diff --git a/main.ipynb b/main.ipynb
new file mode 100644
index 0000000..8418e87
--- /dev/null
+++ b/main.ipynb
@@ -0,0 +1,2287 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "06f24df5",
+   "metadata": {},
+   "source": [
+    "## Lab - EDA Bivariate Analysis: Diving into Amazon UK Product Insights Part II\n",
+    "\n",
+    "**Objective**: Delve into the dynamics of product pricing on Amazon UK to uncover insights that can inform business strategies and decision-making.\n",
+    "\n",
+    "**Dataset**: This lab utilizes the [Amazon UK product dataset](https://www.kaggle.com/datasets/asaniczka/uk-optimal-product-price-prediction/)\n",
+    "which provides information on product categories, brands, prices, ratings, and more from from Amazon UK. You'll need to download it to start working with it.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8267df03",
+   "metadata": {},
+   "source": [
+    "### Part 1: Analyzing Best-Seller Trends Across Product Categories\n",
+    "\n",
+    "**Objective**: Understand the relationship between product categories and their best-seller status."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "9eb5f9ba",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "df = pd.read_csv(\"C:/Users/anmnu/.cache/kagglehub/datasets/asaniczka/uk-optimal-product-price-prediction/versions/3/amz_uk_price_prediction_dataset.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "5340f80f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "738f25e7",
+   "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>uid</th>\n",
+       "      <th>asin</th>\n",
+       "      <th>title</th>\n",
+       "      <th>stars</th>\n",
+       "      <th>reviews</th>\n",
+       "      <th>price</th>\n",
+       "      <th>isBestSeller</th>\n",
+       "      <th>boughtInLastMonth</th>\n",
+       "      <th>category</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>B09B96TG33</td>\n",
+       "      <td>Echo Dot (5th generation, 2022 release) | Big ...</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>15308</td>\n",
+       "      <td>21.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Hi-Fi Speakers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>B01HTH3C8S</td>\n",
+       "      <td>Anker Soundcore mini, Super-Portable Bluetooth...</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>98099</td>\n",
+       "      <td>23.99</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Hi-Fi Speakers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>B09B8YWXDF</td>\n",
+       "      <td>Echo Dot (5th generation, 2022 release) | Big ...</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>15308</td>\n",
+       "      <td>21.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Hi-Fi Speakers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>B09B8T5VGV</td>\n",
+       "      <td>Echo Dot with clock (5th generation, 2022 rele...</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>7205</td>\n",
+       "      <td>31.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Hi-Fi Speakers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>B09WX6QD65</td>\n",
+       "      <td>Introducing Echo Pop | Full sound compact Wi-F...</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>1881</td>\n",
+       "      <td>17.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Hi-Fi Speakers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2443646</th>\n",
+       "      <td>2828589</td>\n",
+       "      <td>B0CHSD7P2Q</td>\n",
+       "      <td>Motorbike Armour, Motorbike Clothing, Cycling ...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>22.34</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Motorbike Clothing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2443647</th>\n",
+       "      <td>2828590</td>\n",
+       "      <td>B0B7B8FNBQ</td>\n",
+       "      <td>PROFIRST Waterproof Motorcycle 2 Piece Ladies ...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>97.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Motorbike Clothing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2443648</th>\n",
+       "      <td>2828591</td>\n",
+       "      <td>B0BD5FL5FB</td>\n",
+       "      <td>Men’s Motorcycle Motorbike Biker Trousers Kevl...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>52.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Motorbike Clothing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2443649</th>\n",
+       "      <td>2828592</td>\n",
+       "      <td>B008OYLL4I</td>\n",
+       "      <td>Texpeed Mens Motorcycle Motorbike Biker Trouse...</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>404</td>\n",
+       "      <td>79.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Motorbike Clothing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2443650</th>\n",
+       "      <td>2828593</td>\n",
+       "      <td>B08P3W9B3T</td>\n",
+       "      <td>RIDEX CJ223 Motorcycle Motorbike Jacket Armour...</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>34</td>\n",
+       "      <td>53.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Motorbike Clothing</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2443651 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             uid        asin  \\\n",
+       "0              1  B09B96TG33   \n",
+       "1              2  B01HTH3C8S   \n",
+       "2              3  B09B8YWXDF   \n",
+       "3              4  B09B8T5VGV   \n",
+       "4              5  B09WX6QD65   \n",
+       "...          ...         ...   \n",
+       "2443646  2828589  B0CHSD7P2Q   \n",
+       "2443647  2828590  B0B7B8FNBQ   \n",
+       "2443648  2828591  B0BD5FL5FB   \n",
+       "2443649  2828592  B008OYLL4I   \n",
+       "2443650  2828593  B08P3W9B3T   \n",
+       "\n",
+       "                                                     title  stars  reviews  \\\n",
+       "0        Echo Dot (5th generation, 2022 release) | Big ...    4.7    15308   \n",
+       "1        Anker Soundcore mini, Super-Portable Bluetooth...    4.7    98099   \n",
+       "2        Echo Dot (5th generation, 2022 release) | Big ...    4.7    15308   \n",
+       "3        Echo Dot with clock (5th generation, 2022 rele...    4.7     7205   \n",
+       "4        Introducing Echo Pop | Full sound compact Wi-F...    4.6     1881   \n",
+       "...                                                    ...    ...      ...   \n",
+       "2443646  Motorbike Armour, Motorbike Clothing, Cycling ...    0.0        0   \n",
+       "2443647  PROFIRST Waterproof Motorcycle 2 Piece Ladies ...    0.0        0   \n",
+       "2443648  Men’s Motorcycle Motorbike Biker Trousers Kevl...    0.0        0   \n",
+       "2443649  Texpeed Mens Motorcycle Motorbike Biker Trouse...    4.3      404   \n",
+       "2443650  RIDEX CJ223 Motorcycle Motorbike Jacket Armour...    4.5       34   \n",
+       "\n",
+       "         price  isBestSeller  boughtInLastMonth            category  \n",
+       "0        21.99         False                  0      Hi-Fi Speakers  \n",
+       "1        23.99          True                  0      Hi-Fi Speakers  \n",
+       "2        21.99         False                  0      Hi-Fi Speakers  \n",
+       "3        31.99         False                  0      Hi-Fi Speakers  \n",
+       "4        17.99         False                  0      Hi-Fi Speakers  \n",
+       "...        ...           ...                ...                 ...  \n",
+       "2443646  22.34         False                  0  Motorbike Clothing  \n",
+       "2443647  97.99         False                  0  Motorbike Clothing  \n",
+       "2443648  52.99         False                  0  Motorbike Clothing  \n",
+       "2443649  79.99         False                  0  Motorbike Clothing  \n",
+       "2443650  53.99         False                  0  Motorbike Clothing  \n",
+       "\n",
+       "[2443651 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "b9debd88",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 2443651 entries, 0 to 2443650\n",
+      "Data columns (total 9 columns):\n",
+      " #   Column             Dtype  \n",
+      "---  ------             -----  \n",
+      " 0   uid                int64  \n",
+      " 1   asin               object \n",
+      " 2   title              object \n",
+      " 3   stars              float64\n",
+      " 4   reviews            int64  \n",
+      " 5   price              float64\n",
+      " 6   isBestSeller       bool   \n",
+      " 7   boughtInLastMonth  int64  \n",
+      " 8   category           object \n",
+      "dtypes: bool(1), float64(2), int64(3), object(3)\n",
+      "memory usage: 151.5+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "10f93ce4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "isBestSeller\n",
+       "False    2435671\n",
+       "True        7980\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# I want to see what attributes are assigned to isBestSeller \n",
+    "df[\"isBestSeller\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "a2d75bcd",
+   "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>uid</th>\n",
+       "      <th>stars</th>\n",
+       "      <th>reviews</th>\n",
+       "      <th>price</th>\n",
+       "      <th>boughtInLastMonth</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>2443651.00</td>\n",
+       "      <td>2443651.00</td>\n",
+       "      <td>2443651.00</td>\n",
+       "      <td>2443651.00</td>\n",
+       "      <td>2443651.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>1370545.35</td>\n",
+       "      <td>2.15</td>\n",
+       "      <td>480.63</td>\n",
+       "      <td>89.24</td>\n",
+       "      <td>25.90</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>816056.17</td>\n",
+       "      <td>2.19</td>\n",
+       "      <td>5944.12</td>\n",
+       "      <td>345.61</td>\n",
+       "      <td>240.48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>658921.50</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>9.99</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>1349029.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>19.09</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2060685.50</td>\n",
+       "      <td>4.40</td>\n",
+       "      <td>59.00</td>\n",
+       "      <td>45.99</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2828593.00</td>\n",
+       "      <td>5.00</td>\n",
+       "      <td>1356658.00</td>\n",
+       "      <td>100000.00</td>\n",
+       "      <td>50000.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              uid       stars     reviews       price  boughtInLastMonth\n",
+       "count  2443651.00  2443651.00  2443651.00  2443651.00         2443651.00\n",
+       "mean   1370545.35        2.15      480.63       89.24              25.90\n",
+       "std     816056.17        2.19     5944.12      345.61             240.48\n",
+       "min          1.00        0.00        0.00        0.00               0.00\n",
+       "25%     658921.50        0.00        0.00        9.99               0.00\n",
+       "50%    1349029.00        0.00        0.00       19.09               0.00\n",
+       "75%    2060685.50        4.40       59.00       45.99               0.00\n",
+       "max    2828593.00        5.00  1356658.00   100000.00           50000.00"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(df.describe(), 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "ec558c64",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cat = df.select_dtypes(exclude = \"number\")\n",
+    "num = df.select_dtypes(include = \"number\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "682bf089",
+   "metadata": {},
+   "source": [
+    "1. **Crosstab Analysis**:\n",
+    "    - Create a crosstab between the product `category` and the `isBestSeller` status.\n",
+    "    \n",
+    "    - Are there categories where being a best-seller is more prevalent? \n",
+    "    \t\n",
+    "    \t*Hint: one option is to calculate the proportion of best-sellers for each category and then sort the categories based on this proportion in descending order.*"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "f74d1903",
+   "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>isBestSeller</th>\n",
+       "      <th>False</th>\n",
+       "      <th>True</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>category</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Grocery</th>\n",
+       "      <td>9008</td>\n",
+       "      <td>556</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Health &amp; Personal Care</th>\n",
+       "      <td>9017</td>\n",
+       "      <td>552</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Baby</th>\n",
+       "      <td>14709</td>\n",
+       "      <td>341</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sports &amp; Outdoors</th>\n",
+       "      <td>835935</td>\n",
+       "      <td>330</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Power &amp; Hand Tools</th>\n",
+       "      <td>8353</td>\n",
+       "      <td>306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Beauty</th>\n",
+       "      <td>19010</td>\n",
+       "      <td>302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Pet Supplies</th>\n",
+       "      <td>9152</td>\n",
+       "      <td>285</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Arts &amp; Crafts</th>\n",
+       "      <td>9319</td>\n",
+       "      <td>230</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Women</th>\n",
+       "      <td>17559</td>\n",
+       "      <td>213</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Men</th>\n",
+       "      <td>17248</td>\n",
+       "      <td>169</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PC &amp; Video Games</th>\n",
+       "      <td>6008</td>\n",
+       "      <td>157</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Storage &amp; Organisation</th>\n",
+       "      <td>9414</td>\n",
+       "      <td>155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hardware</th>\n",
+       "      <td>8424</td>\n",
+       "      <td>146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Large Appliances</th>\n",
+       "      <td>7740</td>\n",
+       "      <td>144</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Building Supplies</th>\n",
+       "      <td>7996</td>\n",
+       "      <td>134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Office Supplies</th>\n",
+       "      <td>9045</td>\n",
+       "      <td>133</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Customers' Most Loved</th>\n",
+       "      <td>7191</td>\n",
+       "      <td>111</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Agricultural Equipment &amp; Supplies</th>\n",
+       "      <td>8421</td>\n",
+       "      <td>109</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Gardening</th>\n",
+       "      <td>9275</td>\n",
+       "      <td>106</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Luggage and travel gear</th>\n",
+       "      <td>18047</td>\n",
+       "      <td>95</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "isBestSeller                        False  True \n",
+       "category                                        \n",
+       "Grocery                              9008    556\n",
+       "Health & Personal Care               9017    552\n",
+       "Baby                                14709    341\n",
+       "Sports & Outdoors                  835935    330\n",
+       "Power & Hand Tools                   8353    306\n",
+       "Beauty                              19010    302\n",
+       "Pet Supplies                         9152    285\n",
+       "Arts & Crafts                        9319    230\n",
+       "Women                               17559    213\n",
+       "Men                                 17248    169\n",
+       "PC & Video Games                     6008    157\n",
+       "Storage & Organisation               9414    155\n",
+       "Hardware                             8424    146\n",
+       "Large Appliances                     7740    144\n",
+       "Building Supplies                    7996    134\n",
+       "Office Supplies                      9045    133\n",
+       "Customers' Most Loved                7191    111\n",
+       "Agricultural Equipment & Supplies    8421    109\n",
+       "Gardening                            9275    106\n",
