diff --git a/main.ipynb b/main.ipynb
new file mode 100644
index 0000000..489f247
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+++ b/main.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "e7985705",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "12898aeb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Path to dataset files: C:\\Users\\Bruno\\.cache\\kagglehub\\datasets\\asaniczka\\uk-optimal-product-price-prediction\\versions\\3\n"
+     ]
+    }
+   ],
+   "source": [
+    "import kagglehub\n",
+    "\n",
+    "# Download latest version\n",
+    "path = kagglehub.dataset_download(\"asaniczka/uk-optimal-product-price-prediction\")\n",
+    "\n",
+    "print(\"Path to dataset files:\", path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "ce6a72eb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "file_path = os.path.join(path, \"amz_uk_price_prediction_dataset.csv\")\n",
+    "original_df = pd.read_csv(file_path)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "38889f16",
+   "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.\n",
+    "\n",
+    "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": 4,
+   "id": "115d7deb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = original_df.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "7a0c3875",
+   "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",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   uid        asin                                              title  stars  \\\n",
+       "0    1  B09B96TG33  Echo Dot (5th generation, 2022 release) | Big ...    4.7   \n",
+       "1    2  B01HTH3C8S  Anker Soundcore mini, Super-Portable Bluetooth...    4.7   \n",
+       "2    3  B09B8YWXDF  Echo Dot (5th generation, 2022 release) | Big ...    4.7   \n",
+       "3    4  B09B8T5VGV  Echo Dot with clock (5th generation, 2022 rele...    4.7   \n",
+       "4    5  B09WX6QD65  Introducing Echo Pop | Full sound compact Wi-F...    4.6   \n",
+       "\n",
+       "   reviews  price  isBestSeller  boughtInLastMonth        category  \n",
+       "0    15308  21.99         False                  0  Hi-Fi Speakers  \n",
+       "1    98099  23.99          True                  0  Hi-Fi Speakers  \n",
+       "2    15308  21.99         False                  0  Hi-Fi Speakers  \n",
+       "3     7205  31.99         False                  0  Hi-Fi Speakers  \n",
+       "4     1881  17.99         False                  0  Hi-Fi Speakers  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "f252e830",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2443651, 9)"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "15cbc7cf",
+   "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": 8,
+   "id": "2ea769f0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "uid                  0\n",
+       "asin                 0\n",
+       "title                0\n",
+       "stars                0\n",
+       "reviews              0\n",
+       "price                0\n",
+       "isBestSeller         0\n",
+       "boughtInLastMonth    0\n",
+       "category             0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "8e91b912",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.int64(0)"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "c6acbd9f",
+   "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>3D Printers</th>\n",
+       "      <td>247</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3D Printing &amp; Scanning</th>\n",
+       "      <td>4065</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Abrasive &amp; Finishing Products</th>\n",
+       "      <td>245</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Action Cameras</th>\n",
+       "      <td>1696</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Adapters</th>\n",
+       "      <td>251</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Wind Instruments</th>\n",
+       "      <td>243</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Window Treatments</th>\n",
+       "      <td>234</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Women</th>\n",
+       "      <td>17559</td>\n",
+       "      <td>213</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Women's Sports &amp; Outdoor Shoes</th>\n",
+       "      <td>1939</td>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eBook Readers &amp; Accessories</th>\n",
+       "      <td>246</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>296 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "isBestSeller                    False  True \n",
+       "category                                    \n",
+       "3D Printers                       247      1\n",
+       "3D Printing & Scanning           4065      2\n",
+       "Abrasive & Finishing Products     245      5\n",
+       "Action Cameras                   1696      1\n",
+       "Adapters                          251      3\n",
+       "...                               ...    ...\n",
+       "Wind Instruments                  243      7\n",
+       "Window Treatments                 234      5\n",
+       "Women                           17559    213\n",
+       "Women's Sports & Outdoor Shoes   1939     20\n",
+       "eBook Readers & Accessories       246      0\n",
+       "\n",
+       "[296 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "crosstab_result = pd.crosstab(df.category, df.isBestSeller)\n",
+    "crosstab_result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "6fa74855",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "category\n",
+       "Smart Home Security & Lighting    0.06\n",
+       "Health & Personal Care            0.06\n",
+       "Grocery                           0.06\n",
+       "Power & Hand Tools                0.04\n",
+       "Mobile Phone Accessories          0.04\n",
+       "                                  ... \n",
+       "Hi-Fi & Home Audio Accessories    0.00\n",
+       "Hi-Fi Receivers & Separates       0.00\n",
+       "Hi-Fi Speakers                    0.00\n",
+       "Hiking Hand & Foot Warmers        0.00\n",
+       "eBook Readers & Accessories       0.00\n",
+       "Name: True, Length: 296, dtype: float64"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "crosstab_normalized = round(pd.crosstab(df.category, df.isBestSeller, normalize=\"index\"), 2)\n",
+    "crosstab_normalized_ordered = crosstab_normalized[True].sort_values(ascending=False)\n",
+    "crosstab_normalized_ordered"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "06dbeae7",
+   "metadata": {},
+   "source": [
+    "The results indicate that there is not categories where being a best-seller stands-out, however we can observe it's more prevalent in some categories, specifically Smart Home Security & Lighting, Health & Personal Care and Grocery, but overall low across the dataset.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "47725125",
+   "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": 12,
+   "id": "bcaf3bc1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index([False, True], dtype='bool', name='isBestSeller')"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "crosstab_result.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "549436ed",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['3D Printers', '3D Printing & Scanning',\n",
+       "       'Abrasive & Finishing Products', 'Action Cameras', 'Adapters',\n",
+       "       'Agricultural Equipment & Supplies', 'Alexa Built-In Devices',\n",
+       "       'Art & Craft Supplies', 'Arts & Crafts', 'Baby',\n",
+       "       ...\n",
+       "       'Uninterruptible Power Supply Units & Accessories',\n",
+       "       'Vacuums & Floorcare', 'Vases', 'Water Coolers, Filters & Cartridges',\n",
+       "       'Wearable Technology', 'Wind Instruments', 'Window Treatments', 'Women',\n",
+       "       'Women's Sports & Outdoor Shoes', 'eBook Readers & Accessories'],\n",
+       "      dtype='object', name='category', length=296)"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "crosstab_result.index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "804296eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "category\n",
+       "Grocery                        556\n",
+       "Health & Personal Care         552\n",
+       "Baby                           341\n",
+       "Sports & Outdoors              330\n",
+       "Power & Hand Tools             306\n",
+       "                              ... \n",
+       "Downhill Ski Boots               0\n",
+       "Digital Frames                   0\n",
+       "Motorbike Chassis                0\n",
+       "Motorbike Drive & Gears          0\n",
+       "eBook Readers & Accessories      0\n",
+       "Name: True, Length: 296, dtype: int64"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "crosstab_result_true = crosstab_result[True]\n",
+    "crosstab_result_true = crosstab_result_true.sort_values(ascending=False)\n",
+    "crosstab_result_true"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "c55a9835",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.stats import chi2_contingency"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "57ca7225",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The p-value is 0.0 and the null hypothesis can be rejected.\n"
+     ]
+    }
+   ],
+   "source": [
+    "_, chi2_pvalue, _, _  = chi2_contingency(crosstab_result)\n",
+    "round(chi2_pvalue, 10)\n",
+    "\n",
+    "if chi2_pvalue < 0.05:\n",
+    "    print(f\"The p-value is {float(chi2_pvalue)} and the null hypothesis can be rejected.\")\n",
+    "else:\n",
+    "    print(f\"The p-value is {float(chi2_pvalue)} and the null hypothesis can't be rejected.\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1ba43650",
+   "metadata": {},
+   "source": [
+    "The null-hypothesis states that the two categorical variables category and isBestSeller are independent.\n",
+    "The obtained chi-square p-values is < 0.05, indicating the null hypothesis can be rejected and we can confirm the two variables are dependent."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "3b3fd25c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.stats.contingency import association"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "d966b752",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.12"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(association(crosstab_result, method='cramer'), 2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f2ac82c",
+   "metadata": {},
+   "source": [
+    "With a Cramér's V result of 0.12, we can conclude that there is a weak association between the two variables category and isBestSeller."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fbe82364",
+   "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": 19,
+   "id": "c3fb56fe",
+   "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>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Downhill Ski Boots</th>\n",
+       "      <td>1284</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Digital Frames</th>\n",
+       "      <td>774</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Motorbike Chassis</th>\n",
+       "      <td>107</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Motorbike Drive &amp; Gears</th>\n",
+       "      <td>250</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eBook Readers &amp; Accessories</th>\n",
+       "      <td>246</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>296 rows × 2 columns</p>\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",
+       "...                             ...    ...\n",
+       "Downhill Ski Boots             1284      0\n",
+       "Digital Frames                  774      0\n",
+       "Motorbike Chassis               107      0\n",
+       "Motorbike Drive & Gears         250      0\n",
+       "eBook Readers & Accessories     246      0\n",
+       "\n",
+       "[296 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "crosstab_result_ordered = crosstab_result.sort_values(by=True, ascending=False)\n",
+    "crosstab_result_ordered"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "db805ec7",
+   "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": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "crosstab_top_result = crosstab_result_ordered.iloc[0:20]\n",
+    "crosstab_top_result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "3b2aad19",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(20, 2)"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "crosstab_top_result.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "453f69db",
+   "metadata": {},
+   "source": [
+    "Considering the dataset has 296 rows, it would not be feasible to show all bars in one graph, so the top-20 categories with the most True values were selected."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "4f117478",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "crosstab_top_result.plot(kind='bar', stacked=True)\n",
+    "plt.xlabel(\"Categories\")\n",
+    "plt.ylabel(\"Counts\")\n",
+    "plt.title(\"Top20 categories by counts vs isBestSeller counts\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8298d0fa",
+   "metadata": {},
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "\n",
+    "**Objective**: Investigate how different product categories influence product prices.\n",
+    "\n",
+    "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": 23,
+   "id": "094a30ef",
+   "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",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   uid        asin                                              title  stars  \\\n",
+       "0    1  B09B96TG33  Echo Dot (5th generation, 2022 release) | Big ...    4.7   \n",
+       "1    2  B01HTH3C8S  Anker Soundcore mini, Super-Portable Bluetooth...    4.7   \n",
+       "2    3  B09B8YWXDF  Echo Dot (5th generation, 2022 release) | Big ...    4.7   \n",
+       "3    4  B09B8T5VGV  Echo Dot with clock (5th generation, 2022 rele...    4.7   \n",
+       "4    5  B09WX6QD65  Introducing Echo Pop | Full sound compact Wi-F...    4.6   \n",
+       "\n",
+       "   reviews  price  isBestSeller  boughtInLastMonth        category  \n",
+       "0    15308  21.99         False                  0  Hi-Fi Speakers  \n",
+       "1    98099  23.99          True                  0  Hi-Fi Speakers  \n",
+       "2    15308  21.99         False                  0  Hi-Fi Speakers  \n",
+       "3     7205  31.99         False                  0  Hi-Fi Speakers  \n",
+       "4     1881  17.99         False                  0  Hi-Fi Speakers  "
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "4761cc11",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "      <td>Echo Dot (5th generation, 2022 release) | Big ...</td>\n",
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+       "      <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",
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+       "      <th>2</th>\n",
