRbCU12FlkihpzN4airR0xkkh530VE4YGtks2cgsWiqNu6IMxedFkCXsAR8Tb51l6sJVPFXlFDQ3MvCDQ5iaTqC1CclhR3a7yUZjiyxE0a5+3BWliDaF+g/cRXo6wvSFdrx1lTQ8so/uZ18Hw8QR9FPY2vCeLCA3N6bqevFN6g5sYtWvfAhD1XIJLU+9RmoqAsDkheu0fuKBRWOoyTSDR88vOJYYnUZLZRaJe8j1FrD7ZOy+nNUltKqeYH05WjqLo8CLzfvunnSby8GqD+/mxBefJzk1i6jIrPrwbhTn0ivjoiRhaDd1txUEBBY/H1ESEWVpQTdep9+Nibno3HfD6XVR2VpDZWvN+74WcjsOydkEdo+TB3/nUbrPdBIsC1K7pgE1nc2/x8b7N7Fi50o0VecHf/cCnSfnd0EuHb7I3k/uB8Dtd7P78b1s/sBWRFHMx2laWFhYWFhY/PzxU/HcC4JQC6wFTgChOeGPaZqjgiCU3OaaXwF+BSDkLwRBwFXkZ/rM6QXnpcbG8NTXo8XiTL19Mn+8ZMd2BEHIpeyQE+WGqnP1X19ccL2ezqKnM8T7Boj3DeCursK/LJe9np2Nong9yE4HEyfOIkgiztIQiseN4vMy/OpR9HQGBAiubMZVFiI9FSba1Ydpmvib6pi5cp3w5Q7c5XTsRKAAACAASURBVCGiPX34GxfGPbrKSwhtWktqchbZ7UDAZPT4GfRMlpn2HorWtND65MOoiVwXWFNfnFSz6NlJEg0PbKfj6UOo8RSiLGHzuBAEAdlpp/v5I3lhD5CNJkiMT+dF+S1fxLu+3+2wuZ1LTgLeDVehn22/+Sh6VkWUZWTn0sWvsstO090buPb8W/lj1Vta8k22bkaURFY8uIVLzx4HM2cbavvwLuQlzn03sqkMmViK6YEJAhWFOHxu7O9h5V7LakQnIpx6+hjrH9nGsW8eRrbJVLZUM9I5wtFvHeGX/+az8/csS3gCXmYnI/TMddrNc0sNhWJTUILvv0DYwsLCwsLC4meLn7i4FwTBAzwF/LZpmtH3WnhomuaXgC8BtNY0mM0f3pcLpNGWELfG4tVXI5vFyGaR3S60RM6vrSUTuEKFJMdvyrl3OhYIpcTAIL6GWsaPvU3pvp2YqsbQK4dxBIIUrltJYmgUQzeYuXAtJ+wBTAhfaqfy3j2EL7eDaZIcGqVkyzpmruRSdRKjE2CaGKqKp7qc+MAIsttJ0dqVXPmXF3NdcQFvZYjy3ZsYPHgs9/xkGUESUVwOYsPj2FxOFI8bcc7vbxoGpmEu9LIbBpnZOG2f+QCGqiIqConx8Hzh5xLfwVLfi+J2UrNnHR1PH84f81YUIzvti7+DHzPvVHR7Ay2dxVngYdMvP0C4ewR/VQmiJC5Ynb+Bze0g1FxNybJKEuEY7kIfskO57eQjHU0y3TdGZHiKyjUNOAs82Jx2dE1n8HwPb/zd8/lz1z+2i9YD697Vd5+MxPnGH/4jhqbjLfKx8+N7eO4vns6n4tSsqsXuWvxsRUli/f0bOfns/CSmeXsu/97CwsLCwsLC4mZ+ouJeEASFnLD/V9M0n547PC4IQtncqn0ZMHH7EXI4g360mXG0oAdXZSWJ/vnGUorXC7dYKxSvF1PTiPX1E1jRytSZc5i6TmJwiIaH96Cn0ujpLOGuQQKNVUQ7uxZcL9psIAiYWY1IeycVe3ci2hSGXz2CkVUp2ZbLzr8VPZPNWT9UDcXvRU3MF4E6CgMkBkcZf+ssoc1rKdm4GkPTGX7zYl7YA8SGxjH0FchuJ+W7N4FuMPjyUUxdp3B1M86SQjIzUSR77h7VRBrTMBAVCZvHjeywIcgiNqdC+z8/mx+3dPNqqCxGcTup2N5GtH8UQRAwDQO734MrFFzq+yPQUEnbLz3M5KUu3KWFBBorf6jV+J8Epm5w9muv4Ax48ZUXMna5j/jEDHf9lycXnSspMr7yQtRkGrs314nX5nEsOalJx5Ic+4fvM3Z1AIBzTx1lz28+QsXqejLxFG9/7dUF55/73nEad6x4V3F//c0r+YnHmWff4sE//Cif+ctfpf3Na5TUhqhqrcZb6Fvig5qsv3cDVS3VdJ7qoGZlLTWrajFMY/G5FhYWFhYWFj/X/MTEvZBTTV8Grpmm+Rc3vfQc8AvAf5/789klLl+IaSAqCvGBAfxNTchuN+mJiVxBbXk5CAKF69eSGptA8XqwBQKEz51HT6eJDw5RsnUTgigh2m1ErnWQHB5BlGUKV7QgOW1kbupY66ooR0+lKNywlkx4hnj/EIaq4SgpzIvwzHQYV3kpsZ75SYYgy0g2Jedpt9soXrea0eOnQBQJNDfiKAxQsqkN0aaQmpjGMHT0dBY1nlr0cbVkCkdRAMXlpPs7P8gfH3njJJUHtjN+6jLp6QihjavQNJO+107jLi1k+aN7SIcjyHY7w2+cWTDm+KnLBFfk7EbO4iBrfu1DqIk0kk3OTWZMk5nOAVwlQWSHLTd5AGSnHa/Tjre8iH9viJKEr6KI6PAUqZkYkFvxX8qWAyDbZGTb4uSgW8km0nlhL0gipm5w7rtHKawrwzTNRWk8hqZj6O8utB237Ea88KffYscn97Prib2I71AkrThsvPTFF5EVidq2ekY6hzn70mk+9l8/8a7vaWFhYWFhYfHzxU9y5X478EngkiAIN6oy/xM5Uf9tQRB+ERgAHnvXkUQRezCIaeiYuo6eSuFbtozkyAjjx47hqa/HWVSEtylXbKqnUvmi1czkJDOJBEVbNpHoHyQ5lGu0ZKgq4fMXKd2zk6JN6+dSb/xIDgeZSDSfkQ/kfO43WX+i3f2U7d4Kpkl8cATF66Zk0xpkp4vKA7uQPS6S45OUblufS7YRBHqfO4ipaiAIlO3YhCjJYDcpWbOM+PD85oWoyHirSrH53UR7F0ZCAkR7BnGXl5CejjB+6hINj94NgkBibJreV05Ss2cdaiqNll4YbWkaRv4zGNks7d94mWw0F9VZuLIRT2UJvS8eB6Dxkb0Emqry1p+b0TJZ9IyKoWr5Blk3Vr/TsRRT/eP0nu6kYkU15S01iJiYponitL9rDOb7xe51svHT93Hyy98nNhrGFfSx8TP3vaedBdMwSUbi9J3vxlB1atc34SpwI8m5At0VD2ymYnU92XQWURToPHwBTBPFrlCzoYm+U9fzYxXVl76nhlh165qIPbqdihW1CILA6LUBGre0oGU1ZEW+rc3G4XZw/2cf5ORzb3P6+yepaq3mI3/8OO4fIqPfwsLCwsLC4mebn2RazjFYIrYkx/73M5aWTGLqGraCAHo6jauqksx0mHhvLwA2j4dYbz/J4ZxwtxcWUrx1M7PX2pE9Hjy1NZiGkS+uvZnMTITU6ASCKBDrHUCdjVK6axuRrl7sgQCh7RuZOneZYFsJYnsnRlbF1DSysQT+lkb8y+owdANBkVFTCWIDwxiqSrQ7t6pftnsLk6cu5IR97sEw9tZpKg/spP+FQ5Tt2kTdAzuYPNeB7HZQumEFs4PjuENB7AWLLRr2Ah/GTTUCeiaDpMgYuoG3ohjFZcfQdKr2bmLw0Ml8PYGzJIhok9FVjZHj5/PCHmD6chfB5lpkpx0tlaHv4Ft4K0sWNavSMlnGz3fSe/BtTMPE5nWx+hcewFnoR82qXHr5NKefytUKZBMpvD4nfa+dIhtPU76hmYrNrT92S4+npIDtv/FBDE1HkETsHheC+O51Halogsn+cbxBH4auExmdRhDAU+hDcdtJZzW+8Z++AiY4fS4e+aOPY/c4ECWJrU8ewF9WyNDFHkoay2n7wNb3FD0pyCKabvLNz/0LhmGw5sBaVFXnpT//DiV1pay/bxOeoHfJa90FHnY9vofND2/FtkSBcSISJ5tWkWQRu8uxpHffwsLCwsLC4mefO6JDrex0oiVTxAf6kRxO/MuWI4gioqLgaWxEkOS8sAfITE+TnprGVV1NanSMsTeOUrh+HbZAAZnwwqxzm9+H4vUS7ehE8bgpWtdG5FoHvvo6wCQ+PELx+tUIkkjlPXuJ9vQju13omSy93zuYH8de4KPqnp04ioNkpmfm791hR40vbMBkanp+1jN65CSlOzdQ9+BOBEHA0DSM4QSJgTT+hiqcoSJS47lJic3nwd9QxfTVXHKKaFMQFQU9q9L6sQPEB0do/9rzCKJAyYYVND66n+EjZ3AWBylavQzTzDWEujkpJ//MIjEUtxMtlck1tFoiIVJPZ+l5+e38hCEbS9L5wjGWP7oXTdU4/8KJ3H1JImvu38jFr76AOWdX6X3tNIrLQcWmliVz+jPxJKlwDFPTcRUXvKeC2vyzfx/n5t8vkebUd44y1TsGgK+kgPt+/zEM3UDXDE4+fSz/DFLRJEf+6RUe/L8fw+F14vS7WfPIVlbcvR7ZoSwQ2plkhujEDBdePoOvpIDW3avzgn16cIqj3zycP/fsD05TXB0iHU/z5reP0PHmVZ74b5/GXbC0dUiSZVxLdOmNTUf5xuf+hbGeUURJZNfH9rDxoS0430P0qIWFhYWFhcXPFndE3IahqqQnx3NdPVNJwpcuYPP7Kd6yBZvHg2nolGzbgi1QkL8mEw6jp9NkpqdRvF70dAZnaWj+HEHA21CPZLejpVLIHg+i3YauaxSsaEZ2u0AUMbMqEyfPMHzwECOvH8UeLMBVWsL0pY4F95iJRDGyGrLLRUFzI+Kc4EuHI7jKFqZ9Kl43eibn3w9tXYea0ul85g16XzmJoenYfB7swQLURJqitmZqH9pHzf17KNu5keRkGDWWS/2p/8A+ht66jK86hJ5KEb7ShWkYGJrO2NsXAYGituUIskTnU69gajqyw0aweWEcpyAKeKtKSc/kioQDTdWIymIRqSbTiyIYkxMzJMbDZKJJzDnbT0FZkPjodF7Y32Ds3HW0uRz3Bc8uluTsPzzPqb99mtNffJaTX3iK9Gxiyd/Cj4vx7pG8sAeITkToevMKpmmSjiUXTW5mRqbRb0pqkmQZh8+1aAV9oneMf/69L3Hh5TMc/dprfP0/foVEJLdL0nNuYeE2wMCVPoprQgBMD02Rii7uxPtOqBmVI988zFjPKJDrBXH4X1/Pv6eFhYWFhYXFzxd3xMr9ovhLw0BPpYj195OZzHViFRWF4Jq1TJ0+g5HN4iwpQU2kKGhtRZAlps9dRkumKGxbQUFL89w1NuJDI+jJJLGePgpam8lMTDHb1UNh20okux1PTRWBlS3EB4aIdvYQ7xvA5vcjLOFHRxQYf/MEnupKah86QHx4DMlmo2zHRsZPnCM5NomjMEDR2pWMHj+Dq7QYNaPnO8A6gr5cjObYJKmJMBW7NxEbGCbSkbMfuStClO/YgCtUBIZJNp6k7u5NCKLI6LEzi24nNjRGdjZObGCU+of2kJwMM9s7TGB5DWo8ydSVbhSXg/LtaxBEEXcoiLeqjLJNK5CXSH5RPE5ERcZQ57+PgoZKZntH0DWNlQfWceHFk6SiSRxLrD67iv1L+u7DXcPEx+Z3VNKROMMnr1C/f8O7duP9YYlNLk47io7ndjTcAQ82p41san4i0rBxObZ3sbqk4yne+tYbCyYGsclZpvoncBd4qFlZy/FvvbHgmrKmCnrOdOb/Li0xqVqK+EyM4etDOH1uhjsW12ZM9E8g22QkRcbldyEt9Xu1sLCwsLCw+JnjjhD3giJjLypCnZ3FUHMr3qLdTmZq3kNvqCrxwQHclRW54lEEps9eAqD8wK65Vf80E2/Pi+Dy/TvJTE3jra8lPjCEIxhg7NhbBFa2kpqYIjE4L5qK1q9FjSUIrGgGUaCorYWRN07kX3eVFiPKEhX7dyHZbAiyjKeyDIDxExdRfH5K62vzufSSXcFbW8XQifb8GHX7NjB27DTp6ZzI7HvhEOW7NhJsbcJQVSSHnYGDx0iOTSHaFCp2bUSLJRBkGXd5CZHOgQXPzR0qREumqb57G4OHTpOayAlo0SbT/Ph9FCyrRktmGDt5mdC6FpZ9+ACSTUGUJdLRBJgmDv+8SFdcDlY9eT+dzx0hFY5SuLyG2r3rycQSmLpBoShQtryC3nNd2HxuSlY3MnExt1pt87mo278RaYnC09TMYqGdnIpimiYCufSabDxFejaOJxRAcTuRfsTi3MYtzZx+6ugCId6yfw2SLOHwuvjwnzzJa1/8PpGxGRo3N7Plo7tR7O8cdQlL9wu4UQNQUlfKuvs3ce6l05iGQfPWVkL1pRz6p1dy97Rh2W2bYWVTGVKxFOGRaYIVhfzrf/1nxvvGWb1vDXVt9Yx1j958E3gLvfzNr/4VNoeNT37+U5Q3VryPp2NhYWFhYWFxp3JniHtRQna6cFdWkQmHc970TGaRRcTIZPA3NRG52snY5flutbMd3RSsWM740RN4G+txlZeBICDaHWipFIaqUr5nB5mZWQAchUFmLl9dMHakvYPQ1s1MXbiK7HHhLg1Rc/8e4kNjORtNgQ9BFLF5PeiZDLPXu4lcu44gShS0LkNLZuj/wREA7EUF1D24F9ME5XJf/j3sBZ68sIdcws3w4RPUfWA/8ZFxUuNhkmM3Ou6qDL7+Fg2P3kP30wdpePQAvvoqoj2DIAgEWxuw+b0UrlqGnsrkhT1AQVMNmWSWgbNd2D0Oynasw+FzobgcZJNpYn1jDJ3ONeMqaa0l2FCO3eNCS2cZP3ONqh1t2LwuZIed0TPXGDlxBVGSqNyxmpJlNdRtyu2MeB7aTv1dG9CzKjaPC5tnaQ94aFUD3QdPLfg+K7euQJQkssk0118+wcDxy0Cua+vW33gUf9WSjY3fM+6glwf/48c48c030DWNdQ9vpbA6Z4+RZIniulIe+S9PgGEiKdJ7EvYOj5OtH93FwOXe/KTBHwoQKC8EwOVzsffJ/Wz78I78+2SSGe76zD0UVZdQUleKa4nCXF3T6T3fw9N/+i18xX52f2I/433jAFw9eplPfv5TRKejXD16BZffxb4n7+LykYtoWQ0tq/HdP/02n/mzX8ZzGy+/hYWFhYWFxc8Od4S419NpEoMDJAYHCKxajRpP5ewaogjGvK/bVV6OrmrMXu9ecH1mKkxgxXLKD+xh/FIvl//uGUzdwFtZzKon7kYAJk+dI7h6BQCmuXTHW9M08dVVYxo6ssuBlk7nrSqy24muZlFwkZoKM33+cv7aqTMXKNuzDdmVa55Uc2A7sb5B9KxKzd71zHQP5Vd8b+Sq30B2OtCzKo6An+lL12+5KRMtmQJBINI9QMWu9VTsWJfLKBJETAzMrIp+U5MsR9CPq7aSFz//9bxH3ltSwIE/+Ajh6/3YgwVIikSoqQJD1/GGApi6wWz/KIrbiae8iJ4Xj+MpLybYUsfwm7ndEV036H/9DP6asvx7aarOZN8E6dk4Favrkew25CUy6O0+Nxt+7WG6XjqBoenU7VuHZ66plpbK5IU95DLlLz99hI2/9MCPlLxjc9qpWlVHUU0ot0Phcy1YdU/NJhg43cHMwCT121bgryy67ar6DTLJNCYCj33uk3Sd7MDld1OzemF9Qy7JZn4cd4GH4Ae2vuO4qViSH/zv5zENE8WmkEnNx5xqqsbX/+Rr3PNL93HgM/dg6CYvfvEFOt6+lj9nenjqPeXwW1hYWFhYWNz53BHi/mZivT04S8qI9fRSvGED0a4uDFXFVVWF5HSiJxLYAn6yc6vwAP7mRtLhMKLdTffB+RX92NAkfa+fpWZXG47SUlITkwRWrcDUdYJtqxAkkfTkFInhUTw1NcQGhglfuAJA0YY23OWleCodmKaJns2iOJ0YukGsd2DRfaenpqnYsxFHYQFDB4+gxnMFo1oqzYbfeIxsNIHicRLasoax42dzFwkCoS1rmLnWhaMwgLu0eEH2vSCKSA47ot1GYWsTfc8fJjWVS+rxVJVSdddWur77Ci2ffAjJYUdPZ/Avq+HKS6fzwh4gNhFhZnASp0MC06D3xaNkZ3MFmZLDRvNH7ub6d19Dz6qE1jWz4hP3I8gSg0fPcysznUP4qkKkogle/fPvEBnONQgTpcPc95+fyCfH3LyKL9sVArVltD15L5jmAtGuLlGAm47EFojV1GwCXdMRJRGn372kNeZ2LBVhmY4meeOvnyYylNsl6XvrKpt+4QC1W1vfsdlUOp7myNdeZWZkmqqVtUwOTHL064d4+A8eW7rz7HvENEySc4W2U0NThGpDOD1OUnMN0DLJDN5CH74iP7FwjNHO4QXXV6+oQX6PXn4LCwsLCwuLO5s77198w8ReVIi9uAgtmcYeDOIIhVCjUaZPnUK02yneuIbU2CTZaAxPdQU2vw8wCd/sS54jOjhBaiaGqzTExJGj+JqXI9lszA53oSWTuMrLKN+7ExAY+P6rAHgqy3GXhRh/+yzJ4XFkt4vQ5rXITgeCKOAoDBLvX1jkqHg8pMYmwDTywl6y2/DVVdP+9RdREzmhVnvvDpo+9iDJ8SmcJYWkpsLEBkdJToSpfXAPWipNcmwKyWmnbPs6pi9fp2RtCzPtPXlhDxAfHCM5OknJ+lZSM1GaPrSfqYud2Au8S67iGpqO4vYQHxzPC3vIxV9OXu4msKyaqcvdjJ9tp3hVEwNHz+GrDDF9rW/BOJ6KXCfb2ZFwXthDLsXl3FPHqF9by+TFLpoe3I63smRB2ozNtXhl3O7N2XmyN3XyrVi/HMWZK26dHZvhlb/6HuHBydwOxG89TLCq5LYNod4LmXgqL+xvcPXFk5SvrMPxDo2jZLuM3WUnOZuk4/i8rct5GzvSe0WxKzRuaKLr1HUwTV7/6is8+d8+zZmXThMLR9ny8DbKGssBcBe4+eTnP81Tf/ZtxnpGqV1dxwd/98NL2n0sLCwsLCwsfva448S9u6qK9PQUui6juB2o0SiO4mJsfh+FGzcS6+oi3tuDf9kyMrMuFLeTTHgaPZ3BW1mSs6zc5LopqC8j3DmIM9AKgoCzqJCxI8fziTDR610IgoDs884V6kJBSxNT566QHM75nrVEkpmObkKBtaiJFO6qCpLjEySHc1GLrrIQkt1OYngMZ0lh/r29dTWMn7mWF/YAfS8dY9ljdzN47CLp8CwVO9aw7OMPgSCgpzMEVzRRtmM9stNBYnSSmY4+3OUhEjd1ub1BenoW0a6gp9L0fv8IgWW1mGqW1gPrGG8fzJ/nLHATrA2hzsbQMrmVcmdRAYIokpwIo2eyC1Jc1FSa2e5hyje2EmisZKZrCASB4lUNuG/YaTIqt3LjWHJqlvjYNIrLQWIigq+iCMXtXDKhx+5xsfU3P8S1546TnIpQtqaJmm0rkRSZVDTJq//rGcKDucSk2ESEH/yP7/Kh//dTuH4Uf/mSRbHi7VuyzeH2e9j5xD76L/Sia7kOyaH6UgpKgz/8vZDz8t//Gw/z5neO0Huum0BZEE+hl/t+7QEMzcDmnH9uoihSUlPCk5//FIZhIsmSJewtLCwsLCx+jrgjxL1ks+EMlWIvKkZ2OjHjMRxFQbRMFkdZGdPnzmKoKvZgIYHVq0mNjDB94QL+5c2EL1xCjcUAcNVkWfHR/Vx//jhqMkNxSw2hVQ30vHoaQRAQFQUjm10Q9QiQGBqmZNvm/MRAkGWSo/Ni2lNbibuygs7vHkRLpHCXl1B9YBtsAEyT1MQUo0fexlBzOfiy24WWSCI57WRmF+eRp8NR7H4P6fAsg4fPUNRajyAJqPEksstJuL0PV2kRrpJCmj52P6IkobicRDr7F4zjb6yi+9lD1N63A8mmMDXn2S9ev4J7/+jjXD98EVfAQ8O2FfQ+d5jMTJTmx+/HW1lCeiaaaygVKsQ0oevZwwDILgeK20nZttWMnr5GYUstdfdsQU9nESQR2ZFbUQ9WF+PwOknH5icuy/euZvp8O5XbVpGZTXLir7+Tf23FR/dTsqoe8ZbIRkEUcBf5WfOJuzB1M5fmM7cqb2g60/0LJzWp2QRa5pbo1PeJzW2nsL6M6Z75nZ5VD2/F7nl3kRwoDfKLf/vr9J3rxlPoJdRQjvc2XWffD56Ah72fOsD2x3ahOG3YbkyElFzWfXI2wWD7IN6gl0BZEN+PYAOysLCwsLCwuHO5I8S9IMs4y8oR7Xb0jMrk+W4k+wAl61qJDQ/l4zEz4WnifbmkElPTMA09L+wBkv39BDdupO0X7sPQdGb7x7j8zVdZ9cTdSA6F0I6lCxtllws1Hqfyrj0Yho4gSQRXtzB5+gIYJoGWJrqefhVTz63WJkYmGDl2hqp9W9B1HcnhyK/6j584S9WBXUT7h5AdNgpb6kiMTs5/VlHEX1uOKAtUbFtFfHQaNZZg8sI1/PU19LyQS9yRHDYaP7gPI5slPR3BV1dJ/SP7GXz1LQRJpHTLGgRZwdR0pi52svyj9xJu7yUbSxBsqkZLp9n0if2YmsbFf3gaY25VXVRkup45RCaSe26y007rkw8iO+24SgJU79lAx/GrDF7spW5DE4rPg6TIyA7bAq+8ns5y3x8/zvXDF8km09RubkY0DPqGJmm4dytnv/Tcgmd8/YXjBOrLsfsW216Sswl6T11nsneM5t2rCFQUYnc7ESSRgorCBfYfu8exZNHu7cgm02CC7eZiWRPaPridyPAU8YlZylbWomVVdE1DtimkYkmmBibpPnWdqpU1lC2rwDV33zaXHZvLzpp7N7zne3ivKDYFZYko0fBomC//7hfJztUn1Kys5UN/8BF8RT89gZ9JZ0jH06STaZxuJy6fy/L5W1hYWFhY/Bsgfe5zn/u3vod35X//1V9+7sObN5AaHcUeCDJ9pZtY/wjhq92UbttAemK+06ihaXhra0lPTmIPBkmNji0YS0/lbDMYJqIkUbOzjVh3LzNXruNvrM2tVpeVokZj6JkMgixTvGkdos1OfGickTdOMX3pOja/l6K2FuKDI7gry5hp71nwPloqTWB5HWgqssuJp6YKT2UZ3vpqBEnG5vXksvDLirAXeEhNR7AX+Ki7bwfhSx1Mn79GpKOXYHMtscFRPJWljLx5EW0uKaX2nq1MX+pg8uxVEsPjhK904q4sw9fciK24iMsHz5NJpml+ZA/eqlJmOvpJjIwjCgKZaJxgYw36nAXHW1VKuL0Pf10FoiwxfXk+bcjQdARRpHrfBvz1VbzyN8/ReewKiekYQ5f6cBX6KF9Zg+JY2ODJ0DRSEzMEqovxF/txeF1IskhsZIrCZVWMnG5fcL6p61TvWI18S+RkcjbB9//021x97TyTvWNcO3SRQGURwapibE47Zc1VDJzvJpvM4PC5uPu3P4i/PPiOha+QswjNDE5w7puHGDjVjsPnxu51IikysfEZXvsf30JNZUCArjfOM3qpl7ptK0AQOPP8CX7wv55lpGOIa0cvk4omqVpZs6hb7U+DZDTBS3//fSb6x/PHZicitGxvxV9c8A5XLk0qniIZTZJNZVGzKpHJCO0n2xEEAUmSUOyLP2M2k+Xa2+38/e/9Pce/d5wTL56gaf0y/EW+91XcbGFhYWHxc8uf/FvfwM8Sd8zSmuR04ayswTAEau7fhRpPMnjwOPHBMWx+P9lILh9e8fowDIPCDbmVU8nhQE+n8+N4qquI9/bgq68nPTHByKHLGJkslXftJNrZTXxwCNnlonBdG6Zp5FbdEdDjKUZvpNgAU+eu4SwKUPPQgblYTgFuSqBxlRQSHxgi8XCNjQAAIABJREFUfPEq9mCA4k1rc/5om42JkxeIzRXcSk47Nffuxu51Yw/4GT58gtTE/Er06Jtnqdy3FT2rYcztDAiiiN3vITE8L+gAps5ewdHYyNEvvQhAxeo6lLki1eLVTQSbazF0A1EU6XzmNdJTERAEStY20/L4vUS6h1FvKly9gZpIER+ZQhMkJrpGFrzWfugCzXvbFnncDU2n5+hFpjpy3n7FaWfTr36AlZ+4BwBfZQnRoXlLTcmqhiUbXGXiKSZ7Fk7Qzjx9nOrV9bgK3AQqinjkT55Ey6rINhmH17nI2rMU6dkEb/zFd/KpQcf/7lnu+qNP4DRNnH43isu+wJZT3FSBKItkEmlOfu/NBWNdPnSBHR/fg+NHiOb8YdGyGonIYmtXYmbxsXcjEUnw3Bee4erxq7Tta6N8WQXPfOHZ/Ot3feIudj+2G/stnXpTsRTf/vNvo6u532cmmeEb/983+PW//izewI9uSbKwsLCwsLB47/zwkSI/VQTcNY1c/uYhTn7hKd7+n99g5Mx16h6+C8nlzDc/Urxe3FVV6OkMsZ5eps9fpGTbVrz1dbjKyyncsA5BUXCVlhK+eBU9maRi91aK1reRGh8n2tWDkcmSnYkw29GJpNiIXOkAVSXaO7jorma7B5k8346uqlTu2og4Z0OwB3yUbl5NtKsXgEx4BnU2ihqZRUul88IeQE9lmLrQTnoqV7gqu53UPrSP2of2UfPAHuyFAURZzjWUWtd843EsiLK8gaHrSEpO2LoLfVSuaSAbT6KlM0h2GzavG8VpZ+TExZywBzBNJs5eQ5Al9EyGwPIahFuSZorXLCM6MLbkqq3d48xNbm4hE0/nhT2AmsrQ/fpZJEXGWeBl9SfvoWr7KnyVJTQ9uI3G+7YQG50m3DVEJpZc8N3LdoXlO1ey/uGtlC6rWFDwKogCrgI3vpICXAWe9yTsAQbPXs8/Q0EU2fJLDzDRPsibX3yBay+d5K4/+Bi+ueZTNreD9U/sxz4n3g3jlrQhc0GN9k8VT9DLuns3Ljhmd9opX/b+OtKapsmV45e5cuwKpmmyeu8aXvrqywvOOfTNQ6ST6UXXalkNNb2wgHp6ZHrJ36iFhYWFhYXFT5Y7YuVelGUGjl0iNR3NHxs9fY3StcvwVIYw9WJEMdfR1TQM7MEAaiSCKMtkozEEmw3RMIj39eOtq2Pk0PH8OMnhESrv3c/4sbfyxwRRxL+8iZHX3sDUdfxNdTiKAovuy1VaRHomSnxgDEGWqHtgN6LNhqlrTJ46m2swNUc2EsVQNbKR6KJxsrE4vrpKDF3DV1dN9zOv54pvnXZqH9iF5HIgOe2Yuk7dAzuIdA0i2hTsQT+Z8Hyef1FbM4bDya7PPkRRfRnhix1MXerCFSqk5u4t2P1e9KxKajK86B7SUxEKGqoRbTLNH72HsdNXMDSDkrXLkR0Opi5ex15YQP3m5fSc6Mg9J0lk368/hCgKZBMpEAVsztxOwUKBPvces/G5rqlxbC47DfdsRs+qmIbJ2X94nsRELsrT7nOz8dcfxeF34/Q5eezzTzJ29jrp8Czr712Hv6Z0yXz694M7OO9Hr9q4nHD/OB0vnwZgqnOYsSv97PmdD6OmM9jcTuzenLC3u+ysvX8jp599O3/9sq3N8wWuP2VEUaRp4zIe/u0PcvbgGTwFHvY9eReud4jsXAotq9F1tiv/d9kmL2iWBblOuUvFqCoOGwUlBUQm5rsrN61rzNc+JGNJJgcnOfvaOSqXVdK8qRlvwOqWa2FhYWFh8ZPgjvDcf+mLX/zcPS2byd4iGH1VIewuG+ga6alxYpNJul85jc3joqC+CkyT5OgknooyksMjyB4PqYnphQLbNHFXlqHFEmiJXP68o6gQhLkc+vo6FLd7rkCXvJh2l5cQ2rgKSRaxF3ixF3iRbDb0rIogmETauxbca2FbK+FL7QRampjt6svvNgAEVzSheN1INht9338DI5tLezE0nfjwJK7iALGhMZJjUySGRnEVB0hPhgltXIXicSM7bJRuWYPksDN16iLq1DRqNI6rrITw1R4ykRiJsWl8NeUIooCRVYkPLbT0VOxYR/u3DuKtCiHZFfx1lRTUVyDZZTq+8wp6Okt8aJxlBzbSfGA9pcsr2fkLB0BVGTh8hkjfKN7SQgzTRLYpyDaFgTcvz3fBLQ2y5okDqMk0WiZLKpLIFZ+6nUxe7WP45HwuvJ5RERWZQH0Zhqpx4asvkpqJIioy4+eu4yzw4K8KIYg/vJ/b7nUxdqWPbDzF8ns20nHwzIL4TjWVoXbbCvzlRSgOW947LskSofoyKporESWRDQ9vZcNDW37kycaPgt1pJ1RXStOGZbRsb6WgpADpPe5g3ECURNR0lva5zraB0gAur4vxm7z89avrWbt/7aKJjM1ho2VLC8OdwyRiSZo3Luex33sMb8CLrutcfOMSX/7jrzLQPsjl41fov9pP69bWf7MJkYWFhYXFvzssz/2PkTti5V4QJYpX1BEbvjlVRsBfVUI2Mo3N50UpKOb8N55Bz6jU713H8OE3CbYsw1UWYvToCYIrl+MoKiTa3bdofC2dJdi2ktE3jmFkspiGkbPuzCQYffsS5dvXkhgdwVddQvHaZkBAVGRGDh3BSOdWN12VFfiXNyHZbWCaFK1vI9rZk0t0aVlGYngcPZ1h5lonVQd2MHnuKloqjb+hGndZCbLbhZ5V0W/Jh8/OxpAcdqYvXqfuoT2MvXWe8JVOJIcdV1kxpiDhKC5CS2cYfGV+9yE9OYOnshRnSRDZaaNsaxv9r51ES2dofHAn2WiCcHsvstNO5