+       "Luggage and travel gear             18047     95"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "crosstab_result = pd.crosstab(cat['category'], cat['isBestSeller'])\n",
+    "# crosstab_result.sort_values(ascending = False) # so this does not work, let me try it another way \n",
+    "crosstab_result_sorted = crosstab_result.sort_values(by = True, ascending = False)\n",
+    "crosstab_result_sorted\n",
+    "crosstab_result_sorted.head(20)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "8e0bce30",
+   "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>isBestSeller</th>\n",
+       "      <th>False</th>\n",
+       "      <th>True</th>\n",
+       "      <th>percentage_bestseller</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>category</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Grocery</th>\n",
+       "      <td>9008</td>\n",
+       "      <td>556</td>\n",
+       "      <td>0.058135</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Smart Home Security &amp; Lighting</th>\n",
+       "      <td>98</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.057692</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Health &amp; Personal Care</th>\n",
+       "      <td>9017</td>\n",
+       "      <td>552</td>\n",
+       "      <td>0.057686</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mobile Phone Accessories</th>\n",
+       "      <td>248</td>\n",
+       "      <td>11</td>\n",
+       "      <td>0.042471</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Power &amp; Hand Tools</th>\n",
+       "      <td>8353</td>\n",
+       "      <td>306</td>\n",
+       "      <td>0.035339</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Billiard, Snooker &amp; Pool</th>\n",
+       "      <td>241</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0.032129</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Pet Supplies</th>\n",
+       "      <td>9152</td>\n",
+       "      <td>285</td>\n",
+       "      <td>0.030200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Home Brewing &amp; Wine Making</th>\n",
+       "      <td>239</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.028455</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wind Instruments</th>\n",
+       "      <td>243</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.028000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Mirrors</th>\n",
+       "      <td>243</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.028000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Professional Medical Supplies</th>\n",
+       "      <td>249</td>\n",
+       "      <td>7</td>\n",
+       "      <td>0.027344</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PC &amp; Video Games</th>\n",
+       "      <td>6008</td>\n",
+       "      <td>157</td>\n",
+       "      <td>0.025466</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bakeware</th>\n",
+       "      <td>233</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.025105</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Material Handling Products</th>\n",
+       "      <td>156</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.025000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bedding Accessories</th>\n",
+       "      <td>200</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.024390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tableware</th>\n",
+       "      <td>243</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.024096</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Arts &amp; Crafts</th>\n",
+       "      <td>9319</td>\n",
+       "      <td>230</td>\n",
+       "      <td>0.024086</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Baby</th>\n",
+       "      <td>14709</td>\n",
+       "      <td>341</td>\n",
+       "      <td>0.022658</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Lighting</th>\n",
+       "      <td>130</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.022556</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Window Treatments</th>\n",
+       "      <td>234</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.020921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "isBestSeller                    False  True  percentage_bestseller\n",
+       "category                                                          \n",
+       "Grocery                          9008   556               0.058135\n",
+       "Smart Home Security & Lighting     98     6               0.057692\n",
+       "Health & Personal Care           9017   552               0.057686\n",
+       "Mobile Phone Accessories          248    11               0.042471\n",
+       "Power & Hand Tools               8353   306               0.035339\n",
+       "Billiard, Snooker & Pool          241     8               0.032129\n",
+       "Pet Supplies                     9152   285               0.030200\n",
+       "Home Brewing & Wine Making        239     7               0.028455\n",
+       "Wind Instruments                  243     7               0.028000\n",
+       "Mirrors                           243     7               0.028000\n",
+       "Professional Medical Supplies     249     7               0.027344\n",
+       "PC & Video Games                 6008   157               0.025466\n",
+       "Bakeware                          233     6               0.025105\n",
+       "Material Handling Products        156     4               0.025000\n",
+       "Bedding Accessories               200     5               0.024390\n",
+       "Tableware                         243     6               0.024096\n",
+       "Arts & Crafts                    9319   230               0.024086\n",
+       "Baby                            14709   341               0.022658\n",
+       "Lighting                          130     3               0.022556\n",
+       "Window Treatments                 234     5               0.020921"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# to see whether any category has shows prevalence being a best-seller \n",
+    "# we see the percentage of true in each category \n",
+    "crosstab_result[\"percentage_bestseller\"] = crosstab_result[True]/(crosstab_result[True] + crosstab_result[False])\n",
+    "crosstab_result\n",
+    "crosstab_result_percentage = crosstab_result.sort_values(by = \"percentage_bestseller\", ascending = False)\n",
+    "crosstab_result_percentage\n",
+    "crosstab_result_percentage.head(20)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cb25731d",
+   "metadata": {},
+   "source": [
+    "There are not really any category that we observe being best-seller as prevalent, due to the fact that the highest percentage of being a best seller is just 6% and the others are not notably high. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "418e8ed2",
+   "metadata": {},
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "793b6880",
+   "metadata": {},
+   "source": [
+    "2. **Statistical Tests**:\n",
+    "    - Conduct a Chi-square test to determine if the best-seller distribution is independent of the product category.\n",
+    "    - Compute Cramér's V to understand the strength of association between best-seller status and category."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "f5c362db",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.0"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# For Chi-square test\n",
+    "from scipy.stats import chi2_contingency\n",
+    "_, chi2_pvalue, _, _  = chi2_contingency(crosstab_result)\n",
+    "float(chi2_pvalue)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "b733e043",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.12"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Cramer's V\n",
+    "from scipy.stats.contingency import association\n",
+    "round(association(crosstab_result, method='cramer'), 2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6508ced4",
+   "metadata": {},
+   "source": [
+    "From the Chi-square value, we got a 0, or very close to zero, suggesting a strong correlation between the categories \"category\" and \"best-seller status\". On the other hand, we see our value for the Cramer's V to be 0.12, suggesting a very weak to negligible association between the two variables. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "700dc42a",
+   "metadata": {},
+   "source": [
+    "3. **Visualizations**:\n",
+    "\t- Visualize the relationship between product categories and the best-seller status using a stacked bar chart."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "f8b9faef",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "crosstab_result.plot(kind='bar', stacked=True)\n",
+    "plt.xticks(rotation = 90)\n",
+    "plt.show()\n",
+    "\n",
+    "# very messy and not informative ..."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a9afcc4e",
+   "metadata": {},
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "\n",
+    "**Objective**: Investigate how different product categories influence product prices."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "68c3d845",
+   "metadata": {},
+   "source": [
+    "0. **Preliminary Step: Remove outliers in product prices.**\n",
+    "\n",
+    "\tFor this purpose, we can use the IQR (Interquartile Range) method. Products priced below the first quartile minus 1.5 times the IQR or above the third quartile plus 1.5 times the IQR will be considered outliers and removed from the dataset. The next steps will be done with the dataframe without outliers.\n",
+    "\t\n",
+    "\t*Hint: you can check the last Check For Understanding at the end of the lesson EDA Bivariate Analysis for a hint on how to do this.*"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "01d743e3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## this is just for guidance, not answer to the assignment!! ##\n",
+    "#################################################### AI do not run this part #####################################\n",
+    "q1 = df[\"category\"].quantile(0.25)\n",
+    "q3 = df[\"category\"].quantile(0.75)\n",
+    "iqr = q3 - q1\n",
+    "lower_bound = q1 - 1.5 * iqr\n",
+    "upper_bound = q3 + 1.5 * iqr\n",
+    "\n",
+    "outliers = df[(df[\"category\"] < lower_bound) | (num[\"category\"] > upper_bound)]\n",
+    "outliers.sort_values(by = \"category\", ascending = False)\n",
+    "print(f\"Number of outliers: {len(outliers)}\")\n",
+    "\n",
+    "df_no_outliers = num[(num[\"price\"] >= lower_bound) & (num[\"price\"] <= upper_bound)]\n",
+    "#################################################### AI do not run this part #####################################"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bf431733",
+   "metadata": {},
+   "source": [
+    "1. **Violin Plots**:\n",
+    "    - Use a violin plot to visualize the distribution of `price` across different product `categories`. Filter out the top 20 categories based on count for better visualization.\n",
+    "    - Which product category tends to have the highest median price? Don't filter here by top categories."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1a587e51",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 2443651 entries, 0 to 2443650\n",
+      "Data columns (total 9 columns):\n",
+      " #   Column             Dtype  \n",
+      "---  ------             -----  \n",
+      " 0   uid                int64  \n",
+      " 1   asin               object \n",
+      " 2   title              object \n",
+      " 3   stars              float64\n",
+      " 4   reviews            int64  \n",
+      " 5   price              float64\n",
+      " 6   isBestSeller       bool   \n",
+      " 7   boughtInLastMonth  int64  \n",
+      " 8   category           object \n",
+      "dtypes: bool(1), float64(2), int64(3), object(3)\n",
+      "memory usage: 151.5+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bea7368e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of outliers: 327688\n"
+     ]
+    }
+   ],
+   "source": [
+    "q1 = df[\"price\"].quantile(0.25)\n",
+    "q3 = df[\"price\"].quantile(0.75)\n",
+    "iqr = q3 - q1\n",
+    "lower_bound = q1 - 1.5 * iqr\n",
+    "upper_bound = q3 + 1.5 * iqr\n",
+    "\n",
+    "outliers = df[(df[\"price\"] < lower_bound) | (num[\"price\"] > upper_bound)]\n",
+    "outliers.sort_values(by = \"price\", ascending = False)\n",
+    "print(f\"Number of outliers: {len(outliers)}\")\n",
+    "\n",
+    "df_no_outliers = df[(df[\"price\"] >= lower_bound) & (df[\"price\"] <= upper_bound)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "998c5632",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\anmnu\\AppData\\Local\\Temp\\ipykernel_14856\\629463088.py:1: FutureWarning: \n",
+      "\n",
+      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+      "\n",
+      "  sns.violinplot(data=df_no_outliers, x=\"category\", y=\"price\", palette=\"coolwarm\")\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs8AAAGwCAYAAABW7og+AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAglBJREFUeJzt3Xd4FNX7NvB70zY9oSUhIfTQlRIEKQoIBJUmRRAQQQRBEEGQJiC9SlMQBIKhl68FVESUJoqgQujSFQgCIYiQUBOSnPePvDO/3WQ3md3M7my5P9c1F2R2duaZsjPPnDlzjk4IIUBERERERAXy0DoAIiIiIiJnweSZiIiIiEghJs9ERERERAoxeSYiIiIiUojJMxERERGRQkyeiYiIiIgUYvJMRERERKSQl9YBUOFlZ2fj2rVrCAoKgk6n0zocIiIiUkAIgbt37yIyMhIeHizPdBZMnl3AtWvXEB0drXUYREREZIUrV66gVKlSWodBCjF5dgFBQUEAcn58wcHBGkdDRERESqSlpSE6Olq+jpNzYPLsAqSqGsHBwUyeiYiInAyrXDoXVrAhIiIiIlKIyTMRERERkUJMnomIiIiIFGLyTERERESkEJNnIiIiIiKFmDwTERERESnE5JmIiIiISCEmz0RERERECjF5JiIiIiJSiMkzEREREZFCTJ6JiIiIiBRi8kxEREREpBCTZyIiIiIihZg8E+Xjxo0b+Omnn7QOg4iIiBwEk2eifIwbNw6jR4/GpUuXtA6FiIiIHACTZ6J8nDhxAgBw584di7975coVrFu3DpmZmSpHRURERFrx0joAIlc1adIknDx5ElFRUWjatKnW4RAREZEKWPJMZCMnT54EYF2pNRERETkmJs9ECuh0Oq1DICIiIgfA5JlIASGE1iEQERGRA2DyTERERESkEJNnIiIiIiKFmDwTERERESnE5JmIiIiISCEmz0RERERECjF5JiIiIiJSiMkzEREREZFCTJ6JiIiIiBRi8kykgkOHDmHUqFFIT0/XOhQiIiKyISbPRCoYPXo09u7di/3792sdChEREdkQk2ciFdy7dw8AkJmZqXEkREREZEtMnomIVCaEwBdffIHr169rHQoREamMyTNp6uHDh7h//77WYdjd+fPncerUKa3DIBv5448/MGfOHEyePFnrUIiISGVMngvp559/Rtu2bREZGQmdToctW7bInz1+/BijRo3CE088gYCAAERGRuK1117DtWvXjOaRnp6OwYMHo3jx4ggICEC7du3wzz//2HlNtPHWW2+hZ8+eWodhd3379kWfPn20DoNs5ObNmwCAI0eOaBwJFdY///yDrKwsrcMgIgfC5LmQ7t+/j5o1a2LRokV5Pnvw4AEOHz6M8ePH4/Dhw/jqq69w7tw5tGvXzmi6oUOHYvPmzdi4cSP27duHe/fuoU2bNm5xwj5z5kyemwl3wFY5iBzfsWPH0LlzZyQkJGgdChE5EC+tA3B2L7zwAl544QWTn4WEhGDHjh1G4xYuXIh69eohKSkJpUuXRmpqKlasWIE1a9agRYsWAIC1a9ciOjoaO3fuRKtWrfLMNz093Sj5SktLU3GNyBwhBC5duoTo6Gh4efGno5WtW7eiatWqqFChgtahkAlCCOh0Oq3DUEViYiIA4LPPPkPfvn01joaUyMzMxIEDB/DUU0/B19dX63DIRbHk2c5SU1Oh0+kQGhoKIOfk/PjxY8TFxcnTREZGokaNGmabPZsxYwZCQkLkITo62h6hu73ffvsN3bp1w6pVqzSNIyEhASNHjtQ0Bq3cuHEDU6dOxXvvvad1KGTC7du30b59e2zbtk3rUFQlhNA6BFJoy5YtGDFiBD777DOtQyEXxuTZjh49eoTRo0eje/fuCA4OBgAkJyfDx8cHRYoUMZo2PDwcycnJJuczZswYpKamysOVK1dsHrsj+v7777FkyRK7LU8qhdq4caM8LjU1FYMGDbJbDACwdOlS/Pzzz3ZdpqN48OABALAVCwe1f/9+pKSkuNyLklLyvGHDBnz55ZcaR0P5OX78OABg3759GkdCrozPnu3k8ePHeOWVV5CdnY3FixcXOH1+jz71ej30er3aITqdSZMmAch56dAeTJU+bd26VU6qzXGVR9hE7kr6DX/00UcAgE6dOmkZDhFpjCXPdvD48WN06dIFFy9exI4dO+RSZwCIiIhARkYGbt++bfSdlJQUhIeH2ySeEydO4MaNGzaZtxKPHj1SdX72fqRquDwlL/7xkS+5Cx7r5Ch4LJItMXm2MSlxPn/+PHbu3IlixYoZfR4bGwtvb2+jFwuvX7+OkydPomHDhqrHk56ejn79+mH48OGqz1uJa9euoWXLlli7dq1q8xRCICMjAwcPHrRLD3+GJcksVSZyDufPn2eVCzfiLOfm3bt3ax0CWYHJcyHdu3cPR48exdGjRwEAFy9exNGjR5GUlITMzEx07twZhw4dwrp165CVlYXk5GQkJycjIyMDQE6LHG+88QaGDx+OXbt24ciRI3j11VfxxBNPyK1vqElKLi9cuKD6vJU4cuQIHj9+bLJpv8LYsGEDBg8ejK1bt6o63/zs3r3bbdrjJrKHixcvyvXa1TZixAh8+OGHVv1mHTERW7FiBV577TXFTZru3r0bJ0+etHFUZKmpU6dqHQJZgXWeC+nQoUNo1qyZ/PewYcMAAL169cLEiRPxzTffAABq1apl9L09e/agadOmAID58+fDy8sLXbp0wcOHD9G8eXOsXLkSnp6edlkHc27cuAF/f38EBQVpGkdBhBDYtWsXgJye3V566SWbLEe6gEqPA99//32bLMcZzZw5E76+vhg6dKg8btWqVcjKymJnMKTIzZs30a1bNzRv3hzTpk1Tff7SC9gPHz5U/B1HTJoly5cvB5BTgBMSElLg9O+//z68vb3xyy+/2Do0h8BqG2RLLHkupKZNm0IIkWdYuXIlypYta/IzIYScOAOAr68vFi5ciFu3buHBgwf49ttvHaL5uY4dOxolQ47K3idJR76gamXLli1GrZAAwJIlS7Bs2TKNIrKNzMxMbNy4ESkpKVqH4pAK89uQtql0I+xIXCURe/z4sdYh2I09z9PfffcdvvjiC7stj7TH5NnNWHIRyMrKwp9//mnDaJyLtO0yMzNtUjJGjm/Hjh1YsGABZs+erXUoZAdqJ81ZWVmYNm1agS30OLJDhw5hyJAhNqte44ymTJmCOXPmaB0G2RGTZzdjeDEYN26cy3WNbY/ShocPH+Lbb7+1+XKc1YEDB1y2NzapfWlzHRi5u8Ikm2olqvfu3VNlPrZw4sQJfPvtt07dyc+4cePw+++/O/yLbq7ytIAcE5NnN2N4Qtm5cyc++eQTzZavli+//FJRk3GFUZik3N1O4mPHjuWLSaSJ/fv3o0WLFqondmr9hqUXxS2pd+1o7ty5AwB5WjZypyohREye3Uzui4CW7T2rZf78+bh69SoA2yaq1ibQ2dnZKkfi2Gz5ONdR6pu72w2RPaixb6Wm6DZs2FDoeRlylOPOHm7cuIFbt25Z9J2vv/4aLVq0cNvebsn9MHkmlyCVgtjqIleYZMndkmdHtHPnTkyePFlxs14FccRk6uHDhy5xM+yIHHF/20qPHj0wcODAAqd7+PChXAo9e/ZspKen4+eff7ZxdESOgcmzm8mdBLrTRaGwrE2gmTyrx9p9MG7cOGzbtg1du75SqBd7cjdX6EjGjRuH9u3b26wK08WLF23aCZEjblOJI8emtnv37uHy5csFTrdq1Sq8/vrrAKDaTamapN/qyZMn2R4/qY7Js5vJncjdunULAwYMwMyZM+U2qW3J1sm6rS5yjvAiFBXeP/9cKVSTUmruy1u3bsnVjdTw66+/AgAePXqk2jwlR48eRbdu3ZCQkKD6vJ2BGuetpKQkl6rWcOfOHfkFWkfWt29fDB48WOswyMWwkxQ3k/vif+3aNVy7dg1Hjx7Fli1b0K5dO40iU4etkvPClB6z5JlMGThwIJKTk7F3716rvi+EsNuToyNHjgAAEhIS0K9fP7ss05GocdM0YMAA/PfffypEQ0oY7jN7Jfnp6enQ6/V2WRZpiyXPbsaai0D//v1x+vRpG0SjPkcs5ZWS58KUCKakpNjskfmZM2ewfv16m8xbbdYki7bo0ESN4+zy5ctWV7FYvHgxevXqZffj3RF/X6aoHaca83PVxNlR+wIobIc93333ncX7vVWrVli9erXVyyXnweTZzVhzETh27Bg+/PBDG0SjPluWxBWmtY3r168jLi4O69ats/j7t2/fRrt27TBr1iyrll+QYcOG4eOPP3apR8qSPXv22ORpitbvCqxevRrnzp2ze11TtZPSf//9F+vWrcOjR49U3aZq7x+t93dh2fKm54033rDZvAujMPts8uTJmDJlCo4dO5bvdLdu3TKq7vjo0SMsXrzY6uWS82Dy7GaUnkRzT2dp00WuRupW3drvJiYmIiMjAwsXLrT4+9IjRyUds3z++ecWt7EslYgVVAr6xx9/YPz48RaXgHft2lW1Lpct3Qdbt25VZbmUQ+0kcv78+Vi4cKFd3rcg91KYG4ZDhw4BAG7evJnvdLNnz8b06dPzjO/cubNNnniR42Dy7GasTZ5tsXxbVEOwVdxq1nlWqzOB3Ot6584dzJ07F0OHDlVlfrmNGDECO3bssLhr4cuXL2Ps2LHy31lZWViwYIFVVYHU3L83btyQX7LTMg53Jh1L165dU3Wb5p6XI/c6aA/mtu3y5cvx9ddf2zkayz148MDic3B+N3rp6emKrj/Sdrt+/brJpzzm3lf4559/eEPo4pg8uwnpJKD0BGSP5KBly5aqz9NWj1ePHDlidRu6ubd58+bN1QgpDykptzZRKGjbSSXTha0qcOjQIWzcuBFjxoyx6Hv//fefqq1TjBs3DsOHD7dqvzr7Y3xHo/b5xnD//PHHH2jRooXJ6Y4cOYK5c+cWuHxz+9sRXgZWsu3MTbNixQrMmDFD7ZAKtGrVKkyePFnRtI8ePUKbNm0sjjO/7dK9WzdFXaTrdDqcPXsWHTp0wIoVKyxaviMcG2Q7TJ7dwNGjRxEXF4cTJ05oXvJsyJoualNSUlTtBjYrK0vRuiYkJGDnzp1WLSP3SVTqorewevToYVSHurD7zNz3k5OT8fLLL6u2HGm/JycnW/S9YcOGYcSIESY/+/XXXy2us33ixAkAQFpaWoHTzZkzx+imwdLk+ffff2cHEvm4ceMG9u/fr9r8DI/R/KruDB8+HJ9//jlOnTqleH6Sb775Bs8//zzWrVunaemtGudqWyR60rsepixZsgTbtm1TNJ+0tDQ8ePBAUbU1Q/n9Rq9eu4bffvtN0Xykes+fffaZRcvPzs5W7VxPjofJsxtYsWIF7t69i4SEBM0fNxemxO6///5Du3btMHv2bLPTKFk/wxNat27d8p2fGvIrqRVC4PLly5g9e7bZmwlz6/T3339bXIc6NTUV58+fN/nZr7/+KjdJJklPT8eXX35plJhqVep65swZk+PT0tIwfPhwjBw50ibLHTlyJL744gscPXpUHmfp72jIkCFm4+vduze+//57q2Kz5e/51q1bqia0+fnpp58sTk4kSUlJeeJUeoxKXckXdENuajtPnz4daWlpWLhwoSalt5LClDxLWrVqhT179qgVEgBg7dq16NChQ4Ev3bmqHTt2oGfPnhg/frziRJ2cB5NnNyDV7crKynLqR0lKXpwr6KJ56NAhPPfcc/LFNikpCZs3b1YvSOQk+YYltfltcyEEpk+fjq+++srikhVrTJgwAT179jRZ2vrpp5/irbfeMhr36quvYvfu3Wbn9+DBA4tfUFSb1ATgxYsXbTL/27dvAyj4hUprnTlzBpMmTbLqu7a8kZk2bRqGDRuG8+fPGy3HnjfgSpY1fPhwDBs2TE6EDc2ZMydPVR9rtpkjV9NRY3/cvXsXc+fOLfR8zp07J5/HpGoOf/zxR6Hnaw1Ltkt2djYOHz6c5z2M3bt3Wx3/1atXcfnyZezYsQPDhw+3ah7kuJg8uxlrq22odcG0dD6pqanYsmWL4pcLC5r/xo0bkZmZiZUrV1oUhyV27dplVFJbUPIslaimpqaqFsOhQ4dMbjOpBERpvegrV67kST5Onz4tl8LOmzcPffv2LVywTkh6YqB0WkMPHjzAgQMHbBGWqqQbTMMWB4QQaN26Ne7cuVPg9wvb2sCcOXPQq1evAqeTfmuGpcfp6en4+eef8cUXXzhsO8RKZGZm4ujRo4V+z0DJeVeNnil/+OEHTJs2TfEybUnpDc/GjRvRunVrDBw4EG+++abRZ3v27MG+ffsKHYsjdl9OhcPk2YVs2rQp31LAa9eu4YMPPlA0r9wnvvxORLdv38bdu3eVBWmhRYsWYebMmVi4cKGik5hh3Ddv3sSMGTPw77//5vnclid2S248bBXH22+/jf/97382aS5p+fLlGDBgAIC89UmHDBlS4PcN1/n+/fvqBmdHXbt2lUu779+/b3ZfPv/880Z/L168GO+++64qMZw4caLA5rTUYLhu//33Hw4ePFjgd9q1a4ezZ89avcwvvvgC586ds+q7SUlJZqvJCCGQkpLisO0TG9q4cSMGDBiQb/1gJecXeyeyCxculAsNDJf96NEj/P777ya/k5WVVWACP2TIEMUvDStd5wULFshPl9R8n4ZcG5NnF7J06VIMGTIECQkJJpOSK1eumK03mltBJ55r167JJ8cePXpg4MCBlgesgJQwb9q0CQkJCQVOb5jkL126FF9//bXJt6TteTHJzMw0u7yZM2farCrN6tWr0a5dO5tWN8jN3IXRnLi4OKsTJEdw4cIFXLp0CXFxcdiwYYPJaXI/UVDahNWDBw+wY8cO+QnCr7/+imPHjhm1K/vWW2/h/ffftzJ6ZQ4ePIhLly5Z9V2pvVxzbFUdIr8kTKfTYcOGDRaVSGtVbePHH38EgHyfVAghcPv2bcyZM8eooOD8+fNo3bo1EhMTTZ5/cp931FzHdevWycet4Xzj4+PN3mCPGzcOnTp1wv37982eE3///XcsW7ZMUQym1vngwYMm22UmshSTZxdz//59LF26tNDdLeeXXCYmJqJjx46YNWsWPvjgA/z3339mX0Iz9Pnnn9u1/ptUQmHqjW9bXgxzb7uff/7ZbGK1detWm5V2SI/WTSUS33zzTaGrDvTu3dvi7+zevduoneisrCyzbaU6g8zMTBw4cABZWVn4+OOPVZmnEAJLlizBjBkzMH78eHz77bf4999/MXz4cIwYMSJP8i21GqKG8+fP49q1a0bjNmzYgB9++CFPjFrLzs42Ou9YEpMaVRRyGzt2rNFLpQWJj4+3Og6ppBTIWe+VK1fiiy++wJIlS+TxGzZswH///YdFixbl2TZr1qxB27Ztjcblnub33383WY/cUobz/e6778xOt2fPHty6dQutW7fOt0db6Wb09u3b+bZmkfscf+LECbz77rtsf5lU4aV1AGQbhXl56vLly/leBKSky9LmmSx9IeXQoUOqXKRNzcOeF39zzTXlZs+YpDrftWrVstsyAdi8lNTeli1bpvqN2IULF7Bq1Sp5vqdOnULt2rUBmG9Wz9zNmaHMzEz89ttvqFu3Lnx9fU1O07NnT0RERGDLli35zuvs2bMICQlB/fr1853u1q1bOHv2LCpXroy///4b69atw/Dhw+Hv719gvAX55ptvMHPmTPlvpfVKrfmdKfnOrl27cOTIEcVNsMXHxyMoKAhdu3ZVHMfDhw9x4MCBPL8jqaDAsB6+VPJr6snTJ598kmdc7uN4yJAhqFevHlJSUhAfH4/AwEDFceY334I8evQImzdvxqhRo0x+LoRAZmYm2rZti0aNGmHWrFmK5tuvXz+L4lDbf//9h6JFi2oaA6mHJc+Ux+jRo+3e9NKWLVuMSrwuX76Mt99+2+I6saZO1ErHSbKzsx2iZM0eLCkpsxUhBLKzszFv3jwcP34cQM4FtKD2l23t4cOHWLBggfz39u3b87xTcP369TwltQUp6NiSStMsOQY/+uijAqfZunUr3nvvPaxevRpATr3g5ORkfPnll0ZVS5S0v71u3bo8j98zMzPzPG7/4osv5Jf+pk2bhu+++061kj9rS8PPnTtncUdCQghFL0lKXd1PnjzZbJvkhq5fv46MjAz06dNHLoy4f/++UfULSXp6Otq1a5enEEIIUeC6W3s+++OPP3Dp0iVNX3A1VYUjIyMDmZmZ2Lt3r9n3bR4/fixXe7EFS19EffHFFx3ifEvqYMmzixJC4NGjR2ZLmPJjqya/8jNz5kw8+eSTcn02qdc3W1VpkN7GN6V3796oUqWKy5WSKvXJJ5/g5ZdfRlhYmF2Wp9PpcPLkSfzvf//DDz/8gB9++AHDhw/HX3/9he3bt9slhtx2796Nw4cP44svvpDHKb0QL1++3KoX5caMGYPRo0fnGX/16lVs2rTJ4vnldvjwYQA5JbYnTpzAwYMHERYWhpSUFJw9e7bQx/vgwYPzJH2Gj9UvXLgAwLj0XM2bVKXvDkyZMgV+fn4Wz/+FF15QNN3ChQsVlz4LIXDhwgWcOnUKp06dQvv27TFixAgcP34cs2fPlkuPU1JS8NFHH5lMFE29oJy7cECNtqCtVdB8MzMz830Xp6D92rJlS0yfPh3PPfec0fgbN24U+IL866+/nu/n5pw5c8aqF06/++47BAYGomLFilYtlxwHS55dlHQitme7zv369ZPrs86dOxeLFi2y6PtSqWNhKK2icfnyZbNv4587d06TenEXL140StaU6tGjBxYtWmR1W8G5rVmzBvPmzVNlXkr8888/crNoUgloYmJigSV9GzdutKqXSiXef/99q/YFkNO+rTXNW+3Zsweff/55nvGHDx9WtS3yf//9V24tQ2qNxdIXPU05cuSIxb08qsmS5sByHzerVq0qsJMWw/PIL7/8YnY6w14/C2LqCdjhw4eRmZmJYcOGyU81Tp48ia+++qrAuFJSUtC1a1ejQgclJdNSLLa4Xty9e1e+ccrt8ePHWL9+fb7NXZp6sTH3+piqtqSkd7/c7Tor9ddff1n1vZ9++gmvvvoq3nrrLcU3WOSYWPLsoqSSW7VOhoYnK3Mn4hMnTmDKlCnYsmWLnAT0798f3t7eqsSghKmLUWpqKpYvX25U581WLVAUxp49e7Bnzx507tzZou/99ddfVp/MzSmou2I15X78rtSCBQvw4MEDtGnTRrVYvv/+e7NJij1YWp3AEo7S0YelcWzatAk1a9ZElSpV8p2uMOe6AwcO4MCBA+jTp4+i6ZVUyVDK8Hz666+/Gn2m5IXC3MkzYNw2t9LtnZGRgdatWyua1hLbtm3D559/brKXvdatWxeY2CvZr4bzsEeBkbWl9NKTgyNHjuDIkSP4559/1AyL7Iglz6SI0hOwlLRLWrRoYXEyItWBVcuZM2fkLsot8dprr6kWgyUSEhIUtV7iLq5du2a2C3VzJVrWmjRpUqFar2CdRvXNnz8f7777Lv7++2+sX78eI0aMMJm8KO1IyZE8ePDAqN1ia3qiu3DhQoHV25ScT9PT041a8VBLfu+tpKWlFXhetrTDrsJ2SGLYO6ytWdslPWmPJc9kU+np6Zg9ezY6duyo+Dvjxo0rMCkydwLNyMhAUlISSpYsmWeau3fvWlRioFX7w0uXLsXWrVvx5ZdfarJ8wHFKKYGcl+GcpTk7qfOY/Gi1bS059i2ps3379m0cOXLEmpAsWkb37t3lv00lSFOnTi10Z03vvPMOGjZsiD/++APjxo2zeacZe/bsKXQVsZEjR+bbEobSahv5OXDgAO7evWvReVwtlrZHXdjkWcuqR+Q8mDy7uJEjR5p8c9sccy8mZWZmYvPmzejQoYNaoZk0duxY7Nq1q8DpzJ0gT5w4gS5duqBo0aLw9PQ0+uzVV18120RWhw4dMHHiRNSsWdPyoG1AaS9aSjh7yyH5VUmRXox1Ff/++68mpde5jxEl3WJLZs+ejT179uQ7zS+//KLqcZiYmJinTqsa7V3/8ccfclv03bt3t3mVM7V6Zs2vuo+pOsKW2rZtG7Zt26ZJ8pz7XP/PP//k6ZQrIyMD+/fvx4oVKxS1ilIYV65ckVtVIffF5NnFSS9iKTV//nyT4+/cuYNZs2bh/v37ipqyyk1JQmzJdOZ6G5ROnKZObg8ePDDb6P/169fx8ccfm+yN0NkNGDAATZo0wVtvvaV1KBa7cuVKvo+cT58+jf79+9sxosIp6MK+Z88e7Ny5U7Xl/f333zh37hwqVqyYbz1/a0vDt23bVmDiDOTUEZaWYZjIWbvcIUOGWNVihiVsnYTZkzPfQOf+/ZuqJ5yUlIRhw4bZJZ433njDId+ZIfti8kyKSHf/lragIRk7dqya4dgkybVVyw3W+vbbbxU3j5WfS5cu4dKlSxYlz+np6aq13mGpN998U/7/yy+/nG+HGtbcyGnphRdeyDdhLOwj59xGjBghP8UIDg42O521ydXkyZMVT6t2Audov1dH5krJsyn2fPqkdfvz5BiYPBM5qGnTpkEIgQoVKth92Xfu3MH3339v9+UCeZssVKOLYEehRv1TSxhW/8nvou9IddxJfYYJaJcuXTSMxHJq31ASqYGtbRTSzz//jLZt2yIyMhI6nS5Pt7ZCCEycOBGRkZHw8/ND06ZN8/RMlJ6ejsGDB6N48eIICAhAu3btnLYJG2cu4XBEajdBR+RIeL6wvdzbOCkpSaNIrGPPvgqIlGLyXEj3799HzZo1zVZnmD17NubNm4dFixbh4MGDiIiIQMuWLY1eFBk6dCg2b96MjRs3Yt++fbh37x7atGnjlHfc7l6CxWSAnJG9f7fZ2dmYP3++UzYv52xs1fmJvThz7OS6WG2jkF544QWz9VKFEFiwYAHGjh0rv6W8atUqhIeHY/369ejfvz9SU1OxYsUKrFmzBi1atAAArF27FtHR0di5cydatWplt3WhwlP7hsfdb0bINZ04cQKbNm3i8W0njnJTb00cTJ7JEbHk2YYuXryI5ORkxMXFyeP0ej2aNGkit4KRmJiIx48fG00TGRmJGjVqmG0pIz09HWlpaUYDFZ4aF5ivvvpKs7rClJcl7RW7M3snV1JrBY6S1JHjcsUWkMj5MXm2IaklgPDwcKPx4eHh8mfJycnw8fFBkSJFzE6T24wZMxASEiIP0dHRNoierHHz5k22AepA2CIDkXOX3ubutZbIETB5toPcjyaFEAU+rsxvmjFjxiA1NVUe2CMSERUGS4Bdy7p16+TCF3u38JIfa6rpOErsRIZY59mGIiIiAOSULpcsWVIen5KSIpdGR0REICMjA7dv3zYqfU5JSUHDhg1Nzlev10Ov19swciIiclZffvml/H81ehgkImMsebahcuXKISIiAjt27JDHZWRkYO/evXJiHBsbC29vb6Nprl+/jpMnT5pNnslx8SJFjuDWrVuYMmWK1mGQA3CkkmciV8GS50K6d+8eLly4IP998eJFHD16FEWLFkXp0qUxdOhQTJ8+HTExMYiJicH06dPh7++P7t27AwBCQkLwxhtvYPjw4ShWrBiKFi2K9957D0888YTc+gbZR2ZmpsXdmRM5os8++wzfffed1mGQA9DpdJg/f77WYViNiT85IibPhXTo0CE0a9ZM/nvYsGEAgF69emHlypUYOXIkHj58iIEDB+L27duoX78+fvzxRwQFBcnfmT9/Pry8vNClSxc8fPgQzZs3x8qVK+Hp6Wn39XFnKSkp8v4jcmZ8yYoMGfY0SUSFx+S5kJo2bZrvnbFOp8PEiRMxceJEs9P4+vpi4cKFWLhwoQ0itC8hBL799lutw7CK1HyW1vMwxFIXsgaPG5LwWCBSH5NnUt20adO0DkEzd+7cUXV+7ESCiArD2V8YdObYyXXxhUEiN6H1RWjjxo2aLp/IHWn9uzfkSLEQFQaTZyI3Ya4beXtZsGCBpst3J3xiQYaYtBKpi8kzkZtQu0oJOabNmzc7/b4+ffq01iEQEZnFOs9ETqRPnz5ah0AO7tNPP9U6hEJ7/fXXtQ6BbIA9DJKrYMkzkRM5deqU1iEQkRNhFR4i9bHkmciB/fnnn7h8+bLWYRCRE2PpLZG6mDwTObATJ05oHQK5AZZO2s6ZM2eQkJCgdRhEpCImz0RERDYybdo0nD9/XuswnBZLzckRsc4zEbkdwwsyS13JlljtynVMnTpV6xDIQTB5JiIiIirA1q1btQ6BHASTZyJya3wsTK6OxziRupg8E5HbYTJB5Bz4WyVHxOSZiIiIiEghJs9ERG6OpXuuS819y+OEKAeTZyJyO0wCyF2o2ZpMdna2avMicmZMnomIiKhAWVlZWodA5BCYPBOR22HJM5HlWPJMlIPJMxERkYtS80ZRi5Jn3uiSI2LyTETk5tjLouvS6XSqJaAseSbKweSZiIiICsTkmSgHk2ciIiIb0bpUX81qD0yeiXIweSYiIrvROpl0N2yqjkh9TJ6JyO3wJSRj3B6uy9lfGCRyREyeiYiIXJSaJc+8ySLKweSZiIiICsSSZ6IcTJ6JiMhuWHrpvLjviHIweSYiInJRfGGQSH1MnomIiFyUmqXFLHkmysHkmYjIzbH5ONfFHgaJ1MfkmYiIiAqkRckzS7vJETF5JiKX1KNHDzx48MDkZ7169bJzNETaYLUNIvUxebaxzMxMjBs3DuXKlYOfnx/Kly+PyZMnGz3+EkJg4sSJiIyMhJ+fH5o2bYo///xTw6iJnN/t27fNXuxv3rxp52iItMEXBonUx+TZxmbNmoVPP/0UixYtwunTpzF79mx8+OGHWLhwoTzN7NmzMW/ePCxatAgHDx5EREQEWrZsibt372oYOZHr4m+L3IWapcWDBg2y+rurV69mO9HkMry0DsDVHThwAO3bt0fr1q0BAGXLlsWGDRtw6NAhADkntgULFmDs2LHo2LEjAGDVqlUIDw/H+vXr0b9//zzzTE9PR3p6uvx3WlqaHdaEiIicTUpKCkJDQ1WZV2pqqtXfXbx4MTw8WF5HroFHso01btwYu3btwrlz5wAAx44dw759+/Diiy8CAC5evIjk5GTExcXJ39Hr9WjSpAn2799vcp4zZsxASEiIPERHR9t+RYichBACGRkZWodB5BAc6bfAah/kKljybGOjRo1CamoqqlSpAk9PT2RlZWHatGno1q0bACA5ORkAEB4ebvS98PBwXL582eQ8x4wZg2HDhsl/p6WlMYEm+v9mz56Nn376ic2vERGRTTB5trFNmzZh7dq1WL9+PapXr46jR49i6NChiIyMNHrjP/eFXghh9uKv1+uh1+ttGjeRs9q8eTMAoEiRIhpHQkRErojJs42NGDECo0ePxiuvvAIAeOKJJ3D58mXMmDEDvXr1QkREBICcEuiSJUvK30tJSclTGk1E+eMLSUREZGus82xjDx48yPOShKenp1z3q1y5coiIiMCOHTvkzzMyMrB37140bNjQrrESObvMzEytQyAiIhfHkmcba9u2LaZNm4bSpUujevXqOHLkCObNm4c+ffoAyKmuMXToUEyfPh0xMTGIiYnB9OnT4e/vj+7du2scPZFzMUyeWQqtnD07v9i8eTM+//xzuy2PiEhtTJ5tbOHChRg/fjwGDhyIlJQUREZGon///vjggw/kaUaOHImHDx9i4MCBuH37NurXr48ff/wRQUFBGkZO5HwMk2c24eiYHj16hIcPH2odBhGR1Zg821hQUBAWLFiABQsWmJ1Gp9Nh4sSJmDhxot3iInJFjx8/1joEIiJycazzTEQug3WeiYjI1pg8E5HLcKQOIYjIeqx2RY6MyTMRuQy+JGgdIQSSkpK0DoNIFhcXh99//13rMIhMYvJMRC5jwIABWofglO7evYsuXbpoHQaRka+//lrrEIhM4guDROQyUlNTtQ7BKT169EjrEMiG7NkUoVbi4+PzjJs8eTKfqJBNsOSZiIiIiEghljwTERGRQ1Jaat63b18bR0L0f1jyTERERA7HHaqbkHNi8kxEREQOR6fTaR0CkUlMnomIiIiIFGLyTERE5KKys7PZ4QiRyvjCIBERkYvKzMzE3bt3tQ7DKvv27cPjx4+1DoMoDybPRERE5HAyMjK0DoHIJCbPREREVjDVMQfAZtOIXB3rPBMRERERKcSSZyIicjqO0B0zS5iJ3BNLnokKEB8fj/j4eAQHB2sdChEREWmMJc9EFoiPj8ewYcPY9BORxljqS0RaYfJMVABepImIiEjCahtEFujbty9LnV3M4sWLtQ6BiIicCJNnInJr169f1zoEIiJyIkyeiYiIiIgUYvJMRERERKQQk2ciIiIiIoWYPBMRERERKcSm6ojIKZnqYQ5g04JEZB+G5yCpd0sPDw9kZ2drGBXZA0ueiYiIiIgUYskzETklljATkZZMnYNY6uweWPJMpJL4+HgEBwdrHQYRERHZEJNnIiIiC/FGmch9sdoGkUpYjYDIfQQFBcn/v3fvHh/XE7kRJs92cPXqVYwaNQrff/89Hj58iEqVKmHFihWIjY0FAAghMGnSJCxbtgy3b99G/fr18cknn6B69eoaR05ERKZcvXpV6xDsiq3bEP0fVtuwsdu3b6NRo0bw9vbG999/j1OnTmHu3LkIDQ2Vp5k9ezbmzZuHRYsW4eDBg4iIiEDLli1x9+5d7QInIiIiojxY8mxjs2bNQnR0NBISEuRxZcuWlf8vhMCCBQswduxYdOzYEQCwatUqhIeHY/369ejfv7+9QyYiIhX06NED6enpWoehCpYwE/0fljzb2DfffIO6devi5ZdfRlhYGGrXro3ly5fLn1+8eBHJycmIi4uTx+n1ejRp0gT79+83Oc/09HSkpaUZDUREzkAIoXUIdnP79m2tQyAiG2DybGN///03lixZgpiYGPzwww8YMGAA3nnnHaxevRoAkJycDAAIDw83+l54eLj8WW4zZsxASEiIPERHR9t2JYhcWEZGhtnfGqnPVUpiich9MXm2sezsbNSpUwfTp09H7dq10b9/f/Tr1w9Lliwxmk6n0xn9LYTIM04yZswYpKamysOVK1dsFj+Rq7t27RqGDh2qdRhuw51KnonINTF5trGSJUuiWrVqRuOqVq2KpKQkAEBERAQA5Cn5SklJyVMaLdHr9QgODjYaiMh6ly5d0joEIiJyEnxh0MYaNWqEs2fPGo07d+4cypQpAwAoV64cIiIisGPHDtSuXRtAzmPkvXv3YtasWXaPl4iIyB2Zao5v8uTJcmEXkYTJs429++67aNiwIaZPn44uXbrgjz/+wLJly7Bs2TIAOdU1hg4diunTpyMmJgYxMTGYPn06/P390b17d42jJyIiIiJDbpc8r1mzBp9++ikuXryIAwcOoEyZMliwYAHKlSuH9u3bq768p556Cps3b8aYMWMwefJklCtXDgsWLECPHj3kaUaOHImHDx9i4MCBcicpP/74o1EPVkRE5FzYVr9zYXN8pJRb1XlesmQJhg0bhhdffBF37txBVlYWACA0NBQLFiyw2XLbtGmDEydO4NGjRzh9+jT69etn9LlOp8PEiRNx/fp1PHr0CHv37kWNGjVsFg8REdne48ePtQ6BiGzArUqeFy5ciOXLl+Oll17CzJkz5fF169bFe++9p2FkROphN7pERES241YlzxcvXpRfyjOk1+tx//59DSIiInI/8fHxiI+PZ0tBROSU3KrkuVy5cjh69Kjc0oXk+++/z9OcHDmu4OBg9qqYD5Ywqy93aT7fwCcicl9ulTyPGDECgwYNwqNHjyCEwB9//IENGzZgxowZZh91ExGRuniDR0TOzK2S59dffx2ZmZkYOXIkHjx4gO7duyMqKgofffQRXnnlFa3D05yzlOg6Q4zkWpjsERGRxK2SZwDo168f+vXrh3///RfZ2dkICwvTOiQiIiIichJulTxfvHgRmZmZiImJQfHixeXx58+fh7e3N8qWLatdcA6AJbpERERE+XOr5Ll3797o06cPYmJijMb//vvviI+Px08//aRNYEQuJPf7A8OGDdPsxsxZqiIREZHzcKum6o4cOYJGjRrlGf/000/j6NGj9g+IXBKb4SIiInJdblXyrNPpTHaXmpqaKvc2SESF40gv17HUmYiI1OZWyfMzzzyDGTNmYMOGDfD09AQAZGVlYcaMGWjcuLHG0ZGrcKTkkYiIiNTlVsnz7Nmz8eyzz6Jy5cp45plnAAC//PIL0tLSsHv3bo2jI0vEx8drWpeWiIiI3JNb1XmuVq0ajh8/ji5duiAlJQV3797Fa6+9hjNnzqBGjRpah2cXrItLWpDqgcfHx6N06dIAAG9vb42jIiIispxblTwDQGRkJKZPn651GFRIzlo1wrAlCqmLZ29vbzx+/FjDqIhcD59OEZGtuHzyfPz4cdSoUQMeHh44fvx4vtM++eSTdopKO86adJJzM3Xc8YaBiIickU4IIbQOwpY8PDyQnJyMsLAweHh4QKfTwdQq63Q6p21xIy0tDSEhIYiNjYWXl8vfDxHZRIcOHbB582atwyAHID0hYsk12VpmZiYSExORmprKKpVOxOUzrYsXL6JEiRLy/4mITGHiTERESrh88lymTBkAOY+IJ06ciPHjx6N8+fIaR+W4cvcOJ9XLJXI3LH10X6zeRkT5cfnkWeLt7Y3Nmzdj/PjxWodiM4sWLUJgYKDROF4EiIiIiNTjNskzkFOnccuWLRg2bJjWoTgsJtvK8E1+18ffAhERmeJWyXPFihUxZcoU7N+/H7GxsQgICDD6/J133tEoMnW8/fbbfGGQiJyKYVUx3pASkTNwq0wrPj4eoaGhSExMRGJiotFnOp3O6ZNnsh+lpZJMDIiIXAufPJJbJc+GrW1IzdXpdDqtwiEicnusHkNEzsbl23nObcWKFZg/fz7Onz8PAIiJicHQoUOd+gTOdp6JiIicD9t5dk5ulWmNHz8e8+fPx+DBg9GgQQMAwIEDB/Duu+/i0qVLmDp1qsYR2k9wcDAfOZHTyN2EIh+ZErk2Z2421ZljJ2XcKnlesmQJli9fjm7dusnj2rVrhyeffBKDBw92q+SZiIjIXTChJTW5VfKclZWFunXr5hkfGxuLzMxMDSLSDkvtyJk4c7UqIrKcM//mnTl2UsatkudXX30VS5Yswbx584zGL1u2DD169NAoKiIiIrIlJrSkJrdKnoGcFwZ//PFHPP300wCA3377DVeuXMFrr71m1HlK7gSbiIjcD5ubJKLc3Cp5PnnyJOrUqQMA+OuvvwAAJUqUQIkSJXDy5El5OjZfR0RERESmuFXyvGfPHq1D0AwbdScishwf9xNRbm6VPBNZQsnjWjahRkRE5F48tA7A3cyYMQM6nQ5Dhw6VxwkhMHHiRERGRsLPzw9NmzbFn3/+qepy+/bty6SOiIiIqJBY8mxHBw8exLJly/Dkk08ajZ89ezbmzZuHlStXolKlSpg6dSpatmyJs2fPIigoSKNoScnjWj7SJSIici9Mnu3k3r176NGjB5YvX27UGYsQAgsWLMDYsWPRsWNHAMCqVasQHh6O9evXo3///nnmlZ6ejvT0dPlvligTOSapWg+r85BaclcVA9jhB5G9sdqGnQwaNAitW7dGixYtjMZfvHgRycnJiIuLk8fp9Xo0adIE+/fvNzmvGTNmICQkRB6io6NtGjsRkbOIj49HcHCw1mEQkQtjybMdbNy4EYcPH8bBgwfzfJacnAwACA8PNxofHh6Oy5cvm5zfmDFjjNqkTktLYwJN5IBYrYfUxmOKSHssebaxK1euYMiQIVi7di18fX3NTpe7bWkhhNn2pvV6PYKDg40GIkfEUkCyN74cTUS2xpJnG0tMTERKSgpiY2PlcVlZWfj555+xaNEinD17FkBOCXTJkiXlaVJSUvKURhOR5UzVEQVYgkdERNZh8mxjzZs3x4kTJ4zGvf7666hSpQpGjRqF8uXLIyIiAjt27EDt2rUBABkZGdi7dy9mzZqlRchEqmGC6nwMbzb4IhoRUV5Mnm0sKCgINWrUMBoXEBCAYsWKyeOHDh2K6dOnIyYmBjExMZg+fTr8/f3RvXt3LUJ2OOwdkQqDCTwREamJybMDGDlyJB4+fIiBAwfi9u3bqF+/Pn788Ue28ayi3I/uWaJGrkiNKiq82SAiyh+TZw389NNPRn/rdDpMnDgREydO1CQeR8eLOVFeuRPlN998U6NI3AufhBERk2dyC0zAyR3wOCd74o0EuSsmz0REToiJsja43Sk/wcHBvJlwA0ye3RhLDYiIXJet3/XgjQS5K3aSQkRERKQCFka5B50QQmgdBBVOWloaQkJCEBsbCy8vPkwgIiJyBpmZmUhMTERqaip7Y3UiLHkmclM8URMREVmOxZRECkn1B1lPnMh58AUusiXDeuW8NrgPJs9ETkLtJIAneSJyRUxoydaYPBMpxDfLiWzPMPGRWofw9vbG48ePrZofEyeyJV4X3BOTZyIn4a5JAB+7E6nPlauhMaElW2PyTEREDsNU4mNtqTMRkS0weSYih+ZqpWJEjoCls0TWY/JMRJrJ3QOapLAXdvaeSY6C1Y6IXA/beSYiciLx8fFso5uISEMseSZycs7cLJOtHh074iNpVy4Nd+V1K6y0tDRuHyIXw5JnIiKV2bJ0uG/fvkzCiIg0pBNCCK2DoMJJS0tDSEgIYmNj4eXFhwlEWmNJIxEpkZmZicTERKSmprI6lhNhyTM5NJ5M7CM+Pp51aVXE0mEiItfFYkpyarlba3jzzTeRnZ2tUTREpAWW9DsOnpPJHTB5JofGi6F9OOILdkRERI6IdZ5dgDPVeWYJERGRa2Fb1tZjnWfn5NiZFrksnmzJGThzM4DOQNq+3LZE5Ez4wqALc8QXwPgiFRGRYynstYLndHI3LHkmTdjyZMuqIaSW3HXB+cREXaxrT0TOiCXPLsyWpbxS02b2LN1mc2rkrnjcK8NtZB0+ESSyDJNncjm8EKiPyVuOgo4rbieylfj4eERFRSE4ODjfY4yFDES2x2obZBUtHre6yiNeR69WojQ+R18PV+Iqx76tufqxOGnSJPn/bD+ZSDtMnslizlzv07D1hMmTJyMpKUnDaJwHk7f/k99NA7eT88jdmYejnw+UHlvOfAzyhpycBZNnMslVe4maMGEC7t69CwC4d++eJjE40sXN1MVK6UtyjrQeRJZglQbnxOSaHAWTZzKZKOfHmU9cV69e1ToEl+DMTx8KGztvGlwD96Pjsec+CQ4Oxrx585iMk1WYPJNJvLC4ByX7mRcWdTnzjYcjkG72padI1mxLbn/7UqvEmNclchRMnm1sxowZ+Oqrr3DmzBn4+fmhYcOGmDVrFipXrixPI4TApEmTsGzZMty+fRv169fHJ598gurVq9slRp6QyFLOnHw4c+z0f6xNnN1ZVFSUUbU1V6iKZ620tDRNr33STeC9e/fQoEEDzeIg67CpOhvbu3cvBg0ahN9++w07duxAZmYm4uLicP/+fXma2bNnY968eVi0aBEOHjyIiIgItGzZUj7JEZHrYMJXOH379nW45iidpWk46YYjLS3NrolzYfaXs2xbci9Mnm1s+/bt6N27N6pXr46aNWsiISEBSUlJSExMBJBT6rxgwQKMHTsWHTt2RI0aNbBq1So8ePAA69ev1zh6Y2qfxHhSdC1sX1Y5bicyxdbHhSPdcLg76Sbw7bff1joUsgKTZztLTU0FABQtWhQAcPHiRSQnJyMuLk6eRq/Xo0mTJti/f7/JeaSnp8ulB9KQH8PeAEuXLq3SmhhT64SvRc+FBcVhq23mKkztK6XjSFvBwcGK94vhbyIqKgoeHu51+chvOzlaSbgWbPX7tnTbOsL1g1wf6zzbkRACw4YNQ+PGjVGjRg0AQHJyMgAgPDzcaNrw8HBcvnzZ5HxmzJhh1Fi+vahdP4x1rV0L96dyzr6t7t6969b1ZW1FaTORRKQtnRBCaB2Euxg0aBC+++477Nu3D6VKlQIA7N+/H40aNcK1a9dQsmRJedp+/frhypUr2L59e575pKenIz09Xf47LS0N0dHRiI2NhZcX74fINLaR6pqYYBXMWY99R9y30otuzrg9tWTuGMzMzERiYiJSU1NZWu5E3Ou5m4YGDx6Mb775Bnv27JETZwCIiIgA8H8l0JKUlJQ8pdESvV6P4OBgo8EROdOjM1vEyseH5G54vKuLySmRY2LybGNCCLz99tv46quvsHv3bpQrV87o83LlyiEiIgI7duyQx2VkZGDv3r1o2LChvcO1CUvqVZLtOEq9TFseC/Y8zhzlmHaEfZqbo904usOxby+O2NpJQRzheHS2bUb54zN+Gxs0aBDWr1+Pr7/+GkFBQXIJc0hICPz8/KDT6TB06FBMnz4dMTExiImJwfTp0+Hv74/u3btrHH3hSPX3nOFiYYs6qM5er9WVGfaqycfP6pGOeakDE0ua22R1AMs5a3UUImfHkmcbW7JkCVJTU9G0aVOULFlSHjZt2iRPM3LkSAwdOhQDBw5E3bp1cfXqVfz4448ICgrSMHL1SI3R8wRvGa1brHCUt+cdZd5aLktirhUYR2mlRnL16lWkpaWBr9QY43lQHZYe585YWk6OjSXPNqbk4qHT6TBx4kRMnDjR9gEREZ8KOCDDfcISVWWc7ThW+gIkn0KQo2PJM5GDMlVS4uolq+5MKk0rqD1haUhKSjI5Xs19JsWSXymfI5R0u4LCbkc1njoo2d+2YE1JstIk3JI2zAv6/Rk+4YmPj4e3t7fimMm1MHkml+VIF3VHeqROprnq/rH1egUFBSE4OBg6nU61efLGzTUp3ae2rGZhTadA5qY3bF6W3AuTZ1KdqyYhzkzNHiCddd/mF7vheMNe9IKDgwvsSU+tbSIlC4ZJg9rb29oSvvySmILqN6uxDs5yzBUmTsNtbLjNlGy/4OBgVZJNJftbqYJiNlyvwsSeX5KrdL6GyXp+3zF8wpP76U/uUmkPDw/N31sh22GdZ3JZjlRy5Wx1E91R7n0k9eI5efJko4uks7Hm2GOdY3I0anUYo/T3wHM25Yc9DLqAtLQ0hISEaNLDoKtdZLVaH2uX64g9kJFy+e33wuzbgr5b0PHmKL9rR4nD2dnqOFOD0uVrHaetsIdB58RqG6Qaax9H8TEWkWOxRX1Tc83sqTVPnkMcj5r7xRUTZ3JeTJ5djL0vIGpeZB3h4qfVi0rWLpcXFOcm7XdTx35h9m1B3zV1vDliEmrL+t/uJPd2NNzXWjxlM9yPPIeRM2KdZ1KNtXXEbNkToWFPcgDw5ptvIjs7W/XlOCo+9rYfw2PN2etJ24Ij9OLJ34N92bresKtW5SDHx+TZxTjzicSZY7cldhjg+hxhvzr6C1KOHp+z0Ho7ar18IjWw2ga5BCWdSvTt29eo1NlRHgPnbiZNaRukpppAyt3QvzO3l2tp009a70tzTVg5CrW3j6P8fiyR3+9B+t3k/h1Zup7OuF2clbOc23g8uB6WPBM5OJbUKBMUFCT//969e25VPccUVlEgIrINNlXnAnI3VWdY97KwF09XrFPm7klF7nrgjlQ/1xWPN624+3FO5AzYVJ1zYskzUSE5cjJK7otPLIiIbIPJswtS86LpiqVWubePVqWdWnVc4ChJlakXIV3xeHNX8fHxmDBhAu7evYu7d++a7b7bVRXU0o/0+583b57FTwjs8VTBcP8BrArFp2JkiMkzuT2prqy1F3hHSUaJHI3UxTmrjzinu3fvmtxv7t4EKBHrPLsALbvnthVrqkKoWdebHBub7yO1aFE33NlLMZk8q4d1np2Ta2RaREREZBd82kbujiXPLsDWJc98IY6IJGzFg0g9LHl2TuwkhYhk1nQKodZypWWykwkiInJkrLZBBeIjOvcTFBTkFm/XSy0KXL9+HUIIm7QI4WpPbgpzPnC1beHIpG0tHd+u/lsmsicmz0Qk0+pGyXC59o5BahECYDJHrmfSpEnyce3t7Y3Hjx9rHZJrEwB0WgdBtsY6zy7AFVvbICIi0prFdfwtTJ5Z59k5sc4zEREREZFCLKYkIiIiMoHv/JApLHkmIiIishVWjnU5LHkmIiIik9hCioX4sqBbYMkzERERKVKyZEmULl1a6zCINMWSZyIiIjKJdX5VwNJol8OSZyIiIiIihZg8ExEREREpxOSZiIiIiEghJs8OZPHixShXrhx8fX0RGxuLX375ReuQiIiIiMgAk2cHsWnTJgwdOhRjx47FkSNH8Mwzz+CFF15gk0BEREREDoTJs4OYN28e3njjDfTt2xdVq1bFggULEB0djSVLlmgdmt35+flpHQIRERGRSUyeHUBGRgYSExMRFxdnND4uLg779+/PM316ejrS0tKMBlfy/PPPIzw8XOswNOPl5QVPT0+tw3AbQUFBbn28ERGRZZg8O4B///0XWVlZeS7g4eHhSE5OzjP9jBkzEBISIg/R0dH2CtUuihYtCm9vb63D0Mwvv/yCoKAgrcNwG7NmzcLTTz+tdRhEROQkmDw7EJ3OuCV1IUSecQAwZswYpKamysOVK1fsFaLduHNJoKl9TrYTEBAADw+eCrXgzjfJROS8eMVwAMWLF4enp2eeUuaUlBSTSaRer0dwcLDR4Gpee+01rUMgN8HEWRurVq1CQECA1mEQEVmMVw0H4OPjg9jYWOzYscNo/I4dO9CwYUONoqLCqFSpUqG+361bN5UiIXJMlStX5lMWInJKTJ4dxLBhwxAfH4/PPvsMp0+fxrvvvoukpCQMGDBA69Dszlx1FWeyevXqQn2/R48eWL9+vUrRUEFatGihdQhEDu/TTz/VOgSL1atXD1WrVlVlXtWrV1dlPuT8mDw7iK5du2LBggWYPHkyatWqhZ9//hnbtm1DmTJltA4NQE7puCuJiIhA5cqV84xr06ZNoeYbExODl19+uVDzAHJa3Chfvnyh52MtR6nK4O/vj8DAQNXnW79+faO/Y2Nj8f3336u+HK1FR0fjhRde0DoM0lCxYsVUe6m8Vq1aVn9Xr9fD19dXlTgsMXjwYFSpUkWVea1YsUKV+ZDzc4wrJAEABg4ciEuXLiE9PR2JiYl49tlnrZ6Xl5eX/P/Q0NBCxxYcHIzFixdjwIABaNCgQb7T5k68HKUUOTAwECVKlAAAlChRAvPmzTP6/M0338S4ceMKtYxnn30Ww4cPL9Q81BYSEoKwsDCLv/PGG2/YKKL8Pf/88/L/t23bhpCQELPT5r4Yv/POO4qW8dFHH+UZV6RIEYURWi8kJMSuzRCGhoZi/PjxNpt/1apV0bx5c4u+Y3huEkKoHZJqqlerVuikKyIiAh07drTLsWVOSEgIFixYoNnyJdu3b1elDX9T1zP2DUD2xuTZRdWuXRtTpkxBfHw85s+fb9FjaVOlzJ6enqhTpw569+6db4moTqfD9u3b5b+Dg4MxatQoLF++3LIVsJL08mS3bt3yxLl27VqjusiGSf62bdvw4osvGk1vzSO6wiRGQUFBNml9YM2aNYiJibHoOz4+PujXr5/qsSgxceJE+f8FlVTVqlULkydPlv/u3r270ef2fiGtoP2/bdu2fEv1bRGvuZvX8PBwlCpVyuQ0So+XhIQETJo0CV999VWB00rr3aZNG4s6fwoKCjKZfNqiOcd27drJ/+/br1+hCjAAYPPmzRg5ciS2bdtW2NCs5ijV4NRKcGNiYvJUaStdujQ++ugjPPPMMxaf63IrqKrk2LFj81wryP0weXZRQUFBaNmyJWrUqIGqVati6tSpir8bHh5ulJAAxiVEBZ2IDVv/2L59O1566SU88cQTipdfmBP9E088gTVr1mDIkCF5Sixzn7wNk5iiRYvmmdeiRYssXn5hkufWrVvbpJ6zXq+3+DvO8qKqv78/ateubTTuo48+Qr9+/bBixQpUq1bNrvH8+OOP+X5e0PHRrFkzq0qK87uYS7+n3Mf/zJkz8dRTTwHIKc0zbOFmzZo1ipft5eWFyMjIfKdZuXIlOnbsCAB45pln8uyz/GzduhWvv/46gJyb4jfffBPr169H2bJlFc9Dqffffx8zZsxArVq1UKdOnULPT9r2tkxevb29UaxYsXxjcJRqWJY8aRg5ciTi4uLynMc9PDzytELl7e2N+vXr48MPP0S5cuUKFWPv3r2Nno7k1rZtW1WODXJujvGLItUV5mTt7e2dp8RF6fxyT2fNSbswj3J9fX0VlzwUlMhYE3thLlIBAQFW101UsyrAmDFj8NZbb6k2v8KqWbOmRdPXr18fb7zxBqpXr273uvqFLTkOCAjI856Dkn37wQcfmBwvJceffvopYmNjjT4zTBD0ej0GDhxoabiKValSBW+//TY++eQTi2/M9Ho9OnXqhFWrVmHw4MHo06cPypcvn2+Co0TupxSSZs2a4dNPP7XqptNSJUqUgL+/v/y3NTfP69aty/P+hiEhhKLzUmG3pzVCQ0PNNrXasWNHTJw4EfHx8UbjTV2LTI0LCQmBXq9HyZIlLY5r5syZFt3gWcMRngaQ9Zg8u6jC1iW09ofdrFkzAMCIESOsrj+s0+lUrQspXRRy17Us6IJiTUKqVbfagwYNwrvvvqvKvNq3b2/XtsNbtGhhNpEBgLffftuhkvnCyu+3ZeqzBg0aYOjQoRYvZ9KkSejZsyeAnOothkmaFnx9fREbG2vVucXT0xOVK1dWtQRVaf14SzVq1AhPPfWUoqceTZo0wfTp0+W/c1c1U/KybEhISIHHlJLt5uvri8WLFxc4naVeeOEFo3U0tHXrVrz99ttmv+vh4ZHnJsbUtcHUuGLFimHbtm0IDAy0uKS4cePGFlUtslSvXr3QtGlTm82fbI/JM5lkqrfDgowePRrDhg0DAHTq1KnQLVdYw1ScVapUwbhx44xKBZVcUKy5UGuRPG/duhXdu3eXb1ycTZkyZdC7d2+EhISYLP0sWrQoevXqZfK7atc9nDNnjsUvwNlakSJF8rQOokSrVq3yrWdq+BvX6sU9c0mfNYlFz549FSWs4WFhiIuLs3j+Ss2dOxcLFizAsmXLCpy2SpUqZhPkr776ChERESY/M3cjZOqmV6fTKbph0el0ePLJJwuczlKRkZF47rnnTH7m5eWFtm3b4rvvvlM8P0tuvqRzfvPmzfHJJ58o/p6tvfXWWxg7dmyhX1An7TB5pjxMlcoqOWG99NJL+da9s4S1Jd+mvhcQEJAnkS/oJZoqVarYtNqGv7+/okR70qRJ6NChQ77TFC9eXNEycytfvjyaNGli1XetFRMTk6dajRACwcHB+O677yzqWXLr1q1o3LixqvE1btwY06ZNA5CTiNii2oe5RNXDw8OmSZ1UF1R6jG2qnr8lbNnCwcyZMy3+zquvvqqoVYvJU6Zg0qRJ1oSlmKenZ4HVICZNmoTnn39eTp5Lly4NAHj33Xfx4osvIjIy0uT5JCAgIE+HWpKoqChs2LDBaJwQQtG5Rmn1jsIwV+XC0uuGn58fYmNj5WO6oBetPTw88lRbAnKekFpTd/7JJ5+06hpVvHhxOaEPDAzUpICJ1GH/Sk5kF+3bt88zztvbG48fPy7wu65WF8twfQxf4DG3np9//rnVbQubuvg0aNAAOp0O+/fvl8d17twZxYsXz9NcXm6tWrVCVFQUNm/ebFU85sybNw+VKlVC8eLF8fTTT6s67/xI6zNmzBh5nLQfDJON559/Hn/99Ve+87L2piE3U8fB8uXLERgYiFKlSuGZZ54x+906deogOzsbR48eLXQcO3fuhL+/P06ePJnns7CwMHh7e8PPzw9paWn5zuepp55Co0aN8ozv2rUrPD090bx5c2RkZKBo0aKoWbMmNm/ejFatWlkU61tvvZVnGS+88AKSkpLw559/WjQve/Px8bHqHBcQEID79+/nO40lNyTSNi9btixGjhwpt6HctWtXeRrpfFK7dm00adIEHh4eqFatmtlk2MvLS07Cvby8kJmZaVHJc+7pdDodSpcujcuXLyter9yUPtUYNGgQEhMT8dtvv+WJIff8PDw88Mknn+DUqVN499138eabb1oVW6dOnRAbG4sDBw6YbL7SnNKlS+P77783alZTiSZNmmjWBCipiyXPLujHH380+Zh34cKFeX64YWFhiIqKMhoXFxdnVbUNNUkXAEt7hjKMUypRkOaVm7lSlujoaKvbZTV1UWvSpEmex5ahoaFym9OWKGy91aioKDRs2BBPP/10oZPP9957D23btrXoO0qTlgkTJmDlypWKpg0KCoJOp7O6uoWpY/uJJ55AuXLlCizR6tChg8XVZcxtg/z2bUBAALZu3Wry5afcLylOnToVr7zyisn5v/baa4iKipJL7Fq2bIkFCxagT58+lqwCIiMjUbFiRaNxEyZMyPOUJDQ01Orf0tSpU22SaFhbumrY3JxUPc1Q8+bNzdbtLUjHjh1NNgHat29f+Pj4oH///njllVfQpUsX1KhRI8900stt9erVg6enJ2bMmIG6desCUN5UnanpPDw8sGnTJmtWSWY4z/w6WenZsyfef/99ACiw9RZJtWrVsH37dpMv9ym9ZpUtWxbdunVTNK0hS/tP8Pf3R6dOnQr9xIccA0ueXZC5l71q1aqFkiVLGvWSFB4ejsWLF8ula4sXL8YTTzxhsgQiNx8fH2RkZKgY+f+JiIjA559/juLFi+O///5Dp06dFH3PMM5+/frB399ffmkK+L8Tqq1uBpRemE1dqMzFZDjdjh07TJYqKlW0aNECS7uVCAwMROfOnfH48WP07NkTXbp0sXpeUosQhnQ6neL6476+vti6datN2v01FBQUBB8fH9y6dcumy5GSYU9PT2RlZcnjQ0JC0Lt3b4wdOxbZ2dkAcjpWKkyzWZ6enkZPHgIDA83ebFqjU6dOJp+CSSpWrIiDBw+a/Kygtum7deuGI0eOWByTNaXOOp3OqApPly5d8vyOpOo+amrcuDF27dpV4E3cyy+/jLCwMLmVpGbNmmHPnj3y50rOS6a2i9REYKdOnVTpHfDdd99FTEyM2frgYWFhGDdunFGhSe7zYu6m6MztT0d7grpjxw7NXign9bHk2c2YStgMx9WpUwfe3t75JnatWrWCt7c3hg8fjtWrVwNQ1jvbjBkzFCXB0rKio6Ph5+eHqKgojBs3zuL6YUWLFsXgwYNV6WFRKaXJs06ny1M1RMnJ3pKTb9myZdGoUSMEBwfL9f3UqKIxZMgQ+eLn7e1tlGz17ds33+/mXsevvvpKcZe/pkrcJMWKFbO4frJU91ppFZ0RI0YYdaIB5CR/UmsA5p4k5C49LWg/lytXDu+99578WzF8itSsWTPs3LlT/rt9+/bydomLi4Ovr2+h6iJv2rQJCxcutPr7ufn7++fbu+XIkSPRoUMHzJs3z+JH788++yx27Nghl7AatspQtGhRs/tVzfcp7EFJx0l6vV7e/xLpSUZBrXGY87///Q+9e/cGkHPsDx482OJ5AMbXjrCwMPTp0yff60WbNm1QoUIFk5/17t1bTuitkbt9aHti4uxaWPLsYvLr/Q/IewFQetdu+HdMTAx27twpX6zWrFmjqE3UZs2aFVhn0FxMbdq0Qbly5bB169Z8v1tQibJ0QZW6SQ4KCrK45C6/pvSUniCFEKhTpw7eeOMNrFq1CpmZmRbFoERERATmzp0LIKeOdalSpVCvXj2L5hEYGAi9Xm9U2lq6dGmzx1nfvn3ztMtarFgx+fu5t5vSx7NATisGZ86cwZAhQxR/Jz8zZszA2bNnC2wHtnnz5ti1axdiYmJw9epVADnHwIYNG1C2bFmEhYXhp59+MtsiiNRhiyU6d+6MzMxMtGrVKk/VJcPqHYa/lQkTJuDRo0eFesnR1Itb/fr1w40bN/DNN99YPV9zoqOjMWrUKAA5T8yUtFBhKCgoCNOnT8etW7eMEsfIyEgsXLhQtRZoHLkbcXNee+01XLhwAUOHDs1zTvX19cWjR4+MxuVex8I+gZDOk6bO54sXL0ZqaqrF8yyo97+CzJ49G7/99pvJZuiKFSum2gvv5PpY8uxCxo8fX+Bb6qZKRq0plTBMlmNiYlR91GuOlDQU5g6+b9++ePLJJzFo0CDodDps2bLF4setvr6+cp3S/HotLIiHhwf69esnf8eWF2gfHx88++yz+T56rVHjCaMqLkBOSWTux+eWHi+GNzyFKb0LCQlB7dq1Ub58eatLwQyVKlVKUT3p0aNHY/ny5UaPi3U6nVynPiAgAAsWLJDrXc6ZMyffaizmkuzcvLy8UL169XyPKcPPPD09bdK9d9WqVeXOe6TfvS1K8Kw9NoKDg032Kufn54fhw4ebbGXBUvnF9vLLL8s3qY4kMjIS8fHxJtvHDg4OxhdffAHg/86rapasv/fee/J52tR5rVy5coqfOFnL1PpUrlzZ7O9v/fr1eZLqPn36qNKij6WFFuT4mDy7kGbNmlmcxFryMom9mFtWuXLlMHToULz66qtWzzs6OhrLli2TS04DAgIs7lnLw8MDQ4cOxdq1a/PU5zSX6ORX5UCi9mNhS/fZqFEjMWjQIKNxxYoVy/PY2NIXrtRsT9jHxwfr169Hjx49CjUfSwQFBeXpXj6/9WjcuDEqVapk9vNevXoV+iUsiS2rEkg3Wp6enmjTpg2eeOIJTJgwAdOmTbNJe8BqkrbLyy+/jOrVqxd6PvmpUKFCod5D0IJOp0OpUqWwevVqmzSP2LlzZ/k84Wh1j80JCQnJc/P55ptvmnwnwxJz587FhAkTCjUPcjxMnt2MqfablTZjpDZzjdbnt6xXXnkFAwYMwJYtW0x+bsskXyplluKrWLGi4p74ypYti2+//VZ+LGiYsEt1NvOrG2oNtfeZr68vnn32WVVK8tzNRx99hFmzZgHISUZzd8HtiAnGhx9+iLi4OMTGxqJIkSJYvnw5nnvuOYfrRKYgPXr0KLCt9II44v6xhLl3WCpVqiRXZbP23Dl8+HD5/x07dsT8+fMBQLU20q3d9vYo8FFSkNOoUSNWB3FBTJ7djLUnIls8DjaXhBX08qFOpzPb85atLnK9evWS2/QMCQmxah4lSpTAxIkT8eSTTxq1Dzpy5EgMHDjQ4jZDc5P2kdqtTkgXIS8vL8yePVvRC0zm6HQ6+SbBHu1L27Ob8fzUr1/fbIc0zZs3t/qxvy2TuqeeegqTJ0+2+MmMIWvbS1dTSEiIXK/anFatWuG9996zU0T2p/RdF2u8/PLL8v+joqLQoEEDADkta/j4+BTYaooze/PNN7FmzRqjcdWqVcOgQYPQvn17eVuQ6+ELg24m90nTsAULc4+ao6KijEoXbKlLly5o3bq1XZZlCellu8OHD1u8LQy3+VNPPZXnMWBERIRFPeuZExAQgA0bNmD69Ok4ceJEoeeXmxolOUIIVK9eHdOmTUPNmjVViCp/b7zxBpKTk61q0sxeCtPEmSOXiLZv397izlfswdQ269ChQ751cB3xhcHmzZtj7969ilpXyb3OhudYqQqbGr2NGi6ndevWaNmyZaFLoKU62dITOjU8/fTTcj3+gkj1/E0V2Pj4+Bj1mDpu3DjUrVvXbOEOuQ4mz27G8OS2adMmlC5dGjqdDqtXrzbbpNuXX35pp+hMdz7gCDw8PBAeHm5VXVV7XnjLlStncUmh1JpEQZ2mqJGoSfOw16P/UqVKYcmSJXbtRdGeHDl5NuxF0pEY/h6lturNPU1xxKRZMmnSJNy/f19Rcmp4nCxevNioHnhcXByys7Pz7UlTqdzbS42qGwEBAVizZo3F1dry23cLFixQPJ+4uDj8+uuviqposLtt98Hk2c0YnkQN613m94KTM7FVMmFtr2SA/ROcDh064MiRI4p7/xs/fjwGDBhgtrqMYZfmheXIyYglCtvTI+UlVbGpVq2a3ZY5b9487Nq1y+KeTB2Bl5eXVVXIcjfN6eXl5fBJn2HprlJqnXf9/f3x4YcfqjIvch1MnokUKEzyXFiWJpxxcXGoXbu24u6/fX19832EWblyZQBwyEfw9taqVSts3LhRlfqx1apVw/Xr1ws1D0cuebZUdHQ0pk2bZtdEtm7duoqqAzj7TZ+tj5PcvWE6Alf6bZDjYfLsZhz5hKJG81dad7ttSmFjkpJgU49VzfXEpTRxVuK5556Dv7+/3I6xNUJCQpCamqp5L1vFihUz6rHPUpGRkdi+fbsqv6OFCxfi8ePHhZ6PK1GrOo/a5wE19neJEiVw8+ZNFaKxnC3O+4adRY0ePRrz589Xpd60Wpz9hoccG5NnN+OoyfP7779v8QshzZs3x+HDh3H79m0bRfV/tKy2ER4ejpUrVyIqKspo/IwZM6x6nGkpT09Pq9qxDQsLk1tbmDBhApYuXWqTNmWVmDBhAvbu3YtJkyYVuh6mWr+hwrRgU6FCBfz111+a34w4Kkc8zy1ZsgQHDx6Umyy0J0u2R4cOHfJt8UgqZe7du7ecLLdt2xYvvvgij0dyG0yeyawhQ4bkSdhspV27dhZ/Z8qUKbhw4YIqLVUURGk35qaoUQJSpUqVPOPU6npYDT4+PnKnGk899RQOHjyIYcOGyaW8DRs2RMOGDTWL74UXXsALL7yg2fLVNn/+fPz777+FakbOXVmTWKvxGy5VqhSuXbtW6PlYw5J1LqhZvylTpuDTTz/FK6+8YlTn2p0T508++QTp6elah0F2xDMvmdWtWzetQ8iXh4eHXD3B398fDx48sNmjOne+MCixevVqeRuNGzcOv/76K5599llN64q7srCwMNU71XEljlhtw1U899xzeO6557QOo0D2rLbBjqPcD69s5NSKFCmCFStWoGTJkgBsd5EzN18t6tW9+uqr+bZJq4WyZcvKLx2Gh4ejY8eOTJxJM/mdB9T6zUrvIEjnHnIsvOEhW2LJMzm96tWr27xk2JESwbffflvrEIjcQn4J2JgxYxAXF4d69eopnh+fYBG5BsfJCMgu9Ho9fH197dZJRW7SC2SGbUw7A3PJc/PmzeUeqIhIWy+99BKAnJ5K1WQqiS5atChatmxpUQlnzZo10aRJE8yZM0fN8MgEtrZBtsSSZzfj5eWFrVu3yi932Vvjxo3Ro0cPPP/885os31rmkucyZcpg165daNy4sZ0jIqLcnnnmGWzfvt1kb6nDhg3Dt99+a9GNu9oJmJeXlyatbbgjZ6m20axZMyQmJmodBlmIJc9uKDAwULO39L28vDB48GDVm1grV64cANvVP8zvRMwWD4gch6nEGcgpjV6zZo1FTRVK55MGDRqoERrZgdRTZfHixTWORJmxY8dqHQJZgVd9cgmDBg1CSEiIXZqtIyL30LJlS9y5c8eompuz1lv+4IMPEB4ernUYNvfaa6/h6tWreOedd7QORRFHep+GlGPyTC4hLCwMw4YNs9n8nfWCSWRPUiLgKk9jvLy8jJrs/Oyzz5x23V588UWtQ7CLsLAwzJ8/X+swyMU551mAyM6cpf4ckZaeffZZVKlSBa+//rrWodhEtWrVtA6BiBwAk2fSVP/+/XH//n2twygQH60RFSwwMBArV67UOgwiIptiRmBDly5dwhtvvIFy5crBz88PFSpUwIQJE5CRkWE0XVJSEtq2bYuAgAAUL14c77zzTp5pXNXrr7/uFO0Ws+SZiIiIAJY829SZM2eQnZ2NpUuXomLFijh58iT69euH+/fvy+18ZmVloXXr1ihRogT27duHW7duoVevXhBCYOHChRqvAUkKSp779++PhIQEVK9e3U4RkSOTHu/36NFD40iIiEhtTJ5t6Pnnnzdqz7h8+fI4e/YslixZIifPP/74I06dOoUrV64gMjISADB37lz07t0b06ZNk5vdIcf2+uuvo3v37uwwhQDk/NY3b96MEiVKaB0KERGpjNU27Cw1NRVFixaV/z5w4ABq1KghJ84A0KpVK6Snp5ttOD09PR1paWlGA9mWks4SzCXOrPLhnkqWLOm0LTMQEZF5TJ7t6K+//sLChQsxYMAAeVxycnKetjeLFCkCHx8fJCcnm5zPjBkzEBISIg/R0dE2jZsKh93EEhERuQ4mz1aYOHEidDpdvsOhQ4eMvnPt2jU8//zzePnll9G3b1+jz0yVTAohzJZYjhkzBqmpqfJw5coV9VaOiIiIiMziM0UrvP3223jllVfynaZs2bLy/69du4ZmzZqhQYMGWLZsmdF0ERER+P33343G3b59G48fPzbbG5Rer2fdWiIiIiINMHm2QvHixVG8eHFF0169ehXNmjVDbGwsEhIS8rQX3KBBA0ybNg3Xr19HyZIlAeS8RKjX6xEbG6t67ERERERkPSbPNnTt2jU0bdoUpUuXxpw5c3Dz5k35s4iICABAXFwcqlWrhp49e+LDDz/Ef//9h/feew/9+vVjSxtEREREDobJsw39+OOPuHDhAi5cuIBSpUoZfSa9RObp6YnvvvsOAwcORKNGjeDn54fu3bvLTdkRERERkeNg8mxDvXv3Ru/evQucrnTp0ti6davtAyIiIiKiQmFrG0RERERECjF5JlKAHZ0QERERwOSZSBFrOjoJCQkBAPYyR0RE5EKYPBMpYE3J89SpU1G/fn00a9bMBhERERGRFlgkRmQjTz31FJ566imtwyAiIiIVseSZiIiIiEghJs9EClhT55mIiIhcD5NnIgXY2gYREREBTJ6JiIiIiBRj8kyUj6ZNmwIASpQooW0gRERE5BB0gpU5nV5aWhpCQkKQmpqK4OBgrcNxKffv38f169dRsWJFrUMhIiIXw+u3c2LJM1E+AgICmDgTERGRjMkzEREREZFCTJ6JiIiIiBRi8kxEREREpBCTZyIiIiIihZg8ExEREREpxOSZiIiIiEghJs9ERERERAoxeSYiIiIiUojJMxERERGRQkyeiYiIiIgUYvJMRERERKQQk2ciIiIiIoWYPBMRERERKeSldQBUeEIIAEBaWprGkRAREZFS0nVbuo6Tc2Dy7ALu3r0LAIiOjtY4EiIiIrLUrVu3EBISonUYpBCrbbiAyMhInDp1CgDy/OtI47RePteb68315npzvbnejrTef/75JwCgaNGiIOfB5NkFeHh4ICoqCgAQFBRk9K8jjdN6+VxvrjfXm+vN9eZ6O9J6BwcHA8i5jpPz4N4iIiIiIlKIyTMRERERkUJ8YdBF6PV6TJgwAcHBwfK/Y8eOBQCHGKf18rneXG+uN9eb6831dsT1njBhAvR6Pch56ATbRyEiIiIiUoTVNoiIiIiIFGLyTERERESkEJNnIqJcVq5cie+//17rMIhs5ujRo/jwww+RmZmpdShEzkc4sCZNmoghQ4YYjQMgNm/eLIQQYunSpaJUqVJCp9OJ+fPnG40DIJ599ln5ex9++KEAII4cOWJyWYbzNSUhIUEAEG3atBEJCQkiJCRECCFESEiIiIyMzPf7vXr1EqVLl5anCQ8PF6GhocLb21u0atVK1KxZUwghxIQJE0SFChUEAPHJJ58ILy8vAUB069ZNeHh4CC8vL6PtYrh9mjRpIgAInU4nAAgAwsPDQ54fADF69GgRHh4uypcvL38nIiJC/rx69eqiZcuWQq/XCy8vLxEQECB/9u677woAomfPngKAuHTpkvyZp6en0bpWrlxZ1KxZUxQrVkwAEGFhYcLHx0f06tVL/o6poWnTpiIhIUH4+voKAMLPz0/4+PjIywAgihQpIoKDg+VtGRAQIGrUqCHCw8PzrL80VKlSxejv4sWL55lm48aN+cYmzVvaJ4aDXq8XgYGBcoxS7E2aNBE6nU4UK1ZMREVFFTj/GjVqiJo1a4o9e/YYjffw8BAAREhIiAAgGjduLPR6vdn5REdHF7gsKdZixYrJ84+KihKxsbEmp+/QoYPZeXl5eQlvb2/576pVqwohhGjfvr3w8PCQ97tOpxOVKlWSvzN//nwxYcIE4e3tLebPny/KlCkj/x4AiD59+ojQ0FB5G0jHatGiRUXRokXzXb+QkBBRvnx5o31keGz4+fmZ3JeG2/y9996T//b29s5z/ObeByVKlDA7P+k4NozP39/faJzhvjCMU/o9SMP8+fONjsXc8wFg9Ns1nL/0f1Pbr379+mb3edWqVeVljR8/3mi6wMBA0b59e/k3aDiUK1dO6PV6UbNmTfmYi4yMlPex4fEYEBAggoKCRIUKFcSQIUNE5cqVhY+Pj7zfTP228zu+hwwZIvR6vQgLC5PjNNxW3t7eolatWvKxb25e0rnM8Bg3NVSoUEEEBQUJACImJkZ4e3uLJ5980uSxBUDUrVtXABANGzYUAEStWrWEr6+v8PT0FJ6enqJ9+/ZCCCGfw48dO5bnWCpZsqQAcq4ROp1OPjdK6+fv7y8fJzqdTj5P//fff/J0bdu2Ndp/AwYMMIpXOv6k8480SNfZ/I6pKVOmGK0zAHH79m35b71eL8qUKVPg78dwaNSokdGxJh2bhr+t3OdQacj9OzQc3n//fTk+6Xpcs2ZNo/MIYD6HkPIIaR7SMWU4/YQJE+TtJF0v27dvLy5evCh/Nzg4WCQkJMjHkuHvv1SpUiIoKEi+hnXt2lXOHwyXUbNmTZGQkCD/DnIz3D5HjhwRZcqUkXMowxzD3DrmlysZMpyPFJdS0jbJb3vnlns9bMmi5Fna0blJO0I66Aqa7syZM+Ltt98W5cqVy3OxMDxIvLy8jBIS6WKV+2KSe/D39xeNGjUSu3fvFs8//7zRd6XBy8vL7I9Vr9eLhg0biqtXrwohhChSpIiiHzWQcxJOT09XlCw5yuDp6Sk6d+6seRwcOHDgwIGDtYNhvlDYwd/fv8AbJiWDVPB06dKlPDcgBQ2GNxmGN/tSQt+1a1ejGyZz+ZSS7fbqq6/KuZq55DkrK0sMGjRIlCxZUvj6+oonnnhCbNmyRSQkJAhvb+88ed+tW7dEWlqaEEKIu3fvinXr1okmTZqIwMBA4efnJ+rWrSsSEhLyLGfChAniySefFNevXxePHz/O87lhAaahlJQUcf/+/TzjbUGTahvNmjXD7t27MXv2bLRv3x6NGzfGhAkTULp0aYSHh6NSpUqYM2cOatasieDgYAQEBAAA6tatCwBIT0/PM8/AwED5/6tXr0ZoaCh69eqFy5cvG31n1KhRAIA33ngDN2/ehIeHB3Q6ndG8unTpggMHDqBKlSpYvXo1bt++nWd5JUqUkP8vfV+n0+Hhw4do2bIlrl+/DgAoU6YMdDodoqOj890mwcHB+X7u6emZ7+e5GfZWZPhdaXxkZKQ8LisrC1lZWRbN31Hk3neOMi8id8JmtpyL4fXSlVSrVs2i6aXrYWBgIKpXrw4AKF68OHbt2gWdTofHjx8XOqbk5GT5/3fv3gUAeHl54csvv0RISAgaNWokfx4eHo6AgABcvXoVQM41qUyZMujUqRP0ej10Oh1CQ0PluLKzs+X1uH79Ov7++2+UK1cOnp6ecg+GPj4+qFOnDiZMmIBFixbJy5o7dy4AoGLFihBCYO3atVi7dq1R7LnXf+3atVi2bBnmzZuH06dPY968eXJ+ZkrRokURGBiIzMxMJCQk4NVXX0XDhg3x+++/4/jx43jllVcwYMAAvPfee0bfy8rKgk6nQ0REBLy8lLeoXKJECfj7+yuevlAsybSVljx37dpVREVFiaioKOHn5ydq1Kgh1q9fL08XGRkpGjduLAYPHizKlSsnP46THt3duHFDHD9+XPO7WA4cOHDgwIEDBw6WDZ06dTL7mSVVsKShZMmSomXLliafLkyYMEEIIURoaKhR1ZzAwEDRpk0bERYWJvR6vahevbr49ttvhRBCXLp0SbRp00aEhoYKf39/Ua1aNfHdd99pW/KclZWF0NBQbN26FSdPnsSbb76Jnj174uDBgwBySn09PT2RkJCAy5cvIyYmBhMmTEBWVhb0ej1GjhyJnj17Asi58ypfvjx8fHzk+et0ujwlHR4eHoiNjbXF6hARERGRQps3bzY5XqfTQQgBX19f+Pn55XmqHh4eLk8HANHR0WjatCnS09OxY8cOhIaGyiXxoaGh8PLyQp8+fXD9+nXcuXMHYWFh2LlzJ77++mv4+fnhzz//xNq1a3Hq1CnMnDlTXt6gQYOQnp6On3/+GSdOnMCsWbMseyJjacmzVDpsOEh1kA3rPOeeztPTU66Ps2bNGtGkSRMRFhYmKlWqJDw9PYWfn58A/q/OjuG/Hh4e8otD0mBt3R4OHDhw4MCBAwcO1g3m8i8PDw9RsWJFo3Genp5GL5W3b99efqH5ueeek1+I1el0omLFiqJatWoCMH7p+ffff5eXefbsWbnO85UrVwQAMXnyZJGYmCgAiHbt2gkhhPjhhx+Eh4eHOHv2rMl89oknnhATJ060JAU2YnHy3KJFC3H+/HmjYe3atQL4v+S5Z8+eokKFCqJy5cpykbiXl5e8UdauXSuaNGkiihQpIifH0gt9UnF+SEiI8PX1FWXLlhVFihTJU3FfauGCAwcOHDhw4MCBg/aD1HqKmkPbtm3zfXmzc+fOIjMzU67SERYWJqpXry7Cw8PN5rPLly8XXl5eomHDhuKDDz4Qx44dsyh5trjaRkBAACpWrGg0REVFGU1z6tQpXLlyBePGjcNPP/2EY8eOoVWrVnIF9rNnz8rTVqpUCc899xz27dsHIKfC/9ixY+Hh4QEhBK5cuYKAgAA0b97caBlVqlTJE5vhS3eG1Txyx68Fb29vTZZLREREZCuGDRTcv3/f6DOdTmeU/zRv3lyukjF69Ghs2bJF/szT01PO3SIiIgAA7733HooWLYrHjx9Dp9NhwYIFePrppwEAISEhWLNmDebMmQNPT09ERUWhZ8+eqFWrFs6fP48bN27g008/NRlz37598ffff6Nnz544ceIE6tati4ULFypfZ8VTWuDGjRuIiIjAq6++ipo1a6J8+fI4f/68/NbkihUrkJWVhbCwMNy5cwcBAQGoW7cuihcvjosXL6J+/fpITU1Feno6srKyUK1aNaOdAwBhYWF5luvn5yf/31zD70palbDFm+N8G52IiIicXe4WLaRWPwAgNDRU/r9Op4OnpyeEEHLCfPPmTQQHB8PLywv+/v5yi2geHh4oXbo0MjIyAABpaWkAgB49emD+/PlygWqjRo0wePBgBAQEIDAwECkpKShTpoy8vDp16uCHH36QO7maM2eO2fWIjo7GgAED8NVXX2H48OFYvny54m2gvA0QCwQFBeHSpUvYv38/ihQpgnnz5iE5OVlu3i0rKwuHDx9GbGwszp8/j0OHDmHkyJG4f/8+MjMz8dprryEqKgpXrlwBAOzbtw8PHjwwWsa3336bZ7k3btyQ/y/tTKlyuuTRo0cFxm+qKbzCunfvnurzJCIiIrKn3PmYoQsXLgDIecov5XTA/70AePLkSWRnZ6NYsWL44IMP5O/pdDr8888/eZbRp08fOdnOyMhAs2bN8PLLL+P+/ft4+PAhPvroI7mxiOvXr2P//v2oV68efv31VwA5yfqOHTtQsWJFnDlzBjqdDs8//zyGDh2KF154AZUqVcLt27exe/duVK1aVflGsLTOs5Km6l555RUREREhAgMDRVhYmBg3bpx47bXXRKNGjQQAcfr0aREZGSmCgoKETqcTHh4e8guFISEhon79+qzTzIEDBw4cOHDg4ITDM888o2i63M3Wmevo5oknnhBPPvmkyZcVhwwZIo4ePSo8PDyMmj5u0KCB6NmzpyhWrJjw9fUVNWrUEFu3bhVCCPH222+LChUqCL1eL0qUKCF69uwp/v33X8X5sEN3z11YDx48EL6+viI8PNyqLhvXrl0rvL29xYMHD4zmt3v3bnmarKwsUalSJTFu3LhCxyu9eLl69eo8y5FIXVZKXarm5969eyIkJETEx8ebnUa6IZowYYIoXbq08PT0FFFRUUbTZGVliWLFiomgoCB5HJC3i86pU6eKqKgouXtoqUtlSd++fUV4eLho27Ztnjhyz8+wa84WLVrIvR9lZ2cbdc8trUOdOnXkH82uXbuMflgBAQHivffeE40bNxZATpuQvr6+ci+Q0osIw4YNEzVq1DBa70qVKommTZsKLy8vERwcLH+2Z88eERoaKv777z953P379+XuZk3Zv3+/AHK6XK5UqZLQ6XRy16xeXl7i3Llz8rQtWrQQAQEBRsetFH+dOnVEQECACA4OFnq93mgbvvHGG0b/vvzyy/Lnp06dEgDEnDlzjLbfvXv3jLoqlsavXbtW6HQ6Ua5cOeHp6SnWrVtX4PEkkY69qlWrGvVcJYQQJUuWFKVKlRJCCFG1alVRsmRJkZ2dLSpVqiTmzp0rT/f111/L3dpLJ0O9Xi+KFCkievXqJU8nnaQDAwPll1Vq1qyZp5esMmXKiGbNmgkAonXr1nl6+2ratKmIi4uTb+Sl3/SECRNE5cqV5a6dpZ6+Ro0aJUJCQsSHH34oz+PChQuiRYsWomPHjqJ+/fryhSA0NFS0a9dO7NmzR9620j6Uvit1XX779m3Rq1cvUbt2bflCcefOHfm3ev36ddG6des8F57hw4eLxo0by+Ok7n2LFCkixowZI7y9vcW9e/fk89W+ffvkmIXI+X1Kv80VK1YIAKJly5Zyt8UhISGiYsWKIiMjQwhh3MuX4XeFyPnt+Pn5yV1jAxDLly8XAMTnn38uf79ixYri3Llz8jRLly4VQE5X4a+++qro1auX6NWrlxgxYoTRsXv79u08x6q3t7e4f/9+nuNIeiO/RIkScve90m+ubNmy8n4GILcUIG2T3MsActqblb4jLVfqLlo690i/pX379pn8zRheW6T4AIj169cLDw8PkZiYKIQQRtteOtdI2yQpKUl4eHiIgIAAodfrxaBBg4QQQmRmZgoAYsSIEXKXyNK+BiDKli0rnxcBiBYtWsixGHbbLK23tJzExERRpkwZ0a1bN/nYOnLkiOjVq5eIi4vLs38MC9Wk36Lh7/ndd98VkZGRIiQkRHz55ZciN2mbSoVyhtvOy8tLhISEiEWLFsm/Y6n7eZ1OJz777DOja7cQeQv5DLd7eHi4SEpKkv/u3Lmz0X44cOCAACBu3rwpf086HpR0Hy2dS6V9JISy67MhKf6nn37a6Poo7dt27doJvV4vn29NXaPNyX3+lY675ORks98xlfvs27dPeHl55fs9peuZe787GptU23AUe/fuxXPPPYc///xT0fSrV69G+fLlERUVhWPHjmHUqFHo0qWLXJd67969aNCgAS5cuICoqCikp6dj0aJFuHjxIrp3725xfKaWBwDnz5/Hc889h2bNmlk0vyNHjuDMmTOoV68eUlNTMXnyZABA+/btzS7/4MGDCAgIQGZmJq5evQoPDw906NABPXr0QIcOHRAQEIDZs2fj1q1b6N+/v9H3v//+e3h4eODkyZPw8vLClClTUKZMGfz1118Ach7DtGnTBhcuXMBXX32FlStXQqfTYfDgwWbX4cGDB/j0009Ro0YNAMCSJUuwc+dOfPrpp/j9998xc+ZMuS7UunXrkJGRgQMHDuDvv/8GAPj6+uL1119HaGgo7ty5AyCnztQPP/yAEydOQK/XY/ny5Xj06JHc29Pjx4/h7++P1atX44UXXsCECRPw7bffws/PDxcuXMDff/+NzMxMvPTSS3Kc27dvx/vvv48iRYogOzsbycnJmDt3Lnx9fRESEgIA2L17N44fPw6dToeSJUti2LBh8PT0hLe3N9LT0yGEQL169fDNN9+gXr16yMjIwJkzZ7Bhwwbs3LkTRYoUwdGjRzF8+HDcvHkT+/btQ0BAAA4fPoygoCDcu3cPnp6emDlzJsqXLw8A8jY+efIkAOCZZ54xig/4vxcxrl+/jsOHD8vHidSb1CeffILffvsNH3/8MYQQuHTpEoKCgrBp0yazx9ORI0dw7NgxnDt3DrVr18bSpUvx6NEjnD59Gs8++yz+/PNPeHp6YsOGDbh+/Tq+/PJLbNy4EadPn8Zbb72FefPm4erVq3j99dexe/du3Lt3D7/99htq166NK1euwMfHBxkZGYiMjMQ///yDmJgY/PLLL7h//z4SExMBAFWrVpV75vrggw/w8ccf4/jx4zh48CCCg4ORmpqKn376CSVKlMDChQtx7NgxdOrUCSVKlMCNGzewd+9eFC1aFOXKlcPly5cRHByMQYMGYc+ePahcuTLOnTsHIKfK2DfffIMbN24gIyMD48ePl7frzJkzsXPnTowcORK7du1C37598euvv+LYsWPw8PDAgwcPMH36dMTHx6NXr144fvw4Tp06BQ8PD6xZswZnzpzByZMncefOHTx+/FhuD1U6pqTlbN26FV5eXggMDERqaioAoHPnzli5ciWEEPD09MS2bdvw7LPPIiQkBJ999hmefPJJdOnSBRcvXkTZsmXx5ptvolGjRihevDjWrVuHVatWYenSpZg2bZr8ko2Hhwc+/vhjeblTpkwxevlHCIGdO3di7dq1GDBgAM6dO4dVq1bh1KlTePjwofyCdpkyZbBz504AkN992b59O6ZPn270forUG9vvv/+OF198EcuWLcOQIUMwduxYFCtWDDVr1gQAbNy4EUBOVb0tW7Zg1KhRaNeuHZYsWYKkpCScOHECW7ZswePHjzF27FjodDp07twZ//vf/5CSkoIVK1agYsWKOHv2LLy9vbFr1y4AOY+cq1evjgoVKmD16tUAgC+++AJXr16VfycpKSnw8PDAxIkTsXTpUsTGxuLgwYOoWrUqPvroIwDA0aNHERUVhQ8//BBATnXBffv2ISoqSn7BqXbt2vjuu+8wZcoU6PV6FC9eHF9//TWefvppVK9eXT5venh4YOzYsShSpAiAnOvQhg0bMGrUKNStWxcnT55Eeno6WrRogX/++UeO+8yZM/D09MT169fx0ksvwdvbG5mZmUhNTYWvr6/8e09MTDS6zkkyMzORlJSE0aNH4+mnn0adOnWMPgOAq1evIiUlBYcOHULZsmXl/WNI6nH3r7/+kh/LBwYGIj4+HtWqVcP169fRrl27PN+TbNy4ETVq1DC6TlaqVAnt27fHxo0b5TqyUk/AsbGxGD9+fJ51Onz4MABg9uzZKFOmDD755BN4eXkhKysLDRo0QNeuXeVpHz58iKeffhpPPvkk1qxZgyVLlqBq1ao4d+4cRo4cibJly6JevXpmYzZ1bQ8NDcVff/2Fv/76S9H1Gcipr9uyZUsEBATgq6++AgBUr14dv/zyCwBg2LBhcjWJ77//Ho8fP0avXr3Mzs+UlJQUrFmzBlevXkX37t3l487b21tucxkALl++jB9//BFNmjTJk/ukp6fjypUr8nY3/J7L0jR1txOptKEgs2bNEmXKlBF6vV6ULVtWDB06NE8/6UlJSaJhw4YiODhYBAUFiQYNGoi9e/daFZep5aGAu8X8Sp4PHz4sl0oWKVJEtGjRQhw/fjzf5Rs2/yKVtv3999+iZMmScgmWr6+v6NOnj1Ef8wDknnsMq954e3vLJXNVqlQRxYsXF76+vsLf3194e3uLoUOHmoxFWu8HDx6I5s2byyVylStXFg0aNBAlSpSQSx9ff/11o5ITU4PU9KHh4OfnJ5566qk84729vYWPj49o06aNaNCggVEPRdIyu3btWuA+KVWqlOjZs6eoWbOmEEKI7du3i/LlywudTid0Op3w9vaWS4+9vLyEr6+vmD9/vrzORYoUEf7+/qJ27driyy+/FGFhYXLpizTodDrh5+cnGjRoIEaPHi28vb2N9qG0z6TSpc2bN8vxlSxZUgAQGzZskPerdJy0a9dOVK1a1ez2DAoKyvd4Onz4sKhVq5bw9PSUj4cqVaqI9evXm1y3MmXKiODgYPHiiy8KAKJ48eJi3bp18narXr260eO70NBQERMTI+rXry9q1qwphg4dKgIDA+X94+fnJwYPHiyXPG/evFk0adJE1KpVS5QsWVLeRt7e3qJkyZLyby73ceLt7S3q1asn9u7dK9asWSO3Py8NmzZtEklJSXnaMpXi8PLyEl5eXiImJkZMnjzZ6DcjRE4ptoeHh/D19RU+Pj55zjPSOUGaZ3BwsKhevboQIm+1OXNtrZYoUUL4+vrK8/Hw8BA+Pj5Cr9cLX19f4e3tLaKiokSvXr3Ev//+K5o0aSJ8fX1FyZIlRXBwsPDx8TEq0ZZ+Zzdv3jRal4SEBHnbv/HGG/J5MfcxCUBMmzbN6Hdu6PTp00bbH4Do27ev0TEQFRUl/vrrL7lUauLEifLvyPDcWbx4cTFq1ChRtGhRo/iHDRsm/v77b6HX64VerxdBQUGiXr16omzZskbbsUaNGvKj21mzZhn9rqTzQkhIiHye8/T0FCVLlhRlypTJ8/g5ODhY/s0YnuvDw8PlKosAhI+Pj6hbt64Acp4+HD9+XCQkJAgPDw/5d2JI2gaVKlUSzz33nNDpdCIwMFBkZ2eLYsWKyU8wcj9ZMTw/GP6/bdu28vFnWPI8ZcoUo5iEEHLJs/S7kI6piIgIcenSJaNSQ+n/uftokM6V0r87d+40eU6Rzn0TJ040eV1OSkqSS5sNh9KlS5u8dkv7UzpHSf839TuS1vnIkSNCr9cLPz8/odfrRVhYmHjppZfEpUuXjEp/czN1ba9Vq5YICwtTfH0WQoiXX345z+958eLFJpuDK1KkiPjf//4nf9fUb80Uw/NvfsddfrmP9L06deqIf/75p8Bl5sdZSp51Qhi8TUdERERERGbZpKk6IiIiIiJXxOSZiIiIiEghJs9ERERERAoxeSYiIiIiUojJMxERERGRQkyeiYiIiIgUYvJMRGQnEydORK1atbQOg4iICoHJMxGRm5J6mSMiIuWYPBMRWSA7OxuzZs1CxYoVodfrUbp0aUybNg0A5K6D/f39Ub58eYwfP15OUFeuXIlJkybh2LFj0Ol00Ol0WLlyJQAgNTUVb775JsLCwhAcHIznnnsOx44dM1ru1KlTERYWhqCgIPTt2xejR482KsXOzs7G5MmTUapUKej1etSqVQvbt2+XP7906RJ0Oh3+97//oWnTpvD19cWyZcsQHByML774wmhZ3377LQICAuQu7ImI6P8weSYissCYMWMwa9YsjB8/HqdOncL69esRHh4OAAgKCsLKlStx6tQpfPTRR1i+fDnmz58PAOjatSuGDx+O6tWr4/r167h+/Tq6du0KIQRat26N5ORkbNu2DYmJiahTpw6aN2+O//77DwCwbt06TJs2DbNmzUJiYiJKly6NJUuWGMX10UcfYe7cuZgzZw6OHz+OVq1aoV27djh//rzRdKNGjcI777yD06dPo0OHDnjllVeQkJBgNE1CQgI6d+6MoKAgW21GIiLnpXH34ERETiMtLU3o9XqxfPlyRdPPnj1bxMbGyn9PmDBB1KxZ02iaXbt2ieDgYPHo0SOj8RUqVBBLly4VQghRv359MWjQIKPPGzVqZDSvyMhIMW3aNKNpnnrqKTFw4EAhhBAXL14UAMSCBQuMpvn999+Fp6enuHr1qhBCiJs3bwpvb2/x008/KVpHIiJ3w5JnIiKFTp8+jfT0dDRv3tzk51988QUaN26MiIgIBAYGYvz48UhKSsp3nomJibh37x6KFSuGwMBAebh48SL++usvAMDZs2dRr149o+8Z/p2WloZr166hUaNGRtM0atQIp0+fNhpXt27dPPOpXr06Vq9eDQBYs2YNSpcujWeffTbfuImI3JWX1gEQETkLPz8/s5/99ttveOWVVzBp0iS0atUKISEh2LhxI+bOnZvvPLOzs1GyZEn89NNPeT4LDQ2V/6/T6Yw+E0Lkmd7UNLnHBQQE5Ple3759sWjRIowePRoJCQl4/fXX83yPiIhysOSZiEihmJgY+Pn5YdeuXXk++/XXX1GmTBmMHTsWdevWRUxMDC5fvmw0jY+PD7KysozG1alTB8nJyfDy8kLFihWNhuLFiwMAKleujD/++MPoe4cOHZL/HxwcjMjISOzbt89omv3796Nq1aoFrterr76KpKQkfPzxx/jzzz/Rq1evAr9DROSuWPJMRKSQr68vRo0ahZEjR8LHxweNGjXCzZs38eeff6JixYpISkrCxo0b8dRTT+G7777D5s2bjb5ftmxZXLx4EUePHkWpUqUQFBSEFi1aoEGDBnjppZcwa9YsVK5cGdeuXcO2bdvw0ksvoW7duhg8eDD69euHunXromHDhti0aROOHz+O8uXLy/MeMWIEJkyYgAoVKqBWrVpISEjA0aNHsW7dugLXq0iRIujYsSNGjBiBuLg4lCpVSvVtR0TkMrSudE1E5EyysrLE1KlTRZkyZYS3t7coXbq0mD59uhBCiBEjRohixYqJwMBA0bVrVzF//nwREhIif/fRo0eiU6dOIjQ0VAAQCQkJQoicFxEHDx4sIiMjhbe3t4iOjhY9evQQSUlJ8ncnT54sihcvLgIDA0WfPn3EO++8I55++mmjuCZNmiSioqKEt7e3qFmzpvj+++/lz6UXBo8cOWJyvXbt2iUAiP/973/qbSwiIhekE8JExTkiInJoLVu2REREBNasWaPK/NatW4chQ4bg2rVr8PHxUWWeRESuiNU2iIgc3IMHD/Dpp5+iVatW8PT0xIYNG7Bz507s2LFDlXlfvHgRM2bMQP/+/Zk4ExEVgC8MEhE5OJ1Oh23btuGZZ55BbGwsvv32W3z55Zdo0aJFoec9e/Zs1KpVC+Hh4RgzZowK0RIRuTZW2yAiIiIiUoglz0RERERECjF5JiIiIiJSiMkzEREREZFCTJ6JiIiIiBRi8kxEREREpBCTZyIiIiIihZg8ExEREREpxOSZiIiIiEih/wdtZnd41WTcYAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.violinplot(data=df_no_outliers, x=\"category\", y=\"price\", palette=\"coolwarm\")\n",
+    "plt.show()\n",
+    "\n",
+    "## too many values!!!! Does not even look like a violin anymore ##"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7f21f2ae",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = df_no_outliers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2f1a3406",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "category\n",
+       "Sports & Outdoors                         694092\n",
+       "Beauty                                     19233\n",
+       "Bath & Body                                19050\n",
+       "Manicure & Pedicure Products               18904\n",
+       "Handmade Clothing, Shoes & Accessories     18811\n",
+       "Make-up                                    18718\n",
+       "Skin Care                                  18686\n",
+       "Hair Care                                  18625\n",
+       "Birthday Gifts                             18398\n",
+       "Handmade Gifts                             17948\n",
+       "Handmade Home Décor                        17675\n",
+       "Luggage and travel gear                    17557\n",
+       "Women                                      17476\n",
+       "Fragrances                                 17431\n",
+       "Handmade Kitchen & Dining                  17346\n",
+       "Handmade Artwork                           17269\n",
+       "Handmade Home & Kitchen Products           17175\n",
+       "Handmade Jewellery                         17135\n",
+       "Men                                        16596\n",
+       "Baby                                       14883\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"category\"].value_counts().sort_values(ascending=False).head(20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "49b8ce31",
+   "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>uid</th>\n",
+       "      <th>asin</th>\n",
+       "      <th>title</th>\n",
+       "      <th>stars</th>\n",
+       "      <th>reviews</th>\n",
+       "      <th>price</th>\n",
+       "      <th>isBestSeller</th>\n",
+       "      <th>boughtInLastMonth</th>\n",
+       "      <th>category</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>19513</th>\n",
+       "      <td>21072</td>\n",
+       "      <td>B09477KHQ3</td>\n",
+       "      <td>Personalised Birthday Print Gift \"THE YEAR YOU...</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>763</td>\n",
+       "      <td>7.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>900</td>\n",
+       "      <td>Handmade Home &amp; Kitchen Products</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19514</th>\n",
+       "      <td>21073</td>\n",
+       "      <td>B0BSRFQYG8</td>\n",
+       "      <td>Wax Melts 4 Bars | Build Your Own Box (Choose ...</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>117</td>\n",
+       "      <td>6.49</td>\n",
+       "      <td>True</td>\n",
+       "      <td>800</td>\n",
+       "      <td>Handmade Home &amp; Kitchen Products</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19515</th>\n",
+       "      <td>21074</td>\n",
+       "      <td>B09N9GVHV9</td>\n",
+       "      <td>Personalised Birthday Print Gift \"ON THE DAY/Y...</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>1155</td>\n",
+       "      <td>8.99</td>\n",
+       "      <td>True</td>\n",
+       "      <td>600</td>\n",
+       "      <td>Handmade Home &amp; Kitchen Products</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19516</th>\n",
+       "      <td>21075</td>\n",
+       "      <td>B0BRYGV7PQ</td>\n",
+       "      <td>Fresh Wax Melts - Laundry Type Wax Melts - Str...</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>56</td>\n",
+       "      <td>4.99</td>\n",
+       "      <td>True</td>\n",
+       "      <td>500</td>\n",
+       "      <td>Handmade Home &amp; Kitchen Products</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19517</th>\n",
+       "      <td>21076</td>\n",
+       "      <td>B0B1JHB28R</td>\n",
+       "      <td>Manta Makes Work Leaving Gifts | I Used to Wor...</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>261</td>\n",
+       "      <td>9.95</td>\n",
+       "      <td>True</td>\n",
+       "      <td>400</td>\n",
+       "      <td>Handmade Home &amp; Kitchen Products</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429088</th>\n",
+       "      <td>2806950</td>\n",
+       "      <td>B0045I6SHW</td>\n",
+       "      <td>Cannondale Men's Bibshort Dart Team Bike Shorts</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>99.67</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429089</th>\n",
+       "      <td>2806951</td>\n",
+       "      <td>B0045I6NZY</td>\n",
+       "      <td>Cannondale Men's Baggy Fitness Bike Shorts</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>20.62</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429090</th>\n",
+       "      <td>2806952</td>\n",
+       "      <td>B003BLON3A</td>\n",
+       "      <td>Pearl iZUMi Men's Phase Splice Knicker</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>59.86</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437153</th>\n",
+       "      <td>2818782</td>\n",
+       "      <td>B091HG57TP</td>\n",
+       "      <td>Goodstoworld Boys Girls Tracksuit Bottoms 3D S...</td>\n",
+       "      <td>4.2</td>\n",
+       "      <td>554</td>\n",
+       "      <td>14.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437154</th>\n",
+       "      <td>2818786</td>\n",
+       "      <td>B09F8TFQDM</td>\n",
+       "      <td>AIEOE Unisex Baby Snow Trousers Boys Girls Dow...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>24.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1033008 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             uid        asin  \\\n",
+       "19513      21072  B09477KHQ3   \n",
+       "19514      21073  B0BSRFQYG8   \n",
+       "19515      21074  B09N9GVHV9   \n",
+       "19516      21075  B0BRYGV7PQ   \n",
+       "19517      21076  B0B1JHB28R   \n",
+       "...          ...         ...   \n",
+       "2429088  2806950  B0045I6SHW   \n",
+       "2429089  2806951  B0045I6NZY   \n",
+       "2429090  2806952  B003BLON3A   \n",
+       "2437153  2818782  B091HG57TP   \n",
+       "2437154  2818786  B09F8TFQDM   \n",
+       "\n",
+       "                                                     title  stars  reviews  \\\n",
+       "19513    Personalised Birthday Print Gift \"THE YEAR YOU...    4.5      763   \n",
+       "19514    Wax Melts 4 Bars | Build Your Own Box (Choose ...    3.9      117   \n",
+       "19515    Personalised Birthday Print Gift \"ON THE DAY/Y...    4.6     1155   \n",
+       "19516    Fresh Wax Melts - Laundry Type Wax Melts - Str...    4.5       56   \n",
+       "19517    Manta Makes Work Leaving Gifts | I Used to Wor...    4.7      261   \n",
+       "...                                                    ...    ...      ...   \n",
+       "2429088    Cannondale Men's Bibshort Dart Team Bike Shorts    0.0        0   \n",
+       "2429089         Cannondale Men's Baggy Fitness Bike Shorts    0.0        0   \n",
+       "2429090             Pearl iZUMi Men's Phase Splice Knicker    4.3        3   \n",
+       "2437153  Goodstoworld Boys Girls Tracksuit Bottoms 3D S...    4.2      554   \n",
+       "2437154  AIEOE Unisex Baby Snow Trousers Boys Girls Dow...    5.0        1   \n",
+       "\n",
+       "         price  isBestSeller  boughtInLastMonth  \\\n",
+       "19513     7.99         False                900   \n",
+       "19514     6.49          True                800   \n",
+       "19515     8.99          True                600   \n",
+       "19516     4.99          True                500   \n",
+       "19517     9.95          True                400   \n",
+       "...        ...           ...                ...   \n",
+       "2429088  99.67         False                  0   \n",
+       "2429089  20.62         False                  0   \n",
+       "2429090  59.86         False                  0   \n",
+       "2437153  14.99         False                  0   \n",
+       "2437154  24.99         False                  0   \n",
+       "\n",
+       "                                 category  \n",
+       "19513    Handmade Home & Kitchen Products  \n",
+       "19514    Handmade Home & Kitchen Products  \n",
+       "19515    Handmade Home & Kitchen Products  \n",
+       "19516    Handmade Home & Kitchen Products  \n",
+       "19517    Handmade Home & Kitchen Products  \n",
+       "...                                   ...  \n",
+       "2429088                 Sports & Outdoors  \n",
+       "2429089                 Sports & Outdoors  \n",
+       "2429090                 Sports & Outdoors  \n",
+       "2437153                 Sports & Outdoors  \n",
+       "2437154                 Sports & Outdoors  \n",
+       "\n",
+       "[1033008 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top20_categories = df[\"category\"].value_counts().head(20).index\n",
+    "df_top20_category = df[df[\"category\"].isin(top20_categories)]\n",
+    "df_top20_category"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f1f61d3c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "20"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# just to make sure #\n",
+    "df_top20_category[\"category\"].nunique()\n",
+    "# now we only have 20 #"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "6f21f848",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\anmnu\\AppData\\Local\\Temp\\ipykernel_14856\\4010007053.py:1: FutureWarning: \n",
+      "\n",
+      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+      "\n",
+      "  sns.violinplot(data=df_top20_category, x=\"category\", y=\"price\", palette=\"coolwarm\")\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.violinplot(data=df_top20_category, x=\"category\", y=\"price\", palette=\"coolwarm\")\n",
+    "plt.xticks(rotation = 90)\n",
+    "plt.show()\n",
+    "\n",
+    "# Much better, but some clean up could be done #"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e65f39c9",
+   "metadata": {},
+   "source": [
+    "Without the outliers and from the top 20 categories, we can see that Men, Fragrances, Sports and Outdoors, Women, and Handmade Jewellery are the categories with the top 5 median price "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4a3ceccd",
+   "metadata": {},
+   "source": [
+    "2. **Bar Charts**:\n",
+    "    - Create a bar chart comparing the average price of products for the top 10 product categories (based on count).\n",
+    "    - Which product category commands the highest average price? Don't filter here by top categories."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "f5e7b522",
+   "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>uid</th>\n",
+       "      <th>asin</th>\n",
+       "      <th>title</th>\n",
+       "      <th>stars</th>\n",
+       "      <th>reviews</th>\n",
+       "      <th>price</th>\n",
+       "      <th>isBestSeller</th>\n",
+       "      <th>boughtInLastMonth</th>\n",
+       "      <th>category</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>82163</th>\n",
+       "      <td>89483</td>\n",
+       "      <td>B07DLGZ828</td>\n",
+       "      <td>Neutrade GoPro 3M Sticky Pads Double Sided Adh...</td>\n",
+       "      <td>4.2</td>\n",
+       "      <td>3116</td>\n",
+       "      <td>6.49</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82164</th>\n",
+       "      <td>89484</td>\n",
+       "      <td>B09HGZHXJT</td>\n",
+       "      <td>WOLFANG Action Camera 4K 20MP GA100, Waterproo...</td>\n",
+       "      <td>4.2</td>\n",
+       "      <td>2594</td>\n",
+       "      <td>49.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82167</th>\n",
+       "      <td>89487</td>\n",
+       "      <td>B08LD4VXGL</td>\n",
+       "      <td>FitStill 60M/196FT Waterproof Case for Go Pro ...</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>9879</td>\n",
+       "      <td>16.98</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82168</th>\n",
+       "      <td>89488</td>\n",
+       "      <td>B07QDMLMJH</td>\n",
+       "      <td>Nextbase Powered Mount Variations For Cameras ...</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>1223</td>\n",
+       "      <td>19.95</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>82169</th>\n",
+       "      <td>89489</td>\n",
+       "      <td>B09TQMCNY7</td>\n",
+       "      <td>WOLFANG Action Camera GA100 with 64GB microSDX...</td>\n",
+       "      <td>4.2</td>\n",
+       "      <td>55</td>\n",
+       "      <td>49.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429088</th>\n",
+       "      <td>2806950</td>\n",
+       "      <td>B0045I6SHW</td>\n",
+       "      <td>Cannondale Men's Bibshort Dart Team Bike Shorts</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>99.67</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429089</th>\n",
+       "      <td>2806951</td>\n",
+       "      <td>B0045I6NZY</td>\n",
+       "      <td>Cannondale Men's Baggy Fitness Bike Shorts</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>20.62</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2429090</th>\n",
+       "      <td>2806952</td>\n",
+       "      <td>B003BLON3A</td>\n",
+       "      <td>Pearl iZUMi Men's Phase Splice Knicker</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>59.86</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437153</th>\n",
+       "      <td>2818782</td>\n",
+       "      <td>B091HG57TP</td>\n",
+       "      <td>Goodstoworld Boys Girls Tracksuit Bottoms 3D S...</td>\n",
+       "      <td>4.2</td>\n",
+       "      <td>554</td>\n",
+       "      <td>14.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2437154</th>\n",
+       "      <td>2818786</td>\n",
+       "      <td>B09F8TFQDM</td>\n",
+       "      <td>AIEOE Unisex Baby Snow Trousers Boys Girls Dow...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>24.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Sports &amp; Outdoors</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>862465 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             uid        asin  \\\n",
+       "82163      89483  B07DLGZ828   \n",
+       "82164      89484  B09HGZHXJT   \n",
+       "82167      89487  B08LD4VXGL   \n",
+       "82168      89488  B07QDMLMJH   \n",
+       "82169      89489  B09TQMCNY7   \n",
+       "...          ...         ...   \n",
+       "2429088  2806950  B0045I6SHW   \n",
+       "2429089  2806951  B0045I6NZY   \n",
+       "2429090  2806952  B003BLON3A   \n",
+       "2437153  2818782  B091HG57TP   \n",
+       "2437154  2818786  B09F8TFQDM   \n",
+       "\n",
+       "                                                     title  stars  reviews  \\\n",
+       "82163    Neutrade GoPro 3M Sticky Pads Double Sided Adh...    4.2     3116   \n",
+       "82164    WOLFANG Action Camera 4K 20MP GA100, Waterproo...    4.2     2594   \n",
+       "82167    FitStill 60M/196FT Waterproof Case for Go Pro ...    4.5     9879   \n",
+       "82168    Nextbase Powered Mount Variations For Cameras ...    4.7     1223   \n",
+       "82169    WOLFANG Action Camera GA100 with 64GB microSDX...    4.2       55   \n",
+       "...                                                    ...    ...      ...   \n",
+       "2429088    Cannondale Men's Bibshort Dart Team Bike Shorts    0.0        0   \n",
+       "2429089         Cannondale Men's Baggy Fitness Bike Shorts    0.0        0   \n",
+       "2429090             Pearl iZUMi Men's Phase Splice Knicker    4.3        3   \n",
+       "2437153  Goodstoworld Boys Girls Tracksuit Bottoms 3D S...    4.2      554   \n",
+       "2437154  AIEOE Unisex Baby Snow Trousers Boys Girls Dow...    5.0        1   \n",
+       "\n",
+       "         price  isBestSeller  boughtInLastMonth           category  \n",
+       "82163     6.49         False                  0  Sports & Outdoors  \n",
+       "82164    49.99         False                  0  Sports & Outdoors  \n",
+       "82167    16.98          True                  0  Sports & Outdoors  \n",
+       "82168    19.95         False                  0  Sports & Outdoors  \n",
+       "82169    49.99         False                  0  Sports & Outdoors  \n",
+       "...        ...           ...                ...                ...  \n",
+       "2429088  99.67         False                  0  Sports & Outdoors  \n",
+       "2429089  20.62         False                  0  Sports & Outdoors  \n",
+       "2429090  59.86         False                  0  Sports & Outdoors  \n",
+       "2437153  14.99         False                  0  Sports & Outdoors  \n",
+       "2437154  24.99         False                  0  Sports & Outdoors  \n",
+       "\n",
+       "[862465 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top10_categories = df[\"category\"].value_counts().head(10).index\n",
+    "df_top10_category = df[df[\"category\"].isin(top10_categories)]\n",
+    "df_top10_category"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "69bde665",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\anmnu\\AppData\\Local\\Temp\\ipykernel_14856\\2379687583.py:1: FutureWarning: \n",
+      "\n",
+      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+      "\n",
+      "  sns.barplot(data=df_top10_category, x=\"category\", y=\"price\", palette=\"coolwarm\", errorbar=None, estimator = \"mean\")\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.barplot(data=df_top10_category, x=\"category\", y=\"price\", palette=\"coolwarm\", errorbar=None, estimator = \"mean\")\n",
+    "plt.xticks(rotation = 90)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3973d432",
+   "metadata": {},
+   "source": [
+    "Sports and Outdoors have the highest average price. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f971eed0",
+   "metadata": {},
+   "source": [
+    "3. **Box Plots**:\n",
+    "    - Visualize the distribution of product `ratings` based on their `category` using side-by-side box plots. Filter out the top 10 categories based on count for better visualization.\n",
+    "    - Which category tends to receive the highest median rating from customers? Don't filter here by top categories."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "0caf0fc3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\anmnu\\AppData\\Local\\Temp\\ipykernel_14856\\2165219007.py:1: FutureWarning: \n",
+      "\n",
+      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
+      "\n",
+      "  sns.boxplot(data=df_top10_category, x=\"category\", y=\"price\", palette=\"coolwarm\", legend=True)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(data=df_top10_category, x=\"category\", y=\"price\", palette=\"coolwarm\", legend=True)\n",
+    "plt.xticks(rotation = 90)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9793939c",
+   "metadata": {},
+   "source": [
+    "Here we can also see that Sports and Outdoors has the highest median price "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a20e72a6",
+   "metadata": {},
+   "source": [
+    "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n",
+    "\n",
+    "**Objective**: Analyze how product ratings (`stars`) correlate with product prices."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "fddb0420",
+   "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>uid</th>\n",
+       "      <th>asin</th>\n",
+       "      <th>title</th>\n",
+       "      <th>stars</th>\n",
+       "      <th>reviews</th>\n",
+       "      <th>price</th>\n",
+       "      <th>isBestSeller</th>\n",
+       "      <th>boughtInLastMonth</th>\n",
+       "      <th>category</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>B09B96TG33</td>\n",
+       "      <td>Echo Dot (5th generation, 2022 release) | Big ...</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>15308</td>\n",
+       "      <td>21.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Hi-Fi Speakers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>B01HTH3C8S</td>\n",
+       "      <td>Anker Soundcore mini, Super-Portable Bluetooth...</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>98099</td>\n",
+       "      <td>23.99</td>\n",
+       "      <td>True</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Hi-Fi Speakers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>B09B8YWXDF</td>\n",
+       "      <td>Echo Dot (5th generation, 2022 release) | Big ...</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>15308</td>\n",
+       "      <td>21.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Hi-Fi Speakers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>B09B8T5VGV</td>\n",
+       "      <td>Echo Dot with clock (5th generation, 2022 rele...</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>7205</td>\n",
+       "      <td>31.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Hi-Fi Speakers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>B09WX6QD65</td>\n",
+       "      <td>Introducing Echo Pop | Full sound compact Wi-F...</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>1881</td>\n",
+       "      <td>17.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Hi-Fi Speakers</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2443646</th>\n",
+       "      <td>2828589</td>\n",
+       "      <td>B0CHSD7P2Q</td>\n",
+       "      <td>Motorbike Armour, Motorbike Clothing, Cycling ...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>22.34</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Motorbike Clothing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2443647</th>\n",
+       "      <td>2828590</td>\n",
+       "      <td>B0B7B8FNBQ</td>\n",
+       "      <td>PROFIRST Waterproof Motorcycle 2 Piece Ladies ...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>97.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Motorbike Clothing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2443648</th>\n",
+       "      <td>2828591</td>\n",
+       "      <td>B0BD5FL5FB</td>\n",
+       "      <td>Men’s Motorcycle Motorbike Biker Trousers Kevl...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>52.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Motorbike Clothing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2443649</th>\n",
+       "      <td>2828592</td>\n",
+       "      <td>B008OYLL4I</td>\n",
+       "      <td>Texpeed Mens Motorcycle Motorbike Biker Trouse...</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>404</td>\n",
+       "      <td>79.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Motorbike Clothing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2443650</th>\n",
+       "      <td>2828593</td>\n",
+       "      <td>B08P3W9B3T</td>\n",
+       "      <td>RIDEX CJ223 Motorcycle Motorbike Jacket Armour...</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>34</td>\n",
+       "      <td>53.99</td>\n",
+       "      <td>False</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Motorbike Clothing</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2443651 rows × 9 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             uid        asin  \\\n",
+       "0              1  B09B96TG33   \n",
+       "1              2  B01HTH3C8S   \n",
+       "2              3  B09B8YWXDF   \n",
+       "3              4  B09B8T5VGV   \n",
+       "4              5  B09WX6QD65   \n",
+       "...          ...         ...   \n",
+       "2443646  2828589  B0CHSD7P2Q   \n",
+       "2443647  2828590  B0B7B8FNBQ   \n",
+       "2443648  2828591  B0BD5FL5FB   \n",
+       "2443649  2828592  B008OYLL4I   \n",
+       "2443650  2828593  B08P3W9B3T   \n",
+       "\n",
+       "                                                     title  stars  reviews  \\\n",
+       "0        Echo Dot (5th generation, 2022 release) | Big ...    4.7    15308   \n",
+       "1        Anker Soundcore mini, Super-Portable Bluetooth...    4.7    98099   \n",
+       "2        Echo Dot (5th generation, 2022 release) | Big ...    4.7    15308   \n",
+       "3        Echo Dot with clock (5th generation, 2022 rele...    4.7     7205   \n",
+       "4        Introducing Echo Pop | Full sound compact Wi-F...    4.6     1881   \n",
+       "...                                                    ...    ...      ...   \n",
+       "2443646  Motorbike Armour, Motorbike Clothing, Cycling ...    0.0        0   \n",
+       "2443647  PROFIRST Waterproof Motorcycle 2 Piece Ladies ...    0.0        0   \n",
+       "2443648  Men’s Motorcycle Motorbike Biker Trousers Kevl...    0.0        0   \n",
+       "2443649  Texpeed Mens Motorcycle Motorbike Biker Trouse...    4.3      404   \n",
+       "2443650  RIDEX CJ223 Motorcycle Motorbike Jacket Armour...    4.5       34   \n",
+       "\n",
+       "         price  isBestSeller  boughtInLastMonth            category  \n",
+       "0        21.99         False                  0      Hi-Fi Speakers  \n",
+       "1        23.99          True                  0      Hi-Fi Speakers  \n",
+       "2        21.99         False                  0      Hi-Fi Speakers  \n",
+       "3        31.99         False                  0      Hi-Fi Speakers  \n",
+       "4        17.99         False                  0      Hi-Fi Speakers  \n",
+       "...        ...           ...                ...                 ...  \n",
+       "2443646  22.34         False                  0  Motorbike Clothing  \n",
+       "2443647  97.99         False                  0  Motorbike Clothing  \n",
+       "2443648  52.99         False                  0  Motorbike Clothing  \n",
+       "2443649  79.99         False                  0  Motorbike Clothing  \n",
+       "2443650  53.99         False                  0  Motorbike Clothing  \n",
+       "\n",
+       "[2443651 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv(\"C:/Users/anmnu/.cache/kagglehub/datasets/asaniczka/uk-optimal-product-price-prediction/versions/3/amz_uk_price_prediction_dataset.csv\")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a7007081",
+   "metadata": {},
+   "source": [
+    "1. **Correlation Coefficients**:\n",
+    "    - Calculate the correlation coefficient between `price` and `stars`.\n",
+    "    - Is there a significant correlation between product price and its rating?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "ba4ba021",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-0.12"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Pearson \n",
+    "\n",
+    "round(float(df[\"price\"].corr(df[\"stars\"], method=\"pearson\")), 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "8999da93",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-0.13"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Spearman\n",
+    "round(float(df[\"price\"].corr(df[\"stars\"], method=\"spearman\")), 2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "36977038",
+   "metadata": {},
+   "source": [
+    "For Pearson correlation, we got a value of -0.12, closer to zero, telling us that there is almost no linear correlation between stars and price. For Spearman correlation we got -0.13, a very weak negative relationship but close to zero, telling us that there is almost no relationship between the two continuous variables. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "db38ba1a",
+   "metadata": {},
+   "source": [
+    "2. **Visualizations**:\n",
+    "    - Use a scatter plot to visualize the relationship between product rating and price. What patterns can you observe?\n",
+    "    - Use a correlation heatmap to visualize correlations between all numerical variables.\n",
+    "    - Examine if product prices typically follow a normal distribution using a QQ plot. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "93e194c2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAGwCAYAAABrUCsdAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAVE9JREFUeJzt3Xl4U1XCP/DvzZ6mbWgb2lJBLLYi0CJYHJayKYIyLOI4i+BUGR0dXy3IiIqOMuJGERWdAcFlHJ0Zlfr+BnGXAUcFKotMpS8UlQFFytJSWtqkTbPenN8fpZGQNglwSZry/TxPnwfuPbk592a535x7zrmSEEKAiIiIiM6YKtYVICIiIuoqGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERArRxLoC5xqfz4fDhw8jKSkJkiTFujpEREQUASEEmpqakJWVBZWq43YpBqsoO3z4MHr16hXrahAREdFpOHDgAHr27NnhegarKEtKSgLQ+sIkJyfHuDZEREQUCZvNhl69evnP4x1hsIqytst/ycnJDFZERERxJlw3HnZeJyIiIlIIgxURERGRQhisiIiIiBTCYEVERESkEAYrIiIiIoUwWBEREREphMGKiIiISCEMVkREREQKYbAiIiIiUgiDFREREZFCYhqsNmzYgClTpiArKwuSJOGdd94JWC+EwIIFC5CVlQWj0YixY8di165dAWVcLhdmzZoFi8UCk8mEqVOn4uDBgwFlGhoaUFRUBLPZDLPZjKKiIjQ2NgaUqaqqwpQpU2AymWCxWDB79my43e6AMjt37sSYMWNgNBpx3nnn4dFHH4UQQrHjcbqsLW58V9uM7VUN+O5oM6wt7vAPIiIiIsXFNFjZ7XZccsklWLZsWbvrFy9ejCVLlmDZsmXYtm0bMjMzMX78eDQ1NfnLzJkzB6tXr0ZpaSnKysrQ3NyMyZMnQ5Zlf5kZM2agoqICa9aswZo1a1BRUYGioiL/elmWMWnSJNjtdpSVlaG0tBSrVq3C3Llz/WVsNhvGjx+PrKwsbNu2DUuXLsXTTz+NJUuWnIUjE7nDjQ4Ur9yOcUvW49rlmzDumfWYtXI7Djc6YlovIiKic5LoJACI1atX+//v8/lEZmamWLRokX+Z0+kUZrNZvPDCC0IIIRobG4VWqxWlpaX+MocOHRIqlUqsWbNGCCHE119/LQCILVu2+Mts3rxZABDffvutEEKIjz76SKhUKnHo0CF/mZUrVwq9Xi+sVqsQQojly5cLs9ksnE6nv0xJSYnIysoSPp8v4v20Wq0CgH+7Z6LR7hK//ssW0XveB0F/RX/ZIhrtrjN+DiIiIor8/N1p+1jt27cPNTU1mDBhgn+ZXq/HmDFjsGnTJgBAeXk5PB5PQJmsrCzk5eX5y2zevBlmsxlDhw71lxk2bBjMZnNAmby8PGRlZfnLXHXVVXC5XCgvL/eXGTNmDPR6fUCZw4cP44cffuhwP1wuF2w2W8CfUuqa3di4p67ddRv21KGumZcEiYiIoqnTBquamhoAQEZGRsDyjIwM/7qamhrodDqkpKSELJOenh60/fT09IAyJz9PSkoKdDpdyDJt/28r056SkhJ/3y6z2YxevXqF3vFTYHN6Qq5vCrOeiIiIlNVpg1UbSZIC/i+ECFp2spPLtFdeiTLieMf1UPV54IEHYLVa/X8HDhwIWfdTkWzQhlyfFGY9ERERKavTBqvMzEwAwa1BtbW1/paizMxMuN1uNDQ0hCxz5MiRoO0fPXo0oMzJz9PQ0ACPxxOyTG1tLYDgVrUT6fV6JCcnB/wpxZKow+hcS7vrRudaYEnUKfZcREREFF6nDVbZ2dnIzMzEunXr/MvcbjfWr1+PESNGAAAKCgqg1WoDylRXV6OystJfZvjw4bBarfjyyy/9ZbZu3Qqr1RpQprKyEtXV1f4ya9euhV6vR0FBgb/Mhg0bAqZgWLt2LbKysnDBBRcofwAiYE7QYdF1A4PC1ehcC568biDMCQxWREREUXX2+9F3rKmpSWzfvl1s375dABBLliwR27dvF/v37xdCCLFo0SJhNpvF22+/LXbu3CmmT58uevToIWw2m38bt99+u+jZs6f45JNPxFdffSWuuOIKcckllwiv1+svc/XVV4uBAweKzZs3i82bN4v8/HwxefJk/3qv1yvy8vLEuHHjxFdffSU++eQT0bNnT1FcXOwv09jYKDIyMsT06dPFzp07xdtvvy2Sk5PF008/fUr7rOSoQH/d7C6x90iT2L7/mNh7pImjAYmIiBQW6fk7psHqs88+EwCC/m666SYhROuUCw8//LDIzMwUer1ejB49WuzcuTNgGw6HQxQXF4vU1FRhNBrF5MmTRVVVVUCZ+vp6ccMNN4ikpCSRlJQkbrjhBtHQ0BBQZv/+/WLSpEnCaDSK1NRUUVxcHDC1ghBC7NixQ4waNUro9XqRmZkpFixYcEpTLQhxdoIVERERnV2Rnr8lITrB1OHnEJvNBrPZDKvVqmh/KyIiIjp7Ij1/d9o+VkRERETxhsGKiIiISCEMVkREREQKYbAiIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghDFZERERECmGwIiIiIlIIgxURERGRQhisiIiIiBTCYEVERESkEAYrIiIiIoUwWBEREREphMGKiIiISCEMVkREREQKYbAiIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghDFZERERECmGwIiIiIlIIgxURERGRQhisiIiIiBTCYEVERESkEAYrIiIiIoUwWBEREREphMGKiIiISCEMVkREREQKYbAiIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmkUwcrr9eLhx56CNnZ2TAajejTpw8effRR+Hw+fxkhBBYsWICsrCwYjUaMHTsWu3btCtiOy+XCrFmzYLFYYDKZMHXqVBw8eDCgTENDA4qKimA2m2E2m1FUVITGxsaAMlVVVZgyZQpMJhMsFgtmz54Nt9t91vafiIiI4kunDlZPPvkkXnjhBSxbtgzffPMNFi9ejKeeegpLly71l1m8eDGWLFmCZcuWYdu2bcjMzMT48ePR1NTkLzNnzhysXr0apaWlKCsrQ3NzMyZPngxZlv1lZsyYgYqKCqxZswZr1qxBRUUFioqK/OtlWcakSZNgt9tRVlaG0tJSrFq1CnPnzo3OwSAiIqLOT3RikyZNEjfffHPAsp/97Gfi17/+tRBCCJ/PJzIzM8WiRYv8651OpzCbzeKFF14QQgjR2NgotFqtKC0t9Zc5dOiQUKlUYs2aNUIIIb7++msBQGzZssVfZvPmzQKA+Pbbb4UQQnz00UdCpVKJQ4cO+cusXLlS6PV6YbVaO9wHp9MprFar/+/AgQMCQMjHEBERUeditVojOn936harkSNH4t///jf++9//AgD+7//+D2VlZfjpT38KANi3bx9qamowYcIE/2P0ej3GjBmDTZs2AQDKy8vh8XgCymRlZSEvL89fZvPmzTCbzRg6dKi/zLBhw2A2mwPK5OXlISsry1/mqquugsvlQnl5eYf7UFJS4r+8aDab0atXrzM9LERERNRJaWJdgVDmzZsHq9WKiy++GGq1GrIs44knnsD06dMBADU1NQCAjIyMgMdlZGRg//79/jI6nQ4pKSlBZdoeX1NTg/T09KDnT09PDyhz8vOkpKRAp9P5y7TngQcewN133+3/v81mY7giIiLqojp1sHrrrbfw+uuv480338SAAQNQUVGBOXPmICsrCzfddJO/nCRJAY8TQgQtO9nJZdorfzplTqbX66HX60PWhYiIiLqGTn0p8N5778X999+P66+/Hvn5+SgqKsLvf/97lJSUAAAyMzMBIKjFqLa21t+6lJmZCbfbjYaGhpBljhw5EvT8R48eDShz8vM0NDTA4/EEtWQRERHRualTB6uWlhaoVIFVVKvV/ukWsrOzkZmZiXXr1vnXu91urF+/HiNGjAAAFBQUQKvVBpSprq5GZWWlv8zw4cNhtVrx5Zdf+sts3boVVqs1oExlZSWqq6v9ZdauXQu9Xo+CggKF9/zUWFvc+K62GdurGvDd0WZYWzgFBBERUSx06kuBU6ZMwRNPPIHzzz8fAwYMwPbt27FkyRLcfPPNAFovzc2ZMwcLFy5Ebm4ucnNzsXDhQiQkJGDGjBkAALPZjFtuuQVz585FWloaUlNTcc899yA/Px9XXnklAKBfv364+uqrceutt+LFF18EANx2222YPHky+vbtCwCYMGEC+vfvj6KiIjz11FM4duwY7rnnHtx6661ITk6OwdFpdbjRgXmrdmDjnjr/stG5Fiy6biCyuhljVi8iIqJzkSSEELGuREeampowf/58rF69GrW1tcjKysL06dPxxz/+ETqdDkBrH6dHHnkEL774IhoaGjB06FA8//zzyMvL82/H6XTi3nvvxZtvvgmHw4Fx48Zh+fLlAZ3Ijx07htmzZ+O9994DAEydOhXLli1Dt27d/GWqqqpwxx134NNPP4XRaMSMGTPw9NNPn1IfKpvNBrPZDKvVesaBzNriRvHK7QGhqs3oXAuWTh8Mc4LujJ6DiIiIIj9/d+pg1RUpGay+q23GuCXrO1z/77vH4ML0xDN6DiIiIor8/N2p+1hRaDanJ+T6pjDriYiISFkMVnEs2aANuT4pzHoiIiJSFoNVHLMk6jA619LuutG5FlgS2b+KiIgomhis4pg5QYdF1w0MClejcy148rqB7LhOREQUZZ16ugUKL6ubEUunD0ZdsxtNTg+SDFpYEnUMVURERDHAYNUFmBMYpIiIiDoDXgokIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghDFZERERECmGwIiIiIlIIgxURERGRQhisiIiIiBTCYEVERESkEAYrIiIiIoUwWBEREREphMGKiIiISCEMVkREREQKYbAiIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghDFZERERECmGwIiIiIlIIgxURERGRQhisiIiIiBTCYEVERESkEAYrIiIiIoUwWBEREREphMGKiIiISCEMVkREREQKYbAiIiIiUgiDFREREZFCOn2wOnToEH79618jLS0NCQkJGDRoEMrLy/3rhRBYsGABsrKyYDQaMXbsWOzatStgGy6XC7NmzYLFYoHJZMLUqVNx8ODBgDINDQ0oKiqC2WyG2WxGUVERGhsbA8pUVVVhypQpMJlMsFgsmD17Ntxu91nbdyIiIoovnTpYNTQ0oLCwEFqtFh9//DG+/vprPPPMM+jWrZu/zOLFi7FkyRIsW7YM27ZtQ2ZmJsaPH4+mpiZ/mTlz5mD16tUoLS1FWVkZmpubMXnyZMiy7C8zY8YMVFRUYM2aNVizZg0qKipQVFTkXy/LMiZNmgS73Y6ysjKUlpZi1apVmDt3blSOBREREcUB0YnNmzdPjBw5ssP1Pp9PZGZmikWLFvmXOZ1OYTabxQsvvCCEEKKxsVFotVpRWlrqL3Po0CGhUqnEmjVrhBBCfP311wKA2LJli7/M5s2bBQDx7bffCiGE+Oijj4RKpRKHDh3yl1m5cqXQ6/XCarV2WEen0ymsVqv/78CBAwJAyMcQERFR52K1WiM6f3fqFqv33nsPQ4YMwS9+8Qukp6dj8ODBePnll/3r9+3bh5qaGkyYMMG/TK/XY8yYMdi0aRMAoLy8HB6PJ6BMVlYW8vLy/GU2b94Ms9mMoUOH+ssMGzYMZrM5oExeXh6ysrL8Za666iq4XK6AS5MnKykp8V9eNJvN6NWr1xkeFSIiIuqsOnWw+v7777FixQrk5ubiX//6F26//XbMnj0bf//73wEANTU1AICMjIyAx2VkZPjX1dTUQKfTISUlJWSZ9PT0oOdPT08PKHPy86SkpECn0/nLtOeBBx6A1Wr1/x04cOBUDgERERHFEU2sKxCKz+fDkCFDsHDhQgDA4MGDsWvXLqxYsQI33nijv5wkSQGPE0IELTvZyWXaK386ZU6m1+uh1+tD1oWIiIi6hk7dYtWjRw/0798/YFm/fv1QVVUFAMjMzASAoBaj2tpaf+tSZmYm3G43GhoaQpY5cuRI0PMfPXo0oMzJz9PQ0ACPxxPUkkVERETnpk4drAoLC7F79+6AZf/973/Ru3dvAEB2djYyMzOxbt06/3q3243169djxIgRAICCggJotdqAMtXV1aisrPSXGT58OKxWK7788kt/ma1bt8JqtQaUqaysRHV1tb/M2rVrodfrUVBQoPCeExERUVyKQkf60/bll18KjUYjnnjiCbFnzx7xxhtviISEBPH666/7yyxatEiYzWbx9ttvi507d4rp06eLHj16CJvN5i9z++23i549e4pPPvlEfPXVV+KKK64Ql1xyifB6vf4yV199tRg4cKDYvHmz2Lx5s8jPzxeTJ0/2r/d6vSIvL0+MGzdOfPXVV+KTTz4RPXv2FMXFxae0T5GOKiAiIqLOI9Lzd6cOVkII8f7774u8vDyh1+vFxRdfLF566aWA9T6fTzz88MMiMzNT6PV6MXr0aLFz586AMg6HQxQXF4vU1FRhNBrF5MmTRVVVVUCZ+vp6ccMNN4ikpCSRlJQkbrjhBtHQ0BBQZv/+/WLSpEnCaDSK1NRUUVxcLJxO5yntD4MVERFR/In0/C0JIURs28zOLTabDWazGVarFcnJybGuDhEREUUg0vN3p+5jRURERBRPGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKeS0g9U//vEPFBYWIisrC/v37wcAPPfcc3j33XcVqxwRERFRPDmtYLVixQrcfffd+OlPf4rGxkbIsgwA6NatG5577jkl60dEREQUN04rWC1duhQvv/wyHnzwQajVav/yIUOGYOfOnYpVjoiIiCienFaw2rdvHwYPHhy0XK/Xw263n3GliIiIiOLRaQWr7OxsVFRUBC3/+OOP0b9//zOtExEREVFc0pzOg+69917ceeedcDqdEELgyy+/xMqVK1FSUoK//OUvSteRiIiIKC6cVrD6zW9+A6/Xi/vuuw8tLS2YMWMGzjvvPPzpT3/C9ddfr3QdiYiIiOKCJIQQZ7KBuro6+Hw+pKenK1WnLs1ms8FsNsNqtSI5OTnW1SEiIqIIRHr+Pq0Wq3379sHr9SI3NxcWi8W/fM+ePdBqtbjgggtOZ7NEREREce20Oq/PnDkTmzZtClq+detWzJw580zrRERERBSXTitYbd++HYWFhUHLhw0b1u5oQSIiIqJzwWkFK0mS0NTUFLTcarX6Z2EnIiIiOtecVrAaNWoUSkpKAkKULMsoKSnByJEjFascERERUTw5rc7rixcvxujRo9G3b1+MGjUKALBx40bYbDZ8+umnilaQiIiIKF6cVotV//79sWPHDvzyl79EbW0tmpqacOONN+Lbb79FXl6e0nUkIiIiigtnPI8VnRrOY0VERBR/FJ/HaseOHcjLy4NKpcKOHTtClh04cGDkNSUiIiLqIiIOVoMGDUJNTQ3S09MxaNAgSJKE9hq7JEniyEAiIiI6J0UcrPbt24fu3bv7/01EREREgSIOVr179wYAeDweLFiwAPPnz0efPn3OWsWIiIiI4s0pjwrUarVYvXr12agLERERUVw7rekWrr32WrzzzjsKV4WIiIgovp3WBKE5OTl47LHHsGnTJhQUFMBkMgWsnz17tiKVIyIiIoonpzWPVXZ2dscblCR8//33Z1SprozzWBEREcUfxeexOtGJowLbcpkkSaezKSIiIqIu47T6WAHAK6+8gry8PBgMBhgMBuTl5eEvf/mLknUjIiIiiiun1WI1f/58PPvss5g1axaGDx8OANi8eTN+//vf44cffsDjjz+uaCWJiIiI4sFp9bGyWCxYunQppk+fHrB85cqVmDVrFurq6hSrYFfDPlZERETxJ9Lz92ldCpRlGUOGDAlaXlBQAK/XezqbJCIiIop7pxWsfv3rX2PFihVBy1966SXccMMNZ1wpIiIionh0Wn2sgNbO62vXrsWwYcMAAFu2bMGBAwdw44034u677/aXW7JkyZnXkoiIiCgOnFawqqysxKWXXgoA+O677wAA3bt3R/fu3VFZWekvxykYiIiI6FxyWsHqs88+U7oeRERERHHvtOexIiIiIqJADFZERERECmGwIiIiIlIIgxURERGRQhisiIiIiBTCYEVERESkEAYrIiIiIoUwWBEREREphMGKiIiISCEMVkREREQKiatgVVJSAkmSMGfOHP8yIQQWLFiArKwsGI1GjB07Frt27Qp4nMvlwqxZs2CxWGAymTB16lQcPHgwoExDQwOKiopgNpthNptRVFSExsbGgDJVVVWYMmUKTCYTLBYLZs+eDbfbfbZ2l4iIiOJM3ASrbdu24aWXXsLAgQMDli9evBhLlizBsmXLsG3bNmRmZmL8+PFoamryl5kzZw5Wr16N0tJSlJWVobm5GZMnT4Ysy/4yM2bMQEVFBdasWYM1a9agoqICRUVF/vWyLGPSpEmw2+0oKytDaWkpVq1ahblz5579nSciIqL4IOJAU1OTyM3NFevWrRNjxowRd911lxBCCJ/PJzIzM8WiRYv8ZZ1OpzCbzeKFF14QQgjR2NgotFqtKC0t9Zc5dOiQUKlUYs2aNUIIIb7++msBQGzZssVfZvPmzQKA+Pbbb4UQQnz00UdCpVKJQ4cO+cusXLlS6PV6YbVaI94Xq9UqAJzSY4iIiCi2Ij1/x0WL1Z133olJkybhyiuvDFi+b98+1NTUYMKECf5ler0eY8aMwaZNmwAA5eXl8Hg8AWWysrKQl5fnL7N582aYzWYMHTrUX2bYsGEwm80BZfLy8pCVleUvc9VVV8HlcqG8vLzDurtcLthstoA/IiIi6po0sa5AOKWlpfjqq6+wbdu2oHU1NTUAgIyMjIDlGRkZ2L9/v7+MTqdDSkpKUJm2x9fU1CA9PT1o++np6QFlTn6elJQU6HQ6f5n2lJSU4JFHHgm3m0RERNQFdOoWqwMHDuCuu+7C66+/DoPB0GE5SZIC/i+ECFp2spPLtFf+dMqc7IEHHoDVavX/HThwIGS9iIiIKH516mBVXl6O2tpaFBQUQKPRQKPRYP369fjzn/8MjUbjb0E6ucWotrbWvy4zMxNutxsNDQ0hyxw5ciTo+Y8ePRpQ5uTnaWhogMfjCWrJOpFer0dycnLAHxEREXVNnTpYjRs3Djt37kRFRYX/b8iQIbjhhhtQUVGBPn36IDMzE+vWrfM/xu12Y/369RgxYgQAoKCgAFqtNqBMdXU1Kisr/WWGDx8Oq9WKL7/80l9m69atsFqtAWUqKytRXV3tL7N27Vro9XoUFBSc1eNARERE8aFT97FKSkpCXl5ewDKTyYS0tDT/8jlz5mDhwoXIzc1Fbm4uFi5ciISEBMyYMQMAYDabccstt2Du3LlIS0tDamoq7rnnHuTn5/s7w/fr1w9XX301br31Vrz44osAgNtuuw2TJ09G3759AQATJkxA//79UVRUhKeeegrHjh3DPffcg1tvvZWtUERERASgkwerSNx3331wOBy444470NDQgKFDh2Lt2rVISkryl3n22Weh0Wjwy1/+Eg6HA+PGjcNrr70GtVrtL/PGG29g9uzZ/tGDU6dOxbJly/zr1Wo1PvzwQ9xxxx0oLCyE0WjEjBkz8PTTT0dvZ4mIiKhTk4QQItaVOJfYbDaYzWZYrVa2dBEREcWJSM/fnbqPFREREVE8YbAiIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghDFZERERECmGwIiIiIlIIgxURERGRQhisiIiIiBTCYEVERESkEAYrIiIiIoUwWBEREREphMGKiIiISCEMVkREREQKYbAiIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghmlhXgM6ctcWNumY3bE4Pko1aWEw6mBN0sa4WERHROYfBKs4dbnRg3qod2Linzr9sdK4Fi64biKxuxhjWjIiI6NzDS4FxzNriDgpVALBhTx3uX7UD1hZ3jGpGRER0bmKwimN1ze6gUNVmw5461DUzWBEREUUTg1Ucszk9Idc3hVlPREREymKwimPJBm3I9Ulh1hMREZGyGKziWKJBg5E5ae2uG5mThkQDxyYQERFFE4NVHLO7vJhZmI3Ck8JVYU4aZhZmw+7yxqhmRERE5yY2acSxxhY3Zq/cjptHZuPmwmy4vD7oNSpsP9CI2Su34/Vbhsa6ikREROcUBqs4lqDTIEGnxuBe3ZCerEezU0aSQYPBvbohQadGgk4d6yoSERGdUxis4phGI6H0tmF4+L1d+GJvvX/5yJw0lN42DJIUw8oRERGdgxis4phepcIz63Zj3tUXQ6NWocnReksbj+zD85/uwd3j+8a6ikREROcUBqs45pRl3HXlRXjoncqgFqvHpuXBKcsxrB0REdG5h6MC45herQ4KVQBQtrce89+phF7NPlZERETRxGAVx+xuOShUtSnbWw+7my1WRERE0cRgFcdsDt7ShoiIqDPp1MGqpKQEl112GZKSkpCeno5p06Zh9+7dAWWEEFiwYAGysrJgNBoxduxY7Nq1K6CMy+XCrFmzYLFYYDKZMHXqVBw8eDCgTENDA4qKimA2m2E2m1FUVITGxsaAMlVVVZgyZQpMJhMsFgtmz54Ntzt2NzpONvKWNkRE9CNrixvf1TZje1UDvjvaDGtL7M5R56pOHazWr1+PO++8E1u2bMG6devg9XoxYcIE2O12f5nFixdjyZIlWLZsGbZt24bMzEyMHz8eTU1N/jJz5szB6tWrUVpairKyMjQ3N2Py5MmQT+jcPWPGDFRUVGDNmjVYs2YNKioqUFRU5F8vyzImTZoEu92OsrIylJaWYtWqVZg7d250DkY7EnXq0Le04TxWRETnjMONDhSv3I5xS9bj2uWbMO6Z9Zi1cjsONzpiXbVziiSEELGuRKSOHj2K9PR0rF+/HqNHj4YQAllZWZgzZw7mzZsHoLV1KiMjA08++SR+97vfwWq1onv37vjHP/6BX/3qVwCAw4cPo1evXvjoo49w1VVX4ZtvvkH//v2xZcsWDB3aOlv5li1bMHz4cHz77bfo27cvPv74Y0yePBkHDhxAVlYWAKC0tBQzZ85EbW0tkpOTI9oHm80Gs9kMq9Ua8WM6sveoDWpJhfnvVKIsaFRgPmQhI6f7mT0HERF1ftYWN4pXbsfGPXVB60bnWrB0+mCYE3QxqFnXEen5u1O3WJ3MarUCAFJTUwEA+/btQ01NDSZMmOAvo9frMWbMGGzatAkAUF5eDo/HE1AmKysLeXl5/jKbN2+G2Wz2hyoAGDZsGMxmc0CZvLw8f6gCgKuuugoulwvl5eUd1tnlcsFmswX8KaWh2YsbX/kS9119MT66axTeum0YPrprFO67+mLc+MpWNDTzXoFEROeCumZ3u6EKADbsqUNdMy8JRkvczGMlhMDdd9+NkSNHIi8vDwBQU1MDAMjIyAgom5GRgf379/vL6HQ6pKSkBJVpe3xNTQ3S09ODnjM9PT2gzMnPk5KSAp1O5y/TnpKSEjzyyCOnsqsRS9CpcaDBganLvmh/vZ6XAomIzgW2MIOVOJgpeuKmxaq4uBg7duzAypUrg9ZJJ927RQgRtOxkJ5dpr/zplDnZAw88AKvV6v87cOBAyHqdCqNOjcIO+lgV5qTBqGWwIiI6FySHGazEwUzRExctVrNmzcJ7772HDRs2oGfPnv7lmZmZAFpbk3r06OFfXltb629dyszMhNvtRkNDQ0CrVW1tLUaMGOEvc+TIkaDnPXr0aMB2tm7dGrC+oaEBHo8nqCXrRHq9Hnq9/lR3OSI6lYQ543Iw64ocmPQa/02Ym10eqCUJOhVvFkhEdC6wJOowOteCDR30sbIksn9VtHTqFishBIqLi/H222/j008/RXZ2dsD67OxsZGZmYt26df5lbrcb69ev94emgoICaLXagDLV1dWorKz0lxk+fDisViu+/PJLf5mtW7fCarUGlKmsrER1dbW/zNq1a6HX61FQUKD8zkfA45ORnmTE0k/3YsrSLzD95S2YvLQMyz7di/RkAzw+ThBKRHQuMCfosOi6gRidawlYPjrXgievG8iO61HUqUcF3nHHHXjzzTfx7rvvom/fH28obDabYTQaAQBPPvkkSkpK8OqrryI3NxcLFy7E559/jt27dyMpKQkA8D//8z/44IMP8NprryE1NRX33HMP6uvrUV5eDvXx275MnDgRhw8fxosvvggAuO2229C7d2+8//77AFqnWxg0aBAyMjLw1FNP4dixY5g5cyamTZuGpUuXRrxPSo4KPNjQgvtX7QgYEdhmZE4aFl03ED1TEs7oOYiIKH5YW9yoa3ajyelBkkELS6KOoUohkZ6/O/WlwBUrVgAAxo4dG7D81VdfxcyZMwEA9913HxwOB+644w40NDRg6NChWLt2rT9UAcCzzz4LjUaDX/7yl3A4HBg3bhxee+01f6gCgDfeeAOzZ8/2jx6cOnUqli1b5l+vVqvx4Ycf4o477kBhYSGMRiNmzJiBp59++iztfXjNTm+7oQpovaVNs5OjAomIziXmBAapWOvULVZdkZItVtv2HcMvXtzc4fr/97vhuCw79Yyeg4iIiLroPFYUKNEQusEx3HoiIiJSFoNVHFNJCDndAgcFEhERRRebNOKZBPx2ZB9Myu+BjGQDXF4fDFo1aqwO9DAbAQYrIiKiqGKwimMGtQoJOjU+2lkd0Il9VE4aiq/IhUHNBkkiIqJo4pk3jgkJWPbpnqCRgRv31mPZZ3sh2GJFREQUVQxWcczl8WFjB9MtbNxTB5fHF+UaERERndsYrOKYzRF6nqpw64mIiEhZDFZxLEEX+ibLCXrehJmIiCiaGKzimFGnDjndglHLYEVERBRNDFZxTKeSUHx5TlC4KsxJQ/HludBxIisiIqKo4nQLcazFK8OSpMfk/B64uTAbLq8Peo0KtTYnLEk6tHjlWFeRiIjonMJgFceaHF60uGVkdzfBpNeg2SkjyaCBSa9GTaOTfayIiIiijMEqjqWadPD6XFh60lxWbROEpvIO50RERFHFPlZxrsMJQj/dG6MaERERnbsYrOKYyxtigtC9dXB5OUEoERFRNDFYxbEmZ+gJQJtcnCCUiIgomhis4li4zunhJhAlIiIiZTFYxTGDJvQEoQYNgxUREVE0MVjFMUlCyAlCJc4PSkREFFWcbiGOSQA0KqndCUI1qtb1REREFD1ssYpjHp8PqYk6iHbWpSbq4fFxVCAREVE0MVjFMa1ahZIPv8Fhq9O/TJIkHLI6UfLhN9Cq+fISERFFEy8FxjG37MP1Q3vj1S/2BUwIWpiTht8UZsMts8WKiOhcYm1xo67ZDZvTg2SjFhaTDmbehSOqGKzimPABr36xD1+cNElo2//nT+ofi2oREVEMHG50YN6qHdi4p86/bHSuBYuuG4isbsYY1uzcwmAVxwSA3TVNeOWmIUhP1vtvwnzE5sS8VTva7XtFRERdj7XFHRSqAGDDnjrcv2oHlk4fzJarKGGwimMujxdv3joM//nhWOv/vT44PDJqbU68eeswOFyeGNeQiIiioa7ZHRSq2mzYU4e6ZneXD1ad5TIog1UcSzPpcbDRgQ93VgdcDizMScMFFhN6sumXiOicYHOG/iHdFGZ9vOtMl0E5bCyOeXwCyz7b224fq2Wf7YXHx4uBRERnk7XFje9qm7G9qgHfHW2GtcUdk3okG7Qh1yeFWR/Pwl0GjfZrwharOObwyEGhqs0Xe+vh8MhRrhER0bmjM7WSWBJ1GJ1rwYZ2LgeOzrXAkth1LwPWNbtRvr8BxVfkYHCvbnB5fTBo1fiqqgF/LdsX9cugDFZxrMUVOjiFW09ERKens3UWNyfosOi6gbh/1Y6AcDU614Inrxt4ynXpLP2VItHs8uDP0we3O/XQn6cPhj3K/Y0ZrOJYsjH0yxduPRERnZ7O2Fk8q5sRS6cPRl2zG01OD5IMWlgSTz0QdaaWuEh0M+qw+F+7O5x6aOG0/KjWh32s4phOrcKoHEu760blWKDjzOuK6ix9KYgo9pTuLK7094sATuuGsZ2tv1Ik3LIvZLeYaE+WzSaNOFbf7MJvRl4AQGDjCW+qUTlp+M3IC1BvdyG7e2LM6teVxNsvOCI6u5TsLK7U94sS2+mMLXHhNLu8Idfbw6xXGoNVHDMZtLjx1W24eWQ2ZhZmw+X1Qa9RYfuBRhS/uR2r/mdErKvYJVhb3Pjju5W4pFc3zBxxQUDHyIffrcTTv7ik033RENGZC9XPSKnO4kr11VJqO/E4bUPy8UueT143sN3JsqM9IpLBKo4l6tS49PxuAZ312ozMSUOiTh2DWnU99XY3rv/J+R3ek7He3vl+wRHRmQnX+mNOaD2Rf/7fo0hP0vt/cB2xOXH5Rd0DvhNCBTSlWohOZTuh6hOP0zYkGzQovW0YHn5vV8AlwZE5aSi9bRiSDdGNOgxWcUzyCSyclo/DNgdMeo0/pTe7PDjPbITEeawU4fWJkPdkXDBlQCyqRURnSaStPwLARzuqsXFvYPgac1F3///DBTSb04MEnRo3j8xud6qASFuIIm1pClefeJy2wemRg0IVAJTtrceC93ah5Nrodl5nsIpjQiXBLQss/XRvUEpfMDUPevVp9FykID6fCNkxUmaAJQornobvR9L6A6A1oOztOHz5y4QKaEZtyKkCko2RtRAlG7QhA1qSQRtxYFRy2oZoaHZ3PKdj2d56NLujO/UQg1UcEwAefq+yg5ReiYVRTuldVbiOkeHWE53r4m3wR6StP5GEr3BlEg2aDlvEJQDP/HKQf1mocJpk0OCVm4Zg2Wd7gwLaKzcNQZJBE/HlQgnAxLweuOl4n1K9RoXaJlfIYxJLTY7O1S+MwSqO2cOkdHuUU3pXlagP/TEJt57oXNbZJtKMRCT9jCIJX+HasttO+CFbW5xeZCSHD6ctbi+Wd3CLMxUkPDZtQER1tra4cd8/g1viAGBUrgXLOuHrlRSmVS/a/cI40VEc62wpvavSa1QozElrd11hThr0Gn6MiDoS6WW1zqStn1F72voZRRK+lApokcwtZXfLAdPunGjj3jrY3XJE9altcrUbqoDW1rfO2HKVqFNjZAff0bEYyMWf2nGss6X0rsrqcOM3hdkAAn9Zto0KtIYJuESdVTT6PcXj8P1I+xld2S8dF/dIDurT9G21zd/JO5KO4OH6RkUSTiO5xZklUY9ROZb2W6NyLEg0aFB1rCXkdk78vuss/eacsow/ThmAR9/fhbKT+hv/ccoAOGX2saIIJerUoT8knG5BEQk6LWb/5UvcPDIbN580X9jsldvxzh2Fsa4ixYnOciICgOpGR8BUAQ0tHny57xjGXtQdPRTs96T08P1oHcNIbg9z/8R+ePi9yoA+TW2Dh4DIA9pfZ16GpZ/uCeob9deZl8GSqMP3dfaQdW1yepAU5hZmSUYNXG4Zd1x+IXwQQT8S77g8By63DFOY80bC8fWR9puLSnhv8cLuklF8RQ7mTbwYzU4ZiQY17C4vahqdMBnYYkUR8vpEyA+Jl6PVFKFVSxjcwXxhhTlp0HL0JUWgM3Xgtra4sf9YCz7YcTjouyPbYkKCTq3YyU/J4ftKHsNITvhOrw8e2Qe3LODx+eD0+mA+vq6xxdPh4KGH36vEwmn5MCfoIgpoz3/aQd8oScKy6YMjGvGXaNBgVK6l3ZatUbkWpCToUN/swsPv7sLzv74UXlnA5mjdd41awp2vf4Xnrh+EBJ0aV1zcHf2zzEHP9fVhKxJ06oj7zVU3OvD57qNITw4d3s80fKWYdHj+868D6uzw/Fjnhyb1j3hbSmCwimMtHhm3/O0/7bak3PK3bfh/tw+PdRW7hHq7K+SlwHq7G9ndO3o0UWw6cIc6WTW2eLD00z0hb1qrVH1OZSLNcPuj1DGMJKBV1dvxwOqdQVPZLLw2H+enmWB3e0NOw2J3/zhaOFRAq2t2h+zTVNfsRpJBE7JVK+n4BJh3jL0QPtHOD+2xOZAAeGQZL95YgD++Uxl0G7QXbyxAk8MNNTR48Kf9sOC9XQHPNSrXggVTBkANKeJ+c/vrW/DBztDh/XCjA/NO6iw/6niLXqRh2ePzoWjYBai2OgKWZ5kNKDg/BR4f7xVIEWpxy2hxy+22pACAg6MCFWHSa3HjX7d1eCmQtw6icJS+/1q4X/jtnaxODA6nEgqUEMlEmgBwxOZEg90Nm9OLZKMGKQk6ZCQbACh3DCO5RZXT6wsKVUBra9QfVu/EM78cBHuYPk1t6w/U27Fxbx0ykg1weX1odnmxfX8DRuZY0CvNBKsjdOd9q8MDvVrC8x0EYRUklFybh2Z36B/ab//PCKQm6PGH1TuDOrlv3FuPP76zCwuvzYNH9mHBe7uCy+ypw4L3d+GRKf1hc4Z+fzQ5PVCrgKWfdRzen5jWerl03j//r93nmrdqR+QjEAWQaNDg47LqwMCYa8HscbnhH68wBqs4Fm6Yv4nTACgiQasKeeugBC1HBcaraPXXUbIDd7jQZG1xB60HWsNH28nK7pZDXlpqUfBHmT/InN8NMws7vtdmJAEkVJ0j7VRdb3dj5vALkJakg4CEpuOXwyblZ2LYBamot7vh9vpCToHQYG+dfyqURIMGtTYnDjY68OHO6qBWmwssJui1aiToNSH3K0GvRlOYEX9NbhlNTk/IH9o2pweQEHrkoEeGhBBl9tTB4xMRnXtCTQf0xfHpgNxeF8qrGlF8RU67+37E5oro86jTqPDi53txyfkp/vvmtm3nxfXf4cFJ/cJuQ0k888YxldT6AW3vzVuYkwYVu/4oQidJeGJaPjZ9V4f041/6Bq0aR6wOFOZYwLGXyopW2IlmnyelOnBHEpoiGS6fkhB6tu9uCcq9qyO516bL68NhqxMf7awOGNU1KicNfbonQq9Vw6TXhKyzSR9Zp2oBgZ6pRjz4TmXQZb7Hp+XBJ0TYIGxzetA9UY9JeZn4WUHPoBv/vl1+EAaNCnaXF8s6mFsKAB6/Jg+JWjX+fvNl8PpEwK3JRuakYexFFiRq1ai2hZ7ioNnp9ffdCnUjYpsjTEtTmPUAYHN40T1JF3LglFYtobEl/ChFtUoO+Zo2uyL7weGRfbh+aO8O32MemZcCKVISQvb9AYOVIjwAjjS1fukH9kuw4ML0RGQev1RBZy5aYSfafZ6U6sAdSWhqDDP9h9XhQa/UBLymwGzfbUJdwovkXpt2lxfLPt0TEKqAtpYTCY9eMwA6tSrkDOWPXZMX0euqU6lwfweX+R56pxIl1+aHDbpJBi3UAO69+mLMf2dnUH+lx6blQyUEmjyhW21aPDJS9Bp0S9C1ewPhBVPzoAIiah1L1qnx1u+G48vvW7fR2oFbRq3Nibd+NxwGlQSfCD2gKUGvBkTo6R8S9Gq4ZB+Kr7gQE/Mz/S2MBq0aNVYHLuyeCJfsQ3KYUYrJRg20ahWeWfffDt8bj12TF3IbbYRAyPfYHyez8zpFKEGjxtvlB3BzYTbuPz7EtO0XyqryA3hgYnSbP7sq2Sew9N972umX0Prl/eg1vAmzEqIZdk61v06o4BCJU+nAHbLTeQShKZLh8jaHB/vrW/BecSE0apX/cphH9uHON76CzeFBRrIBNY0O/HCsBSa9Gk6PD1q1jG+amnBBagIyT+jk/eDq4HDxxPFO3id3pj7RF3vrIQsBr1eEvETl9La2OGwPcdnI6fWhrtmN8v0NHZapa3bDLYe+zNfslv0TTp4c9IAfJ5wUAP68bjfuvfpiPHDSMfzzJ//FnPEXocUV/pJrkl6DZ9bubvd7fMnab3H/xH4walX42eAszCzMDnq9XvtiH4zHuyPUNzmDZnsXAOqbXTgv2YCEMFP0JOhag9Ubvx2KJWt3B3Vef+O3Q5GgbQ1Wbq8I+u0uQYLb64MQgEkb+hgmaNUh7/H3xd56uLw/tjSF+lz4RMez13+xtx7RHiDPYBXHWrwy5ozvi8fe3xX0pTZ/ygC0eNl5XQlOry+iL306M6cSds70cmEkHYbbhBsd1iai8NXOF/yJi2obHWj2yHDLPri9rX/1djdcbhnp3YwRhSajNvRweaNWjSanG6/f8hNU25ww6TXwidYfEC1uL16/5SewOtywtrjR7Jbx/Kd7gr5fHp7a2jrk9PqCQhXQ2tL04Dut/aeand6Ql6jsLi/CDdpqdnqhViHkZSOH2wuXBDw/49J2R4c9P+NSNDk9cIe5LNTk9EAlATMLsyEQfDVgZmE2WjwyVGpg1pUX4aF2Lik+Ni0PLp8Mc4IGy2+4FK9s/D4wpORYsPyGS2E2auDwyphzZV88+kFwi9X8yQPg8Mowa9SYPe4iPPhO8Pvw8Wn5MEiA0ycgC7Tbn6v48hx4fAIqCSGn6FEB0KokLFm7u90O5QDw5LQ8eH2t/Zo+bOfSbfEVuVBLgMMr45aRffDT/B5BrVo9zEY4vDLsYe6z2rb+SKMDxxyttwhq+1wctjrhdMvI6GZEc5jO9NG+nyuDVRwTPuDxD9sZvbG3Ho+9/zUemswWKyU0O70hf3WG+1DHUiQne6X6NJ1pq06knZMjnRsnlARdmA7DxwPMEZsz7OiwjGRD2PBlbXHjUKMDQclKAIcaHf7nc3h9ePjd4KHwj0/Lh7XFDZNOg4l5Gfh5Qa+gkPLP8gMw6TSAEHhwUn9s/T6wzueZDbh28HlQAUhL0MMh+7D0pPmT2i4/pSXoYXN48Mh7le1+vzzyXusIshaPHLLzcWOLG0lGDUpvG4Zt+44BCLxEVXrbMMhCQJZFyNfDpG8NjKEuGz1+TR6k49tv/zVXoZtRC4fXF74vktOL2Su3dzgS+G83/wQZSfoO3xvz36nEwmvzoVIBr2z8vv3WbgkomZYHj0/goXfbnw/rsQ924bFr8uABsPzzPVgwdUDQ/FMrPt+D4stzIQuE7M/16NQ8eGUfZq3cjievGxjUOjZr5Vd447dD4UTozutNHhk6jQp/37QPvynM9k/I2badv2/6Afdc3RfH7G4IiHb7zf1mZDaand6wA6xMes3xAC9je1WDP6DZ3TKOWB0YcaEF1uPvsV4pRjx/w6XttsAmhbmUqjQGq3gWZoQHpwdVRqJBHfKXcmKUZ/WNVCQtLUr1aYq0VScUk0GDZTMG469l+076dZ+GZTMGw2RonZhwf7097Nw4QOjAqFFL+OtNl2HpZ+3MC3TTZdAcn/S1we4OOzoMQNjw5fbI8Mo+fNBOa8Ks7rmwOTyt/YQ+2NXuyKbHPvgaC6b0R7cELeZd3a/DlotuCVo0tLhRb3MG1VcAqG9yIT1ZDxkI6tPTVucF77WGgnChye6R0eLyhnzN7C4vuifqcaQpuD6AhMYWDzKS9IAGeHXmEHx3NHCG8SyzAa/OHIIkvQZ2jxzyUqBL9sGgVkGSJHzcTn/IWeNyAADddGqU3jY8aHLPkTlpKL1tOExqCZKEkCPskgyhR72VHR/1ppKAH0JccrV75JCXscr21sPp9UGjAe4amwuXEPCe8M2uliTMHpuLFp8Mtzf0JVenV4bTLWPxzwfir2X7gsLO4p8PRHMErYc2hxdmkwZ3je+LR94PbmX745QB8Ph8SEnQ4a1tVXi4nTD48obvcPuYHLi9vpADsCS03hO3xubqcGCDWgKStGq8fstQfPFdXVD4ev2WodBEub8xg1Ucs4dpKQm3niJj0mlCdvRdeG2+4s8ZSStSqDKRtLQYNCpF+jQdsTnxhwhadcLVOUGjxptb9mPQ+Sn4zUnB4s2tVXh4cn8cs7uxNMwoK/+MzyFu16JXq/B8B3PsqCBh4bWtnWbDzdfTtj5c+NJrVGHr7fb5cEOISQ7tXhlarxoPvdNRx+vWYy0EQl4SEgJhQ4rd3RqaQl1Ws7u8SDXp8Oy6/3bc6XzaAMhCQC0Bg87vFjC9QQ+zHk63F7K/Q7XU7smz+IpcyELA7vSG/IFjd3mhT9B13B9SAh6dOgAygAUdzJi+4L1KLLo2HzqVCjeP6I2Zhdmwu2V/KDDp1Hjti33QqVSos4ceqdfk9MCgkfCPW36CTd/VB53w/3HLT9DkcMPhDd1a1+T04PxkA9wC2Pp9vX9kcut2nCi8MA1JKjUOuEPXp8Utw5Kow4rP97b/GdtShQcn9ws71UaCXg2tpMJjH32Nween+Fv02rbz5Mff4KFJ/SHDh1ljc3HI5gi43Gx1uDFrbC5cQoaAwO1jLoRKkgK+h0blWvC70X0gIODxibADG7QqCTW2jkeVnmeO7gAjBqs4FslIETpzDo/cbgdMoPXL2OFRti9bJK1I4eYyiqSlRatWKdKnqaHFHfL4NLS4I+oI7fDKmFmYjQMn3QT2vG5GDMtOhcMrwyOH/lXe4pFhbXHjYENL61ChEwmBgw0tSNCpYXfLoVsSjp9cIhnZZAvTodzm9MCk14Stt0YtwaRXd9jaIiGyY61VqfD3zT+02xn675t/wD0TLobd5cFfbyxAj5QEtJwQHH5R0BMj+6TC7vIgzaSHLESH9UlN0MEdpv+h2+uDUaNCiknfwfQG+VBBwCsQ8uT5yDUDkGrS4fnP97Z7Mn9z637Mn9QfLjlEffbUwSX74PIi5DFsdstQqby4bUQ2Tn5lJQC3jciGTXYh2ajFTy7ohqd/MSgofN3z/yqQbNQiUavG0WYnBrcTKhvsLnRPNEDnlfHKTQWQJOmk6RYsKLwwFeYELWQAdXYnsrubAsok6NSos7uQkahHskETuj4GDTyyDzeNyIZWc/JzpWHoBanwyD4k6tUhb42TqFfD4Qk907lL9iFZq4bTJ7DvqN0fBh0eGUdsTqQnGZCgUsOrETClJODOyy/EfVf39den2eVBVrIREAJ2ry9ky6nT6wM0qrDhK5p45o1jyVo1/lX8EyQYE9B8wgcpUadGi6MFydrOeYkq3jSF6xipYMtgJCPjAISdy8gWpl+YzemFVi2F/CJum7QyXNALd3yanF5YW9ywe2R8f7TZ/8vd4Wn95d49SQ9rixsqqbXzddC0FrkW/P7KXKik1rlvQmlxybA6PPAdb7Fpr/XD6vDA6fGG7Lzd0NJ6ic9s0IYcjWU2aCHCDE9PMmjDvkdaXDIsSWFaW64ZgLqm0J3um5xeJBnUmHdVX0gqFVrcMlSSDLVKQk56IuZd1RdOWUaGSQ9IEg5ZA1sTqq0OnNctARACXgl4af137V6afGnD93hwUj80Ob0h+7Y0Ob1ISNJjXeUhLLo2P+h7ak3lIVyddx7cHhnf1DThlZuGtNvvye31QaVqnV7mpfXfBY1Wu210H3h8vrAd5ZudXgiBkGWaXF5ckKSHQwBf7K1rt4UoRaOH2yew5OeD0OT24sTxcXa3F0t+PgiSEJB9AqkmPb5op8VqxIUW+HwCSRo1DMkGyJDg8vr8r1d6kh5qtHYm9wqBlAQ9tpzQYtUWUoZlp0IWAt20ajzz80FBr+lhqxPP/HwQdBJgk2Wcl2IMaPlq287Q7FTIwgcdJDw6dQCONLlg0qtPCDteZCTpoYMEJ1r7rLUnQaeCBMAHwOZwtxsGbQ43dCY91CoJtXY3nv90b9Bn/u7xFyHdpEOLO3RLZYvbC0nShAz4rijPYyUJEWZiC1KUzWaD2WyG1WpFcnLyGW3raL0dEIBTQtAXVlvDZ/cI+7dQx3bX2HDVcxs7XP+vOaPQNzPy1/JwowNWhwc2hwdmoxbJRq2/Jeq72mb86qXNHX7pv3XbcPiEwNz/rWgdCeXx+V93o1aF2Su3t14OgkCz04tn1/233ZCSaNDAqFK1nlyPN9Wf+GvxvOO/FpNNOsz9f/+Hi3skB4WG3dU2PP2LS1Btc2L2m9s7vLHrn2cMRqJWDavThUSDPqCFJEGnRrPTBbNBDxkCr2z4HjeP6hO0X38t24dbRmWjxe3DM//6Bg9PyQt6zz/yfiXmXtUPBq0Kr27sYDsb9+E3o7KhkyRofAJulRS0HZ1PwKuScF6aCTX1drgF8ODJcxXlWvDENXnQSa3znHl8LmhV+qBttS1v8ch48fM9+P34i4PKPLvuW/xubOttN14t+w53Xn5RUJnnP/svfjPyQggBfHOwHkP6pAeV+c/3tejXMw1JOhV0Qmr/e0EAbklAhdaTddl39YGT3tqcGNknFRpJgs0rQ/g8MOkMQduxu52QVFqoVYBZUsEpBR9HgxCwCh/0AAySusP6OIWMeocX5yXoOtzOoZbW++WVfPQtLm5ntOO31TY8MLEvfAC6qTquT6OvdSoAg0qCpFIFlRE+H5w+gUSNGlaXB9bjHaxPDBdmoxpmnRYqACoBuNrZL70AfBLgBaD3ueBs571h8LngUrWGJ5UA3O1sR3d8Oz4Ah6wO7D1qDxphl5OeiPOSDVAB0PgEnO28pw3H39MyAL3PA6dK204ZD1wqLVojQYjvheMtjEebXUE/BNpaM7sn6qFWAZIQaPb4AlrrACBRq4KQWvv9Pfb+1x2+pvMn94PsA3YfPoa8nmlBda48WI++Wak4Zndj8ZpvOvyReN/V/TDkgtSIv6M7Eun5m8HqNCxfvhxPPfUUqqurMWDAADz33HMYNWpURI9VOlh5BOAUAi7vjycQvUYFgyRBKzFYKWFfXTOWfrIHM0e202pRtg+zrsxFtiURQOjQBHQw50+uBU9My8P5aSbsPNiATIO2wxPDEacHkiSQrtd3eKI66nIhxaDHu/93EJMu6RlU5sMdh3DNwPMgVK2/kP948ii0XAsenToAeo0KTq8PBvggq9RB21H7ZDihghaAQer4RO4UrcO8fZBQdvLs9TYnRvZJgwoCbuFDYogTcLOQYUBrGHQf71x8YkDTCQBCoAU+JIfYjk3ISFap4T1+MmtvO5rjn53qejsqDx/DxVmpQdv6troBeT1SoAFaWzeCZuZvbd0wtjVmdPQjqPU8BqvPBbPU8etqEy4kq/RwCeBg0EnPi57JBuiPP5dbADaPN+iElqxVQycBMoBjTi9KPv4m6LV/YOLFSNVrACFDjY6PowwZaknd/r7bnCjs8+O+twjgD+10uH9iWj4SjpdxCnT4/jBIQINXRovLA71WE7RfLo8HCXotUjRq+EKElLa7UYgQgUiSAA8EnD5g/rvBly8fvSYPBhWghRT2NQUEECLkQmot6AgR3o0SYPcJJECGS6UJrrPPixaoYVIpUx8PJGiF6PA7yCNJcPkE/rXzUIffL1flZcGkkiCFqI+QAKtXhtPlQjdT8FWXRnsLDHo9uqkAp6Tu+L0hZDQD0EtqeNr5PGsF4BIysruf2fkWYLA6a9566y0UFRVh+fLlKCwsxIsvvoi//OUv+Prrr3H++eeHfbzSwcp+/APZXt8FE4OVIr4/aoNKUnd4nH1CRp/uydhfbw/qxD3y+ESJvdNMqG504L52bjgKtH6JLr5uIDSyL+xrCiBsGZdPhjdEnTVChqRS4/525iBqq8+iaXnQQYZddLwdkyQDUIetjwzgh0ZHUAfuwpw0zLoiFxeYDVBHsF+R7LtSZbqnmXD0qA32EMfRJGR4VWrsD7Fvvc0GaBSqkw9Ak+zrcJbuJLUECUCLEB32aUo4HhzuXx08lcKPr/0A6CCFrY8XCLvvPgD3tTO4oW1bT16bDzXCvz/cQoYPqhB9tWQYpfDvxUiOswvAvBB1XnRtPvQRbCeS5/IePz4dfi9My4MGAnYhhdhOa3KK1mcjku8XvSr8axHJdjQqddj3hgqt4b2j7SRIQLoC58JIz9+8e+wpWrJkCW655Rb89re/Rb9+/fDcc8+hV69eWLFiRdTr4kTwGwn4cYRQewOc6dRpVcEffODH46xVqXG40dHhyLgHV+/E4UYHbE5PyI61Nqcnotc0kjIiTJ2FSo1mT4gbu+6pQ7NHhhOht+OEOqL6OHyiw1FxSz/dA4dPKLbvSpUBAGeY4+hUtXbQDbVvTgX3zYXQ0yS4jpc5OXycuB0XgGZP6E7ezR5fZHWOYN9tYaYlsLnliN4fkqQOuV+SFNl7MZIyTWHq3OSWFXsuW5jPoc0jw4ngUBW4HSmqn41Ivl+U2k4k7w1XmOcKPV5Seey8fgrcbjfKy8tx//33ByyfMGECNm3a1O5jXC4XXK4fX1abzaZYfULdDqBtdAuduciOc+gyVocnbAdmm8Mbdk6bttdUiTLRrE+425q0eGSoJClq+x5pmUhe+860b/Yov/aR7Hu4aV+anB74Ihg1Gc33R1OYkZ5tAzvi7XMYj2WU/HxFC4PVKairq4Msy8jIyAhYnpGRgZqamnYfU1JSgkceeeSs1CfcMO+mMHdop8hEcpzDXVBvcnpaZ8UOIUGvVuy5Olt9wt0RvMUlh71BrJL7HlmdI/2Mxd++KfXaR7LvScbwNzQON7I02scwkjp31e+FzlZGqc9XNPFS4GmQpMAXWggRtKzNAw88AKvV6v87cOCAYvVIjuDDT2cukuMcSRmjTo3CnLR21xfmpMGoVSv2XJ2vPqFPHklGTVT3PdLPTlfdN+Ve+/D7nnD8hsbtGZmThgSdutMdw8jq3Nlei65aRpn3RjQxWJ0Ci8UCtVod1DpVW1sb1IrVRq/XIzk5OeBPKW0Tu7VnZE5a1O+P1FVFcpzNRm3IMubjozWLL88J+hJtnRE7F3qNKqLnUqpMNOuTqNdgVI6l3TKjcixI1Cu3X0qVASJ77eNx35R67SPZd61KwoKpA4K21dbhXquSOt0xjKTOne216KpllHpvRBNHBZ6ioUOHoqCgAMuXL/cv69+/P6655hqUlJSEfbySowIBYP/x4fsnToR44kg0UkYkxzmSMlX19oBJB/UaFWptThTmWPz31FPquTpjfR46eaqJnDQ8fhb2S6kyXXnflHztw+37gXq7f+LKZqeMRIMadpcX55mN6NVJj2Gkde5sr0VXLaPEe+NMcbqFs6RtuoUXXngBw4cPx0svvYSXX34Zu3btQu/evcM+XulgBQAHG1rQ5PS29g0waJFk0KBnSoIi26YfRXKc2+axaitjPmkeq0i3wzKdp0xnrBPLsAzLnP7n+XQxWJ1Fy5cvx+LFi1FdXY28vDw8++yzGD16dESPPRvBioiIiM4uBqtOisGKiIgo/nCCUCIiIqIoY7AiIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAqJ7i2fCW0T3dtsthjXhIiIiCLVdt4Od8MaBqsoa2pqAgD06tUrxjUhIiKiU9XU1ASz2dzhet4rMMp8Ph8OHz6MpKQkSJKk2HZtNht69eqFAwcO8B6EZxGPc3TwOEcPj3V08DhHx9k8zkIINDU1ISsrCypVxz2p2GIVZSqVCj179jxr209OTuaHNgp4nKODxzl6eKyjg8c5Os7WcQ7VUtWGndeJiIiIFMJgRURERKQQBqsuQq/X4+GHH4Zer491Vbo0Hufo4HGOHh7r6OBxjo7OcJzZeZ2IiIhIIWyxIiIiIlIIgxURERGRQhisiIiIiBTCYEVERESkEAarLmL58uXIzs6GwWBAQUEBNm7cGOsqdSkbNmzAlClTkJWVBUmS8M4778S6Sl1SSUkJLrvsMiQlJSE9PR3Tpk3D7t27Y12tLmfFihUYOHCgfxLF4cOH4+OPP451tbq8kpISSJKEOXPmxLoqXc6CBQsgSVLAX2ZmZkzqwmDVBbz11luYM2cOHnzwQWzfvh2jRo3CxIkTUVVVFeuqdRl2ux2XXHIJli1bFuuqdGnr16/HnXfeiS1btmDdunXwer2YMGEC7HZ7rKvWpfTs2ROLFi3Cf/7zH/znP//BFVdcgWuuuQa7du2KddW6rG3btuGll17CwIEDY12VLmvAgAGorq72/+3cuTMm9eB0C13A0KFDcemll2LFihX+Zf369cO0adNQUlISw5p1TZIkYfXq1Zg2bVqsq9LlHT16FOnp6Vi/fj1Gjx4d6+p0aampqXjqqadwyy23xLoqXU5zczMuvfRSLF++HI8//jgGDRqE5557LtbV6lIWLFiAd955BxUVFbGuClus4p3b7UZ5eTkmTJgQsHzChAnYtGlTjGpFpAyr1Qqg9aRPZ4csyygtLYXdbsfw4cNjXZ0u6c4778SkSZNw5ZVXxroqXdqePXuQlZWF7OxsXH/99fj+++9jUg/ehDnO1dXVQZZlZGRkBCzPyMhATU1NjGpFdOaEELj77rsxcuRI5OXlxbo6Xc7OnTsxfPhwOJ1OJCYmYvXq1ejfv3+sq9XllJaW4quvvsK2bdtiXZUubejQofj73/+Oiy66CEeOHMHjjz+OESNGYNeuXUhLS4tqXRisughJkgL+L4QIWkYUT4qLi7Fjxw6UlZXFuipdUt++fVFRUYHGxkasWrUKN910E9avX89wpaADBw7grrvuwtq1a2EwGGJdnS5t4sSJ/n/n5+dj+PDhuPDCC/G3v/0Nd999d1TrwmAV5ywWC9RqdVDrVG1tbVArFlG8mDVrFt577z1s2LABPXv2jHV1uiSdToecnBwAwJAhQ7Bt2zb86U9/wosvvhjjmnUd5eXlqK2tRUFBgX+ZLMvYsGEDli1bBpfLBbVaHcMadl0mkwn5+fnYs2dP1J+bfazinE6nQ0FBAdatWxewfN26dRgxYkSMakV0eoQQKC4uxttvv41PP/0U2dnZsa7SOUMIAZfLFetqdCnjxo3Dzp07UVFR4f8bMmQIbrjhBlRUVDBUnUUulwvffPMNevToEfXnZotVF3D33XejqKgIQ4YMwfDhw/HSSy+hqqoKt99+e6yr1mU0Nzdj7969/v/v27cPFRUVSE1Nxfnnnx/DmnUtd955J9588028++67SEpK8rfEms1mGI3GGNeu6/jDH/6AiRMnolevXmhqakJpaSk+//xzrFmzJtZV61KSkpKC+geaTCakpaWx36DC7rnnHkyZMgXnn38+amtr8fjjj8Nms+Gmm26Kel0YrLqAX/3qV6ivr8ejjz6K6upq5OXl4aOPPkLv3r1jXbUu4z//+Q8uv/xy///brtnfdNNNeO2112JUq66nbcqQsWPHBix/9dVXMXPmzOhXqIs6cuQIioqKUF1dDbPZjIEDB2LNmjUYP358rKtGdFoOHjyI6dOno66uDt27d8ewYcOwZcuWmJwHOY8VERERkULYx4qIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghDFZERBGYOXMmpk2bFutqEFEnx2BFRBRFHo8n1lUgorOIwYqI6AT//Oc/kZ+fD6PRiLS0NFx55ZW499578be//Q3vvvsuJEmCJEn4/PPPAQDz5s3DRRddhISEBPTp0wfz588PCE8LFizAoEGD8Ne//hV9+vSBXq+HEKLd57Hb7THaayJSiibWFSAi6iyqq6sxffp0LF68GNdeey2ampqwceNG3HjjjaiqqoLNZsOrr74KAEhNTQUAJCUl4bXXXkNWVhZ27tyJW2+9FUlJSbjvvvv82927dy/+93//F6tWrYJarUZNTU27zyOEiMl+E5FyGKyIiI6rrq6G1+vFz372M/Tu3RsAkJ+fDwAwGo1wuVzIzMwMeMxDDz3k//cFF1yAuXPn4q233goIVm63G//4xz/QvXt3AMBXX33V4fMQUXzjpUAiouMuueQSjBs3Dvn5+fjFL36Bl19+GQ0NDSEf889//hMjR45EZmYmEhMTMX/+fFRVVQWU6d27tz9Une7zEFF8YLAiIjpOrVZj3bp1+Pjjj9G/f38sXboUffv2xb59+9otv2XLFlx//fWYOHEiPvjgA2zfvh0PPvgg3G53QDmTyXRGz0NE8YPBiojoBJIkobCwEI888gi2b98OnU6H1atXQ6fTQZblgLJffPEFevfujQcffBBDhgxBbm4u9u/ff0bPQ0TxjX2siIiO27p1K/79739jwoQJSE9Px9atW3H06FH069cPTqcT//rXv7B7926kpaXBbDYjJycHVVVVKC0txWWXXYYPP/wwonAU6nmIKL4xWBERHZecnIwNGzbgueeeg81mQ+/evfHMM89g4sSJGDJkCD7//HMMGTIEzc3N+Oyzz3DNNdfg97//PYqLi+FyuTBp0iTMnz8fCxYsOO3nIaL4JgmO7yUiIiJSBPtYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghDFZERERECvn/0ZR0xEoBWjIAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Scatter plot \n",
+    "sns.scatterplot(data=df, x='stars', y='price')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a6580802",
+   "metadata": {},
+   "source": [
+    "Here we can see this the relationship between stars and price are not a linear relationship nor any correlation really. On the other hand this looks like a histogram. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "895099d6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 3500x2500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Heatmap \n",
+    "\n",
+    "correlation_matrix = num.corr()\n",
+    "\n",
+    "mask = np.triu(np.ones_like(correlation_matrix, dtype=bool))\n",
+    "plt.figure(figsize=(35, 25))\n",
+    "sns.heatmap(correlation_matrix, mask=mask, annot=True, cmap=\"coolwarm\")\n",
+    "plt.title(\"Correlation of all numerical variables\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a8740f4c",
+   "metadata": {},
+   "source": [
+    "Even the highest correlation according to the heatmap is 0.11 and it is not that high. None of the numerical variables in this dataset has a high correlation with each other. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4bc4c16c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "## qq plot \n",
+    "\n",
+    "import statsmodels.api as sm\n",
+    "sm.qqplot(df['price'], line='s');\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "97523297",
+   "metadata": {},
+   "source": [
+    "QQ plot tells us whether there is a normal distribution. From the QQ plot we see a heavy right-skew, telling us that the prices are not normally distributed. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9e8d9c94",
+   "metadata": {},
+   "source": [
+    "**Submission**: Submit a Jupyter Notebook which contains code and a business-centric report summarizing your findings. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "afb8ef55",
+   "metadata": {},
+   "source": [
+    "**Bonus**: \n",
+    "\n",
+    "- Do the same analysis without taking out the outliers. What are your insights?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e446644c",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}