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+       "      <td>Echo Dot (5th generation, 2022 release) | Big ...</td>\n",
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+       "      <td>15308</td>\n",
+       "      <td>21.99</td>\n",
+       "      <td>False</td>\n",
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+       "      <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",
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+       "    <tr>\n",
+       "      <th>2115958</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",
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+       "      <th>2115959</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>2115960</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>2115961</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>2115962</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>2115963 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",
+       "2115958  2828589  B0CHSD7P2Q   \n",
+       "2115959  2828590  B0B7B8FNBQ   \n",
+       "2115960  2828591  B0BD5FL5FB   \n",
+       "2115961  2828592  B008OYLL4I   \n",
+       "2115962  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",
+       "2115958  Motorbike Armour, Motorbike Clothing, Cycling ...    0.0        0   \n",
+       "2115959  PROFIRST Waterproof Motorcycle 2 Piece Ladies ...    0.0        0   \n",
+       "2115960  Men’s Motorcycle Motorbike Biker Trousers Kevl...    0.0        0   \n",
+       "2115961  Texpeed Mens Motorcycle Motorbike Biker Trouse...    4.3      404   \n",
+       "2115962  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",
+       "2115958  22.34         False                  0  Motorbike Clothing  \n",
+       "2115959  97.99         False                  0  Motorbike Clothing  \n",
+       "2115960  52.99         False                  0  Motorbike Clothing  \n",
+       "2115961  79.99         False                  0  Motorbike Clothing  \n",
+       "2115962  53.99         False                  0  Motorbike Clothing  \n",
+       "\n",
+       "[2115963 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "q1 = np.quantile(df[\"price\"], 0.25)\n",
+    "q3 = np.quantile(df[\"price\"], 0.75)\n",
+    "iqr = q3 - q1\n",
+    "\n",
+    "lower_bound = q1 - 1.5 * iqr\n",
+    "upper_bound = q3 + 1.5 * iqr\n",
+    "\n",
+    "df_no_outliers = df[(df[\"price\"] >= lower_bound) & (df[\"price\"] <= upper_bound)]\n",
+    "df_no_outliers.reset_index(drop=True, inplace=True)\n",
+    "df_no_outliers\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ea274112",
+   "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": 25,
+   "id": "dd797eb8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Sports & Outdoors', 'Beauty', 'Bath & Body',\n",
+       "       'Manicure & Pedicure Products',\n",
+       "       'Handmade Clothing, Shoes & Accessories', 'Make-up', 'Skin Care',\n",
+       "       'Hair Care', 'Birthday Gifts', 'Handmade Gifts', 'Handmade Home Décor',\n",
+       "       'Luggage and travel gear', 'Women', 'Fragrances',\n",
+       "       'Handmade Kitchen & Dining', 'Handmade Artwork',\n",
+       "       'Handmade Home & Kitchen Products', 'Handmade Jewellery', 'Men',\n",
+       "       'Baby'],\n",
+       "      dtype='object', name='category')"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top_20_categories = df_no_outliers['category'].value_counts().head(20).index\n",
+    "top_20_categories"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "2c2dd210",
+   "metadata": {},
+   "outputs": [
+    {
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+       "      <td>Wax Melts 4 Bars | Build Your Own Box (Choose ...</td>\n",
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+       "      <td>6.49</td>\n",
+       "      <td>True</td>\n",
+       "      <td>800</td>\n",
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+       "    <tr>\n",
+       "      <th>16269</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",
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+       "      <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>16271</th>\n",
+       "      <td>21076</td>\n",
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+       "      <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",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2103019</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>2103020</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>2103021</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>2110273</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>2110274</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",
+       "16267      21072  B09477KHQ3   \n",
+       "16268      21073  B0BSRFQYG8   \n",
+       "16269      21074  B09N9GVHV9   \n",
+       "16270      21075  B0BRYGV7PQ   \n",
+       "16271      21076  B0B1JHB28R   \n",
+       "...          ...         ...   \n",
+       "2103019  2806950  B0045I6SHW   \n",
+       "2103020  2806951  B0045I6NZY   \n",
+       "2103021  2806952  B003BLON3A   \n",
+       "2110273  2818782  B091HG57TP   \n",
+       "2110274  2818786  B09F8TFQDM   \n",
+       "\n",
+       "                                                     title  stars  reviews  \\\n",
+       "16267    Personalised Birthday Print Gift \"THE YEAR YOU...    4.5      763   \n",
+       "16268    Wax Melts 4 Bars | Build Your Own Box (Choose ...    3.9      117   \n",
+       "16269    Personalised Birthday Print Gift \"ON THE DAY/Y...    4.6     1155   \n",
+       "16270    Fresh Wax Melts - Laundry Type Wax Melts - Str...    4.5       56   \n",
+       "16271    Manta Makes Work Leaving Gifts | I Used to Wor...    4.7      261   \n",
+       "...                                                    ...    ...      ...   \n",
+       "2103019    Cannondale Men's Bibshort Dart Team Bike Shorts    0.0        0   \n",
+       "2103020         Cannondale Men's Baggy Fitness Bike Shorts    0.0        0   \n",
+       "2103021             Pearl iZUMi Men's Phase Splice Knicker    4.3        3   \n",
+       "2110273  Goodstoworld Boys Girls Tracksuit Bottoms 3D S...    4.2      554   \n",
+       "2110274  AIEOE Unisex Baby Snow Trousers Boys Girls Dow...    5.0        1   \n",
+       "\n",
+       "         price  isBestSeller  boughtInLastMonth  \\\n",
+       "16267     7.99         False                900   \n",
+       "16268     6.49          True                800   \n",
+       "16269     8.99          True                600   \n",
+       "16270     4.99          True                500   \n",
+       "16271     9.95          True                400   \n",
+       "...        ...           ...                ...   \n",
+       "2103019  99.67         False                  0   \n",
+       "2103020  20.62         False                  0   \n",
+       "2103021  59.86         False                  0   \n",
+       "2110273  14.99         False                  0   \n",
+       "2110274  24.99         False                  0   \n",
+       "\n",
+       "                                 category  \n",
+       "16267    Handmade Home & Kitchen Products  \n",
+       "16268    Handmade Home & Kitchen Products  \n",
+       "16269    Handmade Home & Kitchen Products  \n",
+       "16270    Handmade Home & Kitchen Products  \n",
+       "16271    Handmade Home & Kitchen Products  \n",
+       "...                                   ...  \n",
+       "2103019                 Sports & Outdoors  \n",
+       "2103020                 Sports & Outdoors  \n",
+       "2103021                 Sports & Outdoors  \n",
+       "2110273                 Sports & Outdoors  \n",
+       "2110274                 Sports & Outdoors  \n",
+       "\n",
+       "[1033008 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_top20 = df_no_outliers[df_no_outliers['category'].isin(top_20_categories)]\n",
+    "df_top20\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "1e08c69d",
+   "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>price</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>category</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Men</th>\n",
+       "      <td>20.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fragrances</th>\n",
+       "      <td>20.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sports &amp; Outdoors</th>\n",
+       "      <td>18.320</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Women</th>\n",
+       "      <td>15.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Jewellery</th>\n",
+       "      <td>15.600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Artwork</th>\n",
+       "      <td>14.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Birthday Gifts</th>\n",
+       "      <td>13.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Luggage and travel gear</th>\n",
+       "      <td>13.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Baby</th>\n",
+       "      <td>12.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Gifts</th>\n",
+       "      <td>12.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Kitchen &amp; Dining</th>\n",
+       "      <td>12.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Skin Care</th>\n",
+       "      <td>12.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Home Décor</th>\n",
+       "      <td>11.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bath &amp; Body</th>\n",
+       "      <td>11.635</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Home &amp; Kitchen Products</th>\n",
+       "      <td>10.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hair Care</th>\n",
+       "      <td>9.970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Clothing, Shoes &amp; Accessories</th>\n",
+       "      <td>8.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Beauty</th>\n",
+       "      <td>8.990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Manicure &amp; Pedicure Products</th>\n",
+       "      <td>7.500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Make-up</th>\n",
+       "      <td>7.000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                         price\n",
+       "category                                      \n",
+       "Men                                     20.990\n",
+       "Fragrances                              20.000\n",
+       "Sports & Outdoors                       18.320\n",
+       "Women                                   15.990\n",
+       "Handmade Jewellery                      15.600\n",
+       "Handmade Artwork                        14.990\n",
+       "Birthday Gifts                          13.990\n",
+       "Luggage and travel gear                 13.990\n",
+       "Baby                                    12.990\n",
+       "Handmade Gifts                          12.990\n",
+       "Handmade Kitchen & Dining               12.000\n",
+       "Skin Care                               12.000\n",
+       "Handmade Home Décor                     11.990\n",
+       "Bath & Body                             11.635\n",
+       "Handmade Home & Kitchen Products        10.990\n",
+       "Hair Care                                9.970\n",
+       "Handmade Clothing, Shoes & Accessories   8.990\n",
+       "Beauty                                   8.990\n",
+       "Manicure & Pedicure Products             7.500\n",
+       "Make-up                                  7.000"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_top20[[\"category\", \"price\"]].groupby(\"category\").agg(\"median\").sort_values(by=\"price\", ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "906d5317",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_13116\\522854420.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, 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, x=\"category\", y=\"price\", palette=\"coolwarm\")\n",
+    "plt.xticks(rotation=45, ha='right')\n",
+    "plt.xlabel(\"Categories\")\n",
+    "plt.ylabel(\"Price (£)\")\n",
+    "plt.title(\"Top20 categories by count vs price ditribution\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9f896bce",
+   "metadata": {},
+   "source": [
+    "Out of the top 20 categories based on count, Men listings have the highest median prices (20.99£), followed by Fragrances (20.00£)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "bf8bc2e6",
+   "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>price</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>category</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Desktop PCs</th>\n",
+       "      <td>74.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Boxing Shoes</th>\n",
+       "      <td>69.79</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tablets</th>\n",
+       "      <td>69.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Graphics Cards</th>\n",
+       "      <td>68.54</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Motherboards</th>\n",
+       "      <td>67.92</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Adapters</th>\n",
+       "      <td>7.05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Make-up</th>\n",
+       "      <td>7.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Signs &amp; Plaques</th>\n",
+       "      <td>6.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Arts &amp; Crafts</th>\n",
+       "      <td>5.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Office Paper Products</th>\n",
+       "      <td>4.37</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>296 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       price\n",
+       "category                    \n",
+       "Desktop PCs            74.00\n",
+       "Boxing Shoes           69.79\n",
+       "Tablets                69.00\n",
+       "Graphics Cards         68.54\n",
+       "Motherboards           67.92\n",
+       "...                      ...\n",
+       "Adapters                7.05\n",
+       "Make-up                 7.00\n",
+       "Signs & Plaques         6.99\n",
+       "Arts & Crafts           5.99\n",
+       "Office Paper Products   4.37\n",
+       "\n",
+       "[296 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_no_outliers[[\"category\", \"price\"]].groupby(\"category\").agg(\"median\").sort_values(by=\"price\", ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "714df52d",
+   "metadata": {},
+   "source": [
+    "Out of all categories listed, Desktop PCs tend to have the highest median price, followed by Boxing Shoes and Tablets."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "db33a2f6",
+   "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": 29,
+   "id": "efc3fbf1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Sports & Outdoors', 'Beauty', 'Bath & Body',\n",
+       "       'Manicure & Pedicure Products',\n",
+       "       'Handmade Clothing, Shoes & Accessories', 'Make-up', 'Skin Care',\n",