Z6NiDaZVb/4MCAwebETX1UIRAFJUSjf1sb0lW4chQW4igo4/JWXadm3Di2V5sJXns9PVKav9rL21x4FwFBVNv7Sg3S/fgZd1Vn9kb1c+frL+RSe4tWNuALrsbkcpGcW72akIzFM00RNpml6YCtaRiUxNUv9XRsIdw+jJtPYvTlBnYkl8x1qb2cTuhWHz8Wu3/oQ8YkZbC5H7j5mEwvOkW6TuuPyuWja3EzDxmXvWrj700IUxR8p/lIQBJq3tPDx//w4ngIPCAJt+9ZQ3lhO+8l26lbVseORHXj8i1fcBUGguLKYT/0/n0LXdBS7km/clZhNcvCfDy443+6yk0ln0SZnUewy7iUSkiwsLCwsLCx+OO4IcZ+JJylbu4xMNMnYuQ5sbidND2xHsknoIij+AvoOnSfYWElsZArZZSM7M8vYm6cIbd2At7aKqfNXEG02yndtIdY7kI/PlF1ObD4valajfN9utGQS0WZnpr2HqXO5VcyBV9+i+p7tSLJIemISd3UFkyfO5IU9QHJomEDrctRUCkEScZaFQBBxl4fITIeJXM1lzCcGhnEE/FTs3pTbRZiNIbkcdD39KnUP7UbxulBv2qFwlRWjZ1UcRQFGjp2jYs9GRElCEEWmLncRGxynaGUDqYklrDbhCNUHtqA47Yyf6yDc3gfAxa88R+sT91G2pQ1d1dANUFUDUZKI9Q0zfOwcwzeNU3PPNkq2rsHhddN7qp1tH9+Lp6SAvoMnFuxAGJrO1NUeqnasITkZoffVU4TWLMNbVcLQ8fN5YQ8webGLso2tEPQRWt1Iz6unF3i0K7esQJQkJEWh79glpq7n/PudB2HtJ+5GkHIr6fGJGU794/dJTEZw+N2s//R9+CuL35P33uFz4ZhbcV/z2G6OfuF7+XuoXL8M5V1Wlv+9CPsfJ1eOXeHSGxcRJZGdH97F9ke3s+XBLdicNmT5nf934V7SCmQu+F7X37WO5ZuW85ef/WtiMzEa1zTy5B89gb/I/2P+JBYWFhYWFj+f3BG2nC9/9cuf++juHXhLfFRuW01xSxWSqCHKEo6iYrKxFP7qUoJNlYRWNYAJnqoKspFZot29yB43wVUtBJY3EhuPULCsAUdREE91JQUrmhFkidnBSfqPXcZXUYIWjzN1vh0jm5sAmLpB5HofwVXLkN0eJEUh2t2LqS1sluQMlXD9qdeIdA0SaKwmE57FFCQUnwdvTSWK101BaxOO4kIESUIQRARRINrdj6MwiOJ24m+oJjURRkumCbTUU7l7I5G+USSHg9Itqxk/e42e548ydaWb4rZleCqKSY6MU9BQjbM4QGzgpoSXtS10PX+MoeMXKGyuxeZ1khwPY6gaifEw7soQx79ykEBVCYf/9ll0VcMuQWxwYTqNZFfQJBs2p4IejtD/8puE1i4nMRYmPjK54NzC5lq8FcVIdoX+w2eJdA/jCQWZ7R9bZKsqaKjAXRJEkCSKW2pIhWPYfW5aPrgLb0URkiKTiSW59tzxBdfFJ2aoWL8cPaty6h+/T3w859XXMirjl3up3Ni8KFLz3bB7XdRtX0GguoTld6+neuNyHN6fn86upmly8dAF3vjm4VyBsGHSf7Wftv1rcbqdyIr8Q9mgZJuMw+3g6ltXEQSBD/3Oh/jHP/5KvjA3PBYmGo6xfMNyKxffwsLC4ucXy5bzY+SO+ddUnZlBZYb02FwUoyBQtGkL/W+cZ+TtywiSSPnmlQQaK7n0Ty/iKPCy6sl7UZMpBFFEUGxMX+km0FyPoevIPh8Dx68wefUQRcuqqd3ThtMBzgI3WtaOzetGjS20aZiqTudTr9D6qUfwVFcx29GZf01yOjANMFQNQ9UYPHKaunu2k01lmO6bQFEk3KESMtEkE13duD1SLokHcBYXUrxpLanpCM7iILX370QQRUxB4Pw/PpuPpxw4eoFVT97P9JUetFSGrmcO0/rJ+wlf7SZ8tZuK3RvxN1QT6x+haG0z6Wgy3wF34NBpWj9+D5MXc7UANq8bUZFZ+9guDn/hWVKzCUavDtD0S/cS7R0i2FKPIIrMXO8ntLaZdOb/Z++9o+M4z7P9a2a2V2DRe++dDWDvYpUoWl2Wm1zyObJj+3PiJI6duORLT35J5Ci24y45lizJVCcpkRR77yABkETvHdheZ+b3x4JLQmQkq1qM9zpH53Bnp7yzu6Tu9537uR8Zg8nAyImLAIxe6CCzsYrR8+2xvHydzYyjNDf6Z5OB+odvp337YXzjTpLL8/G8wVZly0qd+bOIaDKQMrccVVHRzthCIDqxeiNyMAyqiqKouIcmZr0X8viRQ2+/Q61Gr0Wjt2NO+v1cQY6EIlw6cSn2WmfU8eBffpTWY61cOXWFwtpCGjc2YnmbhbCSJFG7tIbUnFTO7T9POBRGjsiz9rly5gpBfxDDGyI248SJEydOnDhvn1tD3AtC9L/rLCCCJOGbcJFcWcjgsYuossLA4fMkl+ehs5pIayhltLWXjldPIIcipNcXk9tUQedLe8nfuIzTP3qZwEw++MCJVsLBIAWLK4gEAgiShvRFc+h6fhdKOCoUE8oKCHn9pDRUEPL50CUkklBVgX94GK3Fgjkvj+6d1/LP/WPTRAIh2p54ibTGWgwFOYx3DGHPTsGeZmP8xJnYvvbSQgYPn0drNyOIEp0v7cecnoQlL2tW7rwSjjBy9jKJxbmMX2hHVRQivgCiVoMSjjB2ppXCLatg2Vz6D51nZO/Za8deJ6hS6krIWljL5KVu9DYzq7+4hb3ff4mJ7hEErUT2srkMHDqLKsukz6si4A+x4x+fYcMf34UgiSQW54CsIEci1H9uC1Pt/YgaDfb8DFQhalURtRpsOWlUf3QDqqIgCAKRQHDGVmWiaOMitDNdYX1OD7/+kx/FRLkgCNz1t5+KNqqyGDEn2/GOX0sFyl9Wh9ZsJOwLYM1ImiXwdRbj/+iVf6+JhCJIWum3atSkKMqH2saj0WkonVdK6+FoYfPirUs4seMkZ/ZEf6dXTl+h41wHH/2Lj8bsN55pD6FACEkjYTAb0BtvLs5NVhOFNQUU1hQwPTaNIAqzrDp5FXnoDB98A7A4ceLEiRPnfyO3hrhXVUw5eQioSGYzSjCEIggMHGvBkp6MNSsF90xDJNfAGJb0JKw5aZz8wQsAaM0GdGYDsqySVFOCEpYRtVqq7l2JIAp07zuHEpYRNDo6n9uDHAxhL86l+N4NhN1eBElCazERdrnAYUKr06JIEpMtVzBlpGLNz+bSUztmeeXtBVk4u6LO9ZFj55EkiZA3TPfBC1RsnI84rw5FUdDZrPgnnEy2dVF23zrat0VjMAVRRA7fuAKtRGQkQ/RrE0QBjckQm4AggGdogrAvGC1SvW4yZHDY0JqNlN6zBr3FSNvjL6LO5LUbHHY2f+NBfBNORBX8Ti9pC+tRZAUlHEank1j1yO0YHTbKP7qRK4da6D3bS21GKjqzAU2iHVQFOSJjtMy2suhmBDxA7oq5ZDXVgCCgs1xr+NR17NKs1XZVVTm//QTLHl6H3mqi8ZGt9Bxsxj00Qdb8cpKKshAlEdGgpfb+VZx9/FW8404MdjM1969GllXcw5NoTYaYp/63QY7IBDz+aKdZVcE/5cE34SYhNwW9+dqkIeD2MXShm4GzHaSWZZM7r+x/vE7A5aPvXAfDrb3kzSsltSTrQ2n3EQSBykWVdJ3vonn/eQobinjtl7tm7dN+pp1QIITZbsY54eIn3/gp/Zf7kTQS6z5xGwtvb8L0FvdmNBv56J89yK//5WlCgRAZ+el85ItbMf4OGoDFiRMnTpw4/xu5NcQ9Asa0NIJT0yiyhGfchyUzBWtWSlSUz6zsJxRl4SjJIej24uyNRvhZs5Kp2LqMvkPNtG8/RlpdEfZ8HfM/twlXewcoMOdT65Aj0PXcazGLibO9F//YJLnrlyFpJCbPNeMbip5z6uIlUhbMwVaSz/CBE4Q9Pgo3LaPn1SMEplzYi3JInVPB5WeupYRYslIY2H0W9/AUQV+YsKhHRUGj0eG/2k1UFJBnfP7u/lEyl86h/9D568S7QPqcMjpe2Idk0JG/ppHJlo7YNZJryxk+exn34DiV967BmJyAHAgiSBKZC6rQGHVY9En07ToSE/YAgUkn/pEJpjv6kOrKObP9FEMtvQAk5qSw+pHbiUwOErQa2f2D7UwPRFfKzQ4LlctrmDjdiqjVYFlaD2+yiC1pNUg38VVrjTf643VGfbTrL2CwmSlZtyA6sdFqCHl8jF7sRpAEVJ2Ogg1N6E0Ggr4Ar//yddY/cjvBSRdaXwBUBcNNEl7eiM/p5fSOE7QeuIAjK5ml9y/n/FN7me4dRdRILP/KXSQVZBAOhLjw4lHa954DoP9MO0MXe2h6eF2syRWAHJaRw2GOPr6L3pPRYuquI61Ub1xA7R0L0dykIdgHRSgYIuQNImkljNeJcXOChdu/cAfrPrMeVVHRGXSzmlaJkhiNzAyG2fXELvovR5uxyRGZV368nZql1W8p7vUmPXXLaihtKCYSkdHptfEutnHixIkTJ857yC0i7sE3OIh3Mkj7K9fiHvNWziW1toiBo83UfGITUz0jXHrlKMmlOSSVZNP+6glKNy6k+YlXCbqi/nlX/yiRQAibQ4u3N5rAEpicIm3hghsiFENOD5JWgygKMWF/lakLbaQvbSJzWSMhj5/x5isUbVmJEolE8+bPXUIJRxB1WrKWNKBPsFK8sh69zUzY42PqfBsRf4CE0nySa0rQGnXRAuFEG4EpF6osM3joDHWf3Mzw2ejKdlZTNaJGovSu1QiigNZkQBCjostWmIOo05LjsCMIAlqLkZTKApzdA1gyUhE1EmpERtRpZ1l0rqKEI2gMeqYGJ2PCHmCqb4zOE5dJSjYTCcvXCXsrZYsqaP7ZS7F9x1u6mPvI3UgJb0+s5TYUY0o8hG9mkqM16qhZP2+WjeWqsAxMezj6b89Em2YBpmQ7xXcu4/E/+0msTWzI4+fkj15GbzOx4LO3ozUa3tSqEw6FOfqbQxx7Llq4O943xsClPu7+k3s4/B/Po0Rkzj61l8Vf2IIaUeg80Dzr+KHmLiLBMHqzkZAviHNogst7zmBy2KjeMB/P2DSTPdEnS627TlOxds7vTNx7pz0c+NVeLh9txZGZxPrPb8aRlRRLFzJajBgtRiKhCOsfXs9z33suduzye5ZjMBkI+oP0tPTccO6RnlFSc1Lfcgw6vQ7d2yx4jhMnTpw4ceL8dtwa4l4AfVomF55+etbm3v1nSK0tpv7TW7jw7OtMzKwkjjR3kre0ltoH14CqxoT9VQZPtJH8wAoCI6MkNdQRCQTxDgxRuGUVw8fO4+qMin5DUkK0sFW5UQyrsowginS8sBdBFMhYWM/0pU4iwSDJNeUIkkjJR9YgCFHrTO/u47h7hyl/YD0dv9kdW433z+SsR8IKI+c7KLl7Df0HTzPV2o0akRE0IlkLq5F0OiZaOhg8cDo2Bp3NTNn9Gwh6gmgtZrpe3o9/bJK8DYtx9w0zePia595RWUTWkgY0Bj1p86tnNbHSGA3oE204e4dxOsdvuNepvjGS0mwI0jWxnTe3mPEL7QiigDUrFUVW8AyOMXaxk/SGMlBVtG9htVBVFSWiYEow85HvfoK+5i7kUITcOUU37bCqKAq9h5pjwh7AN+7EOzROZmk2g5f6KZpfiqsvWrgbdPnoeP0MlXcueVNxH/QEuDCzEn8V75SHiKwgaiWUsEzA5UOVo7MHUSPN6tQqCELMdz/eOcTef/tN7L2uIy0s+YNN7PibJ6P7igIqvxvCgRD7f/k6Z1+NduL1Tnt44us/4TOPPoLlDavnGp2GmqU15Ffn03Gug7yKXBJSE9Gb9EhaifIF5Qy0D8b2FwSBzKKMD/R+4sSJEydOnDg3ckuI+6DTw0RbN5X3r6XlqV3Igah1xphkj65ciwKSThu1hMwop74jF8maX450k2xuncWIEg7jqK9l7HQzgfFolKIgiWStXkpgfApRpyVz6TyGjp4nc2EtOruNkPNasyVbcQEhb4DKT9wBgsDkhUtMtXaQvmQuk21dSDptNKfdoKd311HcvcMYHHYCk85rNpsZxpuvkFBeSPfuk4yeb6fhs1tIn1NBYHKawd2HyN24AiUUZuxM26zjQi4vYa8f38QUAgr+sWjWvSU9hZbXjs7ad7K1k+ylcwEwpydTcu86xs60obOaSCgvxNU1QGJpLskWC+dfPjbLA1/YWI7q9xN2ecmsymPwYg/2tAQsiSYy5lXi6hlC0EgUrW8i6PIScHpwdQ+SWJwz8x3dWEjqd3npOn6ZwZZeCuaXklmdR9mymjf9HaiyckOjKQAiMsWNZVSvqiMtJ4Vzj++MveWbcL6ZUwiIPhWwJlnxzhRYX0Vn1KFEoiI+f1ElOrMeVYWqzU2ce/ZAbL+i5bVoDDqC3gAXXzk26xwBpxfPmBNrWgLukWlqNzehv64O4YMk6Aty6UjLrG1+tx+f03uDuI+EIlw62sqeX+wiOTuFY88eouG2uSy5Zxl6k56lH1nCWP8YzQcvYLKa2PrFO/+HnPs4ceLEiRMnzgfJLSHuw/4g7S8dIqksl7wVc+jccZTUmiJyFlczde48SjBM/vwiSm6bRyQQRg5FGDxzGVEjEXR5SKsrZuRcNAJSkERKb19MeGwQrVEfE/YQFY9TFy+Rt3E5gYlppi514xudRA5FSFvSiLuzh5DTjTk7A50jEQEIOV1ozSbsJflMX+pCDoSxF2YzdOQ8vXtOUP7ABty9w+gTrNgLs9BabvQka62m2Pawx49neBJJJxH2+nE0VBGJqEgaEY1BT9gzOyte0mqw56bj7rq2iorALE+9PtFGwfrFTHf0EnZ7SaoswpicSN66xSiKghwIEnS6mL7chTUvk3v+7mFe+/cXCLi9VK5uICE9ge7d7XiGxln80HpcYy4kgxZHhoMzP9wWm2zpbGbqPn0H3a8dx5qTiqCRCPuC0cmUrBBw+ZgaGMeSbOfIE7vpPROtF+g81kbNhnnMu3sZ2jdJTVFVyG6sYPjstQhSQRJJqymkIMlO2Bdg93d+Pis+M2teGVrTm4tpk93Muv+zmSe+/tNYEfOcDfMJuf0kZKeQu6CMvMaK2ESxcEkVqWXZDLf0kFKchS0jCZ1RT8gXvGlNgTHBQtGSatJKs0nITLrpPh8EokYkMcOB//p+A4KA4SZPWPweH6/9ZCdBX5DeGQvOoWcOMH/TAvQmPdZEK/d+9R7u/MIWBATMdjOS5q0bh8WJEydOnDhx3l9uCXF/lYlLveSvWYA9L538VXMY3ncQZkRsuLWNxNpqeg9exDMySdH6hWj0Ok7/6nmKNzSRMbeUwJSbpJIcAiNDJJQVz+qYehU5FEYOBBG1GkSNSEpdKYJGwjc2Rcgvo09NwzfhQWM0MrDnQExIWgvzKNy6Dt/ION7hCaauRH3rYZ+fwi0rkLQavKOTCFot1rwM3D3RZlOSXkfq3Cpc12XAI4DX6ScU0WC02dn5d79i3n0ryFxcT8cLe2MpOPaiHESthpSqYnQmA1OXuwHwDk+QUlvK6MxKf96aJnp2HCLojN7vyMmLlN23HnNGCiGXn64X9xJ2e9HZLIw3XyHodLP2S1sIB0KEXR4MNgt5yxsQdRr8Y9OkFqQh6nT0HzgTE/YQfZIwebkXUaela+cxpjoGKN68BAD3mJNt3/w5IV+QO/7qoZiwv0rLrjPUbmp8U3EvCAK+KTe1D91G/7EWREkkd0kt7sFxLKmJaAw6Fn5hKy3bDhL0+MhtqiKzvvi3ar6Ukp/G53/wJcZ7R7Gl2DHZzWh1WtJKstCaDIjXWZL0ZiN6s5Gk/PRZ59CZ9NRtXczIpb7Y78KW4SAxO5mMyry3HMP7jclmZsMjt/PEn/+EoC8IgsDSB1agu0m+vKpCOBCetU2RFZTrIiyv+vPjxIkTJ06cOB8ebilxfzXrvnTrcoITEzFhfxXf4BCOkhymu4a4tG0vC/7oPux5abj6Rgg4vUR8AeyZDrxdXXi7u0lpaowWmIauiZjE8iIiPj99r13LrHfnZpDWWIdfnaLn1SOUfGQ1Y6fPz1ohdnf24KgqB50e9+VrBakRX4BIIMjgwaj/3ZyZiqWkgJSGCiL+IFqbBfe4i4mWLgBnWZ6ZAAAgAElEQVSMyXY0JiNnHt9Damk2ibmp1GxqQqOV8A2PUX7/ejyDo+jtVlBV5EAQrGbM6Slkr5jHyMmLDB09R8nWNZgzUvAMjqFGIjFhD4CqMnj4LAWbl4OskFBeiGi2MNU3RnZjPf6hUZRgkJ5XDpI2r4pIJMJIzxi2tARseRmcfvEY2dV5RK4T9rH79QfR20xozQYy51cSGJ/G1TOMIclORnk2Pac7ov2prrNQAYiS9Jb2GUkrIek0dOw+SVp1IYqs0PKbfdQ9dNvM+xoS89KZ/9lNKLKCzmycJcrfDK1OizZJizXJNmv72y18tWcksfk7n6T31GXMDhtp5TkYbB8eu0pSdgqf+48v4plyY7Sa0JsNGG5iE9Ib9VSvqOH8nmu1CPm1BWh/hyk/vwvC4TDuKQ+Xz7aTmJJARn46tni6T5w4ceLE+RBzS4n79PpSRK0GVQXRbCN58UJ8/QP4eqJiWmMw4J2csRyoEPL6Kd24EDkUIeQLokRkNCYjgiShyjLTrW3krF2Gb2wCjcmMxmRAYzTQ8fSOWdf19A6RuXQetqJsEkpyEDUSEZ//jcNDDoUQ9HrSmuoIurx4B8ew5qTT+sTLsX2GD58lZUEN7fubCQfCZNYUkFqWTcTlJq2+FH2SnX2PvYh33Il7ZAq/00PDXcvoPHSBlCQ93S+/jsFhZ9obQA6FKLl/c/TejXpS6spxlBXEXidVFJJYmoe7d/iGsaqqiqooqKLIQPsoF7ZfG+PCj60mAYHApIueV4+Qt2EJzTtOMtU/TsH8Uuo2N3H81/tZ+rGVjJ5vjz1JEDUSKVWFND++nZLbl9K7/0ysK62o1TDv3jVM9I4x2NJLyeIqrhy8GLvmnK2L0Fne2otuSU8ipTyP7v3nEDUShavnIRlmrzzrfoeZ6Rq9FmtqAlUbFvzOxvBmSBoJi8OKxfHmAlVv0rPusxtJL8zkyolL5FXlMW9T4++dr36kd4zvfvrvCc8sAJTUFfHI33wuLvDjxIkTJ86HlltC3OusZmo+vhFTagKBKQ8nf/wyYV8QQRKpvGMx5rxc/MMjmPLzuPx6VKTmrWiAcJCBXcdRwmGsBflYCnJBFEmeP4/pllYiHg9yOIJn0k/fC8cQtRqK1jWSWFnM2KkLs8agKgoRj4+J85cwZ6Vizc9luvVy7H3JoEfU6dj9Vz9GbzOx9JEtONt7ELUS6nXNpNy9wwQmXVTds5bp9j4ENYIoqGTMKSccCvP8n/1o1or2YHMXc+5dwVBLL5Vf2QqqiqtnAJ3NQvbaRbMSbERJRHyDsBUlCa3NEm3CdZ1fP31+NRMXOzDnZnHx1VOzjjn1m0Okfu2ea2Pu6iezIpep/nG6Tlxm7j3LGLrcTygUoe7h2xk4egFRI5G9qDbWX0CRlZiwh5nuuidaKF1Sxelth1n5h5spXlzFyOV+cuqKsGckonkLL7ocjnDkqf3oDFrK71mFIiu07mtmfNzNvDsXvemxcd4+ZruZxi1NNNw2B51B93vnqfd7/Dz92LaYsAe4cq6DiaGJuLiPEydOnDgfWm4NcW/SM9k5SGDaQ+f+c4R9QSBaANv6wiGWfu0BEipK6dh5nIgviMZsJK2miN5XdsfO4WrvRGM2Ys3PwdM7gK20BMloxNk3xpWXrllwmp/YyYIv3MXkxStRywtgSk9BECV6tu8DRcU7MELexmU4aivx9PajMVtIqq8i6Amw/Ct3I2okNHoNkhjtKJtSV8roqdbYNUxpDjRaCXtOGpFgCFGSmLjYjjknA1GSZuXQGywmAi4fxUurGTp4EoMjgezVC4l4/QwdOEnuhmXAjZ7p6wmHZQrvXI2zo5ew20dyTQlTl3twdg9gSE2aZS+CaAHz9dsMSQkEB/tiryOBMCa7CZ1Rz8CxFjIWVKEqKn6XF2OSjcwFlbO648aO8wdJrcsnoyKHhAwH9nQHObXRJw0Bjx/3mBNVVdEatBhvYmURJBF7eiInnz3Ixd3XYj6Lmsrf9P5vJYLeAHJEnomcfP//enqdXib6x5gcmCCvtgBzggWd4VoGvSRJv7e++khExvOGBCUAj+smiU1x4sSJEyfOh4RbQtwjCKTX5CNotHhGpma9pcgKSkRGDok4irPIXFCJ3m7GNzhjRREFEkqLMGdnzjRCkpge9TN85SJ5S2sYOn35hsuNX+4jf9MKJi5cxpSWhDU/G2dnL8wUE6qKQvcr+0hf2EDGskUoskrfyUu0vXwUVVHQ20w0fnoj7t4hfGOT5KxswpSSiKt3GHNaEvaibBRZQdRpiUxPM7D/CubMNNw9gzTctZRTT+2duW2BeQ+uRNJKZNcW0PPy63h6h+DstYlCxBdAZ3lzq4TOqKNt50n80x4Kmipw9gxiyc8mKOgIeIKs+9P72PvYCwTdUatRQWM5nr7o52dw2HCU5SFcjKbxWJJt6Ew6ipsq6TvaQu+hZroPXmvqVPPAaiyZyegTrEh6LXLw2qpnSn0piSXZrC7LmRUH6Xd5uXywBUd2MqIkMNY9SumSqljWfdAbIOQPEvQFqVxZx1T/OJ3HL6GikpyXRmZF7pve/62Aoii4RqY48vhuXCPTFDaWU71+Hkbbm3d8fTf4XD5e+d5ztB+P/h0QRIH7v/1x8msL37dr3kpY7GbW3LuS//r2z2LbzFYTOcXZv7tBxYkTJ06cOG/BLSHuw243E8eOkzR/HillOYxe1x1TZzGCKiNqdHRtP0TVxzbSveMQ2YvrAMhY0oird5iObbujsYnzq9FZjHS8dpKIP4gl3cHYxa5Z17OkJTJx8RKiVoOnbxBRq0Wjj66OG1OTEEQR3+g4Ea8fhKgwa33pSGy1OujycfHFIxQtKmf06BkG9h0na8UCTJlpSDqJsTMtTDbPTCoEgcItq0HSEAmGUae8rP3T+/A7vdgzHNGurYpKKBAmY3kjw/uOEfEHgKiPXWO8JpIDbh+RYBhBEJC0EoIgIAeChIIROmaaNKWVZpOYn872v32KyIzwTinKZO3/vYvjv3qdrOoCihZWoPgD2HLSAJWx5is4cpIpW1FHw5aFIApUrqmnc9fJG76rwJSHhKxkxnvHqf74JgaONhN2+0ibU04wohIJhrAk2Wcd45v2IgdD7H70OZSIQtmKWnzTHow2E0FfkHM7TnLwv/eAGk212fKn9zLv7qWIoojOoL1pw6tbjYDLx4vf+W+CnugE69yLR1FkmbrNTQii8L5k4/vdvpiwB1AVld0/2cn93/74u/bWq6qKd9qLiorZZv6tC5vfDdPjTsKhMKqiojNoSUhOeFfnEwSBmoVVfP6vP8Pr2/bjSE3kjoc3xi05ceLEiRPnQ80tIe5RAUFA0GopXjsfRIHxtj4s6Q6qti5DDXhR9RqKtyzHMzCKp2+YoLOI5Dk1qAhYstKwF+bg6R9m9MQFstcswpBgYbSlm4LVcxm70Il3NPpEILE4G73VyNjhazaUoNNNwR2rKborGnWpRGQylsyJNqg6fonkkmwcBRkUr6rHYDUx2TVE95GW2Iq6d3CUqcs9XDnajnfSxaLPbMDosBNyebAVZIMocuapvVTesZiDj72AqJFILc2m4Z5ldOxvpv9MNKM/qTCDhZ9cS8/Le9BZLaQ11hEJR9ARXf0++P0XGbsSXWHPmVNC7eYFjJ1sRpuRiSM/ncpNCzCnJHDq1/tjwh5grGMQOSyTv6CcnJp82h5/CYiKGzkUpvKhTSQZ9aiywmBrD3lzStCZ9GQ3VTFw6vK1glqthvTaQiypiagaDW27z6AqKvqERFr2X6T+zkUYrNGV6IDHH+0CGwgRCUU49ezB2HhaXjtNUl4qiVnJhHyBmLAXJZHVn9vIc//wNKOd0ScLBXOK2fhHW255ge+b9sSE/VU6jrSSUZHLuZePs+C+ZThyUt/TtJrwTdKOgt5ALOv/nRLwBug818nOn+5ADsuseGAllYsqMVnf/VOISDiC1+VD0ohY7JbY9umxaZ74p6c4N/MUqaSuiM99+2GUmUSthBQ74k2aqb0VFpuZ+avmUDW/HI1WM8uyFCdOnDhx4nwYuTXEPdE8+MC0F2OSnZLbFlC8Zh4oKnq7mYgfJL0eS0YyEYedTEWld88JSu9fh39smr49J6INocryyL99Ja7eAayZyQRauhk6c5n6hzcRcvsQRAFJq0EO+BG0EmpYxpCUSMbyRsLeAN3b98eKUkWdlpJ71pNSmoPeZqJmSyNTZy7g9ngxZqTR9NmNODuiEwTJoMecncFY+z5UWeG1v3uSDd/+RLS7rlaDqNfT8MAqVEGMPgmIyPimPHjGnTFhDzDROUR/czf5m1fhG51k+FQrOSvno6oqPcfaYsIeoO/0FfLmFBPxB8koziKlKJ3ho+cQlSwCrtmNsADcI9O07T7LeMcg9Q9uRJFlVEVFo9MQnHJz/oWjtB9qYeUjdxAJhAg4veisJhq/sJXeg83RgtqmylhyTcgboPnl47OuoTXqmHfvchRZ4cLOU5x45gCly6qxJdtvGM9Aczcli6vwu/yxAuOCOSV0nW6PCXuArtPtDF0ZoGhe6Tv8Zd2ccCBE2B9EDkfQ6HUYbCYE4a3z8t8p+ps02rIk23AOTzHU0ssL3/4l9/7jZ7GnJ7531zQbsKcm4Bydjm2rXd2ARvfu/lmYHp3m8W/9Ivb62X9+hsT0z1JUV/Suzuue9rD/+YMcfuko9iQb937pLrKKMtHqtLQ3d8WEPUQLX0/sOYV7ysOJ3af51F88RG5ZNgbjO3sC8l5MTOLEiRMnTpwPgltG3MvBEOY0B6PnrtC9+5odJKEgk9Kty3B1dKN3OECjRWc1UfnJO1DDMp0v7o+tLE+2daM1G3FUFBIMwlhrN/lLahjcsx85EERFBUUlqaGG/M2rcXX0YS3KZfhUK+YU+6y0GSUUZuxcG5NDbopXNzB25CTqTCGsf2gEp06LJT8XVa3CXpiLz+mLFalqDTpUBLrP9aGzjFGwqIaJ7hFsmUnkNVbQc7QVc7KNsfbrus7OMNE5REKSicCki/RF9cgyeCfdWNMdmJNteMddsX0n+8ewWs1otBKXn9yBMrMiW7aqfta5tQYdqaVZJLemUbSwkpNP76f7RNSukVaazYrPb6b3dAdrv7QV76SLZ7/2IxRZweywsu5r91K4bgGCCpJeE/OITw2M3zj2nhEiwRCKonJq2yEARtuHKJpfdsO+6WXZiBoJc6IFnSna/dWabGPiJucd7Rx+T8V92B+k60gLp3+9D0VWMDmsrP7q3VhT3zth/UZ0Zj1V6+ZycWc0uUij1zL/nmUc/PlrQNQy03XiEvW3N7131zTouPNP7uH87rNMD09S0lhOUnbyu07FOb/v/A3bTu44QX51PpL0zs4tyzLHXzvJSz/eDsDkyBT//MV/5zv//U0SUxPoaum+4Zietl4qF1QwOjDGv371Mf76v7/5jsV9nDhx4sSJc6twS4h7QavBmJ4Kqkr/4eZZ7013DaJGFFQV5IiM7AuCRsPwhW70Bs0NqS2uniEclUVk1BaTNbcUJRS6IbPedaUTRA2SyQiCgH/ChfkNzY0gKvD1NhOyPxAT9lfxDY9iryqj83Q3Y08eZM6Dq7FlJOGbcjPngVVEAiFGWnpo/Mwmgk4PZrsJIhFqNjdSsKgC35QHe7qDtp2zfe0Z1QU4p/wgaJkamOD4L3YRcPtJLsxg0Wc2cuCxF2Ir85k1BXg7e/EOj8eEvcZiQmsz0fjxNXQdbcVgNVG3dTGSTkP9nYtxDk3EhD3AyOV+2g9fJK08C0duCnv/44VYtKd30s2RX7zG0s9uwOyIfj6qohIOhkgtykQQhFkxoLkNxRisZjwTLpSZic704ASyrFC8uIr2wxdBhazqfDKr8wEw2kzc991PsOuHr+Aan6Z8SQ2XD18rKAYobrxxcvBuCPmDnHpyb2zsvkk3J365m8Wf2/y+eN+jCOTNKaZgfik+pxdLkg1RElEi11KLrCk3PuF4N2gNOrxOL6IkkFmazVjPCCULym76FOHtkF6QfsO2jIKMd2SLuYrP7efKmSt89jufwuawIUki5w9foO9KP4mpCTQsr+PVX+2edUzD8npO7jkNQNAfxO304Eh7/yZoceLEiRMnzoeBW0LcI2rwuFRsKje3RggCQxf78Y9dIK2hBEt2Oi3bdrLw87ffsKspLQnPyBRGq46Ro2fIXn1jPrqo06KEIwwdPkvx3esw2C1Y8zIZPn5+loh3VBbTd+oK+kRbrHvuVfSJdrwTLkZmin99Ey4W/+EdBKY99B29iMFuJn9RDTqdROcL+4j4AgiSSP6mFYiCSGDSjSM3jfkfW8P55w6jRCKUrm4gvSoP/7QHg9XEc3/+k1hs5njnEBdeOU7Z6jm07TpF5fr5mBKsTE060VYXx8ZlSErk9LZDSBqJrJoCMmsLEDUSZ7cdRqPTIN3E0z3RPUp2bSEBt2+WWAeY6htHmUkR8rt8dBxto+vkZebdtYS1f3I3k92jM1n8KkULK6NdZrUSqUUZjHYMAbDnsRdZ9fnN1N3eRMgXYKJ3lNbXz9F03wokjYQ9NYHNX96K3+XD7LCy4pNrOfH8ETRaDUsfWnVTW8+7IeC68T6n+65NkN4PQv4gO/7uKSStBp1Jj9/lJa00m4pV9Rz95R4cOSlkvMepQDqDjsL6ItKLMlFkBa1O857ULhTWFpJXlUfPxehvPzUvlYY1c96VrUmn17L54Y387LuPM9w9jCiJrLhrGRn50YlESmYS93/5bl762Q7kiMyae1aQlpPC8V3RJyGSJGL5EHUKjhMnTpw4cd4vbglxH3R66N1/FlTIWVpP586jsfcSi7MIujxMtHYD4OobxTvtRw6FmegYIn1BDSMnL6AqKoakBJLryhAkgcHX9qPKMmGvD2N6Kv7h0egJBYHEyjKGjjYjB0OIGpGMpmqmekbI27SC6bYOlIhMYlkRUwOTSFoNqgKOuiqmzregKgoas4nE2kpUUUP5unnozAZyGorxDo2gtVooXT+fkD9MXmMZw0fPEfFF029S51bTdayNrkPRzq2trxxjwac3sPbP7iMw5Wa6vQfZ4yMpP53xruFZefgAY1cGmXPXUuyZSXQfa0UQRNIXNaCzWTBnpRGYmEZjNpI7vxRzggWTw4rOaOD17z3PeNcwpkQLiz512w2ff059IYIoYEq0otFpiVzX1CezOg+dQUfIH+Tok3tp3XNu5nOExvtXMHCpD5/TS/XaOYgzdg+DxchtX7qTgDdAJBRBq9Oiqirb/vIXhPxBGh9YQd6cYvb+/FVS89PIKM3mtX98Gr/Ti86o5/bvfJzKZTUggNFqes+TWIwJFiSdBjl0Tcxn1OSjMbx5P4F3w9UYUjkcwe+MXtc1Mk1OXSFpJZnYUhMwvg3hHQmFCQfD6Iz6N7XZSFoN1rfoVvt2sSRaeOivPobP5UORFSwJFiyJlrc+8E0QBIF9zx5guDtab6HICnt+vZeFm6I2JXuSnaV3LKJhWTQlSxQF/uGRfwNAq9PyyT//KFqdBo/Ti9Fs+L1ryBUnTpw4cX5/uCXEvSHBSuV9a7j8wgEq7llF7Sc34ZtwYstJQ6PX0X/kPIIowEy6S2KGA4DWl49SuLKeknvXodHrEDUSLdv2U/WRpahyVBiPHD1DxpL52IvykUMhdHY74xfb8Y1MYCvMZqpjAEQRW2YKhx97nvSqfESNxJUndjH/Y7cRcLnxOz30XRygYNlCBASCngCnn9zHnAdX40iQSKwqxDcyigD4BocQtDomh91Y0xIJu9yx+7TkpHPquWOUrGrAlpHIZM8o/WfbSS7KQqOTSMjPQEVl5OwlLDkZUdvGdc2mkosyGGrp4dSTe4Fouo4xNRE5HCFzRSO+KTd+b4C8eaUc/v6LOPvHWfvNjzHeFRVMvikP0wMTzL9/BedfOoYckalaNxej3cyuf3mWefevYO0f38Xhn76Ka2SKnPoi5t27HEESiQQjDMys1AqCwPy7l/Lctx4nPJPKM3x5gLVf2ELJ4koEUWCif5zt/982woEQRpuJzX9yD6nFGeiMerQmA0994+ex+0ovyaTxwZXs/8+XCPmDHPjBy6z+8tZY8s57QSQcwe/yMTk4gcVh5ba/+CiHvv8i7pEpsuuLqP/IUrSG9y6p5o2YrqstuEr+vFKsKTY0uqS3dS7PpJsT2w4xdHmAwrkl1K6b+45X5BVZJuQPoX2bHWotCRYsCe9O0F9P0B+k70rfDdvH+sdiq/c6vQ5HWjTNRlEU/vjRLxIKhtEb9dE+AtMepkanyMzPQGfUYbW/d+OLEydOnDhxPizcEuLeN+6k52AzZXcuo2PHUWo/tgHP2DSn/+tF5HCE7MZK6j+zBVVWCDg9WLNTyagvZuhsO517zuDsH6P+wTUooRBlm5oQtVokvQ45GEIJhRnYcxhrUR7J9dWMn23FPzJJcn05toJsWp/ahTE5Aa1Rz4JPrafr8EXC/hBzH1xNyO0hu74EQaOh9/glug5eiI05e14pYacT38AQvqFhstauoPfVw+gTbaTU52LKSOfC84cobCzFOxQtEhUkieVfuhPnpU6CfX2k56SRXFdO56EWgr4A+U2VSDotk6N9WHIyWPTp9Zx55gCCJKIz6Zlz1xJGrwwA0a6+WdUFDDZ3kVKcxeEf72C4tZfSlXUMne/E2T9zTVGYNUk4+dQ+SpbXcMe3P45reJLB1l4SMpMoWV7L4IVu0styWPvVu0FVETUiIX+Agz/ZiaTVsOaR2xEkCVQV95gzJuyv0vzqKXLrCpAjMnt+uJ3qtQ0k56QyeKmP0y8dY8XnNqKqKgcen+2dHr4yiMFmRtREu/e6x5yzJjVvJOQPIcvy2+qsOtY9ws///CexiNDGLQtZ8eWPIEkSkk6Dzvj+rdoD6K1GNv7Fgxz+6U5cI9MULCij/s6FaHRvb0Lhc3p5/u+eiiUKjXQMMTU8yarPbEBvenv34HV6ad5zlo5Tl8mpzGfOhvnvegX+nWK0GKlZVE3/zO8bor/d7OKsm+4viiKOtOgkf3J0ipd+up19L0SLuPVGPV/73pcxmgxoPoAuwHHixIkTJ84HifStb33rdz2Gt+TRf/rXb63KrSO9rgh7XgZKRKb5l68hhyKosoKzZ4SE/HT6j7XQs/cMw6cvUX3vKgpXNZC/uIbM+mI8HR0ERkZwX7lC2O0mdUED/tEJ5EAQU2YaaQvqiATDhANhUudUMHm5n57dJ7BkJpO/ej6mZDuqHCGlJAujRcfAgTNkNdbg7u5Dn2Qno7qQic5BQr4g6TUF1Gxdwvjxk9EnBGrUxx/yBnC29+EbniCxooBzz+wjf2kd5lQHQaebpMoiRg6dRPYH0Cfa8A2P4xudQNZoaXn5GF1HLpLfVMml18+RUpKJwWKkoKmC1OJMSlZG7QjGBDN6k4GGu5Ygh8L0n+/BnGhh5FI/c+5eSlZNId2HLhJwegEwJVlJKsxguHVmVVSA6vXz6T3dztFf7CJvXimqChO9Y6SWZGPPcPDS//sVp7cdpu318+TWF9FxpJWhtj7aD7VQuqyG1773PLkNRbQfbpn1PaYVZ1C4oJxwMEzpokr6L3TTfrSV8uW15NUWcODnr9F+pJXypdWkFmXQ19wdO7Z6ZR2dR1pRFZXS5bXk1BciShIhfxDvtIfBS33Rpyb+AK//eAcXd59Fo9didljRvoVA9jm9bPunp3GNOmPbBi71M+/2JqxJNqQPQACKoojRbiZ3TjFlK+vIbSh+R8W7PpePg0/smbVtom+M+g3z3tYEJegL8NqPtnP8ucM4R6fpu9jNcMcQxfNK0Oo/+Kx3URLJyE/H6/Qy1D2MPcnGJ77xEOl5aW8p0J0TLn7y/x6PvZYjMkPdw1Q3VWJ6GxPAOHHixInzvvHt3/UA/jdxSy1byWEZR1EWA8dbbnhvrKWb0k2NhJbXcfHpvZz72SvM+ewmBATkYIjJET+iRiK9sZGwcwpRpyNjyQLEGeE3dK6TxPx0Rs+0YU5PYvT8FazZqeSumAuqQsdvdiL7gwiSSObS+VTcvw7fpAtZ0jPVOURiURZNn92IqNWghkOM7juIErzWJEjS6VBmPNz+8SlURcFgNaM1G+k5dom0mkpErYSjrhLPpJfxrmHSK8rRasBujtpPlLDMldfPUrCwAr3ZyIWXjtA9I6BFjcSSP7wDk8NCeNpF1/6zlK5vpGr9XLxOLyXLqjm37SCpJVmkVeQy1TMCQPO2gzQ8sIo7/+ZTeCddmB02pvrG0Bp05DQUoQLb/+Hp2H0k56ex6ONreO1ftxHyBznx9AHKV9Vx5PHdKBGZ3jPt0Sx2VSWjPIehtuikQWvU0XjvcnRGPUFfkJ3//hxj3SPozQasDivPfeeXsSLWkSsDbPnGg3z07z9NJByht7kLVVUx2kwUL6midGU9PqcPSSsx2NbHK//ybCwLv+neZZgTrVw50sZAax8bv7KVssVVb/q7UmQF15jzhu1Bb+Atf5PvNe/WaiRJ4g12LYPFiMDbK2YNBUK07L8wa1tvc9espzEBr59wINoR2WgzvS3bTsAbIBwKY7Qa0Wh+u3+GrIlW7v6ju7j9s5sRBLDYLb9VvYVnZiJ7PRMjk6iKepO948SJEydOnFub978n/HuEqNVgy0rC1XYBW3bqDe9bM5Nxd3Tg67xC7UfXEvT4UBU1avP4l6dp33WKyzuOc+Q/nsOQmk7E68c7PEb3S7sZO32BlPJcdBYDZfesQWc1UXT7UnJXzCXs8TJy9AyyP+qFVmWFwQMnEFDREEb0jKMTg4goaM1G3IPjaAwGrpcNGrMJvSMR72C0aFeQROSQTPmmRtq2H6f7yEWO/WwnKgKX9l3g8I93cHnPWfY/9iJD7SMI169MzghgJSLHhP3V183PHULSailaNZfsxkoQBCLhCEarkaAviHfCRc/xS6SU5ZDXWIEgiRhsZuyZScihMP5JN2F/kInuEdIrcsmfX8aFmdz1q4x3j2CwGJG0UdtPN60AACAASURBVCHnGpnCdJ1VQ282EPaH2PODV6jfuICtf/UQKz+3kTu+/gBj3SPIsowcjjDWHZ1cZJRm03O244Z0mpbXz9K27zwv/e2TJKQm4MhNYfNffYzy1Q3seuxFfvqHjzLaOcTr/7Wd6z/sE785ROnCytjrs9tPEnDPjjp9I3qLgeoVtbO2mRPMmBPe+3QVVVHxO734nJ43tRa9U3RGPQvuWnJtgwArP70eg+3trVALCOjeUGMgSmIsztI77eHFf3uef/vUP/ODL3yP1kMXCfjeejKkyArj/WM8+bdP8sOv/oB9T+7F4/T81uMymPTYk2zYHLbfupDakZaI5Q01BwtWz8X6O7IYxYkTJ06cOO8nt8TKvcagY/7/uZ3AQC/6pFQUUUtqdSGjFzoBsOemkVqZy/ix46CqRFxO8pY1IKgROg+1zYowDPuCDJ6+hDI9BUD26sX07thPSkMV4ydPAyr20hIsKTZEvZ6IJBCYnJ41HlVWUEJhxk+eiW4YGcM/NEL6ssUYEy2oQMriJoITU+jMBnQJdjpfeD12fMrcaiS9lpTSXEZae1j+lbsxJlpRZJWeE5dmXevSrtNk1Uc7ewqSSMmaOXSfvExiVvINn5N/2kvA6aX7aAulq+dw9Be7GGnrw5GXSuPH1jDnnuWc/vU+9j36HHUfWcJtGxYgakTa9zdz8eVjsfPMf2g1erOBkC/4P0SPXkv9zJ9XEludt6bYSS3O5MDju0CF/T/dyZo/vJ2zLx1jamiC1MIMcmoKECURSSMhR2QCHh+mmxRemhOteMZdREIRXv/hK3zs0UewOKyc33mKnnPR711n0ON3z+62K78hQciUYEbUvvmKslanZdHdy9DotLQevEhSVhJrP7MB83sQC3k9IV+QgQtdnH7mAEpEpnrjAgqbKtC/h9YQnUlPw8b5lC6sYKJvjLSiDAxW09tuHmWwGln5idvY8Z8vRs9r1HHvXz5E0BfENdGPVqfFNTYNqorf7ee5f3qGR/7ryxjeIiPf6/Tyn1/+T3wzvRh2/WIXkbDM6odWv2/+d1uilT977P/y1KPPMjY4ztyVDay+awX6mfQjOSLjnvYQCobQ6XVY7Oa4Fz9OnDhx4tyy3BL/B9NbjQT7O5EDfgwZOZz5/nMUrl1AyaaFaLQiqqIQcjqR9HrkQAA1HCKnqYLA6HCsK+z1qIoKgoC7Z5CJBBv2olzkYJCwxwOqyvipM6QsmEfY7SXo8mLJSsfTNxQ7XjLoUeTZmecRr4+Ix8vowSMYU1OxlZVw8dWzVG9dQserpyhY0Uhw0ok+wcbwpT5siorWrKf27uUgKwQnozGVyx+5gyM/fZXQjCVEVVQkSaJoeW20oFYjodFp0FkMGOzmmHceIL+pnP4zVyhdM5fDP9nJ6OV+AMY7htj76PPc9qf3cfrX+4gEw0z2jDA1MEHZyjpad5yYdS/nnzvMbV9/AHOylfo7mtj/X9tj76UWZyKHZQxWI4ULyqi/o4mgN0DFynr0FgOdxy+DCo7sFJZ+6jY6jrZiz3Dgc3pJL81Ga9QhyzLzti7m2NP7Gb4yyOKPrsKRk8Jk3xgAliQrxU0VbPv2E7HPwD/txWg10X+xOzaWwUt9FM4tpfPktaZbKQXpUdFJtEnT4gdWoDO8tUfcbDez9P4VzN/chEanwfA+NKvyjDvZ99iLsdfHntiNLT2RrOqC9/Q6BosRg8VIUk7KOz6HRquhYkkVOVV5DLT1kVuTz2s/3sHlo21ANO7y7q8/wFPf/SX+GaE+2jVCYrrjTc/rmnDGhP1Vzuw6zaIti97zSM7r7yWzIINPf+PjhEMRrAmW2G9CVVX6Owf55688inPChdlm5o/+/g8oqSmKx2XGiRMnTpxbkltC3IsaKZrCQjSaTw5FEDUi/oE+vD09oKroEhNJWTCXkUNHMOdk4roc7XZasLyegRNtMQuERq8ltTKPjmdfBcA7OEr6/Kpoc6rrrCH+0VGMWTlorWYs6dFVck//MAaHnayVTbi7u28Yp6CRkHR6fANDiFqJuQ+uQkWg9/glOg9cwJhgIeDyokQUMmuLmGwfJCE7ifZndqLMZMebMlNZ+PBt7Hv0BQCKltUw0T1MwBPgxK9eZ/6Dq8ipK0IQRVZ99R7OP38I9/AUOXNLKVhUiXfChaiRYsL+Kt4JF8pM/KctPZHi5XW89k9PU9hUcYM9JOQNEPIGOP/MfmrvWsaWbz9Ex5E2knJTSC/PYailh4UPrcKelkj38TbadpxE0kqUr5tPXn0hd33n45gdVsLBMPa0RLRGHU33L0fSaug714nWoKVyZR0Fc4uZ6B3DaDOz6Wv3MNEzGsvT3/1YNAkJiIptqxFREsmrL6J9RmCefeU493z3k9jSEug730VacSZN9y7D5/ax+Y/vJqMk821lw2u0mvc1DabnuknIVdoPXCC9PPdDKSSvThKSc1IYuNwfE/YAnikPJ18+RvXyWk68GO07kZz71pMJo+XGmgJ7iv0DuX+b48Yu065JN9/7+g9xTrgA8Lq8fO/Pf8hfP/FNEt7j5mhx4sSJEyfOB8EtIe7lYABbSSnB6SkkrYQtOwV7VhJTZ07H9glNTeEbHCRtyaKoP7+oFMlgQEGg6Qsfof9EGxq9lsz6YoaPnI2t6JszUzFnpzJ65Pisa2pMJoYOnSbs8pK6oIaMpfNQFZXp/jH83iCm9HS8PVcTZgSS5s1BVUUSqirQJ1hwXuki4vEy2dZNzdYlnHpiF97xaNFm6Zo59J9sI7OumJFj52LCHsA3OEravGpKVtWTXJgBosCRH23HYDOx+A82c+CHr+AamkSj17Lw4XVUrF8Qnfyg0vz8YTJrCzEmWLCk2PFcVySqMWiRNBo2fuvj+F0+DvzwZUK+IO7RaRz5aUzOeOABshuK8YxOY3JYOfDoNpZ98U5Kl1RhtJv51Ze/jyIrJBekU7t+LueeORA77vSTr+P42r30nWmneEk1J589SH5DEamF6aBEmzJ1nbqC0WZCbzaiN+kxmA0EPD62f/NpdEYdRpuZJQ+vw5xoYbJvjP+fvfMMr6O80/5vZs6c3qSj3mXLsopluci9N4zBxhTTAgRCAklYYHezbN6XZLPZfTfJFjabkE1II4WE3RASQjMdG2zce5FsS7J670ent5l5Pxz5GCEDJrHBTs7vuvxBo2dmnnN0LN3zPP//fdvS7Kz56+tAFPAMuMmrLGTBLcvY98wOKpZXc+S1A4T8YSrXzGK4e4htT25h1efWkVmcfeE+gBcIZ97EUqqU/PQLHsJ1MXD3jkw81ucmsygLSdax/PaV5+Wlb7Qambd+Hns3x8vAZKPMxvuvxWy/cJkFHwVFUejvHBh3zOv2EY1E3+eMJEmSJEmS5NLmshD3mqIwdPgQrtlz6DnaxLTb1hIZHJgwLjLqQU51oddZ0USJ4LAbNRTAkp1DyZrZiJLIaFMngTFfeWtuJq6qKQQ9IXRGIzFfvMRFttvQO5z4OvaCptHx+k5kmxlXzQz2Pv4ycz97FaMDg2QsXkh4aBhjRhr9RxrpO3gSiO80TL1pDVFfgJH6FtJnm7nia7fT39BJalEm7tY+Gl7bS97s0kQ67btRgmHSizMxOq28+cjTAJQsm86xF/bg6RkGIBaOsuPHL3Htv38O2SAz3N6HKdXO3l+/yYzrF7H4nqvY8p1niAYjiDqJhZ+5ktGeQY49u5OKq+fjGRNrh555hxUPXEvL7hMMNfeQVVHIlOXTCXQPUDx7MuWrZ9J/upvB7nho1ZlV/sySHIaae1hw95VY050IosBwWx99pzoxWE3EwlFKF5RT+8Iuyq+cQzgY4eVHzrru1L9Ty3Vfv4PM0hyioSg5FQW0H24i4PZz6LmdrLz3asLBMJIs0X6sld/9469Qogr2DCfXfPlG8qYVY7Kb+fmDj6FEx9fZL71t1UfyuP+4sGWmkFWWT+9Yj0JqQQY5VZNQY2qiQflSJac0N5EzcIbKpVVULJ1G5fLpGC3G8yp/MtvMrLxtFQs2LsQz6CG9IP0TE/YQ363JL8ml4/RZ//zUzBT0hosXWJYkSZIkSZJcTC4LcQ+AphH1eMismkxosBdT6sRVUEOaC4PdSjQYoW1HLf4BN9kzpmBIV1CDITre3oMlJ5MpN65BMhgYbuvF2zOMOdWKbXIJqdXTUZUYkl6m4bevjivTUaMxdAaZtCm5RINhvJ0DdO87gTXLxeQrUxPCHuLONe1bD5A1J+7aMnCwDkmWMDttxIJhLOkOFj64CZ1Jj3NqMf6esw8qoqzDnOkirAgIosCCz65DJ0s4clyEvSHSirPIKM0l6PZRv/UIoVE/ms1IxB/m2PO7ANj7xJsse/Ba1v+/O4kGI8gGGUEUOP7i7vhKfUEGa798E027TmBymDFYjVRcOYewP4jRZiIajNB8rJ1YNMrUxdPIqiwmEtVwZDoTAs8/7GXeLcvY+6vXGWyK9yPkzZjMjBuWoKEBAm/++8toqobFZWfP786u8AP4h70Mdw5QPHsKR3YfILd6EjM3LkCUJCS9xP8+/HN8I15u/dbdbH38lYRtoaffzfZfb2Hmuhp0eh2iKKLwLnEvjP37GAl4AvjdPsL+EM6sFCwOC4I4cTXeM+ihcEEF1dctQlM1Ap4A3Y2duM6jnOWTZnTAzY1fuZUdv91GwOOnakU1rhwXIgIW18Ryl/eiKiohfxBNg53P7mTPC7sxWo3YXQ5u/eqteEa86GQdjjQ7NufFqb0/F/YUGw/82xf4wVd/Qlt9BzlF2fzVNz+HLeXjm0OSJEmSJElyIbl8xD0gW8xIBh1iSrxpL2V6FaMnT6HGYpiys7EW5KOpKief38nQWM358OkuFv/9LbS//g5qJIq7oQV3QwvmzDRcNdUMHa5lcFc3EG+ULVi3lPCoH53RSPRdTix5qxYg223kTC/G5DCTvnEZtU++gq9nkFgoMmGuYY9vXPiROcOFOS8TJRhhpKOfnT/ajBKNsvrvbyJnSQ3uhhYko4GMmml4Bz2886MXqbl1BQajnsZX96LGYhQtqcaUkcL2/34Oa4aTGZuWYnRYaNp+DE/fWUcfTdN4+9Fnqb5+CWgqrXtPEXD7WfvwLdgzUzj15kE6Dp0mu6IAa7qT9sOn2TsWfCSIAivu38hI9yAdR5o5tfUo1/7zHVgzHfiHvax+YCPbf/YqmqbRdbwlIewBOo80MWnxNBr31VNcPSkhyDWNc5aeSLKEb9jDlHllvPLos7z101dY9YWrOfjiXnzDXmSjnqA3MMGPfLC1j4xJ2RjMBubdsIgd//t24nvTVlSjN44PawoHwkg6cULaazQYjifSahqSQUb/IU4v5yIw6mfzfz/P6X1xlyOzw8Jd/3kPzsyUCWOzSnJ45fsv0Hq4CQTIKM7i+q/ccm5HoksMu8vBs//xNFUrZ2C0GGk62IgoihRN//BmYP+on+PbjnJ823HW37eB7U9vA0BVVT71tdt59K+/z1BvfEequLKIe7/52Y9VXGfmpfPQdx9EiSmIkojjHLX5Zwj4Avg9AQZ7h8nMS8dit2A4jx2LJEmSJEmS5OPishH3hrQ0JJOJWDBI/669aIqCOTeH9IULEAQIDQwwuG8vksFI+cZFHPjpS4RGfaCBEo6Mq2sHCI96kSQBX1t34pgSCjN0rJ6sBTMpXr+c4ZNNBPuHcVWXEgkp7P/2UwlP9bTyAqbddiWqoiLqJKz5mfg6ztatuyqK8Y457KSUFWPKSEUNR1FVlR2PvYimxstbtn7nDyz9q2uw5mchSBJ99R3s/sXr6E0GrC47B3961l2l/qXdVN64AkduGiPt/ez6yUus++c7ya+ZSk9d6wQbTbPTzGBzH0pUIeIPIQCuSdn0vbKfaVfPw5Hjwpxio+61A/HVbi3uTLP7iTdY+eC1dBxpRlVU6t48TOaUXF575Bmqr5nHhq/eiiAK1L64e8LPabi1l4oVM9Cb9FjS7PgHPfiHPMzauJDO460JP3tHZgpWl50tj20mt7KQtfdfw+m9p3BmuxLhUdFQBKPVhE6vIxY5605UWD0JvdmAbNQzc90c8iuLaNrfQH5VEdklORitcZEe8gXpru/k0Mv7sabaWLBpCba0uD962Bek/tV9tO44jqZqZM+YTPVNyzGco+Hzg3D3uRPCHuJif9v/bOWq+zYgv0f0mR0W1j24kWgwgqqqGEyG86pTvxQwOyzM2TCfN3/2GuFAiLJFlcxcOxvxQxphY9EYu5/byban3sZoMeJ+Vx9IxcIKDm49lBD2AC11rbTUtjJ9SdVFey3nwn4eDxOhQIjtm3fxxLefAkDSSXz5uw8ybU55wv8/SZIkSZIk+aS5LMS9zmzBlJFBxDOKp7EZTVGwFRVhyc9Fi0bRRIGoz4umKMQCfoKdbcy7/1qivmDcWUfWIcq6cX735qw0ot6JyZVRrx81phANR4mgw1kxGdlmo+6Zs2FJkkGmaNlMGt84QM+xZixpDqZtWoa3uYPh+lacJQVk1VQgCALpM8tBFPH0DDPY2ElqcQ7z776Svb98DTWm4O0dZvfjrzD/s1cSHPSyc8x2Ml6b3zNhfkP17aRNzmGkvZ9YOEpo1Ed01EvR3Km07atneCx5NmdaEeklubi7h6i+blHcW16vQ28zMevmZez8xev01XciyTqmr5/H7E1LOfi77QDYs1MwOy0s/dw6Wg40IEoiBquJ0qXTqHvtEIUzJlP3yn4KZ0+h/T0OMOml+Wz54YtYUmws+vwG9v3yNToPn6ZgQQXXfv12Wg42YE9zkFWax8uP/I7R3hE6a1txdw+x4LaVGMxGZqybw47/ie8kHHxhD1f97fVs+8XrjA64KZ41hcV3rErUd5tsZvIrC8mvLJzwXrXXtvH8vz+d+Lpxz0k+8+gXsaba8HQP0bL9WOJ7PUeayCwvpHDBB6fZvpfRAfeEY+7eEWLR2ARxD/Gac/7EFNpPAqPFSOWyKopnloCmIRv152UXGvQGOfDqASCeSmuymuJN1P4QVqeVvt6hCef0dfRf8PlfCAK+IE8+erZvRIkp/ORfnuAbT3wVpyvprJMkSZIkSS4NLgtxHwsFEXQyoixjL5mMrqqSiNdH7zu7QNMQRJG0ObNQo1GibjdRzyhKIMDg7r2IBgOZSxaSu3Ih3W/vQQlHkG0W0mdVIYxZbGrK2ZptR2kRiAJ9J9o4tXkX87+wEU1Rib1r5T+npoyOfafo2BtPiHW3h9jz2HMs+/KtaEYT/Q2dDPbuoXzdPJSIQs+xBk69tCdxft6cMirXz+P4c/EaeVt2KjqDHtmkoDPIxMJRdAYZa+ZEz3BzmpO+lrEdAgEMVhPHfv4iRoeFxfesIxKMIMkSsXCMzf/8ayKBeLLurE1LcOamgQr17xyjrz5etqREYxx+difrHr4F2aSndHk16ZOyef07zxKLxKhYNZOimhI6j7eQUZLDjA3zQRCoWFuDPTOFqmsWcOqNQ0iyRMVVc+lt7GKka4iRriFe/c4f2PDwzagxBUkvU/9OLSFfmPLlRTz10E/HpdI27jrBvJuXodPrqFo9E2uqjRPbjmF12cguzeGmb94JqobOIGM8j2bZoDfAgRfG7yyEfCH6mnuwptoYOt054Zz+Ux3kzSn7SLaMuVPzkGRdwrYToHr1rPOa4+WGpNN9ZC96QRSwOCz43fEU2rf+503u+Kc7eONXb9Lf3s+cq+dyZNvRceOrP+ZV+/MlGolNCEkbHhiZkK6cJEmSJEmSfJJcFuJeZzDia24m6ol7UYsGA6nTqxFlGTUSQVNVho/V4ppRhdvtRnY4iIzGx6rhML62dkzpaRRcsRgEATUWIzw8gDk7h+KNq+jdfYRYMIR9cgGaKLPrP39L1W1rcBZksf9nL7P84dvIm19J40txsegsyqL2D9vHzTEWihAY8nD46W3EQhH0VhNla+cgyhKntxwaN7bzwCkWPXgDxwGzy860q+eDpqGGQtTcspx9T24hFopiSrXjmpLHUGNciNpyXKRVFHL4hT0Ikkjl+nlEg2EkWUfYG2C4oZ3U0kIEUaB+2zEiwbiwn7SwEmeOi7cfe5HS5VUJYf9uPH0j5FYVUzSnlOf/6cnELsXuJ7fgyE4hNOIjsyyfU28f49hLcdtQvdnAdd+4k8lLqlAVlR2/epOmvWe90Ef7Rgh4AtTvrKVq1SwiviAF0wrj6Z9jZUBnkI16GKs9N9nNlC+rYvKcUiS9jlggRNvbh/H3j5A9q5T0imL0H7JqLEoShnOMOXMsvayA+veEd2VVFX9kv3WT3cyn/+OzvPn4qwTcfmZdNYfS+WWXRR39x4HVaWX9Fzfwy6/8HFVVaT7STG5pPrd+5VYQQBRFPv3V23jzN1uRDXo2fn49jkt0Fdxg0pNdmElP29nyu5plM8/LJShJkiRJkiT5uLgsxL025pRzBjUcJtjfR+aSBcT8foaP1KIEQ4iyjGx3YC0spn/X3sR4vd2Gt/k0MV989dCcl48xI4PIqAc1GsU1vRSD007brjo6d+1GUzVOv7wnHoB1qBE0jewZJZgcFnoONyKbjVjSnITfk7Spt5lQIlEQBCYvmx7XqoI4zj4w/oLAaLew9h9uA1VFU2K07z2OFlPJXTiNDd+8m5DHj6CTSK+azOQ1c5BkHdFwhGgwwoq/vQFBEmk7UI+maqixGOU3rabreCsHfrcDURIpXT2L+bevZt9v3qJs5Qxe/tZv0BSVgdM9ZJbmMdjSO25KGSW5uAozaTvcNE50AzS8U4s91YrOICeEPUAkEOatxzYzd9NiLOkO+k53jztPZ5AxOy2c2HKUiuXVlCyuJOwNoioq1evmcORd15p/63LMjrPlKoIgoDcbiPiCHPjR84RGvAC4W3qI+IIULqn+wHpvg9nA0ttX0Xa0OWGVmTk5m5Ts+G6ILTOFqevm0fjmATRFo3BBBRllBe97vfdD1stkT85h01duQVVUTDYTonRp21p+3OROzeNvf/53dNR34Mpx4cxMQYkqaJqGpJOoWT2b8jllCKKA1XHxQsT+VJwuB1/5/pd48jtP03yqjRkLpnH9PRuwfMQ+jSRJkiRJkuRiclmIe2BC+YwSDKKEQugs5jGRH0A0GHGUV9C3cy9KKJwYK8oyoj6+uibIMtaiIkZqTxDs70e2WkmpLGe0sRl7TlrCmSU47MGWlUr5NQtp3n6UwpoSYkO9TFpaic5monzDAvY9/hJRfwgEmLxyFjqDzPIvbUJn0DPS2svO7/6ewsVVFC6opOWds/Xd6WUFKOEInpYuXFML6dh1nJ6D8RXvgRMt1Hzxek6+doDK9fMRZR2Hn3kHo91M+do5bH30OSJj95x21TxGTndgz8vAN+zj9Lb4PdSYwomX9rLwCxvILM1luL0/EdrVur+BtV++EU/fCB1Hm9CbDMy4dhE6o0zIH8SZPbEUyJbuIDzqS5T4vBvvwCjGFBuSXmbpXWt4/b+fJxaJIUoii25fhSSI1Fy3CJPdgk6W0Fw2QGDmhvmULKhgoKWX7LJ8rKk2JF384xgNhgn0D9N/vInM6tKEsD9D5546cmrKMHxI7XpKTiqf+8H9tB1rwZpqI6M4E4szLh71FhMlq2ZStLACDeJlUX/CCqzpMqyj/7jQG/XojXqcmSlEw1HaT7bzh2//Hs+ghyk1pVz3t9dh+wCHmkuJtCwX9/7jXUSCEUxWU9IpJ0mSJEmSXHJcHuJeVXHNmwMxBUGU0NAQRQl/VyeBrniJiWyz4ayYRiwYIq1mBsOHjhL1+THnZKEzm7AVT2LI7caSl4f7xCkC3fFm1Yh7lIF9B0mfW0MkeLauPr2yGNlqJjA0iqZo8evOqCTQ1Y1kNtG09RA1d8XdcnRGPQMn2/D1DtP84naMqXaK1sRr00+/cYBZd67FkZ9BX20LqZNzyKooQDYb0NltNL22h6GGDowpNpRwlGgghK93iFgwTDQUwZaRwswbl6FpYLSZWfe124gGwvGyFE2lc+cx0iqK6TzZMeFtG27tJa96Mil5Z33UlWiMLd99loV3r2X2jUsIeYLEIlFOvXWM4bZ+am5aQuaUXPoa46E+jqwUimtKefORp5myrJr0ydmUzC/Dkmqj51QniAJ1bxwib1oRfSfauPZrtxEJhjGYjbTuPQUCzL1hMaFRL96OPvqOnka2mMidV0FqrovMkpxxc9ZUlaGTrZzevANBFMgeywp4N7LZeF51zjpZhz3dQdWqGef+vl6eYI95uRDyBokEQkRDEUwOCyaH5bIoBQr6gvz6a08QG+tRaNhfz+s/f50Nf7UBvcnwIWdfGpgtJsyWP7+eiiRJkiRJ8ufBZSHuVVVFC0fwNjeixWKIej320nJkuwPGxH3U68XX0UGgb5TQ0AiuqqmYczIQBCG+ii8KZCxciBZTcNfvHH/9aBREgbAngMFhxVWaT07NVNRoBEnW0XeylalXzKJvx8747oEuHgq194fPx0OdFAVBFFn4wPUokSj+3iG6dh2laPE06l/ey4GfvUzVTcspWVJGoKub3m07yb9yJaIsYc5MpXD5LMJuLzqTgVg4imwyEBwNYLKZ2ffrNxkY8+y3Z6Wy8N6reOd7z7Dkvo307z2CJSsNs8tGekkunQcbx72u9Cm5REJRDBYDJYsqOb2zDoiXyziyU4kEw1jT7Bz8w04ad9RRecVsIv4Q06+qQW9ZDAhYnBa2ff/5eDDXwQaW37OOw799i+Z+N3kzSii7cg5PP/xzRroGqb6yhq3f/j2apqFpGjW3rABRRInG8LT3c+LpLYm5DZ5oYfYXrkN+j6CLBkJ07Ig3WAqShKpqpFUUMXiiNX5MFChaORvtYxCyIX+IWCSGwaInFojQW9eKpJdJL83D9AlaWIa8Afb8egstY/0N5hQrV//DbVjTLv3V79HB0YSwP0PjoUbCwfBlI+6TJEmSJEmSS5nLQtxLejkh7AHUSATv6QZsJVOR7XaiHg+mzCzM2dmYs7OJBcN4mjswpNoZPVmHYPScdgAAIABJREFUGokg6vWkTJtOLBhCtlmJjLzLwlAQ0JmMyHqo/tQKNFGHzmxAVBUMFiMZ5UUEevsSZUHBrk6mXjmXsCeAu60PvcVI+cbF9B0+63fu6x6gcFpJ4mu92Uigu5fwsJvsJfOJhaM4slOxZzg59svNKGNBWI6ibEo2LCFtSg7ursGEsAfw9A7TebiJjKkFHHzqLebddQWjDS0E+wbJLJ9CZkUhfSfaQIDCuWWYU23s+M9nCI76WfbF9Uy7ag4hTwBruoPaVw9w6s3DrHhgIwPNvWNzNCDJEgNNPZzeUYumaSy88woW3Xs1HQcbmbxkGlv+7TeJ8pzT246iaRpzb1zK9p+9itFm4sqv3UbYG0BvNqIz6jFYjEQDIbr21o37mUYDIbw9gxjP4S8uiHHhfsaS1F5aSObMUoLDHhz5mbQdb8FZlP1Hf54+DFVRGekd5rWfvoJv2MeNX97Etv/6fSKszJRiY+WXb/7EBL5v0JMQ9gCBER9HntvJ/DtWozNc2jsR9lQ7giiMCybLnZJ72e6gJEmSJEmSJJcal4W4RxCRjMZEQyyAEgqCpmJMS0MymjCkpjJy/AioKoJOR2pFFd62FtRIXJCpkQgjdcexl5aRUlnOwP5DGFNT0FnM6FOc+Du68NTHPdtzVi1Hjan07D+Or7OfoquXoYXOeuKrkQieE7VM37QE0WBEEEVat+xjpL4tMcaal4GnO+7hnT61AFumE7k4E4BoIIynYwC93czgkfqEsAcYbe0h4g0wY9NS6l8/OOGtGO0eYvp1i/ANjHLytYNUXD0f/7CHupf3kT2tmIqr5yEAvac6aNp1gpS8NHyDo2z93nNc/bVPsfOx59EZ9NR8eg2ly6ajN+lZ/eBG9j+9nd76DqYuqUTSiax84FoEUSDiC6Iz6HFNySEWDE+ou+88fJqlf309AM376qm5fjEmpxVJ1qE3GZANMmo0inQO8aYzTlyplS0mCpfPov4Pb4Om4Wnppr93lIZ3ajGnWPENednw1Vsx2i5eWYR/1M8vHvopAU+A6tUzad5+fFwKcXDES29dK8ULP5on/oXC2z/RW3+0ZxglGvuTxL2qKPjdfpqPNKE36MmvLMB6gZNijRYDGx+8js2PvUAsEsOV62L9fRsw/RlahyZJkiRJkiSfBJeFuFdCYWR7KqbsfLxN9aCqSGYLqhJD08Ccm8toXS2Mpb5qsRiexlNY8guJDJ0NyVHDYURRZPR0EznLFxPo6SHq8SAAst0GghCvWxYl+g/W4q5vRWc2MnT0JNnzqxENBtRwXNyqkQh6m5nAkA+Dw0pqaSHe9l5iwTDW7DSKV80lEgyTUV5AxO1BiymEvSEkg559v9rCcGsv069bRMQzMUgr7PFjz88kp6qY2hf3jPte3qwS3vnhiwTdfmbdvAxRJ+Hrd+MqzmT/WPDTGRbdcxUtZ9JThbgDjRJVMLtMmCxGjEZdfKW+vp288jwsLgexSIziuWWc2nIYi8uOMz+D3zz0YySdjlsf+dyEuVrTHaBp5FYWMmP9PAxWI5b3CEKD1Uzx6hpGmrsSjb2WrFRMrrNlJEFPgIg/hKpqWHIzmfmF6+g/ehpLmoPps0qpXDOLkDeI2WnFaL+4QtA34iUw5oQk63XEwpEJY6LBic3FHxfpJTmIkog69l4CTF5Uid784aFSH4R3yMvjDz5GeOwBzpHh5M5H7sGacuEcbAxmI9OXT6e0ppRYLIbeoL+g10+SJEmSJEn+0rksxL0aiTB85DjmnGzMOfmEhwewFk9GkHQY0/QIooimjrebVIJBdGYzeqeTyOgoaBo6qxXJbMJROoXhY8eIjo4CEOrvx1JYiLWwANlqRYlE8bR1kzajjJQpBfjauwj09pO5cAG+rm5EUcCUlcVwfRv9B2uxFeaQUVNF6Q2rEEQBvcWIu6GVgUMnQBRIq5pK0B+hdc9JytbNAzTm3rkGS5odoTiLU799A23swUTUSdhy0/G09yLpJObffSUnX92PEo0xZcUMIoEw7s5BAPb+8nU2fOtusisLQRSwujZiSbGiaRBw+wgHo3h6RwAomjOVwdPdyGYDi+5ZR987e4mMxndCHFOLkVJs7H/iNQRRpOrahcy8YQmxaIyX/v1p0OKNuOFAiKlrZlP/RnxHQTbpmfPpNYiyjmWfuxKDzfy+qaUGh5U5D9zIUH07BpsZe0EmBlu8rCU46mfL91+k+0R85yN3ehErP381OfMqEQQBndmIKInY0i6+/7kSjWFNsSHpJJSYQsP+Bm58aBMdB+rPJhTLOnJnlnzwhS4iRpuJKx++hb1PbiHkDTJ1xXSK5kxNlDP9Magxhb3P7UoIe4DRfjfNh08zfeW5G5L/WM6451xORCNRRElCksRPeipJkiRJkiTJB3JZiPszBLp7cFaUoXc4EWQZTVUT/0S9ATVyVpjIdgeaoiE7UrBNKiE4PIQ5IxNvUwuWvNyEsE9cu7OT9IULUQIhoh4f9qJcHEXZdL35TmLMyIlGMhbOpftwIwVpGdhyMzGlpwCg0+sQ7GbUmIKmKKSWF2OfXEA0EEYyGtjzk83xcQYds29ajOdUA96eVqzFBcz8/HXUP7cN2WygcOUclEiU3gN15C6rQQmFqLyyBnteOideP0jr7hOJ+aiKSmjUz9Ce/eSumI/a303v4Xj9vGNKMZllU6i4YhaZU/NJyXGx/fvPUbygAk9jc0LYA4zWt5C3dil6ixFNVXFNzsFoN+Mf9hINnl21fumR33HNV26leFEloVE/lnQnbQcbOf7KfiSdjpqbl5JbUYjePLHcRm8xobeYMMwpRxCEcR71fY1dCWFvclhYdNtKGv7wFt7OfmSLkSnXLMVRlI0kX7yPa8QfZLill/a9J3HkpnHfD+7n1//4BO4+Nyf2nGTFQzfTuPUQkl6mbG0NRvsn11Cr08tkTsnlioc2oSoqBqvpI4dvvRdN0wj5ghOOh3yhP+m6lzsBX4DOpm62/n4badkuVm5aRkq687JwJkqSJEmSJH+ZCJdDdPr0kina5v/6LgDZq1agqQqCAP6OdqJeL8aMTIxp6XgaThHz+9A7nVgKixk6cBglFEKQZTIXLYy73cRipC+cz+DevePuIer1OKdNA00g4vFhykyjb/chgr3948alz6+h8a2jTFk1i+7t+7FkpxP1BRANevKWzUEbc84RdBKdhxrRyTqyqooJj/rQNA2j00rHy2/AuxoKU6srUfRWhho76T7ewsybltF/oI6oyYoaU8muLMTksHDwt2/TeaQpcZ4giVzzzc8wdPAolux0Bg/Vjptr3hVLsWTH6/yVaJSQN4gkivTs2Ic5KxNjhgtNUfA0tWEvykV2OhFlHXqLMb5yHY1x7JX97PnN24lrOrJS2PDVT+Eb9BANhXn928+Mu+cN//qZcdab58Ph53cj63XklOdjsBhpe+sAw6fO9i8IkkjNAzdhuEiCWlVUWnYc4/jvz6YO27JTmXfvBgZ7hnHluDDbzfGVe0FAkv88Q6p6m3r4+Zd+DGO/E3R6mc//8H4c6c5PeGafHEd3Hud7f/+jxNfONAf/+Iv/c8mm6H4Yw0NuYpEYOlkixZV8SEmSJMklQ/KX0QXkslq5N+fmoMUiaJqGp6kRJRCviw50tKFGItgml6CpGpLBwMCefSih+KqjbDYTGhhIuO1ERtwYMzII9Z8V7raSEiSjKS7sM1wIwvtvv2dUFOFr7yHqC+BubMNZWoitMI/aJzYT9Qex5WVQdMV8LDY95rQU+vcdxt/Rjd5hw1VVNk7YA/g7ujFPLiHkDRIY8uDtHUEQRUx2C7t/+TrHXthNVnkB8+5YjX/Iw0jHALLZwNzbVqJ4fejtVsJDE5ssg70DCXEvyTKW1PhuR8b8WRx75h16a7cgG/VUrJ+PMd2FIAgIkphYBZZkHWXLpmNNs9PwTh0peS6mXzkHq8uO2WFh249fmnDPlv2NH1ncT11SSeuWA9Q9sZnyG1fhaRufnqspKhFf4KKJ+4g/yOkth8Yd8/YMo8UUiqqKAQh5/ASGvYg6CZPD8qEBWud130AI/5CX9oONpOSnkz4lF5P9kwvDSslJ5fM/uJ/hniEEBNILM7E4P7kdik8a36ifl554bdwx9+AoXc09l6W4b2/u5OH7v0nL6XZyC7L51ve/yqQpBUjJROUkSZIk+bPishD3okFP6sxqjGkuwp4RZJMlIezPEOrrwZiRgaexAXvp1ISwh3gwkvCuWllPQyMp06sw5+QQ8/uRHU4kg4GO3bWMtvVRdv1yZLOEq7qczrGVe0EUcZROwpzlwpKTTu++44nrpU2fSt2TryasMlVVRdUgpop4B72kzqxCQCPYP4RkmliTLtusBIdGkYmx6IsbiIYiDB0eorC6lJSCDEba++k92c7pHbUse+BalGgMUZKQDToi7lFM6S4AvG1nbTPjwV0FRP1BEAXksftqqkbr7hP0Hm8BIBqMcPR323FNzuXk/76CMcXO1BtWYhpLDDU5LExZWEnhjBJ0el2inEaURFILM2h+lyUjgKvg/IR9OBD3kI+GoojRCEMnmgEIDLqx5qbjPn32tQjvmv9HJRoMo0RjCIKAbDKMKwc6i3DOkh9BjH9mgqM+tv/X7wkMeQBwFmaw4PPXYPwThLimavTUtbH9h5sTx7LKC5h7+0p66trIqSrG5LD8Sam5H3lOikpfUzcHntuNTq9j8R2rMNmMcBHLoS5FRgbctNV3YLGb0Rsmvv+yQSYSjpzze5cqw0PuhLAH6Grv4aF7vs7P//AorrHSwiRJkiRJ8ufBZfFXW5JldCY9wb4eTJnZqNEIiGLCHQfiZTWCKOIoKwOEcd+P+nwYUl1IJhNKMIimKAwfPUbGooXITidqLEYsECajspiQ24evbxBbhhMlECR/3XI8rV04pxTh7+qmf9dedBYLWbMrQVFxN7YRC0cTwl6UdRSsmsfuHzxH1B9/wDCl2lhw//UEu3uQbVZsRQV4W+N/ZCWTkZSKqez/4bNEfEGG6tup+atNGFPsRH0BVjx4LQG3HzUWw5runOCtrrfGBWYsFMZZXsJofTM6m4WcpQvoeGsfvo5ezBmpFKxdhMFpJxqK0H+yfcJ7PNzag9FpJdA/TPvbBylaMzf+ADHmwPLeOnpBFChdUkXTrhOMjDX45lQUkPGexNlzEQ1FCI0GGGrsIOYPYslKpezGVdT/4S16Dpyk/MZVRDx+Av0jSAY9xVfMRfgjasojvgD1L7zDwIlW9FYz0z99FYFRP4NN3WRXFmHNcGKwGDFYTVRcs4h9j5/diUgvy0c2G9BUlZYdtQlhD+Bu62eoqYvcmVM+8pzOEPIGOPzMjnHHek+2E/YGOfz77Rx6+m2WP3g9OdOK/uh7fFT6mnp49XvPJ77+/T/9mru+dx+pf0HhUiMDbh79+8dob+gkpzibm++/nvojjQlnotxJOZitJn72jV8ze9kMpsyYTErapV+2FIvEEsL+DAN9Q4TDn5zrU5IkSZIkuThcFuJe0zTCw4PIVhuCKBAL+LEVT8bbNJbIKgjYSkpBp2P44AH0KSmkz5uDv6MTTVOxFRfTX9+BbWo5is+LpijoU10oURUtGmBg/360aAxBksifW4E+xUnP1m2gxUt8HOWl+Du6GK2P3y/m89OzbYScVctJm16KZDQmgnlSpuTTdaAhIewBgsNe+utaEEN+zFnp6FOc5EwuSpQJ+Xv7cRRkMXCihVgogq93iJLrliPJMoIgYHJ+uFWgqoG5sAjb5GIkWabrrb342nsACPQN0fTsFkpvXofOIOMqycXdPr6XwJ7ton/PUTJmlJJSUsDJ372FGlMoWDYDZ2HWOT3pzU4LV/3fmwn5QoiSgMFixHge5SrRYJjQkBtHViqB/mHMTisRf4jsORV076ml4fntlG1aiabEm6VlszHxkHEuQqO++O6MKKK3muM2kTGFjl21DNS1ApA7r5ITr+6ndc9JAGpf2M2MTUuZsqIaSdaRPjWPlV+5jZ7jzThy0nAWZmKwmlCiCr6+kQn39J3Da/6joirKhGOaqiEIApoGh3+/ndSC9AvavBsNRQiM+uk51YEzx4UjMwWT3UwsEuPYG+NLk9Dg9N5TzL1u0QW7/6VOV3M37WPBcd0tPezfeoiv/vTvOXmgntTMFDLy0vmvL/2Akf4R9m85yJWfWs36O6/EfAHKtC4mgiiQV5hDZ1t34lhqWgo63Qf/CYhGY8h/YTs3SZIkSXK5c1n81tZUBVNGNhHvKOGhQfSuNJRAENfsOcT8fnQWC+HhISSDgdTpMwh0dRAeGcJROoVowIeqibRsOYh/wI2jIBNJL+Nu7aX6jitQh7rRonGRrSkKoydPkrFgXqKpUAmHESUdvvbOcXNSI1HCo16CvX3YigspvnIhbVv2IRkM+EcCE15DJBDGqBMIDgwxeOBI3FNfFNEUBUNqCs7ibAZOxEtlZJMBnX7ilr+macQCIdRoFFGnQ5AkNFVBjcVAEFHDYUaONiHKOjLnTgNBwNMSn3fU60eJRpEtJkpXz8Ld1sdQUzeiTmLq2hr8PYOAQHpVCUd+9mIiQbT2ydeYec81OAqy4tfxB/G09xDoHya1rBiDw/aRk1oFwNfZR/e7UmuL184no3oKvQdO4iorRG81gRZvpv0gYe/vH+Hk028SHHRjcFgo27QKS1YaSiTK8OmOxDhHcQ57n9o27tzazXsonDcVk8OKbDQgZxuwZ7vGjZFkiaJF0+g61DjuBeTM+NOsMA1WE5Xr5rDvybPZBCn56UQCIdRYXPTHwhEudL97b0MXm//1t5xppJ+6rIrFd65G1ElkTMqicffJceNTc1znusxFIxaN4Xf7CAXCGM0GjDYThnM8WF4sfKPjcyd2vLQbj9vL7V+6GVES+fINX2P6gkpqVsykrb6drc9sY9Wm5Ze8uJd0El/+f/fzjf/zX/T3DpKalsLD33wQUTx3b9HwkJu3X9/Job3HWHP1MqprpuFMiZfqaZrG8KCbUDCE3qDH7rB+rD+jJEmSJEnywXwi4l4QhCuBRwEJeFzTtH/7oPFaLMZo/QnsJVMJDQ8gWRwMNfWQMimPmD+AqDfEV3k1EUQRfVY+AgKB/gG0UADBnkbGtEm0bD3EaFtffA6SiD0nDTXVjCCKhAYG8LW0xlfTBSH+74zAj4TRmeMlPe9G0suoioK3qRlzVhblN69BZzaSMhqk68CphC+6KIlkT59E/4FjyNYxIaxpiVIe2WbF7/YCYMtJw+SyEwsGEUQRyXD2j2Zk1EvL81uIBUOkzaxAthgZPHQcnclA1qK5tL/0VmLO7sZWiq9ZhbejBy2mIOplRDFe2mK0W6i5a208UEqMB3fV/vJFbHkZDDd0JIT9Gbr21mHLTUcJRzn93Fv4uuKr/n0HTlJ681p0FjMIoLcY0Z3HKp8gQPe+E+OOdWw7TFpZITUP3ozOqB9XA6/GFKLBEJqijrn5xEOsQqM+Tj2zleBgfBU9POrnxFNvMOPea5HNJhwFWXi7BhPvN+8RympMmXDsXDjz0qm5ay0Nrx9AknVUblz4vg80Skwh5A0w0NCFyWnBke0aV5uvRGNjKb8ahTVTsWWk0LSzjpSCdHKrigmM+Fj50I2MtPUhm/QYLmBya2DUz45fvZkQ9plTcphzw2LaDjfh7hmiZF45mqqxa8wdKas0h+yp+ed97bZjLbTXtjB1YQWZxdnv2xwc9AYJ+YL4R304MlIw281IOglVVek42c6vv/4rIsEIOlnHZ/7ts6RkOkEQMJj0GP7EoK73wzviQ4kpTJk+mdLqyTQcPetKNXfVbB77h8f5wr/czZf/+284ebCe9sZOalbMYt1tay7KfC40qqLyxGNP8dDX78NiMxMKhXn6l8/xlX/9mwlj3SMevv53/87eHfGdnNc3v83d993KZ+67FYPRQGd7Dw/c9TBd7T2YzEZe2fMbhrvi/wdFUSQz+6M11CdJkiRJkgvLxy7uBUGQgB8Aa4BOYL8gCC9omnbig8+EYH8vhrR0BuvbqX9+B4IkMutz16BpAt6eUQZe3h0vjSkrxpKfi7d7kJyaMg7+6nUqrllINBCm92gjRoeV6ttWE+rvY7S+AU1RsOTn4qqZzcjx40QCEVJmzGDk8GEAAl09uGZU0fP2joQgNxfkI+h0BLu6UaMxTBkZyDYTiAJqwMe8e9bTsqMWUScxadl0wiMjoEHE48NWXIC3JV7/qrOYcU2vQDnRRvmmlVhz0vB39+A+Voc+xUnm/Bpkq4VYKEz39v3EgiEQBFLLJtHy3KvxueRmM3yymXcv82oxBV97N9bcTHxdfeQtmwNjIUf+ES+7fr2F1n0N6C1G5t+2gsq7NqDTibibu3kvphQ7giAQC4UTwh6g8Kol1G05Sv22Y4g6iRkbF1C6bDrGDxGkmgbvXZJWIhEEUZzgQhMLRxk53UHji++ghCJYslKpuHUtRocVNI1A3/C48VF/EDUazxrInj0Vb9cAo+19+PuGyaospLfurMVmyfLpyOdRT663GMmbXUrG1Py4yPyA1+ftd/PKvzyJEonvBqVNzmbZ/ddispsJ+4K07Kzl5Cv7UBWVyUunU3H1PLLK81FVlZ6TnWz90Uv4h73kVRWx8gtXI17A0CRN1Qi/y8t+5RfWs+VHm+k+Ef8s7n9mB1c9dCN3fvcLqIqKJcWK+Tx2ZYLeAK/9aDMNY6v+R147yKJbljPv+kXIenn8WF+Qd57ext5ndwKgNxn4zCP3kFGUiWfQw+8f+R2RsWyFRdcvoqepmyf/6VeE/WGqlk/nqnuvwnIeZWofhYGuQR7/+i/paOgkqzCTz/zjHRx8+zDNJ9pYsmEhg71DNNW1oCkaz/70ReoPx3dxDm8/ypqbVjCpsuiCzudiYLVZmDmviv97378kjl1/23rMlomf5WAgmBD2Z/jfX/yBTbdfQygU5hv/99t0jZX8PfPmLzi45zjf/Op3GOwfYsGSGr72b3+XFPhJkiRJ8gnyScQtzgVOa5rWrGlaBHgK2HheZwoCktFM5+54OYemqLTvPEbUF6D/QG18JVrTGDnZTMzvZ/h0F0okxvDpLvY89jwFi6Yx47bVVH96LQIq7roT8ZV6TcPf3klk1INzxkwO/c9WQv4YaXNm4ZpVTfrcGkSTkdwrVpK+YB5Zy5eSUj4VSdaRvWIx+etWY0xLJTQ4jK+tA6PTzsiRWvIqc8kuzaB/1wEMdhuBngE639qPtSCfgqtXk7d2Oenz57Drxy/SvLOOus172PrNJ5HMNgRJIjLipm/3fmLhMJqiEhqJN3UKkogajSbeFk1REM9RO6szm8hZNJOS61ajqgqSrCMWiVL3+iFa9tbHexl8Qbb9+GWioSgGm4WUSblYMs66ZxjsFnLmVsSdY94lyK25GYz0ujm55TBqTCEWinDgt9vwnqM+fcK89Drs+ZnjjqVXlSAZ5AljlXCE+me2ooTigs/fO0zTy7uIhSIIgoA5Y7zTh2w2IsoSmqbS+tYhsmeXMeuea7DnuJh141Jm3ryc/NlTWPC5dVSsm4fuHPc8F4IgYLCZP1DYR4JhDj+zPSHsAQabevANxFc1vf1ujj+3k1g4ihpTaNx6mL6T7YiSRNgb4uVHfod/OL6D03m8ld3/+1ZC6F4IjDYj09bMAuJlQYqiJIQ9ABrseept9CY96UWZ5yXsASKhSELYn2Hfc7sI+ycGYIV8oYSwh/h79vIPXyTgDaBpGqMD8XA5vUnPlJpSNj/2IkFvEFVVObr1CPtf2Y8Sm9ir8MfiHfHyk3/4OR1jdfa9bX386OHHmbZwGjfefx0Hth3hqe/Fsxz8Hn9C2J/h7ed2EAlHJ1z3UsNoMnDD7ev54W/+gzvvu4VHn/gmdz9wKxbrxJ/xubzvz9Tmh0JhTtWdBiAnJ51YLMZDX/w6A32DaJrGru37+f4jP2No4MN/DyRJkiRJkovDJ1GWkwt0vOvrTmDe+Zxoyc2nZdsx/P1n/3DIZiO+rr4JY4N9g5jTnYS98ZVKSa8j7PbS8sLbFF4xH71povtKaHCQ4W4vox399Bxvonz9woSY0zQNJRRGEAWUUBCdyYBkNCAq8dp3UZJwTJmEpmmokSiZ86oZOFyHIErkrZiPbDOTv2oBhhQ7aCr9e/ZjKSik9pXDeMbcZs4w2jWAzmIm6vEScY+CqiLqZeyFuYycakIyjt1b1qFGY/g7eshdtRh3QwvqWP+AzmzCVpjDcF0jlpwMnJMLkAx6/MNeumpbJ7z2/qZunNmp6G1mqj+znuDQKKqiYE5PSaym64wGTBmpBPuHMWWk0lzbNuE6nceaSZ/8wY45ssVE+U2r6Npbh7ejj9TSAjKqp6A7h7VgxBeYUCbk7exDjcYwOKyU3bCSE0+9TmjEi95mpmzTSmSzCUmWyKkp5+gTLyfO09vMzH3gRkqWVl2UtFtNUQl7Jwra8FjKa29dy4TvdR4+TW71ZPwjPpToeNHaWdtGNBRBb7owlouSTkflFbMwO620HGyIPwy/h1jk4grVoHdiP4q7dwQlqiAIAvnlBXScbMeV46L79MRdpPp99cy9el48VOwCEIsqdDWNv89Iv5toOMpbL+0gb9LZz7KaaHY++3mUDZdF2xIADqedqlkVVM2q+MBxZouJtRuW89qLbyeO3fPgHTicNtwjo8yeV807W/dw79/eRVdHD7FobNz5B/YcIRT8y042TpIkSZJPkk/iL9O5UsgmVD4LgnAvcC9Afm4OzmnVgEj/8aZx4xwFGZhTJ27TG9NSifZ7GGnrBQHK1y9g6Hh81c2Q6kBvniiYdFYbQwfigjVtSt64VV1BENCZjOje67f+ngAYQRCQDHrsxXmYs9JBIOE0o7fF56lpGjnLF6NqkFrcg7t9/MOJLTOV0d74iqpstY6lourInFsVT5Rt6QRRIGf5QgYOHiPi8RLo7WPKzVfhbe9G1Omw5mejMxvJmj9j3LX1ZgPpk7IZaB4fFOUqyDjHoo8VAAANqUlEQVQ7xmqKN7S+B9liYuqNaxg62YKqKGSX59O6v37cmMzS86vR1lvNFC6fhRqJIRnkhKf8ucYJkjhOiDoKshDHxLkp3UnVXevRlHiWgd5iSnjZOwoymHXvRjp312J02shbUIlsNly0VE6D1UTZ6pnseJdYlE0GUgvj721aSe6EczKm5iPqJMxOywThmDEpC53+wv4XNdnMlK+sZvL8MqKhCM7sVNw9Z0ubqq+aiyXF9pGuqTfqKV1QPm71ft51CzFYJtbH21x2jBYjoXet6lcurcJkNRKNxNj09zey+Qcv0NfWR/bk7AnnF1YWXrCHHYg3mqbnpjHQdfYB2+qwEItGeem3b/C9336LkD/IOy/tpqulm0VXz2fH5t2JsdfcfTVm24Xri7gUsDtsfOlr93HlxlUcO3iCJavmU1CUi6yXMRgN3Ps3nyYQCPLzH/8P33v8Xyd8bsumTUE+zx2xJEmSJEly4RG0C23H8WE3FIQFwD9pmrZ27OuHATRN+9f3O2f2rFnanh07UBQVJRilfcdRgkMesmaWkDopB1EvM3DoJIO1DaBq2CfnkzFrGqJextM9iDnVxtDx0wwdbyCtupTs+dORZB2jDY14W1pB0zC4XJgKJ/HOd54he/okpm1adkGbGd+PkMfPvsdfwt3WhyCJlK6pIb3Yhft4HZLRSNaS+RicZ9MwlUgUNRZD0zQiw6PxZl+TkcioF0teduIB4oPwDXt547vPMtDUgyiJzNgwn4o1MzF/hFpmTVUJ+ULsePxlOo40IwgCpcumM/vGJedlh3m+KJEYo63dNDy/jag/hC0/g/IbV3+ktFo1poAovK8zyIUk7A/Sd6qD+q1HMDutTN+4EIvLjiiJhH1Bjj+7g5bddaBBdtUkau5YjdFmJhIM07yvnu0/e41YJIYzJ5X1D9+MPf3ieqj7hjzUbTnCcOcAZcumk1WS85Hdj2CsofZ4C+3HxxpqJ2VjOsfnQFUUhrqGePXHLzHSM0zlkmnMv34xlrF7+kf9BH1BBEFAlEQOvX6QbU+9jaqo5Jfn86mv3Y4t9aM9fHwQmqbRebqLH3z5J3iGPFjsZu75xt2k58VLTvR6GQ2IBCOIooCkk+hq7qaptoWqBZWkpDtJucg/o0uN7s5e9u48REFRLvkFObz15i4e/daPCYXCFJcU8ujPvkFewYfnXSRJkiTJu7g4q25/oXwS4l4HNACrgC5gP/ApTdPq3u+c2bNmaXt27kKJKGOrshqaqiLppfiav6ahqhqo2tgKkhA3u+Fs/aimqCCAIEkJt5X/3969x8hVlnEc//66t9IWWqABsW3kDgIBaSogFyNIIyChmEBSg9IoxmC4aVCgkqh/aFKUCBqUxEAFDQFJQWwQFQIEiElbSguUipUGDCwWSsNt2+1eZvbxj/MuHbtzWdZlz+yZ3yfZ7J533p3z7pNnzj7nzDvvKQ8OfjDnPhClgXJa276Dzo9oVY5q+rfvpDwwiKZMob2rHZHNo1d7G21dta80l/r6iXIpXbVuo2P66Ivq7W/3pDvdTqGjq2PMBXnf9p2U+geRoL2rs+rV2v/XULlMqbefGMpWy6m3NGazGNjRx5T2thFz+gd6+yj1D0JAe9eulX8ABvsHGdjRR6lUpqOzg2mzxm99+3qGhoYYKg2N+7sE9ezs2Ul5sMTUPfcYscJSabBE7/u9TJ0xlSgHfb19DJWH6Jza+cFJwHgql8psf28HA30DdHZ1MH3mDNo7PvxN01pFthTmO+xMS2G2tU1hoG+QwcFBOjo7OGDO/o2fxMzsf7m4H0cTXtwDSDoHuJlsKczlEfGTev0XLFgQa9eunZCxmZmZmdmEcnE/jnL5NFhEPAQ81LCjmZmZmZmNWh5LYZqZmZmZ2UfAxb2ZmZmZWUG4uDczMzMzKwgX92ZmZmZmBeHi3szMzMysIFzcm5mZmZkVhIt7MzMzM7OCcHFvZmZmZlYQLu7NzMzMzArCxb2ZmZmZWUG4uDczMzMzKwgX92ZmZmZmBaGIyHsMDUnqATblPY4mNhvYlvcgmpxjVJ/j05hjVJ/j05hjVJ/j01hRY7QtIs7KexBF0Z73AEZpU0QsyHsQzUrSWsenPseoPsenMceoPsenMceoPsenMcfIRsPTcszMzMzMCsLFvZmZmZlZQUyW4v43eQ+gyTk+jTlG9Tk+jTlG9Tk+jTlG9Tk+jTlG1tCk+ECtmZmZmZk1Nlmu3JuZmZmZWQMu7s3MzMzMCqKpi3tJZ0naJGmzpOvyHk8zkDRP0uOSXpS0UdJVqX0fSY9Ieil93zvvseZJUpuk9ZIeTNsHSVqd4vMHSZ15jzFPkmZJWiHpnymXPuMc2kXSd9Lr6wVJd0ua2uo5JGm5pK2SXqhoq5ozyvwyHbuflzQ/v5FPjBrx+Vl6jT0v6Y+SZlU8tjTFZ5OkL+Qz6olVLUYVj31XUkianbadQ7var0h5slHSTyvaWy6HbHSatriX1Ab8CjgbOAr4sqSj8h1VUygBV0fEJ4GTgMtSXK4DHo2Iw4BH03Yruwp4sWL7BuCmFJ93gEtyGVXz+AXw14g4EjiOLFbOIUDSHOBKYEFEHAO0AYtxDt0B7H6TmVo5czZwWPr6JnDrBI0xT3cwMj6PAMdExLHAv4ClAOmYvRg4Ov3Or9P/vKK7g5ExQtI8YCHwakWzcwiQdDqwCDg2Io4GbkztrZpDNgpNW9wDJwCbI+LliBgA7iFL8JYWEVsiYl36uYesKJtDFps7U7c7gfPzGWH+JM0FvgjclrYFnAGsSF1aPT57AZ8FbgeIiIGIeBfnUKV2YA9J7cA0YAstnkMR8STw9m7NtXJmEfC7yKwCZkk6YGJGmo9q8YmIhyOilDZXAXPTz4uAeyKiPyJeATaT/c8rtBo5BHATcA1QucKHcyjzLWBZRPSnPltTe0vmkI1OMxf3c4DXKra7U5slkg4EjgdWA/tHxBbITgCA/fIbWe5uJvtHMZS29wXerfgn2+q5dDDwFvDbNHXpNknTcQ4BEBGvk10de5WsqH8PeAbnUDW1csbH75G+Dvwl/ez4JJLOA16PiOd2e8gxyhwOnJamBD4h6dOp3fGxmpq5uFeVNq/bmUiaAdwHfDsi3s97PM1C0rnA1oh4prK5StdWzqV2YD5wa0QcD+ygRafgVJPmjS8CDgI+DkwnmyKwu1bOoUb8mqsg6XqyKZV3DTdV6dZy8ZE0Dbge+EG1h6u0tVyMyI7Xe5NNw/0ecG96N9rxsZqaubjvBuZVbM8F/pPTWJqKpA6ywv6uiLg/Nb85/JZl+r611u8X3CnAeZL+TTaV6wyyK/mz0hQLcC51A90RsTptryAr9p1DmTOBVyLirYgYBO4HTsY5VE2tnPHxO5G0BDgXuCh23VjG8ckcQnYS/Vw6Zs8F1kn6GI7RsG7g/jQ9aQ3ZO9KzcXysjmYu7p8GDksrVHSSfXBkZc5jyl06Y78deDEifl7x0EpgSfp5CfCniR5bM4iIpRExNyIOJMuZxyLiIuBx4ILUrWXjAxARbwCvSToiNX0e+AfOoWGvAidJmpZeb8PxcQ6NVCtnVgIXpxVPTgLeG56+00oknQVcC5wXEb0VD60EFkvqknQQ2YdG1+QxxjxFxIaI2C8iDkzH7G5gfjpGOYcyD5BdpELS4UAnsA3nkNXR3rhLPiKiJOly4G9kq1Usj4iNOQ+rGZwCfBXYIOnZ1PZ9YBnZ23WXkBUnF+Y0vmZ1LXCPpB8D60kfJm1hVwB3pRPnl4GvkZ3st3wORcRqSSuAdWRTKdaT3fL9z7RwDkm6G/gcMFtSN/BDah93HgLOIfuQXy9ZfhVajfgsBbqAR7LzRFZFxKURsVHSvWQnjSXgsogo5zPyiVMtRhFR63XkHMpyaDmwPC2POQAsSe8AtWQO2eho17uEZmZmZmY2mTXztBwzMzMzM/sQXNybmZmZmRWEi3szMzMzs4JwcW9mZmZmVhAu7s3MzMzMCsLFvZnZGEnaV9Kz6esNSa9XbHdW6b+PpEtH8bztkt6t0V6u2MezkuZVe47U/2BJiz/8X2ZmZpOVl8I0MxsHkn4EbI+IG+v0ORRYERGfavBc7cC2iJg1mvY6z3MmcHlEnD+a/mZmNvn5yr2Z2UdA0jWSXkhfV6TmZcAR6Yr7Mkl7SXpM0jpJz0s6d4z7OkTSU5LWS3pG0okV+zs97e/K8fi7zMysuTXtHWrNzCYrSScAFwEnkN1he42kJ4DrgEOHr9xL6gAWRUSPpP2AvwMPNnj6PSvuTr05Ii4AtgALI6JP0pHAncCJaX++cm9m1kJc3JuZjb/TgPsiohdA0gPAqcDDu/UTcIOkU4EhYJ6k2cCI+fYVeqpM6+kCbpF0HNmt6A8Zh7/BzMwmIRf3ZmbjT6PsdzEwE5gfESVJ3cDUMezvauA14CtAB7B9DM9hZmYF4Dn3Zmbj70ngS5L2kDQDWAQ8BfQAe1b0mwlsTYX9QmDOGPc3E9gS2QoJS9h1crH7/szMrOBc3JuZjbOIWAPcDTwNrAJujYgNEfEmsFbSBknLgN8DJ0taC1wIvDTGXd4CfEPSKuATQH9qXw+0SXrOH6g1M2sNXgrTzMzMzKwgfOXezMzMzKwgXNybmZmZmRWEi3szMzMzs4JwcW9mZmZmVhAu7s3MzMzMCsLFvZmZmZlZQbi4NzMzMzMriP8CecDaK6uoowoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 766.075x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Comparing total fat vs. protein\n",
    "sns.relplot(x=\"total_fat\", y=\"protein\", hue=\"calories\", data=train, height=6, aspect=1.6)\n",
    "plt.xlim(0, 175)\n",
    "plt.title('Fat vs. Protein')\n",
    "plt.xlabel('Total Fat')\n",
    "plt.ylabel('Protein')\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What are the macro percentages for a food to be considered \"keto friendly\"?\n",
    "- <b>Fat:</b> 52 g per meal\n",
    "- <b>Protein:</b> 41.7 g per meal\n",
    "- <b>Carbs:</b> 8.3 g per meal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### After consulting with a nutritionist this is what I found to be considered \"keto friendly\":\n",
    "- Must be under 25g of carbs a day to be consider true ketosis.   \n",
    "\n",
    "\n",
    "- Not consuming enough fat or consuming too much protein will prevent you from getting into ketosis.     \n",
    "\n",
    "\n",
    "- Ketosis usually kicks in after 3 or 4 days of eating fewer than 50 grams, therefore being strict is crucial.          "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>food_item</th>\n",
       "      <th>calories</th>\n",
       "      <th>total_fat</th>\n",
       "      <th>protein</th>\n",
       "      <th>carbohydrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Eggplant, raw</td>\n",
       "      <td>25</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.98</td>\n",
       "      <td>5.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Cauliflower, raw</td>\n",
       "      <td>25</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.92</td>\n",
       "      <td>4.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Taro leaves, raw</td>\n",
       "      <td>42</td>\n",
       "      <td>0.7</td>\n",
       "      <td>4.98</td>\n",
       "      <td>6.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Lamb, raw, ground</td>\n",
       "      <td>282</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.56</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Cheese, camembert</td>\n",
       "      <td>300</td>\n",
       "      <td>24.0</td>\n",
       "      <td>19.80</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           food_item  calories  total_fat  protein  carbohydrate\n",
       "2      Eggplant, raw        25        0.2     0.98          5.88\n",
       "5   Cauliflower, raw        25        0.3     1.92          4.97\n",
       "6   Taro leaves, raw        42        0.7     4.98          6.70\n",
       "7  Lamb, raw, ground       282       23.0    16.56          0.00\n",
       "8  Cheese, camembert       300       24.0    19.80          0.46"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Low Carb Foods\n",
    "low_carb = df[(df.carbohydrate < 8.3)] \n",
    "low_carb.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "        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>food_item</th>\n",
       "      <th>calories</th>\n",
       "      <th>total_fat</th>\n",
       "      <th>protein</th>\n",
       "      <th>carbohydrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Lamb, raw, ground</td>\n",
       "      <td>282</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.56</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Cheese, camembert</td>\n",
       "      <td>300</td>\n",
       "      <td>24.0</td>\n",
       "      <td>19.80</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Vegetarian fillets</td>\n",
       "      <td>290</td>\n",
       "      <td>18.0</td>\n",
       "      <td>23.00</td>\n",
       "      <td>9.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Chicken, boiled, feet</td>\n",
       "      <td>215</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19.40</td>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Pie, lemon, fried pies</td>\n",
       "      <td>316</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>42.60</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 food_item  calories  total_fat  protein  carbohydrate\n",
       "7        Lamb, raw, ground       282       23.0    16.56          0.00\n",
       "8        Cheese, camembert       300       24.0    19.80          0.46\n",
       "9       Vegetarian fillets       290       18.0    23.00          9.00\n",
       "14   Chicken, boiled, feet       215       15.0    19.40          0.20\n",
       "16  Pie, lemon, fried pies       316       16.0     3.00         42.60"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# High Fat Foods\n",
    "# Greater that 14g because of the 75% of foods with high fat are over that number\n",
    "high_fat = df[(df.total_fat > 14)&(df.total_fat < 52)] \n",
    "high_fat.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>food_item</th>\n",
       "      <th>calories</th>\n",
       "      <th>total_fat</th>\n",
       "      <th>protein</th>\n",
       "      <th>carbohydrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Vegetarian fillets</td>\n",
       "      <td>290</td>\n",
       "      <td>18.0</td>\n",
       "      <td>23.00</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Quail, raw, meat only</td>\n",
       "      <td>134</td>\n",
       "      <td>4.5</td>\n",
       "      <td>21.76</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Ostrich, raw, top loin</td>\n",
       "      <td>119</td>\n",
       "      <td>3.0</td>\n",
       "      <td>21.67</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Emu, raw, outside drum</td>\n",
       "      <td>103</td>\n",
       "      <td>0.5</td>\n",
       "      <td>23.08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Fish, raw, sheepshead</td>\n",
       "      <td>108</td>\n",
       "      <td>2.4</td>\n",
       "      <td>20.21</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 food_item  calories  total_fat  protein  carbohydrate\n",
       "9       Vegetarian fillets       290       18.0    23.00           9.0\n",
       "15   Quail, raw, meat only       134        4.5    21.76           0.0\n",
       "27  Ostrich, raw, top loin       119        3.0    21.67           0.0\n",
       "36  Emu, raw, outside drum       103        0.5    23.08           0.0\n",
       "44   Fish, raw, sheepshead       108        2.4    20.21           0.0"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# High Protein Foods\n",
    "# Greater that 19.99g because of the 75% of foods with high protein are over that number\n",
    "high_protein = df[(df.protein > 19.88)&(df.protein < 41.7)]\n",
    "high_protein.head() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>food_item</th>\n",
       "      <th>calories</th>\n",
       "      <th>total_fat</th>\n",
       "      <th>protein</th>\n",
       "      <th>carbohydrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Nuts, pecans</td>\n",
       "      <td>691</td>\n",
       "      <td>72.0</td>\n",
       "      <td>9.17</td>\n",
       "      <td>13.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Lamb, raw, ground</td>\n",
       "      <td>282</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.56</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Cheese, camembert</td>\n",
       "      <td>300</td>\n",
       "      <td>24.0</td>\n",
       "      <td>19.80</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Vegetarian fillets</td>\n",
       "      <td>290</td>\n",
       "      <td>18.0</td>\n",
       "      <td>23.00</td>\n",
       "      <td>9.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Chicken, boiled, feet</td>\n",
       "      <td>215</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19.40</td>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                food_item  calories  total_fat  protein  carbohydrate\n",
       "1            Nuts, pecans       691       72.0     9.17         13.86\n",
       "7       Lamb, raw, ground       282       23.0    16.56          0.00\n",
       "8       Cheese, camembert       300       24.0    19.80          0.46\n",
       "9      Vegetarian fillets       290       18.0    23.00          9.00\n",
       "14  Chicken, boiled, feet       215       15.0    19.40          0.20"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# High Fat, Low Carb Foods\n",
    "hf_lc = df[(df.total_fat > 4)&(df.carbohydrate < 20)]\n",
    "hf_lc.head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>food_item</th>\n",
       "      <th>calories</th>\n",
       "      <th>total_fat</th>\n",
       "      <th>protein</th>\n",
       "      <th>carbohydrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Lamb, raw, ground</td>\n",
       "      <td>282</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.56</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Butter oil, anhydrous</td>\n",
       "      <td>876</td>\n",
       "      <td>99.0</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Oil, soybean lecithin</td>\n",
       "      <td>763</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Oil, corn and canola</td>\n",
       "      <td>884</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Oil, ucuhuba butter</td>\n",
       "      <td>884</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 food_item  calories  total_fat  protein  carbohydrate\n",
       "7        Lamb, raw, ground       282       23.0    16.56           0.0\n",
       "48   Butter oil, anhydrous       876       99.0     0.28           0.0\n",
       "67   Oil, soybean lecithin       763      100.0     0.00           0.0\n",
       "192   Oil, corn and canola       884      100.0     0.00           0.0\n",
       "212    Oil, ucuhuba butter       884      100.0     0.00           0.0"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# High Fat, Zero Carb Foods\n",
    "# This ends up including a lot of oils, we're looking for more substainable foods\n",
    "zero_carbs = df[(df.total_fat > 15)&(df.carbohydrate == 0)]\n",
    "zero_carbs.head() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>calories</th>\n",
       "      <td>548.0</td>\n",
       "      <td>438.965328</td>\n",
       "      <td>248.949494</td>\n",
       "      <td>158.0</td>\n",
       "      <td>267.000</td>\n",
       "      <td>304.50</td>\n",
       "      <td>594.5000</td>\n",
       "      <td>902.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_fat</th>\n",
       "      <td>548.0</td>\n",
       "      <td>41.388686</td>\n",
       "      <td>32.463345</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.000</td>\n",
       "      <td>23.00</td>\n",
       "      <td>62.2500</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>protein</th>\n",
       "      <td>548.0</td>\n",
       "      <td>16.490949</td>\n",
       "      <td>10.590480</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.025</td>\n",
       "      <td>18.72</td>\n",
       "      <td>24.6075</td>\n",
       "      <td>61.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>carbohydrate</th>\n",
       "      <td>548.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              count        mean         std    min      25%     50%       75%  \\\n",
       "calories      548.0  438.965328  248.949494  158.0  267.000  304.50  594.5000   \n",
       "total_fat     548.0   41.388686   32.463345   16.0   19.000   23.00   62.2500   \n",
       "protein       548.0   16.490949   10.590480    0.0    7.025   18.72   24.6075   \n",
       "carbohydrate  548.0    0.000000    0.000000    0.0    0.000    0.00    0.0000   \n",
       "\n",
       "                max  \n",
       "calories      902.0  \n",
       "total_fat     100.0  \n",
       "protein        61.3  \n",
       "carbohydrate    0.0  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zero_carbs.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>food_item</th>\n",
       "      <th>calories</th>\n",
       "      <th>total_fat</th>\n",
       "      <th>protein</th>\n",
       "      <th>carbohydrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Butter oil, anhydrous</td>\n",
       "      <td>876</td>\n",
       "      <td>99.0</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Oil, soybean lecithin</td>\n",
       "      <td>763</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Oil, corn and canola</td>\n",
       "      <td>884</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Oil, ucuhuba butter</td>\n",
       "      <td>884</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Oil, apricot kernel</td>\n",
       "      <td>884</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 food_item  calories  total_fat  protein  carbohydrate\n",
       "48   Butter oil, anhydrous       876       99.0     0.28           0.0\n",
       "67   Oil, soybean lecithin       763      100.0     0.00           0.0\n",
       "192   Oil, corn and canola       884      100.0     0.00           0.0\n",
       "212    Oil, ucuhuba butter       884      100.0     0.00           0.0\n",
       "223    Oil, apricot kernel       884      100.0     0.00           0.0"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# So it looks like food items with > 66 are mostly oils and butters\n",
    "zero_carbs = df[(df.total_fat > 66)&(df.carbohydrate == 0)]\n",
    "zero_carbs.head()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>food_item</th>\n",
       "      <th>calories</th>\n",
       "      <th>total_fat</th>\n",
       "      <th>protein</th>\n",
       "      <th>carbohydrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Lamb, raw, ground</td>\n",
       "      <td>282</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.56</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>Smelt, dried (Alaska Native)</td>\n",
       "      <td>386</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.19</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>Lamb, broiled, cooked, ground</td>\n",
       "      <td>283</td>\n",
       "      <td>20.0</td>\n",
       "      <td>24.75</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>USDA Commodity, canned, beef</td>\n",
       "      <td>246</td>\n",
       "      <td>18.0</td>\n",
       "      <td>20.52</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>Pork, cooked, ground, fresh</td>\n",
       "      <td>297</td>\n",
       "      <td>21.0</td>\n",
       "      <td>25.69</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         food_item  calories  total_fat  protein  carbohydrate\n",
       "7                Lamb, raw, ground       282       23.0    16.56           0.0\n",
       "694   Smelt, dried (Alaska Native)       386       18.0    56.19           0.0\n",
       "695  Lamb, broiled, cooked, ground       283       20.0    24.75           0.0\n",
       "809   USDA Commodity, canned, beef       246       18.0    20.52           0.0\n",
       "950    Pork, cooked, ground, fresh       297       21.0    25.69           0.0"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# High Fat, Zero Carb Foods\n",
    "#Looks like this might just be meats only\n",
    "zero_carbs_high_fat = df[(df.total_fat > 15)&(df.total_fat <50)&(df.carbohydrate == 0)]\n",
    "zero_carbs_high_fat.head() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The \"Ideal\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>food_item</th>\n",
       "      <th>calories</th>\n",
       "      <th>total_fat</th>\n",
       "      <th>protein</th>\n",
       "      <th>carbohydrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Lamb, raw, ground</td>\n",
       "      <td>282</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.56</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Cheese, camembert</td>\n",
       "      <td>300</td>\n",
       "      <td>24.0</td>\n",
       "      <td>19.80</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Chicken, boiled, feet</td>\n",
       "      <td>215</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19.40</td>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Egg, fresh, raw, yolk</td>\n",
       "      <td>322</td>\n",
       "      <td>27.0</td>\n",
       "      <td>15.86</td>\n",
       "      <td>3.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Cheese, port de salut</td>\n",
       "      <td>352</td>\n",
       "      <td>28.0</td>\n",
       "      <td>23.78</td>\n",
       "      <td>0.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Bacon and beef sticks</td>\n",
       "      <td>517</td>\n",
       "      <td>44.0</td>\n",
       "      <td>29.10</td>\n",
       "      <td>0.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Salami, pork, Italian</td>\n",
       "      <td>425</td>\n",
       "      <td>37.0</td>\n",
       "      <td>21.70</td>\n",
       "      <td>1.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Ham and cheese spread</td>\n",
       "      <td>245</td>\n",
       "      <td>19.0</td>\n",
       "      <td>16.18</td>\n",
       "      <td>2.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Cheese, Mexican blend</td>\n",
       "      <td>358</td>\n",
       "      <td>29.0</td>\n",
       "      <td>23.54</td>\n",
       "      <td>1.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Frankfurter, chicken</td>\n",
       "      <td>223</td>\n",
       "      <td>16.0</td>\n",
       "      <td>15.51</td>\n",
       "      <td>2.74</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 food_item  calories  total_fat  protein  carbohydrate\n",
       "7        Lamb, raw, ground       282       23.0    16.56          0.00\n",
       "8        Cheese, camembert       300       24.0    19.80          0.46\n",
       "14   Chicken, boiled, feet       215       15.0    19.40          0.20\n",
       "68   Egg, fresh, raw, yolk       322       27.0    15.86          3.59\n",
       "84   Cheese, port de salut       352       28.0    23.78          0.57\n",
       "89   Bacon and beef sticks       517       44.0    29.10          0.80\n",
       "90   Salami, pork, Italian       425       37.0    21.70          1.20\n",
       "99   Ham and cheese spread       245       19.0    16.18          2.28\n",
       "124  Cheese, Mexican blend       358       29.0    23.54          1.75\n",
       "140   Frankfurter, chicken       223       16.0    15.51          2.74"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# High Fat, Low Carb, Moderate Protein Foods \n",
    "# The \"ideal\" macros for a Keto Diet for a 2,000 kcal per day diet\n",
    "# You can see these are mostly meats, cheeses, and eggs. Therefore, classic Keto\n",
    "hf_lc_mp = df[(df.total_fat > 14)&(df.total_fat < 52)&(df.carbohydrate < 8.3)&(df.protein > 8.02)&(df.protein < 41.7)]\n",
    "hf_lc_mp.head(10) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(745, 5)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Out of a nutritional database with a total of 8789 food items, 745 items are \"Keto Friendly\"\n",
    "hf_lc_mp.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Modeling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustering Model: K-Means "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df[['carbohydrate', 'total_fat']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 0, ..., 0, 0, 0], dtype=int32)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans = KMeans(n_clusters=3)\n",
    "kmeans.fit(X)\n",
    "\n",
    "kmeans.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['cluster'] = kmeans.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 7.78257564,  6.82274692],\n",
       "       [65.96031322, 11.08590511],\n",
       "       [ 7.04021563, 70.33692722]])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.cluster_centers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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>carbohydrate</th>\n",
       "      <th>total_fat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.782576</td>\n",
       "      <td>6.822747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>65.960313</td>\n",
       "      <td>11.085905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.040216</td>\n",
       "      <td>70.336927</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   carbohydrate  total_fat\n",
       "0      7.782576   6.822747\n",
       "1     65.960313  11.085905\n",
       "2      7.040216  70.336927"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "centroids = pd.DataFrame(kmeans.cluster_centers_, columns=X.columns)\n",
    "centroids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>carbohydrate</th>\n",
       "      <th>total_fat</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cluster</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.782576</td>\n",
       "      <td>6.822747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>65.960313</td>\n",
       "      <td>11.085905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7.040216</td>\n",
       "      <td>70.336927</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         carbohydrate  total_fat\n",
       "cluster                         \n",
       "0            7.782576   6.822747\n",
       "1           65.960313  11.085905\n",
       "2            7.040216  70.336927"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('cluster')['carbohydrate', 'total_fat'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Visualizing Cluster Centers')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 9))\n",
    "\n",
    "for cluster, subset in df.groupby('cluster'):\n",
    "    plt.scatter(subset.total_fat, subset.carbohydrate, label='cluster ' + str(cluster), alpha=.6)\n",
    "\n",
    "centroids.plot.scatter(y='carbohydrate', x='total_fat', c='black', marker='x', s=1000, ax=plt.gca(), label='centroid')\n",
    "\n",
    "plt.legend()\n",
    "plt.xlabel('Total Fat')\n",
    "plt.ylabel('Carbohydrates')\n",
    "plt.title('Visualizing Cluster Centers')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2FBEREbemImSCWl5W4jqE8MW+LIrLbGbHERERcVsqQiYZHhlOQVEZG7/TQxVFRETMoiJkkr6tggis46W7x0REREykImQSL6sHQzqFseZANudLysyOIyIi4pZUhEw0PDKcC6U2klNzzI4iIiLillSETNS9eX1C/Hx0eUxERMQkDitCxcXFjB49muHDhxMfH8/s2bMBSE9PJzExkbi4OCZNmkRJSQkAJSUlTJo0idjYWBITE8nIyLDv69133yU2NpbBgwezadMm+/KNGzcyePBgYmNjmTdvnn35tRzDDFYPC8Miwll/6CT5F0pNzSIiIuKOHFaEvL29+eCDD/jss89YunQpmzZtYvfu3cycOZMxY8awevVq/Pz8WLx4MQCLFi3Cz8+PNWvWMGbMGGbOnAnA4cOHSUpKIikpifnz5/Pcc89hs9mw2WzMmDGD+fPnk5SUxIoVKzh8+DDAVR/DTAmR4ZTYylm9P8vsKCIiIm7HYUXIYrFQt25dAMrKyigrK8NisbBt2zYGDx4MwKhRo0hOTgbgyy+/ZNSoUQAMHjyYrVu3YhgGycnJxMfH4+3tTZMmTWjWrBkpKSmkpKTQrFkzmjRpgre3N/Hx8SQnJ2MYxlUfw0yRjf1pWr8On+nymIiISLVz6Bwhm83GiBEj6NOnD3369KFJkyb4+fnh6ekJQGhoKNnZ2QBkZ2cTFhYGgKenJ/Xq1SMvL4/s7GxCQ0Pt+wwJCSE7O7vS5Xl5eVd9DDNZLBYSIsPYcuQUuWeLTc0iIiLibjwduXOr1cqyZcsoKCjg0Ucf5ejRo7/YxmKxAFR4ZsZisVS6vLz8lx9Y+tO+rvYYFUlNTa1w+a9VVFT0i313qFeCrdxgwZpdDGvn75DjXm8VjaOm0licj6uMAzQWZ+UqY3GVcYB5Y3FoEfqJn58fPXv2ZPfu3RQUFFBWVoanpydZWVkEBwcDF8/cnDhxgtDQUMrKyigsLCQgIIDQ0FCysv47fyY7O9v+moqWBwYGXvUxKtK+fXuHvBepqam/2Hd7oM3XZ9iRbTB1lGOOe71VNI6aSmNxPq4yDtBYnJWrjMVVxgGOHcvOnTsrXeewS2OnT5+moKAAuNjytmzZQsuWLenZsyerVq0CYMmSJcTExAAQExPDkiVLAFi1ahW9evXCYrEQExNDUlISJSUlpKenk5aWRkREBJ06dSItLY309HRKSkpISkoiJiYGi8Vy1cdwBgkR4WxPO82J/AtmRxEREXEbDjsjlJOTw7Rp07DZbBiGwS233MKgQYNo1aoVkydP5o033qB9+/YkJiYCMHr0aKZOnUpsbCz+/v68/vrrALRu3ZohQ4YwdOhQrFYr06dPx2q1AjB9+nQeeOABbDYbt912G61btwZg6tSpV3UMZ5AQGc6ra75jxZ4TPDighdlxRERE3ILDilC7du1YunTpL5Y3adLEfjv7z/n4+NifNfS/xo8fz/jx43+xPDo6mujo6OtyDLM1D6pLRGN/lqdkqgiJiIhUEz1Z2okMjwwnJSOfY7nnzI4iIiLiFlSEnEh8RBgWC6zQM4VERESqhYqQEwnzr0335vX5bE+m6Q96FBERcQcqQk4mITKc73POcii70OwoIiIiLk9FyMkM7RiK1cPCZ7t1eUxERMTRVIScTANfH/q2CmJ5ii6PiYiIOJqKkBNKiAgj/fQF9mTkmx1FRETEpakIOaHBHUPxtnro8piIiIiDqQg5Ib9aXgxs25AVKZnYynV5TERExFFUhJzU8M7h5BQWs/3YabOjiIiIuCwVIScV0y6YOt5Wlqfo8piIiIijqAg5qTrentzcPoSVe09Qais3O46IiIhLUhFyYsMjw8k7X8rmw7lmRxEREXFJKkJOrH+bIPxqebJcd4+JiIg4hIqQE/PxtDKkYxirD2RTVGozO46IiIjLURFycgmR4ZwtLmP9oRyzo4iIiLgcFSEn17tlA4J8ffhsjy6PiYiIXG8qQk7O6mEhvlMoyak5nC0uMzuOiIiIS1ERqgESIsMpLitnzYEss6OIiIi4FBWhGqBL00AaBdRm+Z4TZkcRERFxKSpCNYCHh4VhEWFs/O4keedKzI4jIiLiMlSEaoiEyHDKyg2+2K/LYyIiIteLilAN0SHcjxZBdVmuu8dERESuGxWhGsJisZAQGc7Wo6fIKSgyO46IiIhLUBGqQRIiwzAMSNqrSdMiIiLXg4pQDdIquB7tw/z0cEUREZHrREWohhkeGc6u42dIP33e7CgiIiI1nopQDTMsIgyA5Sk6KyQiIvJrqQjVME3q16FL0wA9XFFEROQ6UBGqgRIiw0k9UcDhnEKzo4iIiNRoKkI1UHxEGB4W+ExnhURERH4VFaEaKLheLXq1aMCKPZkYhmF2HBERkRpLRaiGSogM52juOfZnFpgdRUREpMZSEaqhhnQMxdPDoo/cEBER+RVUhGqogDreDGjTkOV7Mikv1+UxERGRa6EiVIMNjwwnM7+Ib4/nmR1FRESkRlIRqsFuvjEEH08PfeSGiIjINVIRqsF8fTy5uX0In+89QZmt3Ow4IiIiNY6KUA2XEBlG7tkSth49ZXYUERGRGkdFqIYb2DYYXx9P3T0mIiJyDVSEarhaXlbiOoTwxb4sistsZscRERGpUVSEXEBCZDgFRWVs/C7X7CgiIiI1ioqQC+jXKojAOl66PCYiInKVHFaETpw4wX333ceQIUOIj4/ngw8+AODNN9+kf//+jBgxghEjRrBhwwb7a959911iY2MZPHgwmzZtsi/fuHEjgwcPJjY2lnnz5tmXp6enk5iYSFxcHJMmTaKkpASAkpISJk2aRGxsLImJiWRkZFzxGDWZl9WDIZ3CWHMgm/MlZWbHERERqTEcVoSsVivTpk1j5cqVfPrpp3z00UccPnwYgDFjxrBs2TKWLVtGdHQ0AIcPHyYpKYmkpCTmz5/Pc889h81mw2azMWPGDObPn09SUhIrVqyw72fmzJmMGTOG1atX4+fnx+LFiwFYtGgRfn5+rFmzhjFjxjBz5szLHsMVDI8M50KpjeTUHLOjiIiI1BgOK0LBwcF06NABAF9fX1q0aEF2dnal2ycnJxMfH4+3tzdNmjShWbNmpKSkkJKSQrNmzWjSpAne3t7Ex8eTnJyMYRhs27aNwYMHAzBq1CiSk5MB+PLLLxk1ahQAgwcPZuvWrRiGUekxXEH35vUJ8fPRwxVFRESuQrXMEcrIyCA1NZXIyEgAFi5cSEJCAk899RT5+fkAZGdnExoaan9NSEgI2dnZlS7Py8vDz88PT09PAEJDQ+1FKzs7m7CwMAA8PT2pV68eeXl5le7LFVg9LAyLCGfDoZPkXyg1O46IiEiN4OnoA5w7d46JEyfy9NNP4+vry1133cUjjzyCxWJh1qxZvPTSS/z5z3/GMH75waEWi4Xy8l8+MdlisVR4rJ+WV7avypZXJDU19bLjulZFRUUO23cnv2JKbOV8sHYXsa3qOeQYP3HkOKqbxuJ8XGUcoLE4K1cZi6uMA8wbi0OLUGlpKRMnTiQhIYG4uDgAgoKC7OsTExMZN24ccPGMTlZWln1ddnY2wcHBABUuDwwMpKCggLKyMjw9PcnKyrJvHxoayokTJwgNDaWsrIzCwkICAgIue4z/1b59++v0LlwqNTXVYftu187gtW1n2JFjMDHBMcf4iSPHUd00FufjKuMAjcVZucpYXGUc4Nix7Ny5s9J1Drs0ZhgGzzzzDC1atGDs2LH25Tk5/53Mu3btWlq3bg1ATEwMSUlJlJSUkJ6eTlpaGhEREXTq1Im0tDTS09MpKSkhKSmJmJgYLBYLPXv2ZNWqVQAsWbKEmJgY+76WLFkCwKpVq+jVqxcWi6XSY7gKi8VCQmQYW46cIvdssdlxREREnJ7Dzgjt3LmTZcuW0aZNG0aMGAHAlClTWLFiBQcPHgSgUaNGzJgxA4DWrVszZMgQhg4ditVqZfr06VitVgCmT5/OAw88gM1m47bbbrOXp6lTpzJ58mTeeOMN2rdvT2JiIgCjR49m6tSpxMbG4u/vz+uvv37FY7iKhMhw3lp3hJV7T3Bf7+ZmxxEREXFqDitC3bp149ChQ79Y/tPt8hUZP34848ePr/A1Fb2uSZMm9lvmf87Hx4fZs2df1TFcRbtQP9qE+LJ8j4qQiIjIlejJ0i4oISKc7WmnyTxzwewoIiIiTk1FyAUlRIYDkJRywuQkIiIizk1FyAU1D6pLRGN/PVxRRETkClSEXFRCRDh7f8znWO45s6OIiIg4LRUhFzUs8uKTtVforJCIiEilVIRcVJh/bXo0r89nezIrfKK2iIiIqAi5tITO4Xyfc5ZD2YVmRxEREXFKKkIubGjHUKweFj7brctjIiIiFVERcmENfH3o2yqI5Sm6PCYiIlIRFSEXlxARRvrpC+xOP2N2FBEREaejIuTi4jqE4m31YPkePVxRRETkf6kIuTj/2l4MbNuQFSmZ2Mp1eUxEROTnVITcQEJkODmFxWw/dtrsKCIiIk5FRcgN3NQ+mDreVpan6O4xERGRn1MRcgN1vD25uX0IK/eeoNRWbnYcERERp6Ei5CaGR4aTd76UzYdzzY4iIiLiNFSE3ET/NkH41fJkuR6uKCIiYqci5CZ8PK3c0jGU1QeyKSq1mR1HRETEKagIuZHhkY04W1zGuoM5ZkcRERFxCipCbqRXi/oE+Xrr7jEREZH/UBFyI55WD+I7hZGcmsPZ4jKz44iIiJhORcjNJESGU1xWzpoDWWZHERERMZ2KkJvp0jSQRgG19dljIiIiqAi5HQ8PC8Miwtj43UnyzpWYHUdERMRUKkJuKCEynLJygy/26/KYiIi4NxUhN9Qh3I8WQXX5TA9XFBERN6ci5IYsFgvDIsPZduwUOQVFZscRERExjYqQmxoeGYZhwIoUTZoWERH3pSLkploF16N9mJ8erigiIm5NRciNDY8MZ9fxM6SfPm92FBEREVOoCLmxYRFhADorJCIibktFyI01qV+HqKYBeriiiIi4LRUhNzc8MpzUEwUczik0O4qIiEi1UxFyc/GdwvCwwGc6KyQiIm5IRcjNBfvVoleLBizfk4lhGGbHERERqVYqQkJCZDjHcs+xP7PA7CgiIiLVSkVIGNIxFE8PC5/t0d1jIiLiXlSEhIA63gxo05AVezIpL9flMRERcR8qQgJcvHssM7+Ib4/nmR1FRESk2qgICQA33xiCj6eHLo+JiIhbURESAHx9PLmpfTCf7z1Bma3c7DgiIiLVQkVI7IZHhpN7toStR0+ZHUVERKRaqAiJ3cC2wfj6eLJcl8dERMRNOKwInThxgvvuu48hQ4YQHx/PBx98AMCZM2cYO3YscXFxjB07lvz8fAAMw+CFF14gNjaWhIQE9u/fb9/XkiVLiIuLIy4ujiVLltiX79u3j4SEBGJjY3nhhRfsDwS8lmMI1PKyEtchhJX7sigus5kdR0RExOEcVoSsVivTpk1j5cqVfPrpp3z00UccPnyYefPm0bt3b1avXk3v3r2ZN28eABs3biQtLY3Vq1fz/PPP8+yzzwIXS82cOXP45z//yaJFi5gzZ4692Dz77LPMmDGD1atXk5aWxsaNGwGu+hjyXwmR4RQWlbHxu1yzo4iIiDicw4pQcHAwHTp0AMDX15cWLVqQnZ1NcnIyI0eOBGDkyJGsXbsWwL7cYrHQuXNnCgoKyMnJYfPmzfTt25eAgAD8/f3p27cvmzZtIicnh7NnzxIVFYXFYmHkyJEkJydfsq+qHkP+q1+rIALreOnymIiIuIVqmSOUkZFBamoqkZGRnDp1iuDgYOBiWTp9+jQA2dnZhIaG2l8TGhpKdnb2L5aHhIRUuPyn7YGrPob8l5fVgyGdwlhzIJvzJWVmxxEREXEoT0cf4Ny5c0ycOJGnn34aX1/fSrer6AM/LRbLVS+/nKt5TWpq6mX3da2Kiooctu/rJTKglI9Kbfx97S6ib6j4a1YTxlFVGovzcZVxgMbirFxlLK4yDjBvLA4tQqWlpUycOJGEhATi4uIAaNCgATk5OQQHB5OTk0P9+vWBi2dnsrKy7K/NysoiODiY0NBQtm/fbl+enZ1Njx49Kt3+Wo5Rkfbt21+nd+FSqampDtv39dKmrcFrW0+zM9fCuJxv5iQAACAASURBVKEVZ60J46gqjcX5uMo4QGNxVq4yFlcZBzh2LDt37qx0ncMujRmGwTPPPEOLFi0YO3asfXlMTAxLly4FYOnSpdx0002XLDcMg927d1OvXj2Cg4Pp168fmzdvJj8/n/z8fDZv3ky/fv0IDg6mbt267N69G8MwKtxXVY8hl7J6WIjvFM6GQyfJv1BqdhwRERGHcdgZoZ07d7Js2TLatGnDiBEjAJgyZQoPPfQQkyZNYvHixYSFhTFr1iwAoqOj2bBhA7GxsdSuXZsXX3wRgICAAB555BFGjx4NwKOPPkpAQABw8a6xp556iqKiIgYMGMCAAQMArvoY8kvDO4fzt6+OsWp/Frd3a2J2HBEREYdwWBHq1q0bhw4dqnDdT88U+jmLxcKf/vSnCrcfPXq0vQj9XKdOnVixYsUvlgcGBl71MeRSkY39aVq/Dsv3ZKoIiYiIy9KTpaVCFouFhMgwthw5Re7ZYrPjiIiIOISKkFQqITIcW7nByr0nzI4iIiLiECpCUqm2IfVoHezL8j0qQiIi4ppUhKRSFouF4ZHhbE87TeaZC2bHERERue5UhOSyEiLDAUhK0VkhERFxPVW+a2z9+vV8//33FBf/d+LshAkTHBJKnEfzoLpENPbnsz2ZPDighdlxRERErqsqnRGaPn06n3/+Of/4xz8AWLVqFZmZ+lBOd5EQEc7eH/M5lnvO7CgiIiLXVZWK0K5du3jllVfw8/NjwoQJfPLJJ5d8VIW4tmGRYQD6RHoREXE5VSpCtWrVAqB27dpkZ2fj5eVFRkaGQ4OJ8wjzr02P5vX5bE9mhR9cKyIiUlNVqQgNHDiQgoICfve733HrrbcSExPD0KFDHZ1NnEhCZBiHc85yMKvQ7CgiIiLXTZUmSz/66KMADB48mEGDBlFcXEy9evUcGkycy5BOYTy7/ADL92TSPszP7DgiIiLXxWWL0NatW+nduzerV6+ucH1cXJxDQonzCfL1oU/LBixPyWTq4LZmxxEREbkuLluEduzYQe/evVm3bl2F61WE3MvwyHCmLk5hd/oZapkdRkRE5Dq4bBGaOHEiAI888ghNmlz6CeTp6emOSyVOKa5DKM8s2cfyPSdIbGUxO46IiMivVqXJ0j8Vop97/PHHr3sYcW7+tb0Y2LYhK1IysZXr7jEREan5LntG6MiRIxw+fJjCwsJL5gmdPXv2kidMi3uYu+EIbUPrsfpANvtziujYAbYcySUlI59x0S3NjiciInLVLluEjh07xvr16yksLLxknlDdunV5/vnnHR5OnEtEY38eXfgt3lYP1h87S5OmuUz4aBdz7o4yO5qIiMg1uWwRuvnmmxk0aBB//etfGTduXHVlEifVp2UQb93ThTF/28Haw4VsSf+Wd+7tQp+WQWZHExERuSZXnCNktVr56quvqiOL1AB9WgaR2K0xpeVQaisnuJ6P2ZFERESuWZUmS3fp0oUZM2bwzTffsH//fvt/4n62HMll5b4shrapx4USG7e+vYUDmQVmxxIREbkmVXqy9LfffgvArFmz7MssFgt///vfHZNKnNKWI/+dExRYcpKbIm9g6uIUEuduYeGDvejcJMDsiCIiIlelSkXoww8/dHQOqQFSMvKZc3cUfVoGkZp6ktu6NsHTw4Ppn+3j3vlfs2Bsd7o3r292TBERkSqr0qWx3Nxcnn76aR544AEADh8+zKJFixwaTJzPuOiWv5gYPSKqEV9MGkBwPR9+8952vjqca1I6ERGRq1elIjRt2jT69etHTk4OAM2bN9dlMbEL86/Npw/3pmn9Oox9fwfrDuaYHUlERKRKqlSE8vLyGDp0KB4eFzf39PS0/1kEoGE9Hz55qBdtQnx56MNvWLn3hNmRRERErqhKbaZOnTrk5eVhsVz8fKndu3dTr149hwaTmiewrjcLH+hFp0b+TPh4F0t3/Wh2JBERkcuq0mTpadOmMX78eI4fP86dd95JXl7eJXeQifzEv7YXH/6uJ7/7YAeT/7mb4jIbd3RvanYsERGRClWpCHXo0IF//OMfHDt2DMMwuOGGG/Dy8nJ0Nqmh6vp48v7YHjz84U6e/NdeLpTYGNP3BrNjiYiI/EKVihBASkoKP/74IzabjQMHDgAwcuRIhwWTmq2Wl5V5v+nKhI928ezyAxSVleuDWUVExOlUqQhNnTqV9PR02rVrh9VqBS4+UFFFSC7Hx9PK2/d0YfKnu3lp5UEulNiYdHNr+1wzERERs1WpCO3bt4/PP/9cP8DkqnlZPZh1ZxS1vKzMSv6eolIb04a00/eSiIg4hSoVodatW3Py5EmCg4MdnUdckNXDwiu3RVDLy4N3Nx7lQqmNZxM64OGhMiQiIuaqUhHKy8sjPj6eiIiISyZJz50712HBxLV4eFh4fkRHanlamb/5GMWl5bx4ayesKkMiImKiKhWhxx57zNE5xA1YLBaeiW9PHW8rs788TFGZjVcTI/G06uGcIiJijioVoR49ejg6h7gJi8XClLi2+HhZ+cuqQxSXljP7rii8PVWGRESk+l22CN111118/PHHREVFXTK51TAMLBYL3377rcMDimt6dFArantZmbHiAA9/+A3v3NuVWl5Ws2OJiIibuWwR+vjjjwHYtWtXtYQR93J/vxuo5WXlmaV7uf/9Hcz/bTfqeFf50VYiIiK/mq5HiKnu7tmUVxMj2Xb0FL95bzsFRaVmRxIRETeiIiSmu7VLY968qwu7089w7/yvOXO+xOxIIiLiJlSExCnER4Qx996uHDxRyJ3ztpF7ttjsSCIi4gZUhMRp3HxjCO+N6UbaqXPc8e5WsguKzI4kIiIuTkVInEr/1g35YGwPsvKLuP3drWTknTc7koiIuDAVIXE6PVs04B8P9CTvXAm3z91KWu45syOJiIiLclgReuqpp+jduzfDhg2zL3vzzTfp378/I0aMYMSIEWzYsMG+7t133yU2NpbBgwezadMm+/KNGzcyePBgYmNjmTdvnn15eno6iYmJxMXFMWnSJEpKLk6wLSkpYdKkScTGxpKYmEhGRsYVjyHOJ6ppIB892IuisnJuf3cr32cXmh1JRERckMOK0K233sr8+fN/sXzMmDEsW7aMZcuWER0dDcDhw4dJSkoiKSmJ+fPn89xzz2Gz2bDZbMyYMYP58+eTlJTEihUrOHz4MAAzZ85kzJgxrF69Gj8/PxYvXgzAokWL8PPzY82aNYwZM4aZM2de9hjivDo28ueTh3phAHfM28b+zHyzI4mIiItxWBHq3r07/v7+Vdo2OTmZ+Ph4vL29adKkCc2aNSMlJYWUlBSaNWtGkyZN8Pb2Jj4+nuTkZAzDYNu2bQwePBiAUaNGkZycDMCXX37JqFGjABg8eDBbt27FMIxKjyHOrU1IPf75cG9qeXpw17xt7E4/Y3YkERFxIdU+R2jhwoUkJCTw1FNPkZ9/8Tf87OxsQkND7duEhISQnZ1d6fK8vDz8/Pzw9Lz4FOLQ0FCys7Pt+woLCwPA09OTevXqkZeXV+m+xPndEFSXTx/ujX8dL+6d/zXbj502O5KIiLiIav08g7vuuotHHnkEi8XCrFmzeOmll/jzn/+MYRi/2NZisVBeXl7h8or8tLyyfVW2vDKpqamVrvs1ioqKHLbv6mTGOF6MachTq09w3/xt/CkmhKjwOtdlv67yNQHXGYurjAM0FmflKmNxlXGAeWOp1iIUFBRk/3NiYiLjxo0DLp7RycrKsq/Lzs4mODgYoMLlgYGBFBQUUFZWhqenJ1lZWfbtQ0NDOXHiBKGhoZSVlVFYWEhAQMBlj1GR9u3bX59B/4/U1FSH7bs6mTWOJW3bcN97X/PsuhzeuacLN7UP+dX7dJWvCbjOWFxlHKCxOCtXGYurjAMcO5adO3dWuq5aL43l5OTY/7x27Vpat24NQExMDElJSZSUlJCenk5aWhoRERF06tSJtLQ00tPTKSkpISkpiZiYGCwWCz179mTVqlUALFmyhJiYGPu+lixZAsCqVavo1asXFoul0mNIzdKwng8fP9iLtiH1ePjDnXy+94TZkUREpAZz2BmhKVOmsH37dvLy8hgwYACPPfYY27dv5+DBgwA0atSIGTNmANC6dWuGDBnC0KFDsVqtTJ8+HavVCsD06dN54IEHsNls3HbbbfbyNHXqVCZPnswbb7xB+/btSUxMBGD06NFMnTqV2NhY/P39ef311694DKlZAut6s/DBnoxdsIMJH33Lq7dHMiqqsdmxRESkBrIYFU2ecXM7d+6ka9euDtm3q5zGdIZxnCsu44EPvmHbsVO8OKoTd/Voek37cYaxXC+uMhZXGQdoLM7KVcbiKuMAx18aq+znup4sLTVWXR9PFoztzoDWDXnq33tZ8NUxsyOJiEgNoyIkNVotLyvzftOVuBtDeG75Ad5Zf8TsSCIiUoOoCEmN5+Np5a17upAQGc7LXxzktTXfVfi4BBERkf9VrbfPiziKl9WDN+7oTC1PD2Ynf09RqY2nhrS77LOiREREVITEZVg9LLx8W8TFy2Ubj3KhxMZzwzvg4aEyJCIiFVMREpfi4WFhxogO1Pa+WIaKy2z8+dYIrCpDIiJSARUhcTkWi4WnhrSjlpf1P5fJynn19ki8rJoSJyIil1IREpdksViYEtuGWl4evPLFIYrLbMy+KwofTz1EU0RE/ku/IotLe2RgK/6UcCOr9mfz8Ic7KSq1mR1JRESciIqQuLyxfW/gz7d2YsN3Jxm7YAfnisvMjiQiIk5CRUjcwl09mvLa7ZF8fewUv/nbdgqKSs2OJCIiTkBFSNzGqKjGzLm7C3vSz3DPX78m71yJ2ZFERMRkKkLiVoZ2CuPd+7py4EQBw+dsJvdssX3dliO5zN2gj+gQEXEnKkLidm5qH8KTg9uSnneBhDc3k3uujC1Hcpnw0S4iGvubHU9ERKqRbp8Xt/RQdEs8rR7MWHGA3y05jqf1R+bd140+LYPMjiYiItVIZ4TEbd3f7wbu6dmUEhucL7HxyqqD7DqeZ3YsERGpRipC4ra2HMll5b4s7ooIoK6PlfTT5xn19hb+sHjPJXOHRETEdakIiVv6aU7QnLuj+E1Uff76m24ADIsIY8muHxk0cz0LvjpGma3c5KQiIuJIKkLillIy8plzd5R9TlCflkG8dU8XOjbyZ+XjA+jcJIDnlh9g2Jub2Xb0lMlpRUTEUTRZWtzSuOiWv1jWp2WQvRj9/f4erNqfzfMrDnDnvG0Mjwzn6aHtCfWvVd1RRUTEgXRGSKQCFouFWzqGsnZKNBNvas0X+7OIeXU9czccoaRMl8tERFyFipDIZdT2tjIltg1rJ0fTp2UQL608yC2zNrLxu5NmRxMRketARUikCpo2qMP833ZjwZjulJcb/OZv2xn34U4y8s6bHU1ERH4FFSGRqzCoXTCrJg9g6uC2bPjuJDe9uoHZyd9TVGozO5qIiFwDFSGRq+TjaeXRQa1IfiKam28M4bU13xH3+kbWHsjGMAyz44mIyFVQERK5RuEBtXnr7i589EBPfDw9eODv33D/+zs4lnvO7GgiIlJFKkIiv1KfVkF8/nh//i++PTvS8hj8+kb+suog50vKzI4mIiJXoCIkch14WT14oH8LvnwimmGRYby17gg3vbqBpJQTulwmIuLEVIRErqNgv1q8dntnFo/rTWAdbx796Fvumf8132cXmh1NREQqoCIk4gDdmtdn+WP9eH5kR/ZnFjBk1iZeWHGAwqJSs6OJiMjPqAiJOIjVw8J9vZqx7vcDSezWhPe+OkbMqxv497cZulwmIuIkVIREHKx+XW/+fGsnlj3al0YBtZnyzz0kzt3K/sx8s6OJiLg9FSGRahLROIB/j+/DK7dFcCz3HAlvbmb6sn2cOV9idjQREbelIiRSjTw8LNzevQlfPjGQ3/Ruzj+2/UDMqxv4ZPtxyst1uUxEpLqpCImYwL+OF88O70DSxP60aujLtH/vZdTbX7E7/YzZ0URE3IqKkIiJ2of58enDvZh1Z2dO5Bcx8q2veHJxCrlni82OJiLiFlSERExmsVgY0bkRX/5+IA8PaMG/vs1g0Mz1vP/VMcps5WbHExFxaSpCIk7C18eTp4a254tJA+jcJIBnlx9g2Jub+froKbOjiYi4LBUhESfTKtiXv9/fg7n3dqWwqIw75m1j0ie7yC4oMjuaiIjLUREScUIWi4VbOoaydko0E2Na8fm+LGJmrmfexiOUlOlymYjI9aIiJOLEantbmRLXljWTB9C7ZQNe/PwgQ2ZtZNP3J82OJiLiElSERGqAZg3qMv+33fnbmG6UlRvc9952xv9jJxl5582OJiJSo3maHUBEqi6mXQh9Wgbx3uZjvPnl96w7lEP35vX5Xb8bGNg22L7dliO5pGTkMy66pYlpRUScn8POCD311FP07t2bYcOG2ZedOXOGsWPHEhcXx9ixY8nPv/hZS4Zh8MILLxAbG0tCQgL79++3v2bJkiXExcURFxfHkiVL7Mv37dtHQkICsbGxvPDCC/YPsbyWY4jUJLW8rDw6qBXJTwzkpnYhbPo+l/vf38FbX34PXCxBEz7aRURjf5OTiog4P4cVoVtvvZX58+dfsmzevHn07t2b1atX07t3b+bNmwfAxo0bSUtLY/Xq1Tz//PM8++yzwMVSM2fOHP75z3+yaNEi5syZYy82zz77LDNmzGD16tWkpaWxcePGazqGSE3VKKA2b93ThYUP9CTUvxZ/Wf0dYxb/wLgPdzLn7ij6tAwyO6KIiNNzWBHq3r07/v6X/kaanJzMyJEjARg5ciRr1669ZLnFYqFz584UFBSQk5PD5s2b6du3LwEBAfj7+9O3b182bdpETk4OZ8+eJSoqCovFwsiRI0lOTr6mY4jUdH1bBbFh6iAGtA4i+5yNgqIy5m44qo/rEBGpgmqdLH3q1CmCgy/OYwgODub06dMAZGdnExoaat8uNDSU7OzsXywPCQmpcPlP21/LMURcwY600+zLLCCxoz+1vax8+8NpRr71FQ98sIP9mflmxxMRcVpOMVn6p/k9P2exWK56+bUcozKpqamX3d+1Kioqcti+q5OrjANq/lj2nLjAixuyeTo6hLaBFrqG1+HFDdnEtfJly5Fc4lNz6Nu0Dvd2rk/zQG+z41ZJTf+a/JzG4pxcZSyuMg4wbyzVWoQaNGhATk4OwcHB5OTkUL9+feDi2ZmsrCz7dllZWQQHBxMaGsr27dvty7Ozs+nRo0el21/LMSrTvn376zPo/5GamuqwfVcnVxkH1PyxbMg5wtzfNKVPyyBSU1O5M6Y9TZtdvGts5r1NeW/TMf62+RiPLM9gWEQ4k25uTcuGvmbHvqya/jX5OY3FObnKWFxlHODYsezcubPSddV6aSwmJoalS5cCsHTpUm666aZLlhuGwe7du6lXrx7BwcH069ePzZs3k5+fT35+Pps3b6Zfv34EBwdTt25ddu/ejWEYFe6rqscQqenGRbf8xcToPi2DGBfdEr9aXkyObcOmJwcxProlyanZxL62gSn/3M0Pp86ZlFhExHk47IzQlClT2L59O3l5eQwYMIDHHnuMhx56iEmTJrF48WLCwsKYNWsWANHR0WzYsIHY2Fhq167Niy++CEBAQACPPPIIo0ePBuDRRx8lICAAuHjX2FNPPUVRUREDBgxgwIABAFd9DBF3EFDHmz/c0o7f9buBdzce5e9b01i2O5PRXRrz2E2taBxYx+yIIiKmsBgVTZ5xczt37qRr164O2bernMZ0lXGAe44lp6CIt9cf4aOvj2NgcEf3JkwY1JpQ/1rVkPLK3PFrUhNoLM7HVcYBjr80VtnPdX3EhogbCvarxbPDO7DhDwO5vVsTPt2RzoC/rOO55fvJKdSn3IuI+1AREnFjYf61+X+jOvHlEwMZ1bkRf9/6AwNeWceLn6dy6myx2fFERBxORUhEaFK/Di+PjiB5SjRDO4Yxf9NR+r+yjr+sOsiZ8yVmxxMRcRgVIRGxax5Ul9fu6MzqydHEtAvm7fVH6P/yOl5f8x0FRaVmxxMRue5UhETkF1oF+zLn7i6sfLw/fVsFMSv5e/q/vI631h3mXHGZ2fFERK4bFSERqVS7UD/m3teVFY/1o1uzQP6y6hD9X1nHvI1HuFBiMzueiMivpiIkIlfUsZE/743pzpJH+tAh3I8XPz9I/1fW8bfNxygqVSESkZpLRUhEqiyqaSAf/q4ni8b1plVwXWasOMDAv6znw20/UFJWbnY8EZGrpiIkIlete/P6fPJQbz56sCeNA2vzx6X7GDRzPZ9sP06pTYVIRGoOFSERuWZ9WgaxaFxvPri/B0G+3kz7915ufm0D/9qZga1cD60XEeenIiQiv4rFYiG6TUOWPtqX+b/pRl1vT55YtIfY1zfw2Z5MylWIRMSJqQiJyHVhsVi4+cYQVjzWj7n3dsHLw4OJH+/illkbWbn3hAqRiDglFSERua48PCzc0jGMlY/3Z/ZdUZSVG4xf+C3D3tzM2gPZ6HOeRcSZqAiJiEN4eFgYHhnO6kkDeO32SM6VlPHA379h5Ntb2PDdSRUiEXEKKkIi4lCeVg9u7dKYtVOiefm2TuQWFvPbv20nce5WthzONTueiLg5FSERqRZeVg/u6N6Udb8fyPMjO5KRd4G753/NnfO2siPttNnxRMRNqQiJSLXy9vTgvl7NWD91IH9KuJHDOedInLuVgX9Zx9+3pl2y7ZYjuczdcMSUnCLiHlSERMQUtbysjO17A5v+MIinh7bj1LkSpi/bz6i3vuL7U8VsOZLLhI92EdHY3+yoIuLCPM0OICLurba3lYcGtOTuns14fvkB/vlNOhPTz+Bh+ZHBHULBgJKycrw99XubiFx/KkIi4hR8fTx5eXQEAXW8eHfjURoH1iH5YA4r92Xh6+PJgDZBDGobzKB2wQT5+pgdV0RchIqQiDiNLUdyWbQzg7siAlh15Dzv3tuFsnL48mA2Xx7M4fO9WVgsENE4gJvaBRPTLpgO4X5YLBazo4tIDaUiJCJO4ac5QXPujiKw5CQJPdva//7nWyMwDIP9mQWsO5hD8sEcXl/7Ha+t+Y4QPx8Gtb1Yivq2CqKuj/5ZE5Gq078YIuIUUjLymXN3FH1aBpGaepI+LYOYc3cUKRn59GkZhMVioWMjfzo28uexm1qTe7aY9YdOsu5gDkkpJ/hkRzreVg96tWxATNuGxLQLoWmDOmYPS0ScnIqQiDiFcdEtf7GsT8sg+rQMqnD7IF8fRndtzOiujSm1lbMj7TRfpubw5aEcnl1+gGeXH6BVsC83tbs4r6hrs0C8rJpwLSKXUhESkRrPy+phL03/N+xG0nLP8eXBHL48mMPfvjrGuxuP4lfLkwFtGnJT+2Ci2wRTv6632bFFxAmoCImIy2keVJf7+93A/f1u4GxxGZu/P/mfYnSSFSkn8LBAVNNAYv4z4bpdaD1NuBZxUypCIuLSfH08uaVjGLd0DKO83GBfZj7JqTmsO5TDX1Yd4i+rDhHuX4tB/ylFfVoGUdvbanZsEakmKkIi4jY8PCxENA4gonEAk2PbkFNQxPpDJ0k+mM3SXT+y8Ovj+Hh60KdlA2LahxDTLphGAbXNji0iDqQiJCJuK9ivFrd3b8Lt3ZtQXGZj+7HT9rlF65bu449Au9B6DGoXzE3tgolqGojVQ5fQRFyJipCICODjaaV/64b0b92Q6cNu5GjuuYt3oR3M4a8bj/LO+iME1PFiYJuGDGoXTHSbhgTU0YRrkZpORUhE5H9YLBZaNvSlZUNfHhzQgoKiUjZ9l0vywWzWHzrJ0t2ZWD0sdG0aSEz7i3OLWgf7asK1SA2kIiQicgV+tbyIjwgjPiIMW7nBnowzF59wnZrDSysP8tLKgzQOrG2/C23fj/l0aRZ4yTOQthzJJSUjv8LnJYmIeVSERESugtXDQpemgXRpGsgTcW05kX+BdQcv3p6/6JsM/r71B7ytHhgY/KZ3c6JDbeT97ONDRMS5qAiJiPwKYf61ubtnU+7u2ZSiUhvbjp76zwfEnuC9zcd4D/CwHCe6TUNOFhaTXVBEiF8ts2OLyH+oCImIXCe1vKwMbBvMwLbBPDe8A/+3dB8Lvz5OswZ1+eaHPNYdOglAi6C69GzRgN4tG9CrRX2C66kYiZhFRUhExAG2Hj3Fyn1Z3BURwKoj53nnnq4E1PFi65FTbDt6ihV7Mvl4+3EAWjas+59SdPG/IF8fk9OLuA8VIRGR62zLz+YEBZacJKFnW/vfHxzQggcHtKDMVs6BEwX2YrR0Vyb/2HaxGLUO9rUXo5431KeBipGIw6gIiYhcZykZ+cy5O4o+LYNITT1Jn5ZBzLk7ipSMfPudZJ5WD/tTrh+ObkmZrZx9mf8tRot3Xpx4DdA2pN4lxShQHxgrct2oCImIXGcV3SLfp2XQJbfT/y9PqwedmwTQuUkA4we2pNRWTkpGPtuOXixGn+5I5/0taVgs0C7Uj14t6tO7RQN63tAA/zpejhyOiEtTERIRcUJeVg+6Nguka7NAHh3UipKyclIyzrDt6Cm2Hj3FR18fZ8FXF4vRjWF+9GrRgN4tGtCjRX38aqkYiVSVipCISA3g7elBt+b16da8PhNiWlNcZmNP+sUzRluPnOLDbT/w3uZjeFigQ7i//Y607s3rU0/FSKRSKkIiIjWQj6eVHjfUp8cN9Zl4U2uKSm3sTj9jn2P0/ldpzNt4FA8LdGrkT6//zDHq3rw+vj76p1/kJ/q/QUTEBdTystpvvwcoKrXx7fE8th05xbajp/nb5mO8u+EoVg8LnRpdPGPUu0UDujUPpI63fhSI+zLluz8mJoa6devi4fH/27v7oKjqhQ/g37NvvCwvyy4sS0BOYJpjik5p+fJIYpoz2I0M8ynzmi8xoyajlD4RzeTUqN2mcbTsFjT56FNeb5GKpfVcExNMLfAlGR8xdYkbqLCwgLAsu8su5/mDZYVcUxflCPv9SXBZwgAAESZJREFUzDgsh91zvr/ZUb7+zm/PkUEul2Pnzp1oamrCihUrcPHiRcTGxmLDhg0IDw+HKIpYs2YNioqKEBgYiHfeeQfDhw8HAOzatQsfffQRAGDx4sV4+umnAQCnT59GdnY2bDYbkpOTkZOTA0EQrnsMIqKBJlAp77FAu83RWYyOGjvXGH1SXIGPDhqhkAlIite4F19H4qFBEQhSyT37+bjIiJFx4bxvGg1Ykv03YOvWrdBqtZ7v8/LyMG7cOGRkZCAvLw95eXlYuXIliouLUVlZiX379uHUqVNYvXo18vPz0dTUhE2bNmHHjh0QBAEzZ85ESkoKwsPDsXr1arz11lsYNWoUXnrpJRQXFyM5Ofm6xyAiGuiCVHJMGByJCYM7C43V4cSxykbP4uuPiyrw4Q9GKOUCRsVrPIuvHzCEXr0mEnpeI4loILhr5kMLCwvx2WefAQDS0tIwd+5crFy5EoWFhUhLS4MgCBg1ahSam5thMplQUlKCCRMmQKPRAAAmTJiAQ4cOYezYsbBYLBg9erRnX4WFhUhOTr7uMYiI/E2wSoFJQ6IwaUgUAKDV7kRpZQN+qmjA0Qoz/n7QiA8OXIBKLkNClBoLthzD2NhAnKqt8lwjiWggkKwILVy4EIIgYPbs2Zg9ezbMZjP0ej0AQK/Xo6GhAQBQW1sLg8HgeZ3BYEBtbe0126Ojo71u73o+gOseg4jI36kDFJ77pAFAi60dxyobcdR9HSNbuwvFla0AgAVbSjFIp0ZCpBoJUSFIjLr6VRPMiz1S/yJJEdq+fTuio6NhNpsxf/58JCQkXPe5oihes00QhFvefqvKy8tv+TU3w2az3bF996WBMg6AY7kbDZRxAP17LAYAT98HJAQGo7KuBQ/HBOBotQ1j44LhcHWg/GIDDpythbPj6mvCAmSID1chLlyJuDD3n3AlDKFKKGS3/m/xndKf35fuBso4AOnGIkkRio6OBgDodDpMnToVZWVl0Ol0MJlM0Ov1MJlMnvVDBoMBNTU1ntfW1NRAr9fDYDCgpKTEs722thZjx4697vO7juftGN4MGzbsto65S3l5+R3bd18aKOMAOJa70UAZB9D/x3LEWI93D5/Ex38dgwhHHRpVUZ41QuMTI+F0daCqsQ0VdRZU1LWiot4Co6kVxy9b8K/zLZ79KGQC7tUFIyGyc+YoMSoECe6ZJK0Etwzp7+9Ll4EyDuDOjuX48ePX/VmfFyGr1YqOjg6EhITAarXi8OHDWLJkCVJSUlBQUICMjAwUFBRgypQpADo/Yfb5558jNTUVp06dQmhoKPR6PSZOnIj169fjypUrAIAff/wRWVlZ0Gg0UKvV+OWXX5CUlISCggLMnTvXsy9vxyAiIu9udN80hVyG+yLVuC9SjSl/+B12pa0dFXUWGOtaexSl4nN1cLiuTiNpgpWdxch9qi3BXZTu1QZDpZD18YjJ3/R5ETKbzVi6dCkAwOVyYcaMGZg0aRJGjBiB5cuX46uvvkJMTAw2btwIAEhOTkZRURGmTp2KoKAgrF27FgCg0WiwZMkSpKenAwCWLl3qWTi9evVqz8fnJ02ahEmTJgEAMjIyvB6DiIi88+W+aV3Cg5QYfW8ERt8b0WO7q0NEdaMVFXWtMNZZUFHfCqPJgoPn6pB/vNrzPLlMwL3aYHdB6ppF6ixKOrXKp2UPRH/U50UoPj4eX3/99TXbIyIisHXr1mu2C4KAN9980+u+0tPTPUWouxEjRmDPnj03fQwiIuo7cpmAQTo1BunUmPyAvsfPmm3t+K2rILlnkCrqWnHoQj0c3RYjhQUqkKgPQUJk1wySexZJF4wAhfyPhwTAayKRd3fNx+eJiIjCApVIitcgKV7TY7urQ8SlpjZPQer6+uOFOuw4cXUWSSYA8e5ZpO4zSAlRaoyMDec1kegaLEJERHTXk8sExGuDEa8NxmNDe/6sxdaO3+pbO2eQ6iwwuh8fMZph7zaLFBqogD40AC/+dykGa5WobPo3XvqPBKjkMvxutkIfFoBApffZJBq4WISIiKhfCw1UYmScBiPjes4idXSIuHSl7WpBcp9qq2224YzJDgDYWHgeGwvPd9tXZ1nShwZCHxbQ43FUt8ehAQquURogWISIiGhAkskExEUEIy4i2HMF7a7TYf85NBT/e6EV//XEA4jRBMLUYkddix2mZhtMLXaYWuw48XsjTM32HrNKXQKVss5SFBrgLkyB7qIUAH1YIKLd2yKClSxMdzkWISIi8gvd1wRFOOrwl0eGer5/9uF4r68RRRHNNifqWmwwNdvdJann47M1LTh0rh4tduc1r1fKBUSFBCAqzF2arjPbpFOroJDf3KUCuOj79mIRIiIiv3CjayJ5IwgCwoOUCA9SYrA+9E/3b3U4O2eVWuwwNdtR65ldsqGuxY7fzVYcq2xAo7Xdy3EAnTqg2wxTz8IU1W32aWQcF33fTixCRETkF3pzTaSbEaxSYJBOgUE69Z8+z+HsQJ2l52m4um6PTS02nLnUjHqLHR3X3jUK4UFKhATI8ddPSxAXpkCNpRJpo2NxsbENP5w1QReigi6kc5aJi79vjEWIiIioD6kUMsRqghCrCfrT57k6RJhbO2eX6rycknN2NKGyyQ65DPhnaRX+WVp1zT5CAhSdxUjdWY4iQ1TQqQM8ZSnSvV0XokJEsAryu+h+cH2FRYiIiOguJJcJ7gXZgdf87IixHqX/OInnRmrwL6MV780aicFRoahvtcNsccBsscPc6kC9xf19qx1VDVac/L0JDa3eZ5oEAdAGq9zFqbMcRbpnljwlqttXtUre64Xgd8N6JxYhIiKifuSPi76f7Lbo+2ZO83V0iGhqa4fZYke9uyR1laf6VneJsjjwf+7Tcy22axeBA0CAQtZZlLrNOOlCVIjsNuOkU3eWKa1a5fW+cXfDeicWISIion7El0Xf3clkArRqFbRqFe6PvvHx7E4XGlodMFscqLN4n3Gqs9hxtqYFZoujxw11uwsLVHQrTlfL0l+S7kHG/xzH1MRgFP27+qYL3e3CIkRERNSP3OlF338UoJAjJjwIMeF/vqYJ6LzcQIvdeXWG6TozTsY6C0oqHWi0OiC6T9PtOtOMzJTBfVqCABYhIiIiuk0EQUBYoBJhgUrcF/nnn54DAKerA9+fqcVrO8swNUGNz3/+HY8m6vq0DN3c1ZuIiIiIbrOSygbkFJzGRy88hIUP67Dp+dF4+R8nccRY32cZWISIiIhIEt3XOwHosd6pr/DUGBEREUmir9c7ecMZISIiIvJbLEJERETkt1iEiIiIyG+xCBEREZHfYhEiIiIiv8UiRERERH6LRYiIiIj8FosQERER+S0WISIiIvJbLEJERETktwRRFEWpQ9xtjh8/LnUEIiIiuo0eeughr9tZhIiIiMhv8dQYERER+S0WISIiIvJbCqkD+IPLly9j1apVqK+vh0wmw7PPPot58+ZJHcsndrsdc+bMgcPhgMvlwhNPPIHMzEypY/nM5XLhmWeeQXR0NHJzc6WO47OUlBSo1WrIZDLI5XLs3LlT6kg+a25uxhtvvIFz585BEASsXbsWo0ePljrWLauoqMCKFSs831dVVSEzMxMvvviidKF8tGXLFuTn50MQBAwZMgTr1q1DQECA1LF8snXrVuTn50MURcyaNatfvR/Z2dk4ePAgdDod9uzZAwBoamrCihUrcPHiRcTGxmLDhg0IDw+XOOmNeRvLd999h02bNsFoNCI/Px8jRozomzAi3XG1tbXi6dOnRVEUxZaWFnHatGni+fPnJU7lm46ODtFisYiiKIoOh0NMT08XT548KXEq323evFnMysoSMzIypI7SK5MnTxbNZrPUMW6LVatWiV9++aUoiqJot9vFK1euSJyo95xOpzh+/Hixurpa6ii3rKamRpw8ebLY1tYmiqIoZmZmijt27JA4lW9+/fVXMTU1VbRarWJ7e7s4b9488bfffpM61k0rKSkRT58+Laampnq2/e1vfxNzc3NFURTF3Nxc8d1335Uq3i3xNpYLFy6IRqNRfOGFF8SysrI+y8JTY31Ar9dj+PDhAICQkBAkJCSgtrZW4lS+EQQBarUaAOB0OuF0OiEIgsSpfFNTU4ODBw8iPT1d6ijkZrFYUFpa6nlPVCoVwsLCJE7Ve0ePHkV8fDxiY2OljuITl8sFm80Gp9MJm80GvV4vdSSfGI1GJCUlISgoCAqFAmPGjMH3338vdaybNmbMmGtmewoLC5GWlgYASEtLw/79+6WIdsu8jSUxMREJCQl9noVFqI9VV1ejvLwcSUlJUkfxmcvlwlNPPYXx48dj/Pjx/XYsa9euxcqVKyGTDYy/BgsXLsTMmTPxxRdfSB3FZ1VVVdBqtcjOzkZaWhpycnJgtVqljtVre/fuxYwZM6SO4ZPo6GgsWLAAkydPxsSJExESEoKJEydKHcsnQ4YMwbFjx9DY2Ii2tjYUFxejpqZG6li9YjabPcVUr9ejoaFB4kT9z8D4DdBPtLa2IjMzE6+//jpCQkKkjuMzuVyO3bt3o6ioCGVlZTh37pzUkW7ZDz/8AK1WiwcffFDqKLfF9u3bsWvXLnzyySfYtm0bSktLpY7kE6fTiTNnzuC5555DQUEBgoKCkJeXJ3WsXnE4HDhw4ACmT58udRSfXLlyBYWFhSgsLMShQ4fQ1taG3bt3Sx3LJ4mJiVi0aBEWLFiARYsWYejQoZDL5VLHIomxCPWR9vZ2ZGZm4sknn8S0adOkjnNbhIWF4ZFHHsGhQ4ekjnLLTpw4gQMHDiAlJQVZWVn46aef8Oqrr0ody2fR0dEAAJ1Oh6lTp6KsrEziRL4xGAwwGAyeWcbp06fjzJkzEqfqneLiYgwfPhyRkZFSR/HJkSNHEBcXB61WC6VSiWnTpuHkyZNSx/LZrFmzsGvXLmzbtg0ajQaDBg2SOlKv6HQ6mEwmAIDJZIJWq5U4Uf/DItQHRFFETk4OEhISMH/+fKnj9EpDQwOam5sBADabDUeOHJHknG5vvfLKKyguLsaBAwewfv16PProo3jvvfekjuUTq9UKi8XieXz48GHcf//9EqfyTVRUFAwGAyoqKgB0rq1JTEyUOFXv7N27F6mpqVLH8Nk999yDU6dOoa2tDaIo9vv3xGw2AwAuXbqEffv29dtTll1SUlJQUFAAACgoKMCUKVMkTtT/8MrSfeDYsWOYM2cOhgwZ4lmPkpWVheTkZImT3bqzZ8/itddeg8vlgiiKmD59Ol5++WWpY/XKzz//jM2bN/fbj89XVVVh6dKlADrXb82YMQOLFy+WOJXvysvLkZOTg/b2dsTHx2PdunX94uPA3rS1teGxxx7D/v37ERoaKnUcn73//vv49ttvoVAoMGzYMKxZswYqlUrqWD55/vnn0dTUBIVCgezsbIwbN07qSDctKysLJSUlaGxshE6nw7Jly/D4449j+fLluHz5MmJiYrBx40ZoNBqpo96Qt7FoNBq8/fbbaGhoQFhYGIYNG4ZPP/30jmdhESIiIiK/xVNjRERE5LdYhIiIiMhvsQgRERGR32IRIiIiIr/FIkRERER+i0WIiPxOdXV1v79+DBHdHixCRERE5LdYhIjIr1VVVSEtLa3f3paEiHqHRYiI/FZFRQWWLVuGdevWYeTIkVLHISIJKKQOQEQkhYaGBixZsgQffPBBv703GxH1HmeEiMgvhYaGIiYmBidOnJA6ChFJiEWIiPySUqnEhx9+iIKCAnzzzTdSxyEiibAIEZHfCg4ORm5uLrZs2YL9+/dLHYeIJMC7zxMREZHf4owQERER+S0WISIiIvJbLEJERETkt1iEiIiIyG+xCBEREZHfYhEiIiIiv8UiRERERH6LRYiIiIj81v8DJKQ4wjrgDzMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('seaborn-whitegrid'):\n",
    "    plt.figure(figsize=(9, 6))\n",
    "    pd.Series({k: KMeans(k).fit(X).inertia_ for k in range(2, 12)}).plot(marker='x')\n",
    "    plt.xticks(range(2, 12))\n",
    "    plt.xlabel('k')\n",
    "    plt.ylabel('inertia')\n",
    "    plt.title('Change in inertia as k increases')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x936 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2, figsize=(13, 13), sharex=True, sharey=True)\n",
    "\n",
    "for ax, k in zip(axs.ravel(), range(2, 6)):\n",
    "    clusters = KMeans(k).fit(X).predict(X)\n",
    "    ax.scatter(X.total_fat, X.carbohydrate, c=clusters)\n",
    "    ax.set(title='k = {}'.format(k), xlabel='Total Fat', ylabel='Carbohydrates')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 441.5x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmeans = KMeans(n_clusters=4).fit(X)\n",
    "df['cluster'] = kmeans.predict(X)\n",
    "df.cluster = 'cluster_' + (df.cluster + 1).astype('str')\n",
    "sns.relplot(data=df, x='total_fat', y='carbohydrate', hue='cluster')\n",
    "plt.title('K Means Clusters for Carbs vs. Total Fat')\n",
    "plt.xlabel('Total Fat')\n",
    "plt.ylabel('Carbohydrates')\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- We can conclude that based on the visualizations above that the optimal number of clusters is 4."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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>food_item</th>\n",
       "      <th>calories</th>\n",
       "      <th>total_fat</th>\n",
       "      <th>protein</th>\n",
       "      <th>carbohydrate</th>\n",
       "      <th>cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Nuts, pecans</td>\n",
       "      <td>691</td>\n",
       "      <td>72.0</td>\n",
       "      <td>9.17</td>\n",
       "      <td>13.86</td>\n",
       "      <td>cluster_3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Nuts, dried, pine nuts</td>\n",
       "      <td>673</td>\n",
       "      <td>68.0</td>\n",
       "      <td>13.69</td>\n",
       "      <td>13.08</td>\n",
       "      <td>cluster_3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Nuts, dried, beechnuts</td>\n",
       "      <td>576</td>\n",
       "      <td>50.0</td>\n",
       "      <td>6.20</td>\n",
       "      <td>33.50</td>\n",
       "      <td>cluster_3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Butter oil, anhydrous</td>\n",
       "      <td>876</td>\n",
       "      <td>99.0</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>cluster_3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Oil, soybean lecithin</td>\n",
       "      <td>763</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>cluster_3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 food_item  calories  total_fat  protein  carbohydrate  \\\n",
       "1             Nuts, pecans       691       72.0     9.17         13.86   \n",
       "29  Nuts, dried, pine nuts       673       68.0    13.69         13.08   \n",
       "37  Nuts, dried, beechnuts       576       50.0     6.20         33.50   \n",
       "48   Butter oil, anhydrous       876       99.0     0.28          0.00   \n",
       "67   Oil, soybean lecithin       763      100.0     0.00          0.00   \n",
       "\n",
       "      cluster  \n",
       "1   cluster_3  \n",
       "29  cluster_3  \n",
       "37  cluster_3  \n",
       "48  cluster_3  \n",
       "67  cluster_3  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Foods from Model 4, which would be moderate carbs and high fat. These are mostly nuts, oils, and butters. \n",
    "# You can see that these foods are labelled \"cluster_3\", orange\n",
    "clustered_foods_2 = df[(df.total_fat > 40)&(df.carbohydrate < 40)]\n",
    "clustered_foods_2.head() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "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>food_item</th>\n",
       "      <th>calories</th>\n",
       "      <th>total_fat</th>\n",
       "      <th>protein</th>\n",
       "      <th>carbohydrate</th>\n",
       "      <th>cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Eggplant, raw</td>\n",
       "      <td>25</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.98</td>\n",
       "      <td>5.88</td>\n",
       "      <td>cluster_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Cauliflower, raw</td>\n",
       "      <td>25</td>\n",
       "      <td>0.3</td>\n",
       "      <td>1.92</td>\n",
       "      <td>4.97</td>\n",
       "      <td>cluster_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Taro leaves, raw</td>\n",
       "      <td>42</td>\n",
       "      <td>0.7</td>\n",
       "      <td>4.98</td>\n",
       "      <td>6.70</td>\n",
       "      <td>cluster_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Lamb, raw, ground</td>\n",
       "      <td>282</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>cluster_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Cheese, camembert</td>\n",
       "      <td>300</td>\n",
       "      <td>24.0</td>\n",
       "      <td>19.80</td>\n",
       "      <td>0.46</td>\n",
       "      <td>cluster_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Vegetarian fillets</td>\n",
       "      <td>290</td>\n",
       "      <td>18.0</td>\n",
       "      <td>23.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>cluster_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>PACE, Picante Sauce</td>\n",
       "      <td>25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.25</td>\n",
       "      <td>cluster_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Mango nectar, canned</td>\n",
       "      <td>51</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.11</td>\n",
       "      <td>13.12</td>\n",
       "      <td>cluster_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Chicken, boiled, feet</td>\n",
       "      <td>215</td>\n",
       "      <td>15.0</td>\n",
       "      <td>19.40</td>\n",
       "      <td>0.20</td>\n",
       "      <td>cluster_1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Quail, raw, meat only</td>\n",
       "      <td>134</td>\n",
       "      <td>4.5</td>\n",
       "      <td>21.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>cluster_1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                food_item  calories  total_fat  protein  carbohydrate  \\\n",
       "2           Eggplant, raw        25        0.2     0.98          5.88   \n",
       "5        Cauliflower, raw        25        0.3     1.92          4.97   \n",
       "6        Taro leaves, raw        42        0.7     4.98          6.70   \n",
       "7       Lamb, raw, ground       282       23.0    16.56          0.00   \n",
       "8       Cheese, camembert       300       24.0    19.80          0.46   \n",
       "9      Vegetarian fillets       290       18.0    23.00          9.00   \n",
       "10    PACE, Picante Sauce        25        0.0     0.00          6.25   \n",
       "12   Mango nectar, canned        51        0.1     0.11         13.12   \n",
       "14  Chicken, boiled, feet       215       15.0    19.40          0.20   \n",
       "15  Quail, raw, meat only       134        4.5    21.76          0.00   \n",
       "\n",
       "      cluster  \n",
       "2   cluster_1  \n",
       "5   cluster_1  \n",
       "6   cluster_1  \n",
       "7   cluster_1  \n",
       "8   cluster_1  \n",
       "9   cluster_1  \n",
       "10  cluster_1  \n",
       "12  cluster_1  \n",
       "14  cluster_1  \n",
       "15  cluster_1  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Foods from Model 4, which would be low carb and moderate fat\n",
    "# You can see that these foods are labelled \"cluster_1\", green\n",
    "clustered_foods = df[(df.total_fat < 40)&(df.carbohydrate < 15)]\n",
    "clustered_foods.head(10) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4929, 6)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# As opposed to the \"ideal keto\" above that only allowed for 745 food items, \n",
    "# this cluster is a bit more expansive with 4,929 food items to choose from.\n",
    "clustered_foods.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### When you compare this list to the \"ideal keto\" above, this list is a bit more rounded/balanced. Of course it includes \"classic keto\" foods like meats, cheeses, and eggs. However it also included some vegatables and fruits that if eatten in controlled portions can be included to have a more balanced diet but still stay under the daily macros of:\n",
    "\n",
    "- Fat: 70% of total calories (156 g per day)\n",
    "- Protein: 25% of total calories (125 g per day)\n",
    "- Carbs: 5% of total calories (25 g per day)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusions/Takeaways"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### What was best model?\n",
    "- The K-means, k=4 model provided the best clustering.\n",
    "    \n",
    "#### How did the findings compare with what is known?\n",
    "- Cluster 1 matched up very closely to a ketogenic diet that could be more balanced and substantial in the long-term. This information might be great for someone who needs help making food choices that are not all just meat, cheese, and eggs. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Future Investigations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Can other food items be classified under certain diets (vegan, vegetarian, low-carb, etc) using similar methods?  \n",
    "\n",
    "\n",
    "- Could this system be used on an food tracking app to give users suggestions on what food they should be buying depending on what diet they are on? This could take out a lot of the guessing and research that comes with being on a diet and really simplify things for the user."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Resources:\n",
    "\n",
    "- https://www.ncbi.nlm.nih.gov/books/NBK499830/\n",
    "- https://www.hsph.harvard.edu/nutritionsource/healthy-weight/diet-reviews/ketogenic-diet/\n",
    "- https://www.dietdoctor.com/low-carb/keto/foods\n",
    "- https://www.nateliason.com/blog/easy-keto\n",
    "- The \"Lose It!\" app"
   ]
  }
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