+       "       'Hair Care', 'Birthday Gifts', 'Handmade Gifts'],\n",
+       "      dtype='object', name='category')"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "top_10_categories = df_no_outliers['category'].value_counts().head(10).index\n",
+    "top_10_categories"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "16726b2e",
+   "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>73162</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>73163</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>73164</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>73165</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>73166</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>2103019</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>2103020</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>2103021</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>2110273</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>2110274</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",
+       "73162      89483  B07DLGZ828   \n",
+       "73163      89484  B09HGZHXJT   \n",
+       "73164      89487  B08LD4VXGL   \n",
+       "73165      89488  B07QDMLMJH   \n",
+       "73166      89489  B09TQMCNY7   \n",
+       "...          ...         ...   \n",
+       "2103019  2806950  B0045I6SHW   \n",
+       "2103020  2806951  B0045I6NZY   \n",
+       "2103021  2806952  B003BLON3A   \n",
+       "2110273  2818782  B091HG57TP   \n",
+       "2110274  2818786  B09F8TFQDM   \n",
+       "\n",
+       "                                                     title  stars  reviews  \\\n",
+       "73162    Neutrade GoPro 3M Sticky Pads Double Sided Adh...    4.2     3116   \n",
+       "73163    WOLFANG Action Camera 4K 20MP GA100, Waterproo...    4.2     2594   \n",
+       "73164    FitStill 60M/196FT Waterproof Case for Go Pro ...    4.5     9879   \n",
+       "73165    Nextbase Powered Mount Variations For Cameras ...    4.7     1223   \n",
+       "73166    WOLFANG Action Camera GA100 with 64GB microSDX...    4.2       55   \n",
+       "...                                                    ...    ...      ...   \n",
+       "2103019    Cannondale Men's Bibshort Dart Team Bike Shorts    0.0        0   \n",
+       "2103020         Cannondale Men's Baggy Fitness Bike Shorts    0.0        0   \n",
+       "2103021             Pearl iZUMi Men's Phase Splice Knicker    4.3        3   \n",
+       "2110273  Goodstoworld Boys Girls Tracksuit Bottoms 3D S...    4.2      554   \n",
+       "2110274  AIEOE Unisex Baby Snow Trousers Boys Girls Dow...    5.0        1   \n",
+       "\n",
+       "         price  isBestSeller  boughtInLastMonth           category  \n",
+       "73162     6.49         False                  0  Sports & Outdoors  \n",
+       "73163    49.99         False                  0  Sports & Outdoors  \n",
+       "73164    16.98          True                  0  Sports & Outdoors  \n",
+       "73165    19.95         False                  0  Sports & Outdoors  \n",
+       "73166    49.99         False                  0  Sports & Outdoors  \n",
+       "...        ...           ...                ...                ...  \n",
+       "2103019  99.67         False                  0  Sports & Outdoors  \n",
+       "2103020  20.62         False                  0  Sports & Outdoors  \n",
+       "2103021  59.86         False                  0  Sports & Outdoors  \n",
+       "2110273  14.99         False                  0  Sports & Outdoors  \n",
+       "2110274  24.99         False                  0  Sports & Outdoors  \n",
+       "\n",
+       "[862465 rows x 9 columns]"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_top10 = df_no_outliers[df_no_outliers['category'].isin(top_10_categories)]\n",
+    "df_top10\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "c3850ab7",
+   "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>price</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>category</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Sports &amp; Outdoors</th>\n",
+       "      <td>25.172065</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Birthday Gifts</th>\n",
+       "      <td>18.600195</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Gifts</th>\n",
+       "      <td>17.395112</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Skin Care</th>\n",
+       "      <td>15.654722</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bath &amp; Body</th>\n",
+       "      <td>14.678683</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hair Care</th>\n",
+       "      <td>13.461408</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Clothing, Shoes &amp; Accessories</th>\n",
+       "      <td>12.958639</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Beauty</th>\n",
+       "      <td>12.523480</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Make-up</th>\n",
+       "      <td>10.612918</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Manicure &amp; Pedicure Products</th>\n",
+       "      <td>10.231825</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                            price\n",
+       "category                                         \n",
+       "Sports & Outdoors                       25.172065\n",
+       "Birthday Gifts                          18.600195\n",
+       "Handmade Gifts                          17.395112\n",
+       "Skin Care                               15.654722\n",
+       "Bath & Body                             14.678683\n",
+       "Hair Care                               13.461408\n",
+       "Handmade Clothing, Shoes & Accessories  12.958639\n",
+       "Beauty                                  12.523480\n",
+       "Make-up                                 10.612918\n",
+       "Manicure & Pedicure Products            10.231825"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_top10[[\"category\", \"price\"]].groupby(\"category\").agg(\"mean\").sort_values(by=\"price\", ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "e22539c8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_13116\\3147537567.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, 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, x=\"category\", y=\"price\", palette=\"coolwarm\", errorbar=None, estimator=\"mean\")\n",
+    "plt.xticks(rotation=45, ha='right')\n",
+    "plt.xlabel(\"Categories\")\n",
+    "plt.ylabel(\"Mean price (£)\")\n",
+    "plt.title(\"Top10 categories by counts vs mean price\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "265c65ad",
+   "metadata": {},
+   "source": [
+    "Out of the top 10 categories based on count, Sports & Outdoors listings have the highest mean prices, followed by Birthday Gifts and Handmade Gifts."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "d3c5d2cc",
+   "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>price</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>category</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Motherboards</th>\n",
+       "      <td>68.772432</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Boxing Shoes</th>\n",
+       "      <td>67.417803</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Desktop PCs</th>\n",
+       "      <td>66.915562</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tablets</th>\n",
+       "      <td>66.552971</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Graphics Cards</th>\n",
+       "      <td>65.103509</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bedding Accessories</th>\n",
+       "      <td>8.835220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Adapters</th>\n",
+       "      <td>8.750197</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Signs &amp; Plaques</th>\n",
+       "      <td>8.210513</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Arts &amp; Crafts</th>\n",
+       "      <td>8.006540</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Office Paper Products</th>\n",
+       "      <td>6.876369</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>296 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           price\n",
+       "category                        \n",
+       "Motherboards           68.772432\n",
+       "Boxing Shoes           67.417803\n",
+       "Desktop PCs            66.915562\n",
+       "Tablets                66.552971\n",
+       "Graphics Cards         65.103509\n",
+       "...                          ...\n",
+       "Bedding Accessories     8.835220\n",
+       "Adapters                8.750197\n",
+       "Signs & Plaques         8.210513\n",
+       "Arts & Crafts           8.006540\n",
+       "Office Paper Products   6.876369\n",
+       "\n",
+       "[296 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_no_outliers[[\"category\", \"price\"]].groupby(\"category\").agg(\"mean\").sort_values(by=\"price\", ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d3cbf67f",
+   "metadata": {},
+   "source": [
+    "Out of all categories listed, Motherboards commands the highest average price, followd by Boxing Shoes and Desktop PCs."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5af65a9d",
+   "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": 33,
+   "id": "49165d03",
+   "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>73162</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>73163</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>73164</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>73165</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>73166</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",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         uid        asin                                              title  \\\n",
+       "73162  89483  B07DLGZ828  Neutrade GoPro 3M Sticky Pads Double Sided Adh...   \n",
+       "73163  89484  B09HGZHXJT  WOLFANG Action Camera 4K 20MP GA100, Waterproo...   \n",
+       "73164  89487  B08LD4VXGL  FitStill 60M/196FT Waterproof Case for Go Pro ...   \n",
+       "73165  89488  B07QDMLMJH  Nextbase Powered Mount Variations For Cameras ...   \n",
+       "73166  89489  B09TQMCNY7  WOLFANG Action Camera GA100 with 64GB microSDX...   \n",
+       "\n",
+       "       stars  reviews  price  isBestSeller  boughtInLastMonth  \\\n",
+       "73162    4.2     3116   6.49         False                  0   \n",
+       "73163    4.2     2594  49.99         False                  0   \n",
+       "73164    4.5     9879  16.98          True                  0   \n",
+       "73165    4.7     1223  19.95         False                  0   \n",
+       "73166    4.2       55  49.99         False                  0   \n",
+       "\n",
+       "                category  \n",
+       "73162  Sports & Outdoors  \n",
+       "73163  Sports & Outdoors  \n",
+       "73164  Sports & Outdoors  \n",
+       "73165  Sports & Outdoors  \n",
+       "73166  Sports & Outdoors  "
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_top10.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "5badaf22",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(862465, 9)"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_top10.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "3a58c03c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_13116\\3715714764.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, x=\"category\", y=\"stars\", palette=\"coolwarm\")\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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6q7htaWmpYG70L3Jplav0mK+vL1fHMsbYR46fGcbHwZMBuXLlylZtU0JCAhISEsTtqKgoY2QLgH5bdXBwsOq+QSQkJODp06c5/r6FChWCjY1Njr9vRoxxHuZwDgCfx/swh3MA+DwyY+pzyAp+ZhinPDh4MuCff/5BwYIFYWNjgxo1amDatGkoXrx4humnT5+OyZMnmzCH6vb06VOMGjUqx9931qxZmZZDTjPGeZjDOQB8Hu/DHM4B4PPIjKnPwVxo8ZrSEREZ5Z016pdffkFcXBxKly6NsLAw/Pjjj7h9+zb+/vtvuLi4GPw/hmqePD09ERkZiTx58nxwnqTfEgxVsb7ruKll9VvEkydPsGjRIgwZMgSFCxd+Z3q1fjPNznmYwzkAfB7vwxzOAeDzyIxaap74mZHmfcojKioKTk5O73x+c81TOs2aNRNfV6xYEbVq1UKJEiWwceNGDBs2zOD/sbGxMdkNo7bqVkNsbGyyFe0XLlxYld/WzOE8zOEcAPM4D3M4B4DPQ2v4mWEcPNruHRwcHFCxYkX8888/iuUhq98M1PANgjHGmLL4mWF8HDy9Q0JCAm7dugUPDw+ls8IYY4wxFeDgKZ0RI0bgxIkTePDgAc6fPw9fX19ERUWhW7duiuUpq9WuWqieZYwxZlwLFizI0XRMH/d5SufJkyfw8/PDixcv4Orqipo1a+LcuXMoUqSI0lkD8O7Of4wxxj5up0+fFl9n9sw4ffo0AgICTJUts8LBUzrbtm1TOguMMcYYUzFutmOMMcYYywauedIYbqJjjDGWmTp16ohNd5k9M+rUqWOqLJkdrnnSAB52yhhjLKuy2o+J+zu9Pw6eGGOMMcaygYMnDeCpChhjjGUVPzOMj/s8aYzSUxVEREQgOjo6R97ryZMnsn9zgqOjI1xdXXPs/RhjTMuUfmaYKw6eWJZFRETA3z8AiYkJ706cDYsWLcqx97K2tsHChQs4gGKMMWY0HDyxLIuOjkZiYgKKVukCW8cCSmdHT3z0czy8GoTo6GgOnhhjjBkNB08ao4bqVlvHArB38lQ6G4wxxt5BDc8Mc8QdxjWApypgjDGWVfzMMD4OnhhjjDHGsoGDJw3gYaeMMcayip8Zxsd9njSGh50yAU8bwRh7F35mGAcHT4xpEE8bwRhjyuHgSWP4GwMD/ps2onGbvsiX30Pp7Oh5/SIUv+5ZxdNGMKYwfmYYBwdPjGlYvvwecPUoqnQ2GGPso8IdxjWAh50yxhjLKn5mGB8HTxrAIycYY4xlFT8zjI+b7dhHSc0j1T62UWpqLgvg4yoPLgvGsoaDJ43hYacfTu0j1T6mUWpqLwvg4ymPiIgIBPj7IyExMUffNyfLwsbaGgsWLjT7sshJ/MwwDg6e2EdHGKlW9fM+cMxXUOnsyES/fobLx1Z/NKPUhLJo16Er8rupb7HpF+HP8dP2wI+iPKKjo5GQmIiezerCw9lJ6ezoCX0ViXW/nPooyoKpHwdPGsPfGHKOY76CyOtaROlsMAD53QqgYCFebFoNPJyd4OXuonQ2WA7hZ4ZxcIdxDeCRE4wxxrKKnxnGx8ETY4wxxlg2cPCkATzslDHGWFbxM8P4uM+TxvDICcbUh4f4M7VS+plhrvcGB0+MMfYBeIg/Y4ZFRETAf8gQJCYl5ej75uhUJFZWWLhoUbbvDQ6eGGPsAwhD/Lv4toG7W36ls6MnLPwFgoL38BB/ZnLR0dFITErCl9aAswo7Cb1KBY4kJr3XvcHBk8ZwEx1j6uTulh+eBT2UzgZjMmp4ZjhbAG4qDJ4+hJmdjnniYaeMMcayip8ZxsfBE2OMMcZYNnDwpAE87JQxxlhW8TPD+LjPk8YoPezUnES/DlU6C3rUmCdTiAh/rnQWDFJrvowp9FWk0lkwKDv5UvPweFNPG6GGZ8arVJP+uiz7kHxx8MQ+WpePrVI6C+z/7doeqHQW2P9b98sppbPwQdQ+dcTHOG3EkZwtClXg4Il9tKp+3heO+dQ1Oir6dehHGdR93aErXN0KKJ0NPRHhzz+6wK5ns7rwcHZSOht6Ql9FZimwE6aO6PZpGRTIY2+CnGXd86g4bPzzzkc3bYS6pyp4v//LwZPGcBNdznHM54G8rkWUzgYD4OpWAAULeSqdDQbAw9kJXu4uSmfjgxXIYw/PfI5KZ0Nxanhm8FQFTBE87JQxxlhW8TPD+Dh4YowxxhjLBg6eNICHnTLGGMsqfmYYH/d50hg1DDtljDGmDfzMMA6ueWKMMcYYywauedIY/sbAGGMsq0aPHo379++L2yVKlFAwN+aDa54YY4wxMyUNnAxts/fDwZMG8LBTxhhjWcXPDOPj4EkDeOQEY4yxrBo9enSOpmP6uM8TY4zlgLCIF0pnwaDs5sscFgYG0pZCURtT5SmrTXPchPf+OHjSGB52ypg6Be3co3QWPoijoyNsrK1VvTCwjbU1HB2ztuTKxj/vGDk32sDPDOPg4IkxxnJAl/Zt4O6aX+ls6AmLeJGlwM7V1RULFi5EdHR0jvzeJ0+eYNGiRRgyZAgKFy6cI+/p6OiY5QV11bwwMNM+Dp40hr8xMKZO7q754VnQQ+lsfBBXV9csBydZVbhwYRQvXjxH3zMrPuaFgUuUKCE2yWX2zOBpC94fdxjXAB45wRhjLKtmzpyZo+mYPg6eGGOMMcaygYMnDeCpChhjjGXVuHHjcjQd08d9njSGR07knOjXz5TOgh415skUXoQ/VzoLBqk1X4xl5u7du+LrzJ4Z0nTG9CrVJL8m2z4kXxw8sY+Oo6MjrK1tcPnYaqWzYpC1tU2Wh2NrnVAWP20PVDorGfqYyoOxnOTo6AhrKyscSUxSOisZsrayeq/7m4Mn9tFxdXXFwoULVDskOzvDsbVO7WUBfFzlwVhOcnV1xcJFi8zy/ubgSWO4iS5nmNOQbK3jsmAsZ5UuXVpsksvsmVG6dGmj58Vc72/uMP4O06dPh06nQ0BAgGJ54KkKGGOMZdW0adNyNB3Tx8FTJi5cuIBVq1ahUqVKSmeFMcYYYyrBwVMGYmJi0KlTJ6xevRr58uVTNC88VQFjjLGs4meG8XGfpwwMHDgQLVq0QOPGjfHjjz9mmjYhIQEJCQnidlRUlNHyxVMVMMYYyyp+ZhgHB08GbNu2DZcvX8aFCxeylH769OmYPHmykXPFGGOMMTXg4CmdkJAQ+Pv748iRI7C1tc3S/xk7diyGDRsmbkdFRcHT09Mo+eNvDIwxxrJq4cKFOHXqlLhdt25dBXNjPjh4SufSpUsIDw+Hj4+PuC8lJQUnT57EkiVLkJCQAEtLS9n/sbGxgY2NjamzyhhjjGVKGjgZ2mbvhzuMp9OoUSP89ddfuHr1qvhTrVo1dOrUCVevXtULnEyBpypgjDGWVfzMMD4OntJxdHREhQoVZD8ODg5wcXFBhQoVFMkTj5xgjDGWVQsXLszRdEwfN9uxbIuPCVM6CwapNV+MMWZKWW2aO3XqFPz9/Y2cG/PEwVMWHD9+XOksiNQw7PThFfUu4soYY+w/anhmmCMOnli2FfXuCtvc7kpnQ098TBgHdowxxoyOgyeNUcM3Btvc7rB3Ms5UDIwxxj5M3bp1xaa7ESNG4OHDh+KxokWLytKx98MdxjWAR04wxhjLKmk/JmnglH6b+zu9Pw6eGGOMMcaygYMnDeCpChhjjGXV7t27xdceHh6yY9JtaTqWPdznSWN45ARj6hQW/kLpLBik1nwZ2/OoOKWzoMdUedq8ebP4evHixXrHhWfG5s2b0bZtW5Pkydxw8MQYYx/A0dERNtbWCAreo3RWMmRjbQ1HR0els2ESQnls/POO0lkxyJRlkS9fPoP78+TJg6ioKJPkwVxx8MQYYx/A1dUVCxYuRHR0dI6835MnT7Bo0SIMGTIEhQsXzpH3dHR0hKura468l9qpvTxMWRavX782uJ8Dpw/HwZPGcBMdY+rj6uqa4w/EwoULo3jx4jn6nh+Lj708OnXqJDbdTZw4EX///bd4rHz58rJ07P1wh3EN4KkKGGOMZZW0H5M0cEq/zf2d3h8HT4wxxhhj2cDBkwbwVAWMMcayKigoSHxduXJl2THptjQdyx7u86QxPFUBY0xJCQkJePr06TvTPXnyRPbvuxQqVAg2NjYflDeWZu/eveLr77//Xu+48MzYu3cvunTpYrJ8mRMOnhhjjGXZ06dPMWrUqCynX7RoUZbSzZo1SzMdsrXC1tbW4H4rKyskJSWZODfmhYMnxhhjWVaoUCHMmjXLKO/LclZ8fLzB/Rw4fTgOnjSGm+gYY0qysbF5Zw1Rjx49ZPMsOTo6Yv369cbOGvt/X331ldh0N3fuXJw9e1Y8VqtWLVk69n64w7gG8FQFjDGt8PX11ZugMjo6mr/4mZC0H5M0cEq/zf2d3h8HT4wxxnLEuwIkDqCYueDgSQN4qgLGmNr16NFDfF28eHEEBweLP9JmPmk6ZhwnTpwQX1evXl12TLotTceyh/s8aQxPVcAYUyNpU136DuWzZs0SP6dyas05lrHFixeLr0ePHq13XCiLxYsXo379+ibLlznhmifGGGPMDBUpUsTgfh7Z+OG45kljuJaJMaZ2Q4YMwbNnz8TtggULKpibj9ejR4/wyy+/YO3ateK+Xr16ZWmSU5Y5rnlijDH2wRwdHcXX0sAp/bY0HTOOwYMHi6+lgVP6bWk6lj0cPGkAT1XAGFO7rM7jxPM9GV9W+zFxf6f3x8GTBvBoO8aY2g0ZMiRH07H398svv+RoOqaP+zwxxhj7YOmb5tLPMC5sp2/SYzkvfdOcdPSddHvt2rVo1qyZyfOXnhYXm+bgSWN4qgLGmNoZaprjzynTc3V1Rf369fWa5zZv3oxXr14plCt9WlxsmoMnxhhjzAxFREQY3K+mwAnQ5mLTHDxpDH97Y4ypUcGCBcUmucw+p3jaAuPr1auX2HS3adMm7NmzRzzWpk0bWTo1yMpi04auKSUHSXGHcQ3g0XaMMbXLalNKVtOx9yftxyQNnNJvq6G/U1ZkFIwrWZnAwRNjjDHGVEmti01z8KQBPFUBY0ztpk6dmqPp2Pu7du2a+Lpp06ayY9JtaTo1kj7TrKysZItNW1lZGUxnKtznSWN4tJ3pGGP4rDGHzpozLQ5l/thcuXJFfJ3Z55Q0HTOOH374QXzdu3dv9O7dW3b80KFDYjqtdPfYunWr3raSzz4OnhjLgDGGzxpz6Kw50+JQZsaUVrVqVYP7K1WqhOvXr5s4N+aFgyfGMmCM4bO8mvn70eJQZsaUdvnyZYP7OXD6cBw8aQw30ZlOVobPDh48GKGhoeK2h4eHbDZfljOyUhbdu3dHTEyMuJ07d25s2LDByDljAm9vb7FJrkOHDkhJSRGPWVpaytIx4/r+++/Fprtjx45h+fLlICLodDoMGDBAlk4r1Pbs4w7jGsBTFaiTr6+vLHACgNDQUNXd5B8DX19fWeAEADExMVwWJjR+/HjxtTRwSr8tTceMo3LlyuLrZcuWgYgAAESEZcuWGUynRmp+9nHwxNh7UOvw2Y8RlwVjzNQ4eNIAnqpAXQYPHiy+rlSpkmz4bKVKlQymY8bRvXt38XWxYsVkZVGsWDGD6ZhxSBejzYl07P2FhISIr/v37y87Jt2WplOjvn375mi6nMR9njSGpypQnrSpbsKECbJjEyZMEMsjfZMey3nSprrZs2fLjs2ePVssi/RNeizn/fLLL+LrzD6nfvnlF9UsC2Kuhg0bBiCtr1njxo3RuHFj2fHVq1cjJSUFw4YNw86dO5XIYpZI1+DL7JpSYq0+rnlijDGWYyws+LGiNKGP01dffWXweIsWLWTpWPZxzZPGcC2TukyaNAk3btwQtytUqKBgbj5uCxcuxKlTp8TtunXrKpibj1dqair27t2LoKAgcV+XLl0UzNHHR6fTgYiwd+9e1K1bF8OGDRNH282bNw8HDx4U02nFkiVLcPz4cXG7QYMGiuUF4JonxrLNw8NDfC0NnNJvS9Mx48idO7f4Who4pd+WpmPGIV1kVho4pd/WymK0WjZv3jwAaaMchw4dKhttN3ToUHH0o5BOrZydncXX0sAp/bY0nalw8KQBah6u+THK6jxOPN+T8WV1Hiee78n4stqPifs7GZ+np6fevpIlS2YpnZqsWrUqR9PlJA6eNIBH26nLpEmTcjQde38LFy7M0XTs/e3duzdH07H3Z2gU3b1797KUTk2WLFmSo+lyEgdPjGVTZk1zmTXpsZyXWdNcZk16LOdl1jSXWZMey3nS0Xbz588X+zbpdDrMnz9fnPFdSKdWmTXNZdakZwrcYVxjeKoCdTHUNMfloQxDTXNcFqbn7OyMXr166TXPnTlzBpGRkQrl6uMiHW3n6empNx1BixYtsG/fPk2NtjPUNKfk/c01T4wxxnJMRnPucOBkOkJNU0ZNpFocbac2ZlPzFBISgocPHyIuLg6urq4oX748bGxslM5WjuNv0sqrUKGC2CSXWXnwtAXGV7duXbFJrk+fPnj9+rV4LF++fLJ0zLi6dOkiNsnt3LkTO3bsEIfHf/PNN7J0zLjmzZsnjqq7fPkyZs+ejaSkJFhZWWHkyJGaGW3XoEEDsUmuR48eiI6OFo85OjrK0pmapmueHj16hLFjx6Jo0aIoWrQo6tevj2bNmqFatWpwcnLCF198gZ07dyI1NVXprH4QHm2nLtxhXD38/f3F19LAKf22NB0zDumEjNu3b5cNj9++fbvBdMw4pKPopk2bhqSkJABAUlISpk2bZjCdGg0aNEh8LQ2c0m9L05mKZoMnf39/VKxYEf/88w+mTJmCv//+G5GRkUhMTMTz58/x888/o06dOvj+++9RqVIlXLhwQeksM8YYYybxriY5brL7MJoNnqytrXH//n0EBweja9eu+OSTT+Do6IhcuXLBzc0Nn3/+OSZOnIjbt29j1qxZePTokdJZfm88VYG6rF69OkfTsfcnXWTWzs5Odky6zYvRGp902Hv62iXpttqHx5uDsLAwseZv/PjxstF248ePB5BWIxgWFqZYHrNC+hmaN29e2THpthKftZrt85R+EdDMNG/e3Ig5MS0ebae8w4cPi68zK4/Dhw+jT58+JsvXx0i6GK2hIfC8GK3pSIfHd+nSRa9v04EDBzSxGK05CAgIAADY29vD29tb7+9ta2uL+Ph4BAQEYOvWrQrkMGukn7Vr1qzRO67kZ61ma56k3r59i7i4OHH70aNHWLBggewPzxgzX7wYrfJ4MVr1EPo4dejQweDx9u3by9Kx7DOLT5yvvvoKgYGBAIA3b96gRo0amDt3Ltq0aYPly5crnDvGmLFpfVCIOeDh8ephZWUFALKO+lJCTZSQjmWfZpvtpC5fvoz58+cDSGtGcXd3x5UrV/DTTz9hwoQJGDBggMI5zDncRKe8Jk2aiLWamZVHkyZNTJWlj1azZs3EprvMyoIXozU+6fD43bt3Y/PmzeKxTp06aWZ4vDlYsGABBg4ciLi4OPTq1Us2x5aTkxPi4+PFdGqm5s9as6h5iouLE+d8OHLkCL7++mtYWFigZs2a2e4ovnz5clSqVAl58uRBnjx5UKtWLVm/CiXwVAXqktW2de7vZHy8GK16SIe9SwOn9NtqHx5vDtzd3cUavvSTkwrbOp0O7u7uJs9bdqj5s9YsgqeSJUtiz549CAkJweHDh/Hll18CAMLDw5EnT55svVfhwoUxY8YMXLx4ERcvXsTnn3+Or776Cn///bcxss4YY4zluHf1LeO+Zx/GLIKnCRMmYMSIEShatChq1KiBWrVqAUirhfL29s7We7Vq1QrNmzdH6dKlUbp0aUydOhW5c+fGuXPnjJH1LOGpCtRFGMmSU+nY+/Pz88vRdOz9nThxQnzdrVs32fD4bt26GUzHjGPgwIHi64IFC4p9m6ysrFCwYEGD6dSof//+OZouJ5lFnydfX1/UqVMHoaGhqFy5sri/UaNGaNu27Xu/b0pKCnbu3InY2FgxIDMkISEBCQkJ4nZUVNR7/8534akKlPfkyRPxdWblIU3HjEM6WiizsuBRRcYnXSS7VatWaNWqlez4xo0bxXT169c3ad4+NtL5mxYtWqR3XLgv1D7P04sXL8TXmd3f0nSmovmap+TkZOTKlQsvXryAt7e3bMjyp59+ik8++STb7/nXX38hd+7csLGxQf/+/bF7926UK1cuw/TTp0+Hk5OT+MNt+oyxj1WRIkUM7i9UqJCJc8KY8Wg+eMqVKxeKFCkijuTICWXKlMHVq1dx7tw5DBgwAN26dcPNmzczTD927FhERkaKPzyDLmPsY5XRIJ2nT5+aOCeMGY9ZNNv973//w9ixY7Fp0yY4Ozt/8PtZW1ujZMmSAIBq1arhwoULWLhwIVauXGkwvY2NDWxsbD7492YFN9Epr3DhwmKTXGblUbhwYVNl6aNlZWUlNsllVhY8n43xDR48WGy6279/v9hMB0DW52nw4MEmz9vHxt3dXWySGzFiBJ4+fYqkpCRYWVnJagDVPtouf/78YpNc+/btZZ3cpfOF5c+f3+R503zNE5DWpnvq1CkULFgQZcqUQdWqVWU/H4qIZH2aTI2nKlCXrM6NovY5VMxBVpeWUPMSFOZC2o9JGjil3+b+Tsa3dOlS8fXDhw/FLxhJSUl4+PChwXRqtGLFCvF1+tGB0m1pOlMxi5qnNm3a5Nh7jRs3Ds2aNYOnpyeio6Oxbds2HD9+HIcOHcqx38EYY4wZk06ny3Q6Ap7p/cOYRfA0ceLEHHuvsLAwdOnSBaGhoXByckKlSpVw6NAhfPHFFzn2O7IrO1MVcO2T8aWfADCzdJ06dTJybj5uu3fvznK6Dxl5y97twYMH4uv0n0XS7QcPHqBYsWImz9/HJCwsTAyccufOjZiYGPGYsE1ECAsLU3XT3e+//57ldA0bNjRybuTMInjKSWvXrlU6C5niqQqUJ31gZ1Yeu3fv5uDJyKSBbGZlsXnzZg6ejGzkyJEA0mo0OnbsiI4dO8qO//TTTyAijBw5UhVf8hISErLUiV3o35iVqUcKFSpksv6vmRHmmLO3t8eGDRv0jnfu3Bnx8fEICAhQdZO2tFkxs/t76dKlHDy9j5SUFMyfPx87duzA48ePkZiYKDv+6tUrhXLGzJm9vb3B/TY2Nor2kfsY5cuXz+D+PHnyGHXeNaYvo3UEv/jiCxw5csTEucnY06dPMWrUqCynNzRfUnqzZs1C8eLFPyRbOULo49ShQweDx9u3b4+goCDNzH+W0fQ/Hh4eCA0NNXFu0phF8DR58mSsWbMGw4YNw/fff4/x48fj4cOH2LNnDyZMmKB09nIU1zKpR1xcHK5cuYKpU6eK+8aPH8+BkwJev36Ns2fPYu7cueK+4cOHc+CkgF9++QUtWrRAQECAOMJrwYIFOHr0qNJZkylUqBBmzZqVaZqffvoJ58+fF7dr1KiBdu3aZfqeaiCMQt2+fTsaN26MwMBAhIaGwsPDA127dsXOnTvFdFoQEhKCf/75B2PHjhX3TZ8+XbHACTCT4Gnz5s1YvXo1WrRogcmTJ8PPzw8lSpRApUqVcO7cOQwZMkTpLDIz0rZtW7HpTho4pd/mZiLj69Spk9h0Jw2c0m9z86nxzZ49GyNHjgQRyZb9SEpKkm3Pnj1biezpsbGxybSWyNAX1fPnz+P8+fOqaHbMzIIFCzBw4EDExcXJrv3r16/j8OHDsnRqNnDgQLHpTho4pd9WYpkZs5iq4Pnz56hYsSKAtM5wwqrRLVu2xMGDB5XMWo7gqQrUJasPYn5gG19WA1QOZI3PUCdwYb68d6VTm/SBU/qRaWpvAUjfCdzS0hKtW7eGpaVlpunUxlA/ply59Ot8TN3fCTCT4Klw4cJi9V3JkiXFdvULFy6oovPeh+KFgdXlypUrOZqOvb+zZ8/maDr2/gytk3bv3r0spVOTNWvWiK+7dOmC4OBg7Ny5E8HBwejSpYvBdGqTvutASkoK9u3bp7cSh9q7GPzzzz96+5KTk7OUztjMInhq27YtfvvtNwCAv78/vv/+e5QqVQpdu3ZFz549Fc4dMzeZNc1Jt9M36bGcl1nTnHQ7fZOeEhISEvDvv/++80c6uisr6dXyAJSO8ErfNDd79mzY2trK0qmVdE6/r776SnZMuq3muf8CAwMBpH0eLV26VOzbZGVlhaVLl4rnIaRTq8ya5qTb6Zv0TMEs+jzNmDFDfO3r6wtPT0/88ccfKFmyJFq3bq1gznIeT1WgHpUrV0anTp30Htp3797F33//rVCuPk6lSpVC27Zt9YLZM2fOyOYfUpIxRncB6hzhVaxYMb3PKq2N8NLyJJJCS8znn38Od3d3vekIGjVqhL179yra4To7Pv/8czRs2FCvee6vv/7CyZMnFcmTWQRPJ0+eRO3atcW20Bo1aqBGjRpITk7GyZMnUa9ePYVzyMzRtWvXDO7nwMn0Mqq2V0vgBGRtdNf7vq8aSEd4tWjRQu+41kZ4ZTY7t9p5eHjg+vXrOHbsmMG+l0JLjYeHh6mz9l6OHTuG7777Tm+/UoETYCbBU8OGDREaGgo3NzfZ/sjISDRs2FCvnVfLuJZJeePHjxeb5A4cOCCbhK579+6ydMy4hg8fLjbJbdu2TW9Wa2k6pb1rdBeQNsxfOlFvr169Mpw3SW2kI7xu3ryJadOmISEhATY2Nhg3bhzi4+PFdGrWtGlTsUnu+++/x61bt8RjZcuWlaVTq65du+Lw4cPYv38/vvrqK2zdulWcqsDPz08cSNW1a1eFc5q56dOni01ymS02PX36dJPnzSz6PBGRwSrWly9fwsHBQYEc5Swebacu3t7e4uv0s/dKt6XpmHHUqlVLfJ3++pduS9Opla+vr94KB2vXrtXMFyZ3d3fxc3jChAmIj48HESE+Pl6cb0+n06l+hFfv3r3F19LAKf22NJ3a2NjYoFq1akhOTkb37t1x+PBhcZqC7t27Izk5GdWqVVP9gKpSpUqJrzNbbFqazlQ0XfP09ddfA0i7Ibt37y67EFJSUnD9+nXUrl1bqewxxliWpA+QXF1dERERITuuhS9HvBgt+1houubJyckJTk5OICI4OjqK205OTihQoAD69u2LTZs2KZ3ND8ZTFaiL9NundOhy+u3031pZzpNOB5F+5mfptpqnjfjll1/E10OHDkVwcDCWL1+O4OBgDB061GA6NYqIiEBqaiqAtFUfpCO8Jk+eDABITU2VBYVq9NNPP4mv089TJd2WplObhIQEXLx4Ebly5cL69evRpEkTVKpUCU2aNMH69euRK1cuXLx4UTUjNTMivW979eolOybdVuL+1nTN0/r16wEARYsWxYgRI8yiie5deLSd8r7//nvx9VdffaU3nDkoKEhMp4XaAi2TTgfh5+cHPz8/2XHhATd16lTVloW0qe6zzz6THfvss88wf/58MZ2a+z8JgZ6joyPKly+vN8LLwcEBsbGxGDp0qKq/1ErzLR3JLRA+b7du3ZrpUi1KEqYgaNWqFRwdHdGnTx/Z8RYtWmDv3r0IDAzUO6Ym0vu7WbNmete/cO8ocX9ruuZJMGrUKFl18KNHj7BgwQJVLULJzE/6B52gRo0aJs4Jq1y5ssH95cuXN3FO3p+rq6vB/c7OzibOyfsRajHSB7ACYZFatdd2CPLmzWtwv6Ojo2kz8h6kUxUY0qhRI1k6tVPj/W0WwdNXX30lRtpv3rzBp59+irlz5+Krr77C8uXLFc4dM1d//PGHwf3ShUSZaZjDtBEZNWe9evXKxDl5P0Kf0/Q1ToLt27fL0qndmzdvDO6Pjo42bUbegzAFwbFjxwwe19pUBWq8vzXdbCe4fPmyWLUdHByMAgUK4MqVK/jpp58wYcIEDBgwQOEc5hxuolPeDz/8IDbdnT59GgsXLhRHfPr7+8vSMeOSThtx4sQJrFixAklJSbCyskL//v1l6dSqV69eYvPD0qVL8fvvv4vHpJMCpu/zoTbz58/HgAEDEB0djbt372Lq1Kl4+/Yt7OzsMH78eMTGxorp1MzPz08MAFeuXImjR4+Kx7744gtZOrWSTlXQtGlT/Pjjj3j16hWcnZ3xv//9TzNTFaj5/jaLmqe4uDixKvXIkSP4+uuvYWFhgZo1a+LRo0cK5+7D8VQF6iKd62XBggXi6CIiks1hI03HjEM6HcTixYvF2auTkpKwePFig+nURtqPQxo4pd9Wc38nIK3Z0cIi7ZEybtw4xMbGIjU1FbGxsRg3bhwAwMLCIsPmSbWQ9mOSBk7pt9Xa3wmQT1XQr18/hISEIDY2FiEhIejXr59mpipQ8/1tFsFTyZIlsWfPHoSEhODw4cP48ssvAQDh4eHIkyePwrljjBnTu4a/8/B40xGCp/c9znLOuxbLVWIx3feh1vvbLK7kCRMmYMSIEShatChq1KghToh35MgRVX/jzCqeqkBdQkJCxNfplwyQbkvTMeMICwsTa/4yKgsiQlhYmMnzllXS2owGDRrIjkm309eCqM3Lly/FFe+nTp0KW1tb6HQ62Nraik0vycnJePnypZLZfKdLly6Jr6XNdOm3penUJjo6GpGRkQCAVatWyaYqWLVqFYC0FTjU3n9Lzfe3WfR58vX1RZ06dRAaGirrld+oUSO9hUK1jqcqUN6wYcMAAJaWlvj888/1RrSsXLkSKSkpGDZsmLieFzOOgIAAAIC9vb3Bsli3bh3i4+MREBCQYUdmpa1cuVJ8PWjQIAwaNEh2/Pjx42K69A9zNRHui3z58qFMmTJ60xE4OTkhMjISw4YN05stWk2kS33069cP/fr1kx0Xgtjp06ertquEMKN76dKl4ezsrDcdQcmSJXHv3j1MmDBB1X3Q1Hx/m0XNEwAUKFAA3t7esmrhTz/9FJ988omCuWLmSPgmlH5+J4GwKKqWFxbVCqEPhDAMPr327dvL0qlZRiOf1N5HSPD27VsAMLgQLfBfB2shndpVqFDB4H4tPFOEEZodO3Y0eFy4X9Q+klPN97dma5769++P8ePHw9PT851pt2/fjuTk5Axvai3hWiblCUtQ7N27F5UrV8bEiRPFY5MnTxZHsnBfG+OzsrJCUlIStm/fjoIFC8om1Rs/frxY8yfMdq1moaGhOHz4MFavXi3u69Onj+pn5BbY2dkhNjYWmzdvRsWKFTFs2DBxtN28efPEmgE7OzuFc5o1N27cwMGDB8XJmAGgR48euH37toK5yhpnZ2fExsZi27ZtKFu2LA4dOoSwsDC4u7ujadOm4rQRap9DTHp/Fy9eXDZB8Q8//KDo/a0jjX49/v7777Fo0SLUrl0brVu3RrVq1VCwYEHY2tri9evXuHnzJk6fPo1t27ahUKFCWLVqFSpWrGiSvEVFRYlV1DnRYT07AZMxq5H//fdfjBo1Cp/UHQl7p3cHraYWFxmC26dmY9asWe9cvf5DhISEyJbNyMj8+fOzFNy/D6Es2veeCFePokb5HR8iIvQhdq6ZbPSyCAsLw8CBA9+ZbunSpapdkPbo0aOypruM9OvXT9XNdi9fvtRr4jJk5cqVcHFxMUGO3s+lS5dkTXcZGTt2LHx8fEyQo+yLjo5Gjx49AKR10heWzUm/vX79elVP+qnE/Z3V57dmm+1++OEH/PPPP6hXrx5WrFiBmjVrwsvLC25ubihTpgy6du2Kf//9F2vWrMHZs2dNFjgZA09VoC6GAqL8+fNnKR3LWYY+MA01c6k1cAL0OyV/aDqlGAqI6tevn6V0apLVgEitgROQNgu6tbU1gLT1BF1dXeHv7w9XV1cxcLK2tlZ14AQYvm8LFy6cpXTGptngCQDc3NwwduxYXLt2DS9fvsTly5fxxx9/4M6dO3j9+jWCg4PFaQu0jEfbqYuhWW1fvHiRpXQsZxlaENRQM5eaFwY+fPhwjqZTiqFRdCdOnMhSOjURmt1zKp0SkpKSkJycLHYdiIiIwMKFC8V7Q6fTITk5WfV9AQ0trv7kyZMspTM2TQdPUnnz5kXlypVRs2ZNlCxZkvubMKOR9nGaP3++eK3pdDrZyBVpOmYc0j5OS5cuFfs+WFlZYenSpQbTqY20j1P6Zi/ptjSdGklH261cuRIODg6wsLCAg4MDVq5cCScnJ1k6tZL2cRo7dqzsmHRbmk5tDh06hNTUVPTr1w/r16+Hp6cnHBwc4OnpifXr16Nv375ITU3FoUOHlM5qpqR9nDK7v6XpTEWzHcY/VjxVgXrUrFkTnp6eetMRVKtWDRcvXlQoVx+nypUrw93dXW+4cvny5TVTA+ju7o4vvvhCr3kuODhY9bU1gHy0nYuLi950BH5+flixYoVmRtvlz58fPj4+ep+5+fLlw+vXrxXKVdYI8x75+PjA0dFRbzoCoclRzfOfSX322WcG7+8aNWootpao2dQ8MWZq586dM7ifAyfTU+PCodmV0YNMC4ET8N8ous2bNxs8rrXRdoaa4gGoPnAC/usDlNFEnsJ+NfcFlFLjIuxc86QxXMukvMmTJ4tNcr///rus+lg6MmTy5Mkmz9vHRrpw6LFjx7BixQqkpqbCwsJC8YVDs6pPnz5ik9zOnTvFYeSAfH6b9BMdqs28efPQr18/vH79Gg8fPsTMmTMRFRWFPHnyYPTo0eKM1/PmzVM4p5nr0aOH2CSXWXkIo9nUqGnTpggKCsLWrVvh4+ODKVOmiAsDT5gwAdu2bYOFhQWaNm2qdFYzJV2E/cKFC1i4cCESEhJgY2Oj+CLsXPOkATzaTl3Kly8vvpYGTum3pemYcUiXX1q2bJk4kig1NRXLli0zmE5tmjRpIr6WPqjTb0vTqZGLiwty5Ur7Pj5ixAhEREQgISEBERERGDFiBAAgV65cqh9tJ0xyC2ReHtJ0amNlZYWWLVsiMjISffr0kS0M3KdPH0RGRqJly5aqn/9Murj6zJkzER8fDyJCfHw8Zs6caTCdqXDwxBhjLEcIw+Pf9zjLOYZGOmbnuFqodbFpswievL29UbVqVb0fHx8ffPbZZ+jWrRt+//13pbP53niqAnV58OCB+Dqz0VHSdMw4nj59Kr6WNtOl35amU5v79++Lr9u0aSM7Jt2WplOjyMhIxMXFAQBmz54tG203e/ZsAEBcXJzYfKdW0r9zy5YtZcek22ouD+nCwGvWrEG3bt3QtGlTdOvWDWvWrAGgjYWBIyIixNpkYZ07gbCdmpqqyCz8ZtHnqWnTpli+fDkqVqyITz/9FESEixcv4vr16+jevTtu3ryJxo0bY9euXRmuR6YVPNpOeSNHjgSQNjWBodFRq1atAhFh5MiR3JRqZMJM71ZWVmjcuDEaN24sO75mzRokJydj6NCh2LFjhxJZfKfRo0eLrzt37ozOnTvLju/Zs0dMp+bracyYMQDSJoctVqyY3mi7QoUK4enTpxgzZgyWL1+uRBazRFoe3bt3R/fu3WXHDxw4IKZTa3lIFwbOmzcvWrVqJTuulYWBhfvb0dERderUQZ06dWTHV69ejdjYWAwdOlRvIWpjM4uapxcvXmD48OE4deoU5s6di3nz5uHkyZMYMWIEYmNjceTIEfzvf/9TpFMZM1/NmjUzuF/tM0GbE+Fb6ddff23wuPBlSbo8hVplNKFv+pXk1SoqKgrAuxcGFtKpnZbLw1wWBk5ISADw37WTnnAeQjpTMovgaceOHQb/uB07dhS/bfr5+eHOnTumzhozY7/88ovB/UePHjVxTj5eQn+HXbt2GTy+d+9eWTo1O3LkiMH9x44dM3FO3o+wDti7pirIifU+TUHL5SEs+Ltt2zaDx7WyMLCNjQ0A6M3vJBDOQ0hnSmbRbGdra4szZ86gZMmSsv1nzpyBra0tgLRvnkr8gXMaN9Epb/bs2Rg5ciSICFeuXMGCBQvE1eMDAgIgrLUt9PNgxjN//nz4+/sjKSkJf/31F+bMmSOWxYgRI5CcnCymU6uZM2eKTUXnzp3DvHnzxOkWpLNxS0cXqdGMGTPQq1cvhISEIDQ0FEuWLEFERARcXV0xaNAgsd/ZjBkzFM5p5qTl8dtvv8maGAcMGCBLp1ZTpkxBjx49cPfuXcTExCB37tzisZiYGNy7d09Mp2bz58/HgAEDEB0djcePH2PlypXiNdWvXz/ExsaK6UzNLIKnwYMHo3///rh06RKqV68OnU6HP//8E2vWrMG4ceMApK0LpebhypkJDg7OUtCk1vZ3c1OsWDHxtXTZj9jYWNm2NB0zjkKFComvpfNqxcbGyral6dSmRIkS4us5c+aIr1NTU2Xb0nRq5OTkBHt7e8TFxWHw4MHi/levXonb9vb24jItaiX9O6fvmyXdVnN5ODo6wsnJCZGRkejevTtKliyJDh06YPv27WLg5OTkpPqFgV1dXWFhYYHU1FTZF4lXr16J2xYWFgYXAzc2swie/ve//6FYsWJYsmQJgoKCAABlypTB6tWr8e233wJIG3kj/dbA2IfIlSuXWKuR0XFmGlwW6uHo6CiOuMvoODONtWvXolevXoiMjMS9e/dkX+ycnJywdu1aBXOXda6urpkuI6NE4ASYSZ8nIK2T4tmzZ/Hq1Su8evUKZ8+eFQMnIG1JAKEJT2uGDBmSo+nYh3n58qX4sBZqNgXCdnJysmaW1dAyaVlMmjRJ7NtkYWGBSZMmAVB/WUinUUi/aK50W83TLQBptX3CQ27JkiVwdXWFjY0NXF1dsWTJEgBpS9AITS1qJe0bK10xIP22FvrQrl271uDCwFoJnKTX1Ny5c2FrawudTgdbW1vMnTsXgHLXlFl9JUtMTER4eLjeyBovLy+FcpQznj17Jr7ObKoCaTpmPNLV46tWrapXJkJ1+bBhw/SGa7OcJS2LChUq6E1HoIWykE63ULt2bdSuXVt2fNGiRaqfbgEApk2bBiBt3r0CBQroNXlVrlwZ165dw7Rp02S1IGojXcqnYcOGaNiwoey4sIrA+PHjNdFVwtDCwFohvaaKFCmiNx2BkteUWdQ8/fPPP6hbty7s7OxQpEgRFCtWDMWKFUPRokW53wnLcdLV4w0RRn5qZfV4LTOHsjCX6RaEiQoz6p/Zrl07WTq1q1evnsH96YNbZjxqvqbMInjq3r07LCwscODAAVy6dAmXL1/G5cuXceXKFVy+fFnp7DEzY26rx2uZOZSFuUy3IPQ9yag25qeffpKlU7uTJ08a3H/mzBkT5+TjpeZryiya7a5evYpLly7hk08+UTorRlGwYEGxSS6zUXcFCxY0VZY+atLV458+fYpNmzbh+fPnKFCgADp37qyZ1ePNgbQsHj16hAULFoirxwcEBGiiLKTTLVy5cgUzZsxASkoKLC0tMWbMGE1MtwCk9ffr1q0brly5gqioKJw4cQJhYWFwd3dH/fr1ce3aNTGdmk2dOlVsujt37hwWLlyIpKQkWFlZwd/fX5ZOC5KSknDo0CGxLJo2bar6BYEF0msqNDQUU6ZMQVRUFPLkyYMJEyYoek2ZRfBUrlw5vHjxQulsGM2iRYuyNFXBokWLTJAbJqwen5ycLPswDQkJwYULFwBoY/V4cyAti+HDh4v7Y2NjxW21l4V0GgXpAzklJUW2rebpFgDAwcEB7u7uCAsLQ8+ePWXHhP5m7u7ucHBwUCJ7WVamTBnxtXSqiKSkJNm2NJ1aBQYG4sCBA7Im36CgILRs2RJdu3ZVMGdZI72mpNNfREREiNtKXVPqrgfOopkzZ2LUqFE4fvw4Xr58iaioKNkPYzmtSJEiH3Sc5Zx3fXCq/WFtTmrUqPFBx9VCp9N90HE1CAwMxL59++Do6Ij+/ftj9erV6N+/PxwdHbFv3z4EBgYqncUsedfixUotbmwWwVPjxo1x7tw5NGrUCG5ubsiXLx/y5cuHvHnzIl++fEpn74MJC9HmVDr2Yd6+fYv79+9Dp9Nh0aJFstXjFy1aBJ1Oh/v376u6k7K5kK4eP2/ePFlZCE11al89PjQ0VHw9fvx42XQL0pFf0nRqlJSUhAMHDohzCJUpUwbOzs4oU6YM1q5dCycnJxw4cABJSUlKZzVTYWFh4ioBGU0dQUSZzj2kNGlZrFy5Eo0bN0a+fPnQuHFjrFy5UjNlERkZKc4btmTJEtk1JUx/ERcXJ34GmJJZNNv9/vvvSmfBqB48eCC+zmyqAmk6ZjxC82i9evVQsGBBvSHwderUwalTp7Bo0SLZCu0s50lXj/fy8tIrCy2sHh8QEAAgbX0ub29vvekIrK2tkZiYiICAAHEtLzU6dOgQUlNT4efnBycnJ70+QR07dsTKlStx6NAhtGrVSqFcvptQHvb29ganjli2bBni4+MREBCQ4ZprSpOWRfpJYnPlyqWZshgzZgwAwNPTEwUKFNC7pgoVKoSnT59izJgxelNjGJtZ1DzVr18/0x/GctLz588BIMMPHWG/kI4ZjzmsHp+SkgIAaN++vcHjwhQGQjq1EmpifHx8DB4X9qu5xgaAWBsjXDvpCeWk5lobcykLodvNu6YiUaJ7jmZrnq5fv44KFSrAwsIC169fzzRtpUqVTJQr4xs9ejTu378vbqt5fSVzVaBAAYSEhGD//v3o3r07JkyYII7wmjJlCvbv3y+mY8bl7OyM2NhYbNu2DaVKlcKiRYvEkY9DhgzRxOrxlpaWSElJwc6dO/HZZ59h6NChSEhIgI2NDebPny9OYWBpaalwTjPn7u4OALh06RIaNmyIW7du4c2bN8ibNy/Kli2LS5cuydKplZWVFZKSkrB9+3bUrl0bI0aMQGxsLBwcHDBnzhzs3LlTTKdW5lIWefLkQUREBDZv3oxSpUphzJgx4mi7GTNmiDV/efLkMXnedCQ07mqMhYUFnj9/Djc3N1hYWECn08HQqeh0OpN/Y4uKihJnNs6JQh05cmSWmuSKFSuG2bNnf/Dvy8i///6LUaNG4ZO6I2Hv5Gm03/O+4iJDcPvUbMyaNQvFixc32u95+/YtunTp8s50QUFBRptfSCiL9r0nwtWjqFF+x4eICH2InWsmG70soqOj0aNHj3emW79+vWrXVQsNDZWNJMrI4sWL4eHhYYIcvZ+kpCR06tQJtra2cHBwkE1c6OrqitjYWMTHx2Pz5s2qDjzCwsL0lmUxZOnSpaoNPsylLCIjI9GrV693phP61OWErD6/Ndts9+DBA3FirAcPHuDff//FgwcP9H7+/fdfhXP64bIaEBkzcGL/sbOzk01YmDt3bvTu3Ru5c+cW91lYWKh6YkZz4ejoqFcWvXr10isLtQZOAAwGRFWrVs1SOjWxsrJC1apVERcXh9evX6NNmzZYtGgR2rRpg9evXyMuLg5Vq1ZV9cMaMFwbU7du3SylUwtzKYv0AZGlpSXatm2rVwubU4FTdmi22U46FPzRo0eoXbu2Xse45ORknDlzRvPDxrPa6Xj06NGYOXOmkXPDoqOjZfOmxMTEYM2aNbI0qampiI6OVvVD2xy8fftWryzSL3qampqKt2/fqjaYNbS0hKGVESIiIlQ9O3dKSgoeP34Md3d3hIeHY8+ePdizZw+AtBYAd3d3PH78WJwAVK1ev36tt+/UqVMG06l1NLe5lEX6UXQpKSnYvXu3wXSmDqA0W/Mk1bBhQ4MdQiMjI/UWddQiaR+n9Gv1Sbel6ZjxSEd4BQUFoXr16vD09ET16tURFBSEkiVLytIx4xFGPtavX9/g6vFCjYGaJ5AVFgZ2dHTE4sWLxYeZpaUlFi9eLM5TJaRTq1u3biE8PBz+/v7YsmULunXrhqZNm6Jbt27YsmULhgwZgvDwcNy6dUvprGZqxIgRAAA3NzcsXbpUrJ2xsrLC0qVLkT9/flk6NTKXspCOtlu7di1cXV1hY2MDV1dXrF27Vpw4VkhnSpqteZIiIoOTlr18+dLsJsgz1DSXldnHWc6RjvCys7PTqxns0KEDpk6dquoRXuZCOvLR0OrxrVq1wqlTp1Q98jEhIQFA2sghDw8PvekIOnTogHXr1onp1OrNmzcA0h50VlZWeqNRvby8ZOnUKjY2FgDQuXNnuLu7601H8O2332LRokViOjUyl7KQjrZzcnLSm47Az88Pc+bMUWS0naZrnr7++mt8/fXX0Ol06N69u7j99ddf46uvvkKTJk14BWyW44SRW9u2bTN4XAsjvMyFMKJRGOGYnhZGPtrY2ABAhnMGCdeTkE6t8ubNCyBtmSJDHj9+LEunVsIX7k2bNhk8vmXLFlk6NTKXshA6bL9r4W8lRttpuuZJaOMkIjg6Osr6NFhbW6NmzZro06ePUtnLMSVKlBCb5DKrZeJpC0xjypQp6NGjB+7evYsjR45g1apV4rG+ffvi3r17YjpmXEOGDEGXLl1w8uRJ5M+fX1xlHQDatWuH06dPi+nUav78+RgwYACio6OxfPly/Pbbb+KxRo0aiTUcap3kU1C2bFm4ublh165dGDhwIGbMmCH20xozZgx2794NNzc3lC1bVumsZmrOnDno06cPwsPDsXLlShw9elQ89sUXX4jrqErXuVMbaVmULVsWQUFB4rEuXbrg1q1bmiiLGTNmoFevXggJCcGvv/6KFStWiMf69++Pp0+fiulMTdPB0/r16wEARYsWxYgRI3Lkm8D06dOxa9cu3L59G3Z2dqhduzZmzpyp6CKQM2fOzFLTHHcWNw1HR0dxKKs0cAIgbjs5OXFncROws7MTv1xIAycA4naJEiVU21kcSBs6bmFhgdTUVFngBEDctrCwUHVncSCtj1bXrl0xZ84c2fQRr169ErdHjBih6g7KAJAvXz5xVndp4ARA3La2tlZtZ3FAXhYXL16UHRMCKS2UhZOTE+zt7REXFycLnACI2/b29oqMttN0s51g4sSJOVaFeuLECQwcOBDnzp3D0aNHkZycjC+//FLV7dvM9N61lpISay19rN41UEILAymkIwbf57haSGs43ue4WiQmJn7QcTV4V82YmmvOpIS17d73uLGYRfAEpK359s0336BmzZqoWrWq7Cc7Dh06hO7du6N8+fKoXLky1q9fj8ePH4szsiohqx3CueO4aUiHLQ8ZMkQ2wkvaPGRoeDPLWcJszwDQp08f2chHaZO9NJ3aCDXoANCmTRvY2tpCp9PB1tYWbdq0MZhOjWJjY8XlPjZs2IBJkyYhICAAkyZNwoYNGwCkTUCp9i+iQl4B4JtvvoGTkxNy5coFJycnfPPNNwbTqY20D+CQIUNkZSH9jMqor6BanD9/Xnw9bNgw2Wg76aLN0nSmoulmO8GiRYswfvx4dOvWDXv37kWPHj1w//59XLhwIUszxWZGqEHIrPNvQkKCbCSMMXv+Z7YwMDONhQsXiq/r1auHevXqyY4Lw+IXLlxocHI9lnOkI9OaNGmCJk2ayI6vXr1aTJfR2nFKO3jwoPi6c+fO6Ny5s+y4MD/PwYMHszSbulKmTZsGAPD29kbu3LlRoUIF2fHKlSvj2rVrmDZtmt4Cr2py4MAB8fU333wjC5gAiAs3HzhwAN27dzdl1rJMukB2+s8n4L/PqI0bN6p6YWDp6HJDizTPmzdPTGfo2WhMZlHztGzZMqxatQpLliyBtbU1Ro0ahaNHj2LIkCEf1HxCRBg2bBjq1Kmj90EgNX36dDg5OYk/np7qW7qE5bz0c24JuPxNL6M+D9KZxtUu/SS/AkPTsKiRMNlnRl/m2rVrJ0undhnNvi2d0V7tXFxcDO5X+yi79DLqc6zkICntXAWZePz4sRiR2tnZITo6GkDaqIKMhv9mxaBBg3D9+vV3vsfYsWMRGRkp/mQ0PJSZl4zWG+TyN72MviTFxMSYOCfvLzk52eB+rSw/KnRoz6gGQOjAr/aO74KkpCSD+7XS/wxIm+vQELXP75TenTt3DO5Xsj+jWTTbFShQAC9fvkSRIkVQpEgRnDt3DpUrV8aDBw/e+4Nn8ODB2LdvH06ePInChQtnmtbGxsZkc7BwE53y/P39xaa78+fPIzw8HGFhYXB3d4ebm5ssHTOuDh06iE13v/76Kx48eIDQ0FB4eHjIagY7dOigVBbfqUWLFmLT3f79+1GsWDG8efMGefPmlQXoLVq0UCqLWTJu3Dh069YNV65cQVRUFE6cOCHeF/Xr18e1a9fEdGrWsmVLselu7969CA8PF68p6f3dsmVLpbL4Tt26dROb7k6cOIGoqCixLKRzInXr1k2pLGbJyJEjxaa7P//8E9euXRPLonLlyrJ0pqYjrXytyUTv3r3h6emJiRMnYsWKFRg2bBg+++wzXLx4EV9//bXeWleZISIMHjwYu3fvxvHjx1GqVKls5yerqzJnR1aCJmO3+f77778YNWoUPqk7EvZO6muaiosMwe1TszFr1iwUL17cqL9L6fIQyqJ974lw9ShqtN/zviJCH2LnmskfRVnkBHM4BwAYOHCg2GncEHd3dyxdutSEOXo/5lAe5nAOgOnPI6vPb7Notlu1ahXGjx8PIG3irA0bNqBs2bKYPHmy3nTu7zJw4EBs2rQJW7ZsgaOjI54/f47nz5/j7du3xsg606jWrVt/0HGWc6pVq/ZBx9XgXeukqXkdNakaNWp80HG1MIdrylw+o9RaFmYRPFlYWMg6W37zzTdYtGgRhgwZku3OicuXL0dkZCQaNGgADw8P8Sf9elOmlNEyAe+bjn2YpKQkHDhwAE5OTnqjOQcOHAgnJyccOHAgwz4TLOckJCTg4sWLyJUrl9ghWdCuXTvkypULFy9eVPW6cCkpKQgMDES1atXQvHlz2bHmzZujWrVqCAwMREpKikI5zBrpfbF27VqUKVMGzs7OKFOmDNauXauZ+0J6TTVr1kx2rFmzZpq4pqRl0alTJ9kxYZ04rZVFQECA7FhAQICiZWEWfZ4Mef78OaZOnYo1a9Zkq9ZIja2YwlBlIPOpCvbs2aM3zJnlvEOHDiE1NRV+fn5o2LAhGjZsKDuenJyMlStX4tChQ6oeBmwOAgMDAaQtAOzn5wc/Pz/Z8eTkZOzduxeBgYGqXarp1q1bCA8PR0BAAEqXLo2ePXvKjt+5cwfjx4/HrVu3Mh31qzTpfeHk5KQ3HUHHjh01cV9Ir6lOnTqhV69esuPW1taqv6akZdG4cWO0bdtWdjx37tyaK4s6deqgTp06suMPHjxQrCw0XfP05s0bdOrUCa6urihYsCAWLVqE1NRUTJgwAcWLF8e5c+ewbt06pbOZYzJaYsLa2trEOfm4CX06fHx8DB4X9mfW94PljNDQUADA559/bvB4o0aNZOnUSBj5lNEUF15eXrJ0amUu94U5XFNcFsan6eBp3LhxOHnyJLp16wZnZ2cMHToULVu2xOnTp/HLL7/gwoULet9EtSyjGjQtLBVgTtzd3QEgw1nnhf1COmY8Hh4eAIBjx44ZPC6sDSekUyNhzp2Mprh4/PixLJ1amct9YQ7XFJeF8Wk6eDp48CDWr1+POXPmYN++fSAilC5dGseOHUP9+vWVzl6OkS7RMHfuXPj6+oo/c+fONZiOGU/Tpk1hYWGBrVu34vXr1xg6dCi6deuGoUOH4vXr19i2bRssLCzQtGlTpbNq9rp27QogbYj/27dvcePGDZw+fRo3btzA27dvxSkAhHRqVLZsWbi5uWHXrl2Ijo7G+PHj0bdvX4wfPx7R0dHYvXs33NzcULZsWaWzminpfZGQkCAri4SEBM3cF9JrKioqCjNnzsTQoUMxc+ZMREVFaeKakpZFYmKirCwSExM1WRaxsbHYv38/1qxZI24rWRaa7vP07NkzlCtXDgBQvHhx2Nraonfv3grnKud17txZ7Pd09uxZ2THpNvd3Mg0rKyu0bNkS+/btk7Wzx8bGitutW7fOcIZilnNsbGxQrVo1XLx4EV26dDGYplq1aiabh+19WFpaomvXrpgzZ45s+ZVXr16J2yNGjIClpaVSWcwS6X3RuXNnWf9RnU4HItLEfSG9pqT9z0JCQnDhwgUA6r+mpGXRqVMnsyiL9HNSCfNYKVUWmq55Sk1NlRW+paUlHBwcFMwR+1icOHHig46znNOgQYMPOq4GQUFBH3RcLUqXLg1Af+CNsC0cV7vXr19/0HE1MJeyKFiw4AcdNxZN1zwREbp37y5GnfHx8ejfv79eALVr1y4lspdjfv/9d/H1p59+ij///NPg9u+//6438ovlvOjoaHE5kDVr1uDUqVPi7L1169ZF7969ERkZiejoaDg6OiqcW/MmHeYfEBCAoKAgcQbiLl26YMGCBQgMDET16tVVW3MTGxsrdtzdsGEDHj58KM4wXrRoUXTv3h1hYWGIjY1V9ZdDaVkMGzYMhw8fFu+LJk2aYN68eaovCyCtb+n9+/eh0+mwZs0a7NixQ7ymvvnmG/Tu3Rv379/H27dvMxzEozRpWQwdOhRHjhwRy+LLL7/E/PnzNVEW0ikXFi9ejM2bN4tl0alTJwwePBgHDhyAn5+fyWvRNB08pa/GM9dmK+mMvKNGjdI7LkxVsHTpUg6eTGDChAkA0r655c2bV2+ob8mSJXHv3j1MmDAB8+fPVyKLHw3pMH9bW1u94cpt27ZV/TD/adOmAQC8vb2RO3duvXxWrlwZ165dw7Rp0/SG/6uJtCysra317gstlAUALFq0CABQr149ODk56V1TderUwalTp7Bo0SKMHj1aiSy+k7QsbGxsNFsW0ikX7O3t9cpCyekvNB08rV+/XuksmFRGQ5k9PDxUPWzW3Lx69QpA2o1rSIcOHTB16lQxHTMecxjmL0zkm9EyFO3atcO1a9eyPeGvqZlDWQBpcwQCyPBh3KpVK5w6dUpMp0bmUhZqnnJB08HTxyYkJATXrl3DDz/8IO77/vvvOXAyMWdnZ8TGxmLbtm0oW7YsDh06JFaJN23aVJyN3tnZWeGcmj/pMP8iRYogMDBQrNbv2rWrJob5u7q64tWrVwgODkZAQACmTZuGiIgIuLq6Yty4cfjpp5/EdGomLYtixYrp3RdaKAsgbaH5kJAQ7N+/H71798aiRYvw/PlzFChQAEOGDMH+/fvFdGolLQtDfZu0UhbSKRfq16+vd00pOeWCWSwMrDY5vTDw77//nqXFNAcOHGjUZjteGDhNdHS0OApKGLkikG6vX7/eaH2eeGHgNCkpKRg8eDASEhLEfmhSTk5OsLGxweLFi1XbtyM2NjZLq9tv3LhR9X2eBg8eDJ1Oh4iICKSmporHLCws4OrqCiJSdVkAaX2eMhq5KRUUFKTqPk+DBw+Gl5cXRo0aBQuL/8aGpaamYtasWXj8+LHqyyIpKQmdOnVCrly5kJycrHdNCfs3b96cY32ePqqFgc1dVgMi7u9kGo6OjuKs7kQEV1dX+Pv7iw8HIG3Wd+4sbnyWlpZwdHREZGQkdDod6tWrhzlz5qBevXrQ6XSIjIyEo6Ojqh8QDg4Osodb7ty50bt3b+TOnVvcZ2FhoerACUgrCy8vL4SFhcHCwgJt2rTB4sWL0aZNG1hYWCAsLAxeXl6qLgsgbSUH6aoN0vtbYG1trdrACfhv+otLly5h1qxZuHPnDt6+fYs7d+5g1qxZuHTpErp27ar6srCyskKxYsWQmJgIIkLdunUxZ84c1K1bF0SExMREFCtWTJEpF7jZTgOuXbuW5XSVK1c2cm5YUlISkpOTxe2IiAgsXLhQliY5ORlJSUmqn0dF6xISEnD//n1YWloib968OHnyJE6ePAkAcHFxwZs3b3D//n0kJCSodl6e2NhY2TfqmJgYrFmzRpYmNTVV9aPtkpKScPnyZdjb28Pe3h579uwR56fLnz8/4uLicPnyZdXfF2/fvpWt2mDo/k5MTFT1aDsAqFmzJoYPH47AwECMHz9e3O/m5obhw4ejZs2aCuYua5KSkvDgwQNYW1sjKSkJp06dwqlTpwCk1fJbW1vjwYMHilxTXPOkAdI+TgMHDpQdk25L0zHjEUaA9O/fH+vXr4enpyccHBzg6emJ9evXo1+/fkhNTcWhQ4eUzqrZExYObd26NZYtW4ZJkyYhICAAkyZNwrJly9CyZUtZOjWSjrbbuHEjypQpA2dnZ5QpUwYbN24UvxAJ6dRKuC+6du2KpUuXyspi6dKl6NKliybuC2G0Xf369REUFITq1avD09MT1atXR1BQEOrWrStLp2Y1a9bE4sWLZWWxePFiTQROwH/XVM+ePbFlyxZ069YNTZs2Rbdu3bBlyxb06NFDsWuKa540pGrVqmjYsKFe89ypU6dw/fp1hXL18ZGOAHF0dNSbjkAri26aA+nCoZaWlnrDrhs1aoS9e/eqelCFdLSdg4OD3nQEWhltJ70vDJWFVu4L6Wg7Ozs7vekItDDaTspQWWiF9JqysrLSGwGp5DXFNU8acvnyZYP7OXAyLXNZdNMcqHnh0KwS+tIEBwcbPK6V0Xbmcl8Io+iEUXXpaWG0nblQ8zXFwZMGfP/99+Lrffv2yRYG3rdvn8F0zHjMZdFNcyBdODQ+Pl5WFvHx8ZpYxHXcuHEAgCtXriAyMlK2+GlkZKTY51FIp1bmcl8MGTIEAHDy5Em8efNGtjDwmzdvcPr0aVk6Zjxqvqa42U4DpJ3A0/fdkG5zZ3HTMJdFN82BdOHQjFYYUPsirg4ODnB3d0dYWBh69eolOyYsfuru7q7qzuKA+dwXdnZ2KFGiBO7fvy9baF66MHCJEiVU3VncXKj5muKaJ8beg7ksumkOzGFh4Bo1anzQcbXg+4LlNLVeUxw8acCtW7fE1z179pQdk25L0zHjkS66uXnzZtkIkM2bN6NatWoIDAxESkqK0lk1e9KyCAoKQpMmTVCpUiU0adIEQUFBmigL6eKn69atk422W7duHZycnHDgwAEkJSUpndVMmct9IV0YePXq1bLRdqtXr4ZOpxMXBmbGpeZripvtNEDal6l58+Zo3ry57Pi6devEdBl1OmU5x1wW3TQH0rKws7PT5MLA0sVP8+TJozfaTsnFT7PDXO4L6cLA+fLl0xttp4WFgc2Fmq8prnnSkM8++8zgfq1U6ZsLc1l00xyYQ1moefHT7DCHsgCytjCwNB0zHjVfUxw8acgff/xhcP/58+dNnJOPm3TRTUO0suimOTCHslDzcOzsMIeyAHiqAjVR8zXFwZMGSGcOHzNmjGyqgjFjxhhMx4ynbNmycHNzw65du/D27VusXr0aU6ZMwerVq/H27Vvs3r0bbm5uKFu2rNJZNXvSsnj9+jUGDBiATp06YcCAAXj9+rUmykI6HPvNmzcYOnQounXrhqFDh+LNmzeaGeIvLYuEhATZlAsJCQmaKAvA/KYqSElJkQ3xV3ufMynpNfXy5Uv06tULHTt2RK9evfDy5UtFrynu86QB0gvj3r17smPSbbV/KJkLYdHNOXPmyFZfv379Og4fPgwAGDFihOoX3TQH0rK4ePGiuD8iIkLs/6T2spAOx5YOjY+NjRW3tTDEX1oWnTp1kh0TplxQe1kA5jVVwblz5xAYGIjw8HBxn5ubG7p27aqJJVoyur8jIyPRr18/AMpdU1zzxNh7OH78+AcdZzln2bJlH3RcDU6cOPFBx9Xi7t27ANLm4JEStoXjzPjOnTuHuXPnwsvLC9OmTUNQUBCmTZsGLy8vzJ07F+fOnVM6i1nyrjUElVpjkGueNGD27Nnia29vb1y5csXg9uzZszFy5EiT5+9jk5CQgIsXLyJXrlzYsGED7t27hzdv3iBv3rwoWbIkunfvjosXLyIhIUHVkzOag8jISMTFxQEA1qxZgydPnohlUbhwYfTu3RtxcXGIjIyEk5OTwrk1LDo6GpGRkQCA1atX4/Tp0wgLC4O7uzvq1KmDPn36IDIyEtHR0XB0dFQ4txmTTrmwfPly3L17VyyL0qVLY8CAAThw4AD8/PxUXYsmnapg1apVWLVqFZ4/f44CBQqgb9++6Nu3rzhVgVprn4Qh/j4+Phg1ahQsLNLqSUqXLo1Ro0Zh1qxZCAwMRPXq1VVdE/j69WskJiYCAFatWoVnz56J11TBggXRt29fJCYm4vXr18iXL59J88bBkwZIO4SPHz9e77ivr69eOmY8wqzurVq1gq2trd4Q2RYtWmDv3r0IDAzUGzrPcpbQ58/T0xN58+bV6zhaqFAhPH36FGPGjMHy5csVyOG7TZgwAUDagy1fvnx6o7xKliyJe/fuYcKECXqLUKuJdMoFa2trvftCK1MumMNUBdIh/kLgJLCwsNDMtBEjRowAkNbU6OzsDGdnZ9nx/Pnz48WLFxgxYgTWrl1r0rxxsx1j2RQaGgoA+Pzzzw0eb9SokSwdM56oqCgA0OtjI/Dz85OlU6NXr14BSAsuDOnQoYMsnVqZy5QL5jBVgZqH+GdHbGwsAGS49NK3334rS2dKHDxpzM6dO2Wj7Xbu3Kl0lj46Hh4eAIBjx44ZPP7bb7/J0jHjyZMnDwBg8+bNBo9v3bpVlk6NhG/T27ZtQ1JSkmyUWlJSErZv3y5Lp1bmMuWCdKoCQyPVtDBVgXSIv6Fz0Mq0EcJ6jps2bTJ4Hlu2bJGlMyVuttOAGjVqiE1ywgepQLrNk2WaRteuXXH48GHs378f7du3h7W1tXgsMTERBw8eFNMx45oxYwZ69eqFkJAQREVFyYKkqKgoPH36VEynVlOmTEGPHj1w9+5dsaZMIIxSE9KpWdOmTREUFIStW7eiQYMGyJXrv8dLcnKyZqZcGDJkCLp06YITJ07gxo0bePnypXjMxcVF3FbzVAXCEP+1a9ciKioKERER4jFXV1fkyZNHE9NGzJkzB3369EF4eDj69u0r9g0EACcnJ3F7zpw5Js8b1zxpQFY7gXNncdOwsbFBtWrVkJycjK5duyIoKAjPnj1DUFAQunbtiuTkZFSrVo07i5uAk5MT7O3tAaSt8+jv749z587B399fXPfR3t5etZ3FAcDR0VEWgOfPnx/+/v7Inz+/uM/a2lrVncWB/6ZcEIaRHz16FK9evcLRo0fRr18/REZGomXLlqruLA6kTVUg1I69fPkSVapUwZQpU1ClShUxcHJ3d1dtZ3EgbYh/zZo1cf/+fSQmJqJ///5YtWoV+vfvj8TERNy/fx81a9ZUdWdxAMiXL58YhEdGRiJv3rzo378/8ubNKwZOuXLlMnlncYBrnjQhq01zO3fuRPv27Y2cGwakdVSeMWMGLl68iL1792Lv3r3isWrVqskmL2XGFRgYiK5duyIuLg5Pnz6VfQu1t7cXO/irVVJSEpKTk6HT6UBEePHiBRYuXCge1+l0SE5ORlJSkuoDD6G29cCBA1i5cqW438LCAq1bt9ZEbWxKSgqICPb29oiLi8PVq1dx9epV8bi9vT2ICCkpKaoNPlJSUnDu3DmUKFECUVFRWLFihXjMzc0NJUqUwLlz59CpUyfVngOQdh7Ozs6IiIgAEeHNmzeyc9HpdHB2dlakLDh40oD0TXPSUXXpm/Q4eDKdMWPGICEhAYGBgQgNDYWHhwe6du3KNU4KCAwMRGRkJMaMGSM2382YMUPVNU4CYZRa//79UaNGDUyYMAGvXr2Cs7MzpkyZgnPnzmlilJqga9eu8PPzw6FDh8QpF5o2bar6wE8gjFSbNm0aPD09sWjRInGqgiFDhuDx48eqH6kmHW1XokQJ3Lp1SxziX7ZsWdy7d0/15wDIy8LV1RUjRoxAbGwsHBwcMGfOHISHhyt2Hhw8aYiTk5PBprnu3bsjJiZGgRwxGxsbno5AJYT5hbRGOkrN0dFRbzoCrYxSk7KystJEoGeIdKSanZ2d3nQEWhipJj0HS0tLvcBCC+cA6JdF+ukIbG1tZelMifs8aYi0s5wUB06MaZe5jFIzF2pejDarzOEcAHWfBwdPGiDM8wKk9Wvy8/ODr68v/Pz8ZP2hpOkYY9ogXRg4MTFRNhw7MTFRM6PUpMxlMdrk5GTZeSQnJ2tigWPpOaSmpsqOpaamauIcAHUvws7NdhrQvn17sd+TtP+TdA4YIR1jTFukCwN36tQJRCQeEzqRa2FhYIE5LUbbtWtXcXkQIG3UY2JiouoXOBbOYe7cuZg1axbatm0LLy8vPH78GLt378alS5cwfPhwVZ8DoO5F2Dl40gjhQzSz44wxbSpdujQA6N3jwrZwXO2ExWh9fHwQEBAAT09PhISEYNeuXZg7dy6GDx+uiQDKHNSsWRPDhw9HYGCgbFkvNzc3TZVDVhZhV+JcOHjSgLCwMPFD9KuvvpINixe2iUgc2cIY0w5hEddq1aph6NChOHLkiHgvf/nll5g/f74mFnE1l8VopeUxfPhw3LlzRxypVqZMGcydO1cT5wGkBVDVq1fXG22n9nwL1LwIO/d50oCAgAAAafOLdOnSBcHBweJPly5dxBEHQjrGmHYIw7G//vpr2NjYoFWrVujduzdatWoFGxsbtG3bFuHh4bh165bSWc2U9DwyWoxWa+dhZWWFChUqoE6dOqhQoQKsrKw0cx4CYbSdcA5aCZwAw4uwC+dha2uLFi1ayNKZEgdPGpCUlAQg4w7hQl8nIR1jTDvMZRFXPg+W09S8CDsHTxogdBRNv66dQBhxp5UOpYyx/6h5OHZ28HmwnKbmRdg5eNKABQsWAADi4uJkI1gAIDw8HPHx8bJ0jDHtMMdh5eZyHgkJCdi/fz/WrFmD/fv3IyEhQTPnYQ6E5Xz279+P+Ph42bQR8fHxii7Czh3GNcDd3V0cbffdd9/B1tYW7du3x86dO8XASafTcWdxxjTI3IaVm8t5zJkzB506dZId27hxIwDlhsd/bIRF2C9evIjOnTsbTKPUIuwcPGmEsOgvESE+Ph5BQUHiMZ1Ol+XFgxlj6mMuw8rN5Tzu3r0LQH+KGGH77t27mjkXrWvQoAEuXryY6XElcPCkITt37kRYWBgCAgLEFdYXLFjANU6MmQGtDysXaP08kpKScODAAXGtxLt374rnUbp0aQwYMAAHDhyAn58f9zM1Mum0Ef7+/ti0aZO4CHvnzp2xcOFCxaaN4OBJY9zd3bF161als8EYMwJDi7hqkZbP49ChQ0hNTYWfnx+sra31zqNjx45YuXIlDh06pNnFj7VCmDYiICAAdnZ2eouwt23bFuPHj8etW7dMfr1xh3HGGGPs/4WFhQEAfHx8DB4X9gvpmPGoedoIDp4YY4yx/yd0g7h06ZLB48J+7i5hfGqeNoKDJ43R8mrljDGmdk2bNoWFhQW2bt2K5ORk2bHk5GRs27YNFhYWaNq0qUI5/HioefoL7vOkIVpfrZwxxtTOysoKLVu2xL59+9CvXz907NgRPj4+uHTpErZt24bIyEi0bt2aO4ubgJqnv+DgSSN4tXLGGDMNYdLFAwcOYOXKleJ+CwsLtG7dWpFJGT9Wap3+goMnDTCX1coZY0wrunbtCj8/Pxw6dAhhYWFwd3dH06ZNucZJAWqc/oKDJw2QDtfMaLVypYZrMsaYubKysuLpCFRCbdNfcIdxDVDzcE3GGGPsY8M1TxogHa45btw4veNTp06VpWOmc/jwYaxevVrc7tOnD5o0aaJgjj5ec+fOxdmzZ8XtWrVqYfjw4QrmKPt69uyJqKgocTtPnjxYt26dgjl6P+ayEsKwYcPE4fBA2hfVefPmKZij7Nu2bRuCg4PFbV9fX3Ts2FHBHL2fLVu2YNeuXeL2119/jW+//Vax/HDNUzonT55Eq1atULBgQeh0OuzZs0fpLInDNQ0FTgAwfvx4XuVbAb6+vrLACQBWr14NX19fhXL08fL19ZUFTgBw9uxZTZWFr6+vLHACgKioKE2dAwC0b98eAwcORFJSEoC05U4GDhyI9u3bK5yz7PH19ZUFTkDavEJaKg9fX19Z4AQAwcHBmjoHIO08pIETAOzatUvR8+DgKZ3Y2FhUrlwZS5YsUTorIktLS9n0BIaEh4dzZ3ETSn/Tpv9WrbUPJy17199aC2VhDucAQFy8HADs7e3Ro0cP2NvbAwCISDMBlDmUR/o8Ojo6ZnpcrdLn08HBIdPjpsLNduk0a9YMzZo1UzobMlm9OAx9y2A57/Dhw+LrYcOGoXbt2uL2mTNnxGr9w4cPcxOekc2dO1d8nX4IeWBgIPbt2yemU2sTXs+ePcXXJUqUwMyZM8Xt0aNH4/79+2I6NTfhhYWFiYHTsmXL4ObmBgBo0aIFwsPD8d1334GIxJFrajVs2DDxtY+PD8aOHStuT58+XZxhfNiwYaptwtu2bZv4esCAAWjUqJG4/dtvv2H58uViOjU34W3ZskV83a9fP3zxxRfi9tGjR8VpJLZs2WLyJjyuecoBCQkJiIqKkv0Yy/bt2zFp0iQEBARg0qRJ2L59u9F+FzNM2lQnDZzSb6dv0mM5T9pUl37uHel2+iY9NZF+XkgDp/TbxvxcyQkBAQEA0mqchMBJ4ObmBltbW1k6tZI21UkDp/Tb6Zv01ET6JVoaOKXfVvuXbWlTnTRwSr+dvknPFDh4ygHTp0+Hk5OT+JPRqLicIAzXrFOnDipUqMBNdQrK6Nuzi4uLiXPCmPKEPk4dOnQweFxoshPSMeNL31QnEJpStSJ9U51ACMiVwMFTDhg7diwiIyPFn4wWMWTmJaNV1V++fGninDCmPGHyyIxqw3fu3ClLx4wvOjra4P64uDgT5+TDxMbGGtwfHx9v4pz8h4OnHGBjY4M8efLIfowlff8nrXT6Myd9+vQRX585c0Z2TLotTceMo1atWuLrwMBA2THptjSd2kg/L0aPHi07Jt025udKTliwYAGAtAdz+gEu4eHh4oNOSKdWwrx5QFqrgpR0W5pObaTPhd9++012TLqt9ufH119/Lb4+evSo7Jh0W5rOVHQk9PBjenQ6HXbv3o02bdpk6/9FRUXByckJkZGROfaBl5WL3Njt1//++y9GjRqFT+qOhL2T8Zom31dcZAhun5qNWbNmoXjx4kb9XenLw8XFRa/GyZjlIZRF+94T4epR1Gi/531FhD7EzjWTFSkLQ9Tet8MczgGQj7aztbVF+/btsXPnTjFw0ul0Yg2UmplDeaQ/B3t7e70aJ7WfA6B/Hra2tno1Tjl5Hll9fnPNUzoxMTG4evUqrl69CgB48OABrl69qnjnwHddHFq4CcxJ+r+3KQMnJmcO94Y5nAOQ1jSn0+kApDWpBAUFaS5wAsyjPNLnUYuBE6CfT2MGTtnBwVM6Fy9ehLe3N7y9vQGkDUf19vbGhAkTFM5ZxheJVm4CcxMcHKzXNNenTx8uDwUEBwfrNc3VqlVLU2URHBys9003T548mjoHIC2AWrp0qdi3ycrKCkuXLtVM4CQIDg7Wa5rz8vLSVHkYmhBTi1PaBAcH6zXNff3114qeB8/zlE6DBg2g5pZMrV305q5JkyY8l5NKqHUep+xQ8zxO2eHu7o6tW7cqnY0PptZ5nLKjY8eOqp7LKau+/fZbRZdjSY9rnhhjjDHGsoGDJ8YYY4yxbODgiTHGGGMsGzh4YowxxhjLBg6eGGOMMcaygYMnxhhjjLFs4OCJMcYYYywbOHhijDHGGMsGDp4YY4wxxrKBgyfGGGOMsWzg4IkxxhhjLBs4eGKMMcYYywYOnhhjjDHGsoGDJ8YYY4yxbODgiTHGGGMsGzh4YowxxhjLBg6eGGOMMcaygYMnxhhjjLFs4OCJMcYYYywbOHhijDHGGMsGDp4YY4wxxrKBgyfGGGOMsWzg4IkxxhhjLBs4eGKMMcYYywYOnhhjjDHGsoGDJ8YYY4yxbODgiTHGGGMsGzh4YowxxhjLBg6eGGOMMcaygYMnxhhjjLFs4OCJMcYYYywbOHhijDHGGMsGDp4YY4wxxrKBgyfGGGOMsWzg4IkxxhhjLBs4eGKMMcYYywYOnhhjjDHGsoGDJ8YYY4yxbODgiTHGGGMsGzh4YowxxhjLBg6eGGOMMcaygYMnxhhjjLFs4OCJMcYYYywbOHhijDHGGMsGDp4YY4wxxrKBgyfGGGOMsWzg4IkxxhhjLBs4eGKMMcYYywYOnhhjjDHGsoGDJ8YYY4yxbODgiTHGGGMsGzh4YowxxhjLBg6eGGOMMcaygYMnxhhjjLFs4OCJMcYYYywbcimdAca0zNfXV29fcHCwAjlh5lAW5nAOAJ8Hy3lqKwuueWLsPRm6mTPbz4zHHMrCHM4B4PNgOU+NZcHBUwaWLVuGYsWKwdbWFj4+Pjh16pTSWWIq8q6blj9gTcccysIczgHg82A5T61lwcGTAdu3b0dAQADGjx+PK1euoG7dumjWrBkeP36sdNaYCqS/WYODg8WfzNKxnGcOZWEO5wDwebCcp+ay4D5PBsybNw+9evVC7969AQALFizA4cOHsXz5ckyfPl0vfUJCAhISEsTtqKgovTQPHjxASEhIpr/37du3ePTo0QfmXl+RIkVgZ2eXaRpPT08UK1YsS+8XH/080+OpKUlIfPsqy/nLKms7Z1hYWmV4/F35Mob0N3FwcLBJb+RH9/7C6xehGR5PSUlGbPSbHP+9Do55YWmZ8cdH1JsXOf4730XpssgJ5nAOAJ9HTjCnZ0ZOUNs1xcFTOomJibh06RLGjBkj2//ll1/izJkzBv/P9OnTMXny5Ezfd/369bh582aO5TOnlStXDlOmTMk0jaOjI6ytbfDwapCJcpV91tY2cHR0VDobRufo6AgLC0v8eXyX0lnJkIWF5UdRFowZgzk8M8wZB0/pvHjxAikpKXB3d5ftd3d3x/Pnhms2xo4di2HDhonbUVFR8PT0lKXp0aOH6r9FvIurqysWLlyA6OjoTNMlJiYiPDw8W3nMCjc3N1hbW2eaxtHREa6urjn+u9XG1dUV06ZNxbNnzzJNl5ycjFevcr4W0NnZGblyZf7xUbBgwY+iLBgzBnN4ZpgzDp4yoNPpZNtEpLdPYGNjAxsbm0zfr1ixYiat4jQWV1fXLD0QP/nkExPkRnm+vr6y6mRTViOXLFkSJUuWNNnvUzslyyKnmMM5AHweOcFcnhk5RW3XlI6ISNEcqExiYiLs7e2xc+dOtG3bVtzv7++Pq1ev4sSJE+98j6ioKDg5OSEyMhJ58uQxZnaZQrJy4/J8MKZhDmVhDucA8HmwnGfqssjq85tH26VjbW0NHx8fHD16VLb/6NGjqF27tkK5YmrzrpuVP1hNxxzKwhzOAeDzYDlPrWXBwZMBw4YNw5o1a7Bu3TrcunULQ4cOxePHj9G/f3+ls8ZUJKOblj9YTc8cysIczgHg82A5T41lwc12GVi2bBlmzZqF0NBQVKhQAfPnz0e9evWy9H+52Y4xxhjTnqw+vzl4MgIOnhhjjDHt4T5PjDHGGGNGwMETY4wxxlg2cPDEGGOMMZYNHDwxxhhjjGUDB0+MMcYYY9nAwRNjjDHGWDZw8MQYY4wxlg0cPDHGGGOMZUMupTNgjoR5R6OiohTOCWOMMcaySnhuv2v+cA6ejCA6OhoA4OnpqXBOGGOMMZZd0dHRcHJyyvA4L89iBKmpqXj27BkcHR2h0+ly/P2joqLg6emJkJAQTS//wuehHuZwDoB5nIc5nAPA56Em5nAOgGnOg4gQHR2NggULwsIi455NXPNkBBYWFihcuLDRf0+ePHk0fSMI+DzUwxzOATCP8zCHcwD4PNTEHM4BMP55ZFbjJOAO44wxxhhj2cDBE2OMMcZYNnDwpEE2NjaYOHEibGxslM7KB+HzUA9zOAfAPM7DHM4B4PNQE3M4B0Bd58EdxhljjDHGsoFrnhhjjDHGsoGDJ8YYY4yxbODgiTHGGGMsGzh4YowxxhjLBg6eGGOMMcaygYMnFeGBjyynpb+mtHiNaTHPjJkC3xvK4eBJJVJTU8V18OLi4hTOzfsTbubY2FiFc8Kk11RISAgAGGWtRWMT8hwYGIj9+/crnJv3J9wb8fHxCufk/aWmpma6zUxHen8Li9Ez0+HgSQVSU1PFBQgXLVqE8ePHIyIiQuFcZR8RQafT4ZdffsH48ePx559/Kp2l9yI85K5fv47ffvsN27dvR1RUlMK5yh7pNfXjjz9i/PjxOHHihMK5en8RERFYuHAhLl68CEB7D23pvTFkyBDcv39fk7UGwjV16NAhxMTEZLpwqloZ+rtr7XqS3t/Tpk3DsGHD8PjxY4VzlX3SskhJSVEwJ9mnvSvfDAk3wciRIzF9+nRUqFBB9k1CKx+yOp0Ou3btQvv27ZE3b144OzsrnaX3IpxHkyZN8MMPP8Df3x9fffUVNmzYoHTWsky4pkaPHo2FCxeiTZs2KFOmjCyNlh4Yrq6u6Nu3L5YsWYJ///1Xcw9t4Zrq2LEj8ubNi6SkJE3WAgLAuXPn4O/vj7t37wLQ1nUkra2JiIjAq1evAEBz15OQ31GjRmHJkiX49NNPYWVlpXCuskf4QnHkyBH4+/ujYcOGWLFiBc6fP6901rKGmCps3LiRPDw86MKFC+K+lJQUCg8PVzBX2XP16lXy8PCgDRs2yPaHhIRQUlKSQrnKvvPnz5OrqyutXbuWiNLOS6fT0eLFixXOWfYcPHiQvLy86OrVq0RElJycTOHh4XTy5EmxPFJSUpTMokGJiYmybSGvz549o4YNG9KCBQuISJ15z8j169fJzc2N1qxZI9v//Plzio2NVShX7ychIYHKly9Pffr0UTor7+3777+nsmXLUsmSJalRo0Z05swZevv2rdLZypbdu3eTu7s7Xbp0SdwXHR1NDx8+pDdv3iiYs6zbvXs3OTg40LBhw2jcuHFUrVo1qlWrFt2/f1/prL2TtsJtM5L+29rDhw9RvXp1VKtWDX///TcWL16MKlWqoHLlyli1ahUAddZASc/j2bNnKFy4MFq1aoX4+HisW7cOjRo1QvPmzeHn56f6vh7CuVy7dg3Vq1dHz549cffuXXz99dfo1asXBg0aBAAIDw9XMptZlpSUhHz58sHT0xO3b9/GlClTUL16dXTq1Am1atVCUlKSqr5xb9++HQDEb9ArVqzA2bNn8fbtWwCAh4cHypUrhzVr1gBI+/atxntCIM3b8+fPUbx4cXTp0gVv3rzBunXr8OWXX6JWrVoYPXo0njx5omBOMybcE8K5JCUlwdraGtOmTcP58+fFZlS1k35OrV27FkuWLEFAQAAmTpyIxMREdO7cGfv370dycrKCucyeiIgIVKxYEVWrVsX169cxffp0eHt7o1GjRhg/fjxevHihdBYz9ezZM/z444+YPXs25s6di//973+4e/cu6tati+LFiyudvXdSzyfnR0Z4aP3vf//D+vXrUaxYMZw9exZ9+vRBx44dcfr0aXTs2BF9+vTBwIED8eTJE1VV879+/Rpv3ryBhYUFDhw4gNDQUNjZ2SE0NBQ//PADatSogb1796J8+fLo378/Ll68iKNHjyqdbYOEB8Nff/0FAHj8+DFcXFwAAI0aNULjxo2xcuVKAMDu3buxbds2JCQkKJPZDFy7dk38sJw8eTKuXbsGOzs7pKamon379mjYsCEeP36M0aNHY926dXj27Bl+//13hXP9n40bN2Ls2LGYPHkygLTr66effkKjRo3Qt29fLFq0CAAwceJE2NnZYe7cuQDU1QFeuI4iIyPFJomjR4/i9OnTcHZ2xvnz5zF+/HjUq1cPe/fuRaVKldC/f3/s3LkT9+/fVzj3hgmfU+fOnQPwX2BbunRppKSkiE0sag5igf/O4+DBg4iPj8eiRYvQt29fdO7cGSdPnoSPj48siFXb+RhqGnVxccFvv/2Gbt26oWXLlrhx4waGDx+Ofv36YdeuXaoLnohI7++amJiI9u3b4/79+yhVqhQ6dOiAmTNnAgBOnTql7i+qCtV4fbSkTQ3BwcHk5eVF58+fp/v379PcuXOpTp06tGzZMrp79y4REf3555/02Wef0dOnT5XKssyff/5Jd+/epWrVqtGGDRto48aNpNPpaPfu3URENGPGDPLz86Phw4fTjRs3iIgoNjaWqlatSkeOHFEw55nbv38/6XQ6+uuvv+jEiROUO3ducnBwoICAAFm67777jjp06EDR0dEK5VRu48aNdOzYMSpfvjxNmjSJBgwYQDqdTrx+tm/fTpMnT6adO3eKTcBPnjyhKlWq0OnTp5XMukx4eDiNHDmSatSoQRMnThT3Hzx4kMaNG0dOTk705Zdf0siRI8nPz4/69eunXGYzERERQW5ubrRt2zbavn07WVpa0t69e4mIaMOGDdSkSRMaOXIk/f333+L/8fHxof379yuVZYOkn1NnzpwhKysraty4MS1evJgiIyOJiGjhwoXk4eFB9+7dUyqb2XL9+nXKnTs36XQ6Wr58ORGRrKmuTJkyNGTIEKWylyFpWTx48IDu3Lkjfv5s27aNOnXqROvXr6eQkBAiSmsK9vb2posXLyqS33cJDg6mvXv30l9//UXFixen48ePU/HixalXr17iuf7999/UvXt3On/+vMK5zRgHTwo5duwYDRgwgObOnSvbHx8fT0REqampFB8fT82bN6cmTZpQamqqEtmU+e6776hs2bIUHx9PvXv3Jg8PD7KwsKAVK1bI0sXFxcm2v//+eypevDg9fvzYlNnNsqdPn9K0adNoyZIlREQUGRlJAQEB5O7uThs3bhTTjB07llxcXOjmzZtKZldUs2ZNatq0KRERTZo0ifLnz092dnZ07NgxWTrh2klKSqIXL15Qy5YtqU6dOpScnGzyPBuSkJBARGkPstGjR1Pt2rXphx9+kKV58uQJjRo1ilq3bk06nY50Oh398ssvSmT3nWbOnEl2dnZkZWVF69evJ6L/yiD9vTF27FgqWrSo+OBTg2vXromvFy5cSGvWrKF//vmHunfvTp999hl5eHjQihUraPPmzdShQwcKDAwkIlLN9SRI/5n55s0bWr9+PXl5eVHr1q3F/UIfu2+++Yb69u1r0jy+i/QcJk6cSBUqVKDixYuTl5cXLVu2jN6+fSumSU5OptjYWGratCnVr19fVX0ChTz+/fffpNPpaOXKlUSU9jfX6XTUtWtXWfoxY8ZQ1apVVVNpYAgHTwr466+/qGTJkuTg4ECTJ08W9wsXe2xsLO3YsYMaNGhAVapUEW9uJW+G8+fPU7Fixej3338nIqLTp0+Tp6cnubi40IYNG+j169d6/ycwMJAGDBhA+fPnp8uXL5s2w1l0/fp1Kl++PJUuXZp+/fVXcf/Vq1dp8ODBZGVlRaVKlSJvb28qUaKEas7j999/p08++YQePHhARERbt26lChUqUOnSpWny5Mn07NkzIkr70EpNTaW3b9/SggULqEmTJuTj4yNeU0o/8KQPh82bN1O/fv3I3d2dXFxc6Mcff5SlFfK6ceNGatCgAfXq1YsSExNV8cVC6s8//ySdTkeWlpa0detW2TEhr1u3bqWuXbuSq6uraq4pIqJ79+6RTqejSZMm0fDhw8nJyUn8spCYmEgvX76kcePGUZMmTahIkSKk0+no888/VzjXmZszZ474uRUVFUUbNmwgJycn6tKlCxH9d11VrVqVBg0apFQ2MzVt2jRyd3cXvzA0bdqUChYsKNbux8fH07x586h+/fpUtWpVVTwz0jt37hzt2rVL9sy7du0aNW7cmDw8PGj//v0UGBhI/v7+5OjoKA50USsOnkxA+MCUfsjv2LGDypYtS9WqVaM///xTlv7Bgwc0a9YsGjx4sDjSSOnRaufPnydbW1u6efMmHTp0iJycnOjYsWM0aNAgKlGiBC1btkwMoITz3LJlC7Vv3141NTWG/PHHH9SuXTuytbWlLVu2yI7FxMTQn3/+SUuWLKGDBw+qqnbg5MmTpNPp6Pjx4zR48GAqXbo0PX/+nKZMmULe3t40btw4ev78uez/BAcH048//qiaa0rq+++/J2dnZ1q7di1t3ryZvvjiC6pSpYqsCU+a3/Xr15O7u7veOSpFuOZfvnxJRGkB1IwZM8jS0lIctSlISUmhQ4cOkZ+fn6z5Tg2Sk5MpODiYcuXKRXny5BFHPaUfAfno0SP67bffqFmzZuTh4SHWPqlNQkICNW/enOzt7emPP/4gorQRaRs2bKA8efKQj48PtWvXjjp27EilSpVSxT0hHSmXmppKsbGx9MUXX4ijmA8cOEBOTk5i02NycjLFx8fTjh07aPjw4aq8v1++fEnVqlUjnU5HvXr1EvenpKTQzZs36dtvvyUvLy+qWLEiNW/eXFb7qVYcPBmZNPJP/wG0detW8vb2pm7dutGVK1dkx4R+BUTK1w4Qpd3EAwYMIAcHB7K0tKSdO3eKx/r160clSpSglStXigHU0qVL6dWrV2KTjJqdP3+e2rRpQ56ennT48GFxvxr+7pkZN24c2dnZkaOjo/gNlCgtEPH29qbvv/+ewsLCiCitjG7fvi2mUcu5paamUmhoKFWuXFls4iJK6zs0aNAgKlmyJM2YMUPcL9xD0dHRVKJECVltoVKEwGnfvn3UpEkT2rx5s7hv4sSJZGlpKZu+Y/Xq1XTy5Em9zwMlST+nDhw4INacSWsJUlNTxetGOL+IiAhq27YtDRgwwLQZzoChmpaoqCjq1KkTOTk5if38hACqVKlSVLJkSdnDWsmgo3bt2jRnzhzZvvDwcCpevDiFhITQ77//Trlz5xYDp7i4OJo/f75YAy1Qy/0tSE5Opp9//pnq169PxYsXNzg9x8OHDykmJkY1/UnfhYMnI5LeyAsXLqS2bdtSmzZtZJ2QN2/eTD4+PtS9e3eD1ZRKNklMnTqVNm/eLG6vXbuWdDod2djYiB2SBf3796cyZcqQv78/DRo0SOx8rSbC3/LJkyd0//592Vwif/zxB/n5+VHFihXFju1qaw5q3LixrBlowoQJpNPpyNbWlo4fPy5LO2HCBPLx8aGmTZtSgwYNyMXFRVXfRKXi4uKoXLlyNG3aNCL67+8eHR1N5cuXp8KFC9OwYcNk/2fatGlkb2+vmtrAvXv3ko2NDc2bN0+vNmnSpElkaWlJo0ePpr59+5KDg4Nqa2OfPn1KycnJ9OzZM9q6dSvlypWLxo0bl+n/2bRpExUpUkQM1NUgKiqKiP67lqKioqhjx47k5OQk1kBFRkbShg0bqFChQrLaECUDjyNHjoj9XqX945o1a0b16tUjBwcHWrdunbj/6dOnVKdOHdnntBoY+uxMTEykX3/9lcqVK0fVqlUTz0/4gq22z9t34eDJBMaMGUP58+enMWPGUO/evcnLy4uqVKkijn4KDAykTz/9lL766iu9oEQpz58/p6FDh8o+5GfMmEFLliyhTp06kb29vWxyNqK0zq/NmzenWrVqqa7aVbgx9+zZQ9WqVaNChQpRvXr1aMyYMWKaU6dOkZ+fH1WpUoUOHjyoVFYNevnyJS1btkxWk7d161a6dOkS+fv7k62tLf3888+y/7N8+XIaPHgw9ezZUwyclP5GaqgJOyoqipo1a0bt2rWj169fy451796dqlSpQgEBAbL9u3bt0qutVcrz58+pZs2aNHv2bNl+6ZenBQsWUJUqVahBgwaq6uMktXnzZrKzsxODi+TkZFq7di3lypWLJkyYIKYbNmwYHThwQNz29/enypUry2rLlbRp0yZycHCgR48eEdF/19qbN2/oq6++Ind3d7GrRFRUFG3cuJE8PT3pm2++USzPRPJ7c8qUKdSnTx8KDQ0lorSRmkWLFqXGjRuLaaKjo6l58+bUoEEDxe9rKeHv/eeff9KiRYto8eLF4t9bCKC8vb2pRo0a4mhHNeU/qzh4MrK///6bihUrJhsZdP/+fapSpQpVr15d3Ld69Wrq2bOnqjr4CRf28ePHadu2beL+e/fu0TfffGMwgIqKilJttevBgwfJwcGBFi5cSFevXqUffviBdDodDRw4UExz+vRpatmyJdWuXZtiY2NV9W1IyMuMGTNo4cKF4v6oqCjq37+/wQBKSumaJ+m1/ejRIwoLC6MXL14QUdoHrY2NDQ0YMEB8YCQmJlL79u1p/fr1shFFahMSEkKFCxcWpyQgkgeHwnmHhYVRTEyMyfOXVampqdSgQQMqWrQonTlzhojS8r527VqytLSkli1b0meffUalS5cWr6WEhARq0aKFbGUEpd27d4/q1KlDxYoVEwMooQz27NkjjtYUvuDFxMTQypUrqUyZMuJAC1OTXi/h4eF08OBB0ul0NGLECIqJiaHY2Fj63//+R2XLlqXKlStTu3btqGbNmlS5cmXVDP4g+u88fvrpJypQoADVrl2bGjduTE5OTuJ0HEIAVb16dSpdurRY06Y1HDwZ2ZkzZ8jZ2ZkePnxIRP9dXFevXqWCBQvSpk2b9P6PUgGUod8bGRlJ/fv3p4IFC8r6pNy/f18MoIRv0moJ/AwFPE+ePKEvv/xSDDoiIiLI09OTGjZsSM7OztS/f38x7dmzZ+nJkycmy292REVF0fDhw8nW1lacWoEo7QHQv39/sre3V+UQfmmZTJgwgSpWrEjFixen0qVLi4H5b7/9Rg4ODvTZZ5/RF198QZ9++il98skn4kNBrdfXjRs3yMvLi/bs2UNE8iD1woULtGbNGlUF4UT6f0tpjWDjxo2pcOHCYgBFRPTrr79Su3btaNCgQeLDWo0jugT//vsv1atXj7y8vMQAiiitdtnf35+mTZsmK6eYmBjFljSRXhvCXGdERDt37iSdTkcBAQEUHx9Pb9++pRMnTtCAAQMoICCA5s6dq8rO4adPnyY3NzdxOoIrV66IAavwvEtMTKSff/6Z6tWrp9dfSys4eMpBhj4gX79+TYUKFaJ58+bJ9r948YJKlixJy5YtM1X2MiV8AD59+pT27dsnq9m4ceMGDRkyhMqUKSMbOfTvv/+Sn58f6XQ61QwrFc7jxYsX9Ndff4nVxcnJyTRjxgy6ffs2hYaGUrly5ah///705s0b6t+/v8G5RtTgxIkTNH/+fBo6dKi4LzQ0lCZNmkSOjo6y9fZiYmJo4MCBpNPp6OzZs0pk951+/PFHcnFxoZ9++om2bdtGAQEBZGFhIc539vfff9PkyZOpT58+NGLECNU0N6Z35swZsdMuUVqflFKlSun1+xk5ciR17NhRtbWxa9asESe5lH5+NWrUiLy8vOjMmTPi3176gJa+VlNgKL1Onj9/TvXq1SNPT086cuQIXblyhdq0aSP7oqR00CH92507d44aNmwoC1p37NghBlAZBXdK3RuGgua4uDiaNm0ajR8/nojSamW9vLyoV69eNGjQILKwsJB9ydDauo5SHDzlkPQXknBTJiYm0oABA6hBgwaypq+4uDjy8fHRWyhUCULeb9y4QTVr1qQePXrIHtZEaXNTfffdd3oB1D///EM9evSgW7dumTTPhkhnp23YsCG1bt2aunfvLlYLC8fnzZtHLVq0oIiICHG7SpUqVLFiRVVNyrZx40YqV64cjR8/Xm8y1efPn9OECRP0Aqjo6GiaPXu24g8FQ2JiYqhevXriwr6CefPmkU6nEyf3TP8wVtu5xMbGUt++falUqVJiAPXs2TPy9vamokWLUmBgIAUGBtKQIUPI0dGRrl+/rnCODYuJiSFPT0+qUKGC+O1f2lm/VKlSVL16dTp+/Ljs801NwZJAmM+MKK3v1nfffUdEaV8GfX19ydramooWLUre3t6qGuUo2Lx5M33zzTfk6+tLqamplJiYKP7NhQBqxIgRijUrpifk7cGDB7RkyRLq37+/2AH85s2b9Mcff1BMTAx99tln4gLSFy9epFy5cpFOp6Pt27crlvecwsFTDkjfMbRr165Uo0YNWrZsGT169IiePXtGbdu2papVq1KvXr1o+fLl1KBBA6pYsaLi36iFD5wbN25Qvnz5aNSoUbJRaHv37hVHrkgDKGkTnhoebsJ5/PXXX5Q3b14aN26cbGi+VM+ePal27dri9vDhw+nHH39UVX+UoKAgsrOzo02bNtGrV6/E/XPmzBE78QsBVJ48eWRNeAI1lIsgOTmZXrx4QYUKFRK/MCQlJYnl1rp1a/r2228pOTlZVfnOyM2bN2ngwIHk7e0tNk/ExMSQr68vVahQgUqVKkUNGzZUTY0skeGgJzQ0lLy9valKlSr077//ivvfvn1LLVq0IGtra2rbtq0ps/lOmTUT/vTTT+To6Kj3ZeOPP/6gP//802AtmhoMHjyYnJ2dqUSJEuL9npycLJaZ0IQn/aKkFOHvf/36dSpbtiz16dOHBg0apFe7ev36dapWrZo46vqff/4hPz8/mjJlimpHm2YHB08fIP2H0ejRo8nFxYVGjBhBnTt3puLFi9NXX31FN27coLCwMJozZw5VrlyZGjZsSB06dFBNR7+IiAiqXr26rDqbKG2ZCZ1OR5UqVRJvjL/++osGDx5Mbm5uBvtrKSkiIoJq1KhB/v7+sv3py2nHjh1UpEgR+vbbb6l79+7k5OREd+7cMWFOM3fz5k0qV66c3gdlu3btSKfTUdmyZcX8Pn/+nCZNmkQ6nY6Cg4OVyK5BV65coV9//VVvqZhvv/2WatSoIY40FR5i3bp1o2+//dbk+XwX6UM2fZPc7du3qV+/frIAiiitf92LFy/ELx1qkD7gkNa+PH/+nCpWrEje3t50//598Zx79uxJ9+7dU1WfJmlerl+/TpcvXxYD1Hv37lHx4sVlzamG8q70521Gf88pU6aQp6cnDR8+XLw/pAHUsWPHVBP03blzh1xcXGjMmDGyKRWkn7XCRL4nT54kIqLx48dT48aNVduEnV0cPH0g4Ua4ePEilShRgk6dOiUeO3jwIDVt2pQ6dOgga6+WLkaphpvh9OnTVKVKFdkijEFBQeTg4EArVqwQv5kKF/3Vq1dpxIgRqlsQ9MqVK/TJJ5/QmTNnDH5ACTd2WFgYLVy4kOrWrUstWrRQVe0AUdp188knn8gCuqlTp1LJkiXp6tWr9Nlnn9Enn3wi1qw9efKE1qxZo4priYho3bp15OXlRZ988gnpdDrZOnX79u2junXrUteuXcV7IikpiRo2bKgX9Cpp06ZNsgfBlStXqE6dOrRjxw5Zups3b1KnTp2oZMmS4jqIamOoZrxWrVq0Y8cOcYb258+fU+XKlcnT05M6d+5MtWvXpkqVKon/V+mAg0j+YB43bpyYXx8fH+rTpw8lJiaqdjFcgbQsbt68Sf/884+shnzs2LHiBLdCtwJpDa2wrRShSbFHjx7UuXPnTPu+JSUlUZcuXUin05G3t7cmllzJDg6e3sOYMWNo6tSpsn2XL18mNzc3vVWg9+zZQ3nz5jXYgVctfQeWLl1Kzs7O4tISqamptG/fPnEagtu3b1OlSpWodOnS4jxDapw5fO3atWRjYyNuG/r7xsTEyObZUWOHxVmzZlHBggXFIDs1NZWuXr0qPuji4uKoSpUqVKZMGb3aDaUDqBUrVpClpSVt376d7ty5Q0uWLKF8+fKJ36SJ0jop16hRgzw8PKhNmzbk4+ND5cqVUzzvgvv375OHhwfVqVNH3HfixAlq2rQpNWrUiHbv3i1L/8cff1CePHmoQIECqujDmJGxY8eSu7s7jR49mkaOHEl58uShcePG0T///COmGTBgAHXq1Im6d++u2tF0M2bMIBcXFzp9+jS9evWKRo4cSTqdTnZfq+WzVUqap7Fjx1LZsmXJ1dWVihUrRiNHjhSPjR49mnx8fGjixImqmnhUkJKSQpUqVaLp06cbPJ5+mo6goCBavny56r5sfygOnrIpPDyc2rdvT7Vq1ZI1q5w/f57c3Nxkc1kISpUqpdcGryYbNmwgW1tb2ZDe9BYtWkRVqlQRvw2p0YEDB8jOzo5+++23DD/wly5dSt98840qgz/B6tWrycLCwuCHjfDBtHDhQmratKlqJiYkSuv0qtPp6LfffhP3Xbp0iWrWrElr166lGTNmiHPr3L59m3744QcaPHgw/fDDD6oacp2QkEAHDx6kChUqUL169cS/+alTp6hdu3ZUr1492rVrl5j+9u3b1KJFCxo9erRqh11v3bqVihUrJs7HdPHiRdLpdJQ/f34aMmSILICSUkN5SCUkJNA333wjzqi9b98+cnJyolWrVhGRvFZfrWbOnEnOzs509OhROnToEK1YsYLs7e1ls5yPHTuWChcuTKtXr1Ywp4a9ePGC8uTJk2neEhISaMiQIbImPXPDwdN7ePToEfXt25fq1atH8+fPF/d37tyZ3NzcZMszvHjxgsqXL6+36KyaPHr0iAoXLkwtWrQQP3yEEWrCg2PQoEHUpUsXVX84PXv2jFxcXKhTp06yzt/SOWyGDBkimy1ZjSIiIqho0aJUt25dsblEGuzFxcVR8+bN9UZEKik0NJRq1KhBFSpUkC3L06pVK8qbNy81adKEHBwcqGjRohnO3q6GpiFp0P3zzz9TpUqVqFmzZuK+kydPUrt27ahu3bq0YcMGio6OpnHjxlGnTp1kHfvVRFjsV/iyt3fvXnJycqItW7bQ6tWrSafT0ejRo/WWlVFD7U36PMTExFCpUqVoz549dPjwYdk6b0lJSTRz5kxVznMmSExMpDZt2tCPP/4o23/o0CGysrKSTWmzYsUKVdwTUqmpqRQTE0OVK1emNm3ayGqUpWV1/fp1qlu3rji/oTni4CkbpBfy4cOHydfXl8qWLSvevPHx8dS8eXNydHSkyZMn05w5c6hJkyZUuXJl1X2Dk0pMTKSxY8eSm5sbde3aVXaekZGRNHbsWMqfP7+qR0gIeV69ejVZWVnRgAEDxGYuorRvpOPGjaOiRYuqZgmcjCQmJtLcuXMpb9689Pnnn8s6WN6/f1/vmlLDQ44obaRTs2bNqFWrVvT3339Tp06dqHz58mKfjjdv3pCbmxt16tRJNXlOT8jXr7/+Sj179iQfHx/S6XT0xRdfiMdOnz5Nffr0IXt7eypdujS5uLioZqkYIsPXw6NHj+jp06cUGhpKn376qbj47OvXr8nd3Z1y5cplcMSmWvz444+0Y8cOSkxMpJ49e1Lr1q3JycmJVqxYIaYJCQmhli1bytZ+U1r6soiNjaVSpUrJvvgIAft3331Hbdq00etKoLYAiui/wURLliyRfT4J5/u///2PmjVrpqqa8ZzGwdN7GDFiBDVp0oQaNGhATk5OVKJECVkT3ujRo6lu3bpUs2ZN8vPzU82oOkOkC2f269ePnJ2dqXTp0jR79mzy9/endu3akbu7u2rX40rv5cuXNH36dLK2tiYfHx/y9/enYcOGUZs2bcjV1VVV52HoISedZ2fq1Knk5uZG+fLlI19fX2rcuDFVr16datSooaprSnoeu3fvpi+//JIKFixIXl5eYqdwoeasa9eu1Lp1a1V/mTh8+DBZWlrSggULaN++fTRhwgQqWrQo1a9fXzzX0NBQOnfuHG3bti3T5m5Tk9achYeH682Uf+PGDSpXrhz9/vvvRJQ20e3gwYNp06ZNqriWiNJqxoS/c0pKCr148YIqVKggdjbevXu3GNAK87KFh4dT8+bNqU6dOqo5j/TLEQlB0cSJE8nHx4fOnTsnSz9mzBhq1KiRar9YEMnv9S5dupCtrS1NmzZN/GJ9+/ZtGjFiBDk7O6tuYficxsFTNm3evJmcnJzo/PnzFBMTQ//++y917NiRqlWrJvvm9vr1a4qPjxcvNjU/LISbPCYmhoKCgqhZs2ZUsmRJ8vb2poCAAFUN48+Kt2/f0rFjx6hhw4ZUvnx5qlGjhurOQ/ohlH7SPqE83r59SxcvXqTvvvuOWrZsSd26daPly5ercq4a6fns27eP6tevT59//rksWH379i3VqlVL1jlWbVJSUmjIkCGyaRMSExNpz5495OXlRV9++aWCucuctAx++OEHql69OhUrVoxq1KhBu3fvpujoaLpw4QK5urrS7Nmz6bfffqMWLVpQixYtxP+ndODx888/k06nE2vGiNKaqYsXLy6uFkCUNoFsvnz5qFatWvTpp59S7dq1ZRNgKn0e0sBp4sSJ5OvrSydOnCAiEj+bOnfuLM4m/ubNG/riiy+od+/eiuT3fYSHh4srGuTNm5e8vLyoQoUKVK5cOVXVxBoLB0/vINwEwr8TJkygTz/9VJbmn3/+ocaNG1ORIkVk1cgCNX+TEKTvYP38+XNNTFiY2d82OTlZnKlXrWWwYcMGsQ+WNI/p85s+wFL64WCINM979uyhL774gpo3by4GUM2aNaNKlSqprrkxvU6dOskW7SZK+3sLo7pq1aqlUM6yZvLkyVSgQAHasWOH2OeyQoUK4uS3kydPJmdnZypevDjVrFlTvLbUUh5LliyhXLlyiQHU27dvqUSJEnT16lXZsP2TJ0/S8uXLacyYMbRx40ZVfqkYPXo0ubm50c6dO2Uj5/bu3Uuff/45ubm5UfXq1cUVDtRUFtIm7MOHD2eY7ueff6bly5fTuHHj6MCBA6papcGYOHjKhDSgEJYfWb58OVWpUkW8QIQ0R44cIUdHRypWrBht3brV9JnNhHATXL9+nY4dO0bbtm2jxMTETJuN0v+rBtLZ0I8cOUI3btx4Z9qMttUgJSWFunbtKhsSr4V8Z8ZQE16rVq3I29ubSpcurZqagcxs2bKFqlatSvv375edz5YtW6h27drUoEEDVY6qS05OpvDwcKpVqxb99NNPRJT24HN0dJRN4kmUdg/dvHlT/PxSU8BBlBZA6XQ6mjZtGj169IgqV64s63ycUY2+mq6rX3/9lTw9PcW5pxITEykkJIROnjxJ0dHR9OrVK9q1axeNGzeOli9frqoRp4KTJ09Snjx5aNu2bXp/W619NuU0Dp4ysGPHDrEj+NChQ6lOnTqUlJREFy9eJHt7e5o4caI4Io2I6OjRo9S8eXOaN2+equZFES7wn376iTw9PalGjRpUqFAh8vHxoV27dqkqr1mxa9cucnBwoFKlSokTMGrxm47wd3/y5Am5u7urckhyZqRriQnbhl7v2bOHKlSoIOunpZaHg5DPp0+f0qNHjyg0NJSI0iZRbdCgATVv3lxcxJSIaNSoUTRw4EBVLeOTkJAg62D88OFDKlGiBMXHx9OhQ4dko9FiYmJo+fLl9Pr1a9l7qPUzYMmSJWRhYUHfffcdFSlShLy8vKhFixbUvHlzql27NtWuXVtvnUQlpQ8mjhw5Qj4+PvTgwQO6fv06jRkzhooVK0bFihWjqlWrypbBEqgp+Hv69ClNmDBBb2QgS8PBUwamTJlCOp2OmjRpQo6OjuL8NEREgYGBpNPpaPjw4XT06FH6559/qFmzZjRkyBDxBlLTTXD27FlycXGhDRs2EFFaJ1GdTidbxkCtpE1uT578X3t3Hldj/v4P/HW3IqWytagoSsiSJWQnVJaiLGPJ/pU1a5YsUShkiexbdrKMbCEMIcoWxpaxK2Rp1Xqu3x/9zv3pKDNjxjh3XM/HYx6P6T73Oa5T93Ld7+V6vyA7Oztau3YtvXr1itauXUtaWlo0ceJEev78uZIj/WcyMjJo2LBhNGDAACKS7o2MKP9mUNRMJnktly8lUBcvXpRcl4o8vv3795OVlRVZWFhQ6dKlacKECfTq1St6/vw5tWnThurUqUPW1tbUoUMHKlWq1J+2dn5vYWFh1K1bN6pXr55YxT0vL49sbW3Jzc2NtLW1FZLy+Ph4atasGR0+fFhZIRfpz475lStXiktEBQQE0LJlyygoKIjmzp1LixcvlszxVPA7JCQkUF5eHkVHR1OlSpXIwcGBdHV1adCgQbRlyxaKiIigqlWrSqqkwpo1a8SuOZlMRvfu3SMzMzMyNjZWKJ/A/oeTpz9Rq1YtUlVVFcekFDxB9uzZQ1WrViUDAwMyMzOjunXrSqK/+u7duwotYkT5y2XIF/e8e/cumZubKwxMlGKV7c+L9p04cYLmzJlDgwYNUoh3y5YtpK2tTRMnTiw0s0iKgoKCyMvLix48eCAeT4cOHSJ1dXW6cOGCkqP7svXr15OBgQH5+PgoLCA7f/58GjhwYJFFRz+/KUrpgYKI6MyZM1SyZElatmwZnT9/ntatW0eWlpbUp08fSkxMpDdv3lB4eDiNGjWKZs2aJalSHatXryYdHR0aN24cjR07llRVVcUJK4GBgVShQgVycXER98/IyCBnZ2dycHCQ1N+h4DFy6NAh2rJli1jwUk5eiyokJKTIz1B2AlXwO/j6+lKPHj3E1RmOHz9OixYtogMHDogtfsnJyVSnTh06fvy4MsJVIJPJ6NmzZ9SxY8dCLWHTp08nDQ0N6tGjB7169UpJEUoXJ08FfH6xHzJkCA0dOpRUVFQUBoLLLz7Pnj2juLg4OnPmjCSerMPDw0kQBNq9e7fCzWzcuHHk7u5OOTk5ZGJiQsOGDRO/644dOyRX/TwgIIBcXFwUukf8/f1JEAQyMTEpNDU8NDSU9PX1ydPTU9JdeMnJybR48WIyNjYme3t76tq1K92/f58yMzNpzJgx1K9fP0l1CcmdP3+edHR0FLqwiPLPg5kzZ1Lbtm3FyvPFYRyE/NgfP348de3aVeG1w4cPU5UqVWj69OkK26X0veS1zAouE9O7d29atmwZpaam0uPHj2nYsGFUq1YtcnR0pGHDhlHz5s0VBiRLoYWzYAxTpkwhIyMjatq0KZUvX57at29P169fF/dZvnw5qaur0/Tp0yWV/BU0efJkMjAwoO3btxeZbGRmZtK7d+/IycmJmjRpIqnvIW89jomJUTjPZ82aRYaGhrRgwQJJLhWjTJw8FWHTpk0KC0z6+voWSqCIqNAih1I4Gfr27Ut6enq0d+9esRr4uXPnyNzcnEqXLk0jRowgov/dDEaPHk29evWS1E37jz/+EAfoJyUlidtXrVpFgiCQn59foeJr69atIxMTE0md4F+6QaWkpNDOnTupQ4cOVLlyZXJ3d6e2bdtSixYtxMKeUri5yW3evJlq166t8LeQy8rKourVq1NgYKDCdiklG3LymOQtZ//3f/9HnTp1IiJSmECxfPlyca1HqX2PM2fOkCAI5Ovrq7C9Tp06ZGNjQ1paWuTk5ES+vr60Z88e6tKlCw0YMIBmzpwpyQHJRESLFy8mIyMj8Zq7Y8cOEgSBmjdvTteuXRP/BgsWLKBmzZpJ7m9ClF8bzMjISFz+Ji8vj16/fk2xsbH07NkzIiKaPXs2tWnThho1aiS5iRN5eXmUnJxMzZs3p5YtW9KhQ4fE16ZOnUomJiYUEBAgqeursnHy9Jn09HQyMDAgOzs7unDhgniizpkzh9TU1GjZsmX0xx9/kIuLC3Xp0oWIpHGjKDiVfcCAAaSnp0dhYWH06dMnev36NQ0YMICqVKlCGzZsIKL8pUymTZtG5cuXl1R3RMGLyfnz56lt27YKYwPklW0XLlxYaFFcKVWzLZj8XLhwgfbs2UNxcXEKVc+JiPbu3UuzZs0iHR0dEgSBRo8e/b1D/Ut79uwRk9aNGzdSUFAQbdiwgRYtWkQzZ86kX375hdq2bUsrV66kRYsWKSzZIDV79uwhDQ0Nev78OQUHB5OmpqaYqMuTil9//ZVq1aolyeVWHjx4QM2bN6cuXbqIN+pu3bpR1apVadeuXXT06FGqUaMG1a1bt8hubCncrCMiIsQZyR8/fqThw4fTtm3biCh/Youuri4FBQWRhYUFNW/enGJiYsTzSYqzgInyJ0Y0btyYPnz4QDdu3CAfHx8yNzenKlWqkKOjI719+5Z+++03mjdvnmSTWCKi6OhoateuXaHJElOnTiVzc3OaNWuWpNc3/Z5++uSpqJPw9evXZGNjQ82aNVNIoOQ37po1ayo0gUuBPMaYmBg6fvw4aWpqUuXKlWnv3r1ElF+mYODAgaSvr09VqlSh+vXrU5UqVSRVcZtI8e/x6NEjMjc3JycnJzp16pS4fcGCBSQIAgUFBYkVrD9/rzIVjMPb25sqV65MZmZmZGNjQ0OHDhWXKyno4cOHNHbsWGrbtq0kk4/NmzeTg4MD2dvb0/Dhw+mXX36hTp06UdeuXcna2poEQSALCwuyt7eXxA26oIJV2ydPniyuR5mVlUVdu3YlIyMjhXXdJkyYQA0aNFA4tqTkwYMH1LFjR3J2diZ7e3uytbVVKJ1w9epVEgRBoVtPKqKiokgQBGrQoIG4uG9kZCQlJibS9evXycLCgpYtW0ZE/5uYU6NGDYUCt8o+z4tqFf7tt99IEARydHQkfX19GjBgAG3evJn27NlDpqamdP78eYX9pXCOfOn3GB0dXeRs0zFjxlCtWrWKbIH+Gf30yZOcfDCf/IB6/fo1WVtbU9OmTenixYvi9ujoaDpx4oQkxjh97tChQ6Smpkb+/v40fvx4atOmDWlra9OePXuIiOj9+/cUExNDixYtoiNHjojNyVITHh5OmzZtIqL8BKp27drUvn17hQRq4cKFJAgCBQcHK/1iWlDBWAICAsjY2FisLDxmzBjS1dUlV1dX8WYtk8nEY+nhw4dUqlQpCgsL+/6Bf0HB7zN79uxCY4SI8sd6yFvMCi6roSxFHQ8XLlygKlWqUNOmTeny5cvi9jt37pCLiwtpampS8+bNxSWXpF4h+cGDB9SuXTsqU6aMeH7LZ6ZevXqVatSoQVFRUUqOsjD50iotWrSgLl260K5du8TXVqxYQW3atBEfHrZu3UojR46kXr16SSLZIFI8rm/fvk2XLl0SW/guXLhAPj4+tHfvXjHBSElJobp169KJEyeUEu+XFCw06u/vT2PHjqXIyEhxnbqCCVTBLjwpPtgpCydPlN/nbm9vX2iG15s3b6hy5cpkb29P586dk/TsobS0NGrSpAlNmDBBYXufPn1IW1ub9u7dK8lZdRcvXlRIXDMzM6lt27a0detWcZ8vJVBLly4ttBK8shScISSTyej58+fUsWNH2rFjBxHlV+HV0dEhDw8PqlmzJnXr1k18mpbJZOKx1bx5c8kt0Cq/0M6fP59q1KihMBnh06dP1L59e5o2bZq4TZmJk/zffvv2Ld24cYPOnj1LRPmtMfb29qSpqSmOrSmY6G3evJl8fHzIz89P8gtHy8XHx1OHDh3I0dGRzp07J27v1KkTtWrVSlLj5grq27cvtWzZkrp160atWrWi0NBQIsqf3WVlZUUJCQmUnJxMnTp1UjgXlH29LZiUT5s2japVq0YWFhZkampKXl5eCt2k2dnZlJycTI6OjtS0aVOlx15Qwdp/2tra1Lt3b7KzsyN7e3uaPHmyOPxB3oXXrFkzOnr0qMJ7GSdPRJT/BKGlpUWdO3cWEyj5hefAgQOkoqJC9evXV6j1JDWfPn0iW1tbcUmDgl2KzZo1I0tLS9q+fXuhMgbKIpPJKCYmpsgB4La2tuIYCPlFR55AOTk5iSeyVFy8eJEEQaBRo0aJ22QyGZ06dYoSExPpypUrZGxsTCtXriQiorFjx1Lp0qWpRYsWFB8fL75n69atJAiCpNbgKyglJYXMzMzI3t6etm7dSuvXr6cOHTooLLmiTPJz9tatW9SgQQOqVKkSaWhoiAsRX79+nWxtbalKlSpiy4AU4v435F14Tk5OdP78eerWrZtCJXcpJVDya8+2bdto6NChFB0dTd26daPmzZvToUOH6M2bN2RoaEiGhoZkbm4uuaERcosXL6aKFSvS6dOniYjIw8OD9PX16dKlS0SUf+2dPXs2NWvWjBo2bCi5weFE+bX/TE1Naf369USUX1xVS0uLLC0tadSoUeL1+Pz589SpUyfJ9lIo00+XPN26dYsiIiJo4cKFdOrUKTFZunfvHunq6pKTk5NCC1RYWBgNGTKEfvnlF0kd/EXp1KkTNW3aVPxZftIOGTKE1NTUyMzMrNAga2ULCgoiNTU1mj9/vjhAt2HDhuIg8by8PPEGFx8fT6ampuTq6iqpVrTs7Gzau3cvaWlpkaenp7hdfrPw8fGhnj17ii02AQEB1LJlS5o+fbrCze3du3eSTZzkT5w3b96kJk2aiGty9e/fXxI3B/nv8fr161SqVCmaMGECRURE0PLly0lHR0dc6PfSpUvUpEkTqlWrljjwtagaVcXJgwcPyNnZmdTV1cnKykpSldxPnz4t3qDlXr16RcbGxrRhwwZKSEigbt26icU7379/T8uXL6eQkBDJDayWd7G7urqK47IOHTpEOjo6YsFh+bF07tw58vHxUfp3kJ+38uu+/OfQ0FAaOnQoEeXPPrWwsKABAwaQt7c3lS9fniZOnCj2CMhnbTNFP1XytHHjRrKysiIrKyvS19cnDQ0NMjExofDwcCL6XwLVuXNnOnbsGL18+ZK6dOlCy5cvFz9DCglUwabTgjffqKgoql69Onl4eCjsP378eIqKihKXn1AmebwFb1hLly4Vp1+/fPmSGjdu/MWB7M+fPy9yWQNlKfj7P3DggFiLpiAvLy9q0qSJWPulW7dutGbNGoVuI2UeV//kwv7o0SP6+PHjF9cYU4b4+HhSV1enOXPmiNuys7Np1KhRZGJiQh8+fCCZTEZRUVFkb29PderU+WGmXt+9e5dGjx6t9Jt1QadPnyZBEMSVGlatWkW3bt0iIqKdO3dS586dKTU1lW7fvk3du3enli1bioPI5ZR9vf28myo1NZVsbW3p5s2bdO7cOSpdurRYwiYzM5OCg4Pp4sWLCu9R9ndISkqicuXKKQwtSE5Opt9//52ysrLIwcGBBg4cSET51+XKlSuTgYEBjR8/XtKLqivbT5M8bdu2jUqUKEE7duwQZ6Zs27aNWrduTerq6uIg3Xv37pGNjQ1VqlSJjIyMqH79+pJqOi640vWYMWOoU6dOtGPHDnr//j3l5ubShg0byNLSkurXr0/Tp0+n3r17U4kSJRS6h5RFnmg8fvyY1q5dK061JiJatmwZqaiokK+vL1lYWFDNmjVp2LBhNGjQIOrVqxf17dtXrPQuFZ8PDh81ahTp6emRIAjk5eUlvrZp0yaqX78+1a5dm+rUqUPVq1cXb27KvDB9PhV/27ZtNG/ePNq4caPC0+aXkvWiXleWvLw8WrhwIenq6pK/v7/CaytWrKDq1auLZSJkMhldvHiRatasSU2aNPnhbhBSSJyI8idAtGjRgtq0aUOtW7em0aNHU9myZWnJkiUUFBREbdq0EWeh3blzh1q1akUjR45UctT/U/BYL3j9dHNzo6pVq5KWlhZt2bJF3P769Wtq2bJloXqAypaenk7jx48nDQ0NMV758f7gwQOqXr26OKnl2bNn1LVrV5oxYwZ31f2FnyJ5evnyJdnZ2Ykrixe8UF69epXat2+vsH7dmzdv6PTp0xQeHi7JWXUHDhwQuyJGjhxJ2tra5OXlRY8fPxbHErm7u1ObNm3I0dFREmO15BeiuLg4srS0JFdXVzp69KjC30LeAmVpaUn9+/en2bNn08SJE2nw4MHk5eUlie9RlDlz5lC5cuXo8OHDdPDgQZo1axZpamqKBUmJ8qf6z549m6ZOnSoeS8p8InV3dycXFxexNczHx4dKlSpFrVq1IkEQyM3NjeLi4pQW3z/x8uVL8vPzI2tra3EAe2JiIpUpU6bQ4qYymYyio6MVpvizb+/+/fvUrVs36ty5M506dYoiIiKoW7du5OjoSIIgkIuLi3gePH78WDJjtArGMWfOHGrbti39+uuvRJTfJSd/GCLKP5bev39Pjo6OkizVQZTf0jRjxgwSBEGssUWU32JpbW1N8+fPp7dv39KsWbPIwcFBkjXOpOanSJ4ePnxIlSpVoitXrojbCp4cERERVK5cuUJPrHJSOhmuXbtGlStXVmiCLV26tLjwZMEurdzcXEmN57h79y7p6enRlClTvriMSkhICAmCQIGBgZKK/UsyMjKoffv2Cjfn9PR02rJlC6mqqtL48eOLfJ+yk/GIiAjS1NSkAQMGUGxsLLVv315sCbxz5w4ZGhpS165dFRLW4tA6k5CQQL6+vlSjRg0aOXIkmZqaKrRmyGSyYvE9fiT37t2jjh07Uvv27enu3buUm5tLd+7cocGDB4urNPxV66ayTJs2jcqVK0dHjhwRE+3MzEzasGED1axZkypVqkQtWrSgRo0aka2trdLH/33+u8vJyVH43drb25MgCGL3aHp6Og0fPpyqVq1KJiYmVLFiRXFdPvbnforkKTo6mgRBKHRQFDyo5HVHpO7UqVPimJonT56QmZkZeXl50e7du8UZX1I8+DMyMsjNza1Qs3x2djY9f/5coeTAwoULSV1dnaZNmyYOWpSqT58+kaWlZaHK4GlpaeTm5kaCINCgQYOUFF3R5Bf4s2fPkpqaGnXu3JlcXFwUJhPExcWRkZERubi4FLsWKHkCValSJbKxsRG3Kzth/Zk9ePCA2rdvT+3bt1coq0AkrWSpoFu3blHNmjUVVjiQ3zOys7Ppjz/+IF9fX/Lz86MNGzZIppfi6dOn4oB2ov/9fgMCAqh8+fLUo0cPEgRBrKWXkpJCp06dorCwMG6J/Qo/RfL04MED0tfXp6lTpxZaw01+YHXq1ElhppSUFEzyEhIS6O7du5STk0Ourq40cOBAcXyKjY0Nqamp0YQJEyTXapOdnU3NmjWj4OBgcdvx48fJy8uLdHR0qEqVKtSqVSvxu86bN4/09PQkVc32Sxd5Pz8/srW1LVRFeMaMGeINQ6o3iEuXLlGJEiVIX19foXAnUf7Nw9TUlJo1ayaJMXNfQ55AWVtb04wZM8TtUv07/AzkZRU6duxY6FyRorNnz5Kenl6RteS+lCApu5ciNzeXvL29ydLSkgICAsTt/v7+pK+vTydPnqScnBzy8fEhQRBo8+bNSoy2ePspkiei/PXetLW16cCBA4VqHaWkpFCzZs3EbF0qzfqfTzMt6OPHj9SoUSPx4E9PT6ehQ4fS8uXLCxX7lILk5GSqXr06DR06lO7evUvz5s0jKysr6t69Oy1btow2bNhAVatWpbFjx4rvkUq/++fHQ0xMDJ05c0ZMWi9fvkytW7emXr16iUUZP378SJ07d1aYpq3sG3dERITYdT1p0iRasGABEeXXqVJXV6d+/fqJ3any73zt2jXq2rWr0mP/J+QJlI2NzRe7T9n3JS+r0KBBA0mNYSx4fMv/Pzo6mszMzOjMmTOFXtuzZ4/C2CEpefHiBY0dO5bs7Oxo1apVFBgYSGXLllWoj5eWlkazZs0iQRAUqryzv++HT57kB/u7d++oVatWVLZsWVq5cqU4k+DZs2fk7OxM9erVU3pza1EOHTpEjRo1IkdHR/L29ha3P3jwgKpUqUKzZs2imJgYmjFjBllZWUlqcdzPRUZGivWmtLW1afXq1WKil52dTe3bt1cosyCFJHbYsGF0/PhxMZaJEydSuXLlqGzZsmRqakqHDx8mIqITJ05Q+/btycDAgGxtbal69epkY2MjiVl1RPkDp52dncnGxob69u1L6urq4ngTovynbHV1dRowYEChBEpO6glUUb/jxMRE8vb2Jjs7O15aQiJ+//13cRq8FBSMY9WqVbRt2zZKSUmhnJwcqlmzJrVq1YqeP38u7pOZmUmdOnWicePGKSPcvyUhIYFGjRpFVlZWpKamRpGRkUSk2GKWmppK/v7+kloYvjj54ZOngp4+fUouLi6kqqpK2traZGFhQfXq1SN7e3ulD/QrSmxsLOnq6tLUqVNpwIABVKdOHWrfvr34+pIlS6h06dJkYWFBhoaGkhzr9Llnz55RbGxsoZW58/LyyN3dnXx8fCQ1qLdGjRpUuXJlOnv2LB07doxq1apFJ0+epPj4eHJ3dydDQ0PxCfTJkycUHh5OEydOpEWLFkliVl1BMTExZGZmRmpqamIF9+zsbDHO3377jTQ0NGjQoEH09OlTZYb6RfLj4urVq7RhwwbasGEDXbhw4U/f8/r1a14JXqKkkkAR5bfGGhgY0JIlS8RZqPHx8VSpUiVq1KgRzZs3j1avXk2tW7emWrVqSfJhu6DExEQaM2YM1a5dW1x5gkgxgZLKdbY4+qGSp797Ih44cICCg4MpMDCQjhw5IpmBfkSKB/P58+fJ19eXiPIHXB8+fJiqV69OrVq1Eve5dOkSxcTEKKyrVNxkZWWRj48PGRkZSWZdsYLHUqtWrahatWoUEBCgUICRiOiXX34RE6iiqp5L6Zj6/fffqUWLFtSyZUtq0KCBuJxEbm6u+PBw7tw5EgSB5s6dq7R4/0pYWBhVrFiRWrVqRY6OjlSyZEmF2aeMfa2tW7dSxYoVFRaElp83SUlJ5ObmRg0bNiQ7Ozvq06ePJB+2iyJvgbKzsxO76YmkH3dx8EMkTwWfkj8/KIrqyy6KFA4m+cl64cIFCg0NJQ8PD4VZXFlZWWIC1a5dO2WF+U1t3bqVxowZQxUrVvxiVXFlKVgc1cHBgQRBoN69exd6WuvTpw+ZmprShg0bJLWUwefHe2ZmJmVlZVFUVBS5uLhQvXr1xASK6H/H3507dySR9BXl5s2bVKFCBQoJCSEiohs3bhQqSsrY15oxYwa5u7uTTCYTj/2C549MJqOMjAz6+PGjuE2q58jn5AmUvb295AoNF2fFPnnatm0btWzZkvbs2aOwfePGjZSamqqkqP65gwcPkoaGBlWrVo2MjY3JxsZG4XtkZ2fT0aNHqWLFitS1a1flBfoN3Lt3j1q1akWurq6S6neXLyFBRLRy5Uq6e/cuERE5OzuLM1Y+T7YdHR3JxcXlu8b5Zwpe+OPi4uj69evi9yAiOnnyJLm4uFCDBg3E5SS6d++uMBtSijeH8PBw6tChAxHld5NWqlRJoRiplJbuYdLzpQdoNzc3atasWaH9cnJyKDo6utCkneLW3ZWQkEADBgygdu3aSWoGc3FWrJOnbdu2kZaWFoWGhip090RGRlLNmjXFWQRSP9DlJ2pqair16dOHQkNDKSkpiU6fPk3VqlWjpk2bKswQzMrKohMnThS76eNFef36tcLTnLLFxcVR5cqVaf78+TRx4kTS0NBQSDpatmxJpqamdObMmT9t5VSmgse7j48P2djYUIUKFahZs2YKxTxPnTpFbm5upKOjQw0bNiQzMzNJLUVE9L/vcvnyZXrw4AHt3r2bWrRoQTdv3iQTExMaNmyY+Hs/d+4cjRgxQlyGhbHPfZ4Eyc/hHTt2UNWqVWnHjh0Kr7948YKcnJzo9OnT3y3G/0piYiKfG99QsU2ePn78SM2aNaNZs2YVei0nJ4c8PDwUWmakNAiZKH/wbsET+dy5c1SnTh1ycHAQ+91lMhnFxsaKCZTUajf9iF6+fEnz5s0jXV1d0tHRERPUjIwMcZ+WLVuSmZkZnT17VrIJFBGRr68vlS9fniIjI+nRo0c0ZMgQEgSBpkyZIu5z+/Zt2rRpE82ZM0dSi8oWdOzYMdLT06Pjx4/TmTNnqEaNGqSvr0+DBw9W2G/s2LHUrVs3SSXjTDo2btxI5cqVo9WrVysUviTKX0bGycmJOnToQGvWrKHs7Gz6/fffqXPnzmRnZyeJYR1MWopt8vTmzRuqVKkSTZs2jd69eydul1ekvnTpEtWtW1cc01FUrSRlkK/qLggCLVmyROySe/HiBdnY2JAgCIWecq5evUrW1tZUo0YNTqD+IwWTngMHDlCJEiWocuXKNG/ePHF7wfFMbdq0ITU1NcmN05K7evUq2dvbi8fS8ePHSVtbm3r27Ena2trk4+NT5PukdpN49+4dTZgwgQIDA8VtkydPJkEQKDg4mB49ekRPnz6lSZMmkb6+Pt2+fVuJ0TIp69evH5UqVYo8PT2pUaNG5ObmRr/99pt4b4iLi6MBAwaQoaEhlSlThqytrcnOzq7YDA5n31exTZ6IiGbPnk2VKlWi6tWrk6urK9WtW5dMTEzIzMyM6tevT4IgkJ6enriEiZTMnj2bNDQ0aNmyZeKT8osXL6h27dpUr169QlPFL1++TPXr1+fy+f+x0aNH09SpU+nixYtiIc/Zs2eLrxe8gHp5eUn2gpqenk4BAQGUkpJCp0+fJkNDQ1q7di2lpqaSs7MzCYIgqRXsixIbG0tly5almjVrUlhYmMJrI0eOJCsrK9LS0qKGDRuSlZWVwkwpxj534cIFGjx4MF25coX++OMPateunXjfOHbsmPgQ/vTpU9qzZ49Cy7LUWmOZ8hXL5Klg99uFCxfIysqK9u7dS9euXaOoqCiKioqiXbt2Ubly5SggIIACAwMlc/AXjMPPz4/U1dUpJCREbDF78eIFWVtbU4MGDQolUJ9XRmf/XsEWp9u3b1PlypUpKiqKiPIHWc6aNYuqV6+uUKJgxowZdP/+ffFnZSdQp06doqCgIJo0aZJCC6v8WBsxYgSNGjVKPH7GjRtHrVu3LhaVw11dXcXSCZ8f/3FxcXTkyBGKiYnhsRzsLyUmJlLDhg0VpuzHxsaSIAhkZWVF9vb2tGjRokIPqMo+v5k0Fcvkieh/CdTjx4+pTp06CtWSiYgePnxIrVu3VhhULYUESh736dOn6eDBg6Snp0e6urq0fPlysTq4PIFq0qQJtzT9Rz5f43DBggU0efLkQlWDX758SbNnz6aqVatSz549ycnJiUxMTCRzQV23bh1VqFCB2rZtS4aGhmRlZaUw6DsnJ4eaNGlCffv2JaL8rkc3NzcKDQ0V95FaAhUXF6dQ+NLNzY3KlClD4eHhkhvQzooH+XV3//79ZGFhIVbRt7GxIUdHRzp27BgFBgaSIAg0ZMgQZYbKiolimzwVZGtrS+3ataOUlBRKSUmhxMREcnR0JAcHB8ndGIiIDh8+TKqqqhQYGEjz5s2j/v37k6qqKi1btkxMoF6+fEkGBgbUpk0bSSR9P5IOHTrQxIkTxZ8zMzNp4MCBJAiCOA2+4ASD169f0/r166ljx44KBfKUfWytXr2a1NTUaP/+/ZSamkoPHjwgY2NjunLlikLr7NKlS8nIyIh69OhBTZo0oTp16ojJn5QmUchkMnr79i1Vr16dunfvrlCDqnPnzlSuXDk6cuQInw/sH3v+/Dl16tSJNm7cSLVr1yZ7e3uFqfsJCQmSeTBi0laskyf5zev69etkbGxMpqamVLNmTWrSpAk1aNBAMje5grKzs6ljx440dOhQhe0zZswgVVVVCg4OFrvwXr169UOUI5CauLg4sQtIPgD/7du3NHnyZFJTU6N9+/YRUf5x83lyIf9Z2TfwAwcOkCAIdOjQIXFbRkYGWVpakqenJ7Vq1YqCg4Pp1atXlJSUREuWLKHOnTvTsGHDJD8A9uDBg1SnTh3q16+fWIOKKD+BMjQ0pAMHDij998+Kr+nTp5MgCNSmTRuFFuiC54NUzw0mHZJOngomPX81/fj169c0ffp08vX1pdDQUEkO9JNXr23RogVNnjyZiBSrWPfo0YMqVKhAixYtkszswB/ZwoULycHBQfxdf/jwgUaMGEHq6uriVGb5Mfh5tWFlyszMpOHDh5OFhQUtXbpU3O7q6kqGhoY0efJkcnJyInV1dYWyBAVJ5byQ/y4LloIgym+drVGjBvXr14+io6PF7S1btqSqVasW6nZl7K/Iz+HXr19Tu3btaP78+UqOiBVnkk2eCt6sAgMDycfH54tVqL90M5Pq04OnpydVqVJF7KKTJ1BTpkyhsmXLUrly5ej9+/fKDPGncP78eXH6fsEEytPTkzQ1Nen48eNKjvDLXr16RWPHjqXGjRvT0qVLyc3NjerWratQYbtfv35UoUKFQoviKjv5+9yZM2do7NixhdY1PHz4MJmampK7uztdvnxZ3P7s2bPvHSL7geTk5NCQIUOodevWyg6FFWOSTZ7kJk2aROXLl6etW7cWmlHzpe44qdwc5HE8f/6cHj9+LC4ce+/ePWrUqBF16NBBoYVpwoQJdOLECS6f/x/40oy0y5cvk76+Prm5uSkkUCNHjiRBEBTG3UiNfM2qKlWqkL6+vrg4tPw4W7NmDTVs2JBev36tzDD/0rp160hbW5smTpxYqJt6w4YNVLp0aerevbtCCxRjBckHgBMVfmgu+HPBa7IgCAoTJxj7GpJOnrZt20aGhoYUFxcnbktLS1OYgSal8UxFCQsLI2traypbtiy5u7uLY1TCw8OpYcOGVKlSJRo2bBh16dKFSpQoobAUCPs2/mpGWnR0NOnp6SkkUO/fv6eFCxdKpnvrSxITE2nMmDFUv359Wrhwobg9JyeHHBwcqGfPnpJ5mJCTx3Pv3j2xO37Lli1kbGxM48aNU0ig9u/fT/Xq1aNmzZrRq1evlBIvk7Zt27ZR06ZNC605uXHjRvH/C54DeXl5lJqaSsuWLZP8+c2kS9LJ06JFi8jR0ZGIiB48eEBLliwhCwsLsrW1peHDhys5ur/2+++/U+XKlWnJkiW0bds2atu2LbVo0UJcP+nJkyc0btw4cnFxoV69eiksSMu+jS/NSLt8+bLCBfXSpUukr69PPXr0ELtT5aR+gZW3QDVq1EhMoDp37kw1atQQY5dKAiWP48CBA1SlShXy9/cXW8o2btwoJlBXr14lovyJFAXLeDBW0LZt20hbW5vWrl2rkHTHxMSQhoYGrVq16i8/Q+rnN5MmySRPT548EZ8ali1bRjKZjJYtW0YWFhY0cOBAql69OvXq1Yt8fX0pICCAqlWrJulWmjt37pCvry9NmjRJ3BYfH089evSgZs2a0ZYtW8TteXl5km9BK47+akZay5YtKTg4WGzJjI6OJkEQaPr06UqK+J9LSEig0aNHU9OmTalChQpkaWkptq5J7eZw/PhxKlGiBK1Zs0ZhjBZRfguUjY0NmZubU6NGjUhbW1uh5Zkxuffv31OjRo1o7ty5hV5LS0uj6dOn09ChQyW3rin7MahAAs6fPw9HR0ecPHkSXl5e8PLywqtXrzBmzBj07t0bnz59woQJE+Dv74+ZM2eiTZs2KF26NDQ0NJQdeiFEhJSUFAwfPhyLFy/GH3/8Ib5mYWEBf39/GBkZYcuWLVixYgUAQEVFBSoqkvhT/DCysrIQEREBc3Nzhb9Bnz59kJqaCm1tbWhpaWH8+PFYu3YtsrKyYGdnh9u3b8PX11eJkf8zBgYGmDZtGqpWrYr69evj9u3bUFdXR25uLtTU1JQdnig3NxehoaEYOnQohg0bBnNzcwBATk4OAKB///5YvXo1Jk6cCCcnJ8TGxsLGxkaZITOJUlFRQU5ODt6/f483b96I25OTk1GqVCnY2Njg7NmzuH//PgRBwKdPn5QYLfvRCEREyg6CiODs7IyrV6/i06dPOH36NBo0aCC+np2dDQ0NDRARPn36hJ49eyI7OxvHjh2TbNJx9epVeHt74/nz5wgMDETXrl3F1x49eoRRo0ZBVVUV27dvR5kyZZQY6Y8rISEBAQEBuHz5Mnr16oWoqCjEx8dj37594k27f//+OHHiBG7fvo1y5cqJ75Va0vF3ffjwAWXKlIGKiorSv8OkSZNARFi0aJG4LSMjAw0aNECvXr0wc+ZMEBEEQRBfT0tLQ+nSpZURLiuGRowYgQcPHuDevXswNzeHTCbDo0ePIJPJYGtri4iICGhra8PAwADdunXD/PnzlR0y+0Eo9e4gk8mgoqICQRDQsWNHxMbGwtDQEImJifj06RNKliwJIoKGhgbS0tKwfv16nDhxAgkJCbhy5QpUVFTEz1Cmz28AAFC/fn0EBARg4sSJWL9+PdTU1ODs7AwgvwUqJCQEGhoanDj9hwwNDTFlyhT4+/tj2bJlSE5ORlxcHIyNjZGRkYFSpUqhWbNmuHfvHvLy8hTeWxwTJwDQ09MDkH9uKfM7EBGaNGkiJqlypUqVQu3atXHz5k18/PgRurq64vlz584dhIWFYfz48dDW1lZS5Kw4kF/3Q0JCEBMTg2HDhmHWrFmoWrUqnj59Cg0NDXz8+BF37txBjx49YGxsjNGjRys7bPYDUVrWQURi0jN58mTs3r0bUVFRsLa2ho+PD8LDw5GVlSUmJaVLl4aKigoqV66MmJgYsUtCKonT+fPnMW/ePHh5eeH06dNIS0tD/fr1sWDBAqSlpSEkJATHjh0T31elShUYGxsrMfKfg4GBAXx8fNC5c2dUqVIFO3fuBJB/E8/NzUVYWBjMzc1RoUIFJUf6bSnzvHj9+jUEQUC3bt1Qt25dREREYOTIkeLrDRs2xK1bt7Bt2zYkJyeL5/iuXbsQFhbG3SvsL8kfnAGgcuXKSE5ORk5ODszMzNCiRQs0btwYxsbGsLS0hJeXF8aNGwc1NTXk5uYqOXL2w1DGQKuCg/fOnz9P1tbW9NtvvxFRfsFIZ2dnqlOnDoWFhYmDXWfPnq3wGVIogCn/Hvv27SNtbW3q3bs32dnZkb29PU2ePFmcIRQdHU3t2rWjZs2aUUREhDJD/mkVpxlpxdnOnTupRIkSFBsbK27btWsXCYJAo0ePFrd5enpSrVq1qEOHDjR27Fhyd3cnHR0dun79uhKiZsVZSkqKuPj13bt3KS8vjxISEsjZ2Vmy65uy4k+pY5727duHgwcPonz58ggKCkJWVhY0NTWRm5sLV1dXvHjxAu3atcPt27dx4cIFfPjwAaqqqsoKt0jR0dHo2bMnZs6cicGDB+Pp06eoWbMmjI2N0b59e/j7+0NHRwdRUVEICAhASEgITExMlB32TykxMRHz5s3D1atXER8fD11dXckOrC6u0tPT0bVrVzx69Aj79u2Dra0tZDIZ9u/fj/79+4sDwgFg3bp1uH79OuLi4lCzZk2MGTMGNWvWVPI3YFJDRQyL+NyFCxfg6OgIExMT5OTkQE9PDzKZDBcvXoS6urokhnewH4vSkqeEhAQMHjwY0dHR6NChg9idIk+g8vLyMHLkSCQmJkIQBOzZs0epJ4H8BJbP1JL/vHXrVpw/fx5r167F48eP4eDggObNm6NixYrYuHEjPDw8MH36dOjq6iIzMxMlSpT47rGz/0lMTIS3tzfevn2LX3/9lROnb0h+bubk5MDV1RVxcXH49ddfUa9ePchkMoSFhWHAgAHw8PDAqlWrxPfl5ORAVVWVb26skILX+w8fPohj+ora5/bt2zhx4gSSk5NhbW0Nd3d3qKqq8vnN/hvfq4lL3iVSsGskJiaG3N3dxeVX5OQr3RPl1+uQykr2SUlJVK5cOVq7dq24LTk5mX7//XfKysoiBwcHGjhwIBHlf4fKlSuTgYEBjR8/nvLy8rhbSCLev38vNuUr+5j6kch/p1evXhVrbNnY2IgFL/Py8mj37t1UsmRJhS48xopSsLstKCiIvLy86P79+3+5b0FSGN7Bfkzf5VFPJpOJza4fP35EWloaiAgNGjTAtGnT0LJlS6xZswZ79uwBAGhoaIgD+7S0tCAIAohI6U8PJUuWRP/+/TFq1CiEhoYCALS1tWFtbY2nT5/i+fPnGDBgAID8QbN16tTB0KFD4eXlJc4qZMqnp6cnDjhV9jH1I1FRUcGBAwfQsmVLxMTEoFevXsjLy4OLiwuuXbsGFRUVuLm5ITQ0FCtWrMDkyZOVHTKTMHmL06RJk7BgwQLY2dlBU1NTYR/6/x0nX2q1lNowD/YD+a+zs4KtLf7+/tSkSROqW7cutW3blm7fvk1ERNevXyd3d3dq0aIF7d27978O6V9JTk6mGTNmkCAItHPnTnH73bt3ydramubPn09v376lWbNmkYODA71//16J0TL2/bx//55q1qxJM2fOFLe9ePGC2rZtS6ampmILVG5uLu3fv1/SKwQwadixYwdVqlSJrl27Jm7Lysqihw8fij9ziz5Thu/WbTdz5kwqW7YsrVq1ipYsWUJt27YlXV1dOnLkCBHlr27fq1cvsra2psjIyO8V1hd93gyck5OjcJLa29uTIAi0fft2IspfyX748OFUtWpVMjExoYoVK4o3C8Z+Bm/fvqUqVarQ7t27ieh/N7Vnz55RtWrVqH79+nT58mVlhsiKmQULFlCrVq2IKH8h6SVLlpC1tTVVrFiRZs2apdzg2E/tuyRPiYmJVLt2bYVxTURE/fv3Jz09PXG19IsXL9KMGTMk00/99OlTWrZsmfizPKEKCAig8uXLU48ePUgQBNq0aRMR5U+ZPXXqFIWFhYnrpTH2M2nYsCH16NFD/Fkmk1FOTg516dKFBEGgmjVrUmZmphIjZFJVVAtSaGgoVatWjdzc3Mja2pp69+5Nc+bMoRUrVpCKigrduXNHCZEyRvRdBnxkZmbi1atXMDIyAvC/5VY2b96MunXrYunSpQgICECTJk3QpEkTAEBeXp5S+6vz8vIQEhKCAwcOIDMzE5MnT4aKigrmzZuHxYsXY/fu3WjVqhUsLS0xaNAgCIIADw8PtG3bVmkxM/a90P+fbSovcimTyaCrq4sxY8YgMDAQvr6+mDVrFgRBgJqaGkxNTXHq1ClYWVkVGrfCWMFZdS9fvgQAlClTBt27d8fHjx9x4sQJTJgwAa1bt4a5uTliY2NhZ2fHS/kwpfnmyRMVUZPDzMwMlStXxvr169GmTRuFAeEGBgZFVn1V9kA/VVVVjB49GpmZmdi/fz90dHSQmpqKoKAgbNu2De3atQMATJkyBaqqqhg4cCBKlCiBnj17KjVuxv5r8nM8PDwcq1atQnx8PGxtbdGmTRsMGzYM9+7dw/79+3Ht2jU4OTnhypUr2L9/PyZMmMBV9VkhVGC1idmzZyMyMhIPHz5Ew4YN0aVLF4wePRqenp5QU1ODTCZDeno6fH19oaWlhUqVKik5evbT+pbNWAXHCb17946SkpLEnzdu3Ei2trY0bdo0cZtMJqOmTZsWqh4uJfLK1FZWVqSmpiaOxyo4xT01NZX8/f3p999/V1aYjH1Xhw8fphIlStCiRYvo6NGjNHr0aBIEgW7evEnv3r2jnTt3UvPmzalOnTrUpEkTrhzO/tKsWbNIX1+fjh8/TrGxsdStWzdSU1Oje/fuEVF+2Zrt27dT27ZtqW7dupSdnU1EXy5TwNh/6T8pkunj44OTJ0/i0aNH6N69Ozp37oxOnTrBz88P27dvh46ODuzs7BAbG4vk5GTcvHlT0lPGX79+jXnz5uHs2bPo378/JkyYAAAKxdfob1TBZay4+fy4lslkyMzMxMCBA2Frawtvb28kJSWhXr16cHFxQXBwsML7U1NToaamhpIlS37v0FkxkpSUhJ49e2LChAlwcnJCREQE3N3dERQUhCFDhiA3Nxc5OTlYsWIF3rx5g/nz54tr1Un53sF+XN/kqCvYXx0cHIx169Zh7ty5SE1NRWRkJGbMmIHk5GT4+PjA3t4e69atQ1JSEho2bIjFixdDTU1N6WOc/kzFihUxdepUyGQy7N27F7m5ufD29laImxMn9qORn9fp6elQUVFBRkYGypYtC0EQcP/+ffTr1w8JCQlo2LAhnJycxMRpz549MDY2hr29PbS1tZX8LVhxkJeXh/j4eJibm+Pw4cPo3bs3Fi5ciCFDhiArKwvr1q2Do6MjvLy8oK6uLr6HEyemLN/kyJMnTjdu3MDTp0+xdOlS9O7dGwDQqVMnrF69GkuXLkW1atXQunVrtG7dWuH9xeHpwcDAANOnT4e/vz/Cw8ORkZEBX19fySZ8jP0b8sTp7t278Pb2xpMnT5CTk4OAgAB06dIFpqamiImJwZgxY+Dk5IQ1a9YAAN6+fYuIiAi0aNECTZo04SVXWCHy1syCrZoymQympqZYuXIltm3bhoULF2L48OEAgMePH+PkyZOoUqUKLCwsxM/hay9Tpn91ZcvKyhL///Lly7C1tcWSJUuQlpYmbreyssLw4cORmpqKK1euFPk5Uk+c5OQJVLVq1XDx4kW8e/dO2SEx9s3JE6cbN26gcePGMDIyQseOHWFmZgYXFxfExsaiV69emDt3LkxNTbF8+XLxJrh06VKcP38eLVu25MSJFVJwtYmMjAxkZ2cDAAwNDeHo6IiVK1eiW7duYuKUkpKCCRMmID09HR07dlRa3Ix97h+PeTpx4gTi4uLQunVr1K9fHwCwYcMGDB06FH369MHixYtRoUIFcf8uXbqgTJkyCA0NLfZdXK9fvwaQ353H2I/o7t27qFu3LubMmQNvb28AwKNHj9CpUydYWVnh4MGDmDFjBhYsWIBhw4ZBEASkpaXh4MGDOHv2LOrWravcL8Akp+DwjsDAQBw/fhyZmZkwMjLC8uXLYWRkhClTpmDJkiXo1q0bAODVq1f48OEDrl69qtSF4Rn73D86Cjdt2oRBgwbhjz/+QMHca/DgwVixYgW2b9+OkJAQvHr1CgCQlpaG58+fo1KlSsU+cQLykyZOnNiPqmCXdK9evQDkd61bWFigZs2aKFGiBABg7ty5CAkJwfv373Hnzh3o6uri4sWLnDixIsmTnhkzZmDhwoVwcnKCk5MT4uPj0bhxY1y6dAkLFizAypUroa+vDw0NDTg7O+PatWtQV1dHbm4uJ05MMr665WnXrl0YPHgwNm3ahI4dO0JHR6fQPkFBQZg4cSIaNWqEunXrIjExEU+ePMGVK1egoaHxzYJnjP03Dh06hPXr1+Pt27dYvXo16tSpgz/++AM2NjZYtGgRPD09xX1zcnKgrq4u6UkfTBqePXuGDh06wM/PD927dxe3d+zYEffv38fvv/+OkiVLFmph4mOLSc1XpfFv3rzBqlWrEBgYiB49eoiJU1paGq5cuYILFy4AAMaPH48VK1bgypUruHfvHnr06IEbN25AQ0MDOTk53/5bMMa+CfmzVJcuXTBixAjo6elh9OjROHHiBNq1a4f+/fuLiVNeXh4AiLOf+ObG/kpmZiaSkpJgamoKAOKYp3379kEQBCxZsqTI9/GxxaTmq9tA3759q1AleNWqVRg4cCAaN26Mnj17wt7eHkSEESNGYOXKlTh//jyePXuGzMxMAP+70DLGpEc+CwrIbw0YM2YMSpcuDWdnZ9SvXx+rVq0CEUEmk/ENjf2pojo1LC0toauri61btwKAuNqEqqoqjIyMxGSKu+eY1H31NLeUlBQcOXIEOjo6CAkJwf3799GsWTNEREQgOTkZ3t7emDt3LmbOnAlPT0/k5ORg4sSJSE9Px6RJk4rs5mOMSUfBaeQdO3YUxym+ePECd+/ehbW1NWQymZKjZFJWsNvt9evX0NTUhK6uLgBgxIgR2Lp1KwIDAzF58mSoqalBRUUFOTk5KFWqlBKjZuzv++oxT5GRkejevTvKli0LbW1tBAUFoXbt2ihXrhw+fPiANm3aoGvXrpg9e7b4noCAAAQEBODhw4coW7bst/4OjLH/QME6PMePH8fy5cuRmpqKlStXonbt2kqOjknRrl27YGdnhypVqgDIHxx+4sQJvHz5EuPHj0fv3r1RqlQp+Pn54ddff4WFhQVsbW1x/vx5vHv3TvKrTTAm949KFbx9+xZpaWniCSL34cMHdO3aFX379sWwYcMUBvl9+PABenp63yZqxtg/9vlgXPkloKiZsAUTqBMnTogLsh4+fBjq6uo/xOxZ9m2Eh4fD1dUV06dPx+jRo3H06FGxJ+LOnTvYu3cvnJ2d4ePjA319fZw8eRIhISHQ0tJChQoVsHLlSsmvNsGY3Ddb2+7t27cYOHAgkpKScOHCBfHgL6qaLGNMOeSJ0+PHj3Ht2jWFGU9F7QcoJlCRkZGwtLSEiYnJd4uZFR+LFy/G0qVLMWrUKCQlJcHOzg5ubm4AgO3bt8PPzw/NmzfHpEmTUK1atULvLw6rTTAGfIPlWZKSkrB+/XpERUXhzZs3YuL0+ZpvnDgxplzyhCguLg5du3ZF48aNUb16ddSsWRNA/pp0e/fuxd69exVapgo+/LRt21ZZ4TMJS01Nhba2NiZMmACZTIZly5YhLS0NNWrUEPfp06cPBEHA3LlzoaamhsGDB4sFloH8JJ0TJ1Zc/OspDS9evMCFCxdQtWpVXLx4USxmxs2ujEmLiooKXr58CWdnZ3h4eGDTpk1i4pSbm4sPHz7g9evXiI2NBaA4W4offtiXREREYPny5Th9+jQAYNKkSZg5cyZyc3PF2dZyv/zyC2bOnIldu3aJ+8vxMcaKk3+d5tetWxdbt25FmTJlIAgCr3TNmIQ9ePAApUqVQs+ePcVK4UD++pK//PILNm7ciCNHjqBBgwbizYy73NmXbNq0CdOnT0fv3r2hpaUlbh82bBg+ffqEwMBAmJiYYOjQoahUqRIAoHfv3ihXrhzatGmjrLAZ+9e+SZYjn4JKRNzixJiEffr0CfHx8Th69CiePn2KnJwc6Orq4s2bN8jJyUGzZs1w4sQJ1KlTB7m5uWjdujXPkGVF2rVrF0aNGoWNGzfC0dGxUBmasWPHIisrC8uXLwcAhQTKwcEBAFcOZ8XXNxswzhgrHgICAnDp0iU8efIEhoaGEAQBHz58QHp6OrS0tHD58mVxbbGoqCiYm5srO2QmIUSEd+/eoVevXnB1dcXIkSPF1z58+IC7d+8iJSUFHTt2BAAsXLgQK1asEGfilS9fXlmhM/bNcP8aYz8J+YBxb29vrFq1CmvXrsW+fftQqlQp5OXlQRAELFu2DKampli9ejVyc3P5RscKEQQBampqSExMROnSpcXtK1euxJkzZ7B//36UKVMGVlZWiI6OxqRJk5Ceno4bN26gXLlySoycsW+HkyfGfhIqKipiAlWhQgUIgoCPHz+iVKlSYtdJfHw8NDQ0oKOjw90p7Ivky22dO3cOZcqUwbZt23D//n20bt0aJ06cgLq6Onr37o3JkycjMDAQs2fP5rI17IfC3XaM/YRSUlJgbW0NGxsbjBo1CmpqaoiIiMDmzZsRFRUlzsJj7EtOnDiBYcOGQVNTE9ra2li8eDFq1aqFsmXLIjU1Fc7OzrC3t8f8+fPF93DixH4U3PLE2E8mLy8POjo6OHnyJLp164aBAwdCV1cXRkZGOHv2LCdO7C/JZDK0b98ely9fRm5ursJi8fLXAYgDxOU4cWI/Cm55YuwnUVTV8IyMDNy/fx96enrQ09NDmTJllBwlK44Kdsm9efMGgwYNQlJSEi5evMjdv+yHxMkTYz8Q+U0sJiYGsbGxyMnJgZWVFTp06KDwOlB4jTvG/o23b99iw4YNOHfuHN69e4eoqCioq6tzOQL2Q+IrJ2M/EEEQsG/fPnTs2BHHjx9HeHg4Ro4ciUmTJomvy3HixL6lly9fiuPlLly4wKtNsB8aj3li7Afy+++/Y+zYsfDz84OnpyeuX7+OFi1aIDc3V2E/HrjLviUiQt26dbFt2zaxaDKvNsF+ZPzoydgPJCEhASYmJvD09MSTJ0/g4uKCvn37YsmSJQCAGzduAOCBu+zL5IO9v4b8eOLVJtjPgpMnxoox+ZDF6Oho3Lt3D9nZ2ShTpgxu3bqFFi1aoGPHjlixYgUA4MqVKwgNDVVYqJWxz8m7c2/evPmPP4OTc/aj4+SJsWJMEARERESgRYsWePnyJfT19XHlyhU0atQITk5OWLNmjdgCsH37dty/f7/QGmSMAYotTrGxsahXrx52795daL+8vLzvGRZjksQd0owVY+/evcPt27fh5+eHtm3bAgACAwMxbNgwmJiY4Pbt29DQ0MC6deuwdetWnDt3TuxaYUyOiMQWp+DgYCQlJQEA+vTpg+zsbPTr10/cV56MR0ZGws7OTmGJFsZ+Fpw8MVZM3bt3D7Vq1YKRkRFmzZolbh8yZAjS09Ph7++P5cuXw8DAADKZDJGRkahVq5YSI2ZSJe9m8/Hxwfr167F06VKEhITgwoUL8PDwQF5eHgYMGAAgv4Xq8OHDcHFxQXR0NBo1asQTENhPh+s8MVaMTZkyBYGBgZg2bRpmz56tMLvpwYMHePv2LUqVKoVKlSrxIr/sTyUlJaF9+/YYOXIkBg8eLG5bvHgxAgICsG3bNvzyyy/i/r1794a6ujpCQ0OVFTJjSsMtT4wVM1evXgUA1K9fHwsWLAARITAwELVq1UKvXr3E/SwtLWFpaamsMFkxk5ubi0ePHimMfSpXrhzGjBmDs2fPom/fvhAEAb179wYADBo0CImJicoKlzGl4uSJsWKCiJCZmQkXFxdUqVIFS5cuha2tLQICApCTkwMPDw+oqKigR48eyg6VSVxR1eUNDAzg4uKCsLAwtGvXDlWqVAEAGBoawsbGBoIgoF+/ftDT00PHjh3RunVrsaWTu+3Yz4Zn2zFWTAiCgJIlSyIyMhIJCQmYPn262AoVFBSEkSNHYtCgQdi6dauSI2VSVjBxevjwIe7cuSO+1qlTJ6SkpGDJkiV4/vw5ACAjIwNv377FuHHj4O7ujrVr1yItLU2hjhMnTuxnw2OeGJMw+RN9VlYWNDU1xZ/j4+PRrl07VK9eHfPmzYOtrS0A4P/+7//w66+/4uHDh9DW1lZy9EzKvL29sXv3bnz48AGNGzfG4sWLUatWLaxatQqhoaFISkpCgwYNcO/ePQDA9evX4eXlhWvXruHcuXNKjp4x5eKWJ8YkTBAEnDx5Eh4eHnj69Km4cn3VqlVx6tQp3LhxA97e3mIL1Jo1a3Dz5k1OnFghBesz7d27F/v370dQUBD27duHFy9ewMPDA9HR0fD09MTSpUsxaNAgEBHat2+P6OhoAEBycjLMzc2RlZWlrK/BmCRwyxNjEnfx4kU0a9YMffr0wbx582BiYiJ2vZw4cQKdOnVCq1atEBAQgHr16ik7XCYxqampCsn0r7/+ivv370NLSwsjR44U92nVqhWA/DpPjRs3hoqKitjS+e7dOwQEBGDdunW4cOECatSooYyvwphkcMsTYxIjf565desWXrx4gaZNmyI6OhphYWHw9vbGs2fPxDErRIQWLVogISEBZcuWVWbYTILc3NwQHh4OIH+sU2pqKtzd3TFlyhSFZXq0tbVx9uxZCIKA8ePH4+TJk5DJZBAEAW/evMHcuXNx6tQpnDlzhhMnxsDJE2OSIn/SP3DgADp16oSAgAAkJyejUaNG+O2333DgwAFMnToVV69eRV5eHi5evAgHBwfExsbC1NRU2eEziWnUqBHc3NwAAJmZmdDW1sbTp09hYWGBiIgI3L59W9xXW1sbZ86cwcuXLxEWFiYm6BUqVMC4ceNw9OhR1K1bVxlfgzHJ4W47xpTs82neJ06cQNeuXRESEoK2bdvC1NRU7KaLiYmBm5sb1NTUULJkSSQkJCAyMpJvakzB56UIVqxYgfT0dAwYMAAVK1bEy5cvUb9+fdSoUQMrV66EtbW1uG9GRgY0NTWhqqrKJQgY+wJOnhiTkLy8PHh6ekJTUxPBwcHiTTA3NxeqqqriTLuzZ88iPT0dTk5OqFatmrLDZhI3ZMgQREREwNvbG+7u7qhYsSJevHiBBg0aoGbNmli5ciWqV6+u8J68vDyFcgSMsf/h5IkxJfHz88ONGzcQFhYmPuHn5OSgcePGaNy4MVauXAlAsWXq48ePvLAv+1NFFcAEAC8vL/z6668YN24cevbsKSZQdnZ2KFu2LMLDw2FmZqaEiBkrfnjME2NKkJeXh3r16mHOnDkA/ldkUCaToV69enjz5g3evHkjvkZEuH//PqZMmSJuZ6wo8sTp8uXLuHHjBh4/fgwAWLp0KTp16oQlS5Zg9+7deP36NSpVqoSLFy/CzMwMlSpVUmbYjBUrnDwxpgSqqqpwdnZGjRo18Ntvv8HR0REAoKmpiaZNm+LIkSPYunWrwtphO3fuxPnz55Gbm6ussJlEzZgxAzt27BB/njBhAtzd3dGiRQuMHDkSGzduBJBfhqBTp05YtmwZ9u7di4SEBJiZmSE8PByqqqoKtaAYY1/Ga9sxpkREhA8fPuD69evo0qULDh06hEGDBiEhIQELFizA2bNnUbp0aeTl5eHEiRM4e/YsjIyMlB02k5CHDx/iwoULiIqKgra2NgwNDXH06FHs2rULSUlJOHDgAEJCQpCRkYFRo0YhODgYKioqmDx5MgwMDODm5iZ2DfMYJ8b+Hh7zxJiSZWRk4NSpUxg/fjyqVq2K48ePAwB27dqFW7duISYmBjY2Nhg8eDDX2GFFunz5MhYvXozk5GRYWFigfPny8PX1BQDcv38fy5YtQ3R0NAYPHiwWxlyyZAnGjBnDCRNj/wAnT4x9R/In/IcPHyItLQ36+vowMzNDdnY2jh07hgkTJigkUPL3EFGRg4DZzy03NxdqavkdCHFxcfD19cW5c+fQtWtXrF+/XtxPnkDJS114e3uLr/GsOsa+Hl+NGfuOBEHA/v370bhxY7i5uaFmzZrYsmULNDQ04OzsjMWLFyM+Ph5dunRReA8nTuxzL168EBOn4OBg6OnpYcaMGWjatClOnjyJsLAwcV8rKyt4eXmhWrVquHfvHgo+M3PixNjX45Ynxr4DeYvT8+fP4eDggPHjx6Nu3bo4evQo5syZg0WLFmH8+PHIzc3FsWPH4OHhgfbt22PXrl3KDp1JUGxsLBo1aoQzZ87gwIED2Lp1K65cuQILCwtcvXoV8+fPx7t37zBmzBi4urqK73v+/DmMjY0V1q1jjH09Tp4Y+04iIyPx4MED/P777wgODha3L168GJMmTRITqJycHJw6dQrVqlVD1apVlRgxk7Jx48Zh/fr1EAQBFy9eRK1atcSE6PLly1i4cCGSkpLg5eUFFxcXhfd+qRYUY+zv4bOHse/k0KFDGDlyJKKiopCcnCxunzBhAhYuXIipU6fC398f6urqcHR05MSJ/anKlSsjPT0dubm5eP36NYD/1Quzs7PDpEmTUKFCBUybNg3nzp1TeC8nToz9O9zyxNh3QkSYO3cufH19ERoaij59+ii87u/vj6CgIDx8+BD6+vpKipJJ1efdbDk5OXj69CmCg4Oxfv167Nq1C507d1ZoVbpx4wb27NmDuXPn8tgmxr4hTp4Y+w/Ib3RFzZQbN24cVq1aha1bt8Ld3V3hfe/fv+fEiRVSMCF6+/YtUlJSYGFhIb4+bNgwbN++HXv37oWTkxMAwNvbG6NHjxYrh/OsOsa+HS6Sydg3Jk+cTp06hZ07d+LNmzewt7fHmDFjUKpUKSxZsgREhH79+kFFRQXdu3cX38uJE/tcweR71qxZOH78OO7cuYPWrVujdevWGD9+PNauXQtBEODi4oLJkyfj3LlzePv2Lfz9/cXP4cSJsW+HO74Z+8YEQcDBgwfh5uaG3NxcNG7cGL6+vhg/fjwePnwIIH+dsZEjR8Ld3R2//vqrkiNmUiTvFJB31fn5+WHFihUYPXo0Nm/eDF1dXezYsUOs2bRmzRpMnToVFy9ehJGREeLi4qCmpsZLrjD2H+BuO8b+hYLjUOT/f+vWLbi4uGDixInw9PRERkYGTE1N8eHDB3Tu3BmLFi0SB4NPmzYN/fv3R/Xq1ZX5NZjEfPjwAXp6esjLy4OKigqSkpLg6uqKoUOHwsPDAwCQlJSEtWvXIiwsDDNmzBBLEnz8+BG6uroAFItoMsa+HW55YuwfkslkEAQBSUlJ+PjxIwRBQF5eHpKSktCvXz94enrixYsXqFmzJvr3749Lly4hIiICCxYswN27dwEA8+bN48SJKZg5cyZat26NV69eQVVVFYIgoFSpUkhKShJn1QFAuXLlMGrUKKioqODChQvidnniREScODH2H+HkibF/SEVFBfHx8WjUqBGmTJmCt2/fQlVVFXXq1EH37t2Rl5cHLy8vtGzZEvPmzUODBg1Qq1YtbNy4Ef7+/sjJyVH2V2ASZGlpCX19fXh4eODly5cA8luQzMzMEBcXh9TUVLFLT0dHBw0aNMCzZ8/weScCF8Bk7L/DyRNj/5BMJkNoaCiePHmC+Ph4+Pn54fXr19DX14eNjQ2ysrLw6tUrtGjRAiVKlAAANGvWDMeOHcOMGTOgrq6u5G/ApKhv374YN24csrOz0b9/f7x48QJlypTB5MmTsWvXLsydOxdJSUkAgMzMTMTFxcHMzIyTJca+Ix7zxNi/cOPGDbRu3Rr169eHmpoarK2tMX36dJQrVw5v3rxB3bp10a1bN3h4eODAgQPYtm0b4uLixK4VxuTu3r2LxMRElCxZEo0bN8b+/fsRHBwMQRCwefNmmJqaYt++fejTpw/s7OygqamJzMxMvHv3Djdv3uQuOsa+I06eGPubPh8cLpPJoKqqipkzZyIjIwOlSpXC0aNH0bx5c0yZMgUVK1ZEeHg4unfvDhMTE2RlZSE8PBz16tVT8jdhUrNt2zasWLEC+vr6cHd3x8CBAwFAIYHasmULTExMEBsbi2PHjuHly5cwMjLCtGnToKamxoPDGfuOOHli7G+QFyl8//49cnNzUaFCBTGZ2rBhA9atW4dTp05hw4YN2LZtG5o1ayYmUI8fP0ZKSgoqVqwIAwMDZX8VJjFbtmzByJEjsWHDBjRt2hQmJiYKr+/fvx/Lly+HioqK2AL1ecFLLoDJ2PfFyRNjf9PDhw/h6OiIEiVKYP78+bC0tISVlRUAoE2bNmjYsCECAgLg5+eH8PBwNG/eHBMmTIChoaGSI2dSdfPmTXTv3h0TJ07E8OHDxe2fV6bft28fVqxYATU1NWzYsAGmpqbKCpkxBh4wztjfIpPJsHnzZiQmJuL9+/eYPXs2ZsyYgREjRiAlJQV9+vTB27dvkZ2dDR8fH3Tp0gXh4eFYsWIFZDKZssNnEnX37l2UKVMGzs7OCtsFQYCKiopY4FKeYL169QqLFy9WRqiMsQK4g5yxv0FFRQWjRo1Ceno6nj59Cn19ffTu3RtTp05Fv379kJGRgcjISDRv3hwDBw7E9OnToampCTc3N17Bnn3RzZs38enTp0JddXKqqqp48uQJnj17BmdnZ2hpaaF58+bfOUrG2Of4qs7Y32RoaIjJkyfD2NgY9+7dQ3x8PGJiYvB///d/qFOnDgBAW1tb3H/ixImoXLmykqJlxUG5cuXw9OlTvHv3DgAKtVLm5eVh6dKluHz5MgCgVatWUFVV5SVXGFMyTp4Y+wpGRkaYPn06bG1tsX79eixduhROTk5YtGgR4uPj4ebmpuwQWTHi5OQEHR0dDB06FJ8+fYKKigqys7PF1zMyMvD48WOULVtW4X08OJwx5eLkibGvZGhoiOnTp6NJkybYuXMn5s2bBwAwNzfnFgH2VczNzdGnTx9cunQJQ4cORW5uLjQ0NAAAz58/R+/evfHu3TtxPTvGmDTwbDvG/qHExET4+/vj+vXraNu2LXx9fZUdEitG5KUuUlNTMWXKFOzatQslS5aEq6sr3rx5gxcvXiArKwuXLl2Curo6lyNgTEI4eWLsX0hMTMTUqVPx4sUL7Nq1q1D3CmN/Rl4/LCMjA2fOnMGuXbvwxx9/wMjICI0bN8bYsWO5ACZjEsTJE2P/knyl+4oVKyo5EiY18uToa/aRV6uX4xYnxqSHkyfGGPsPFEyKDh06hA8fPuDjx4/w8PCAjo5OoaRK3o1XcBkgxpg0cfLEGGP/IW9vb+zcuRM1atTAo0ePoKmpiXnz5qFz586cJDFWTHEnOmOM/Ue2bNmCrVu34vjx46hduzYOHz6MLl26QFNTkxMnxooxLlXAGGPfwKVLl5CVlaWw7enTp+jevTtq166NnTt3om/fvli5ciU6dOiAjIwMpKWlKSlaxti/wckTY4z9S8HBwbC3t0d4eLhCkcu4uDioqqoiJiYGw4YNw/z58+Hp6QkiQkhICDZs2KDEqBlj/xQnT4wx9i+NHj0aHh4eGDJkCA4dOoRPnz4BADw8PLB//37Y2dkhODgYnp6eACCWJnjx4oUyw2aM/UOcPDHG2L8g76rbtGkTXF1d4enpiaNHjyI7Oxu2trZo2bIlqlWrBgDIzs7G7du34e7ujsTERMyfP1+ZoTPG/iGebccYY/9QwXIEoaGhyM3NxZAhQ2BsbIwlS5bAzc0Nt27dwsqVK7F7926oq6vDwMAA+vr6OHnyJFcOZ6yY4uSJMcb+pZkzZ2LlypVYunQp3r17h5MnT+L8+fPYsGED3N3dkZGRgVevXuHWrVswNTVFvXr1oKKiwpXDGSumOHlijLF/4c2bN2jevDkmTZqEIUOGiNv79OmDw4cPY+PGjejYsSO0tLQU3vd3qo8zxqSJz1zGGPsXiAifPn2Cnp4eAIiz7bZt2wZzc3NMmzYNBw4cQE5OjsL7OHFirPjis5cxxv6mohrqK1asCHNzc6xatQoAoKGhgdzcXOTm5qJKlSp4+/YtQkNDoa6u/r3DZYz9Rzh5Yoyxv0Emk4lVwWUyGTIzM8XXfHx8kJCQAA8PDwCAmpoaVFVVoampiYsXL+L48eNKiZkx9t/gMU+MMfYXCo5PCgoKQnR0NB48eIARI0bA1dUVenp62Lp1K+bPnw9VVVU0bNgQv//+O9LS0nDnzh2oqqryGCfGfiB8JjPG2F+QJz3Tpk3DwoULYW1tjZ49e2LChAnw9/fHixcvMHDgQBw6dAgtW7aEqqoq7OzscPv2baiqqiIvL48TJ8Z+INzyxBhjf0NYWBimTJmCnTt3omHDhrh69SoaNmwIPT09dOnSBdOnT0fVqlULvY/LETD24+EzmjHG/oJMJkOJEiXg5eWFhg0b4vDhw+jbty+2b98OTU1NuLm5QVtbGwMGDICtra3CezlxYuzHwy1PjDH2maLGJyUkJAAA1NXV0aVLF7i6umLSpElIT0+HtbU1Xr58icDAQEyYMEEZITPGviN+JGKMsQIKJk6vXr2CtrY2tLW1YWhoCAB49OgRkpOTYWNjAwBITk5G165d0bp1a3Tt2lVpcTPGvh9OnhhjrAB54jRz5kzs3LkT5cqVQ4MGDRAcHAwA+PjxI5KSknDp0iXk5uZi1apVyM7OFl/nteoY+/Fxtx1jjH1m9+7dmDRpEvz8/HDr1i2cPHkS5cuXx8mTJwEAS5YswYIFC1CmTBmUL18eZ8+ehbq6OohIrAXFGPtxcfLEGPvpfT7Gaffu3UhOTsawYcOQlZWFU6dOYeLEiTAwMMCZM2cAAHfv3oWmpiYqV67Mi/wy9pPh5Ikx9lMr2Fq0fv16fPz4EUeOHEHHjh3h7e0NIH+9upMnT2Ly5MkwNDTEqVOnFD6DC2Ay9nPh5Ikx9tMqmPT4+Phg2bJlqFGjBl6+fIny5csjKioKWlpaAICcnBycOnUKffv2Rd++fbFs2TJlhs4YUyJ+VGKM/bTkiVNiYiIePnyI8+fPIzIyEnv37kV6ejrat2+PrKwsAPklCtq2bYvDhw8jKChImWEzxpSMkyfG2E/lyJEjSE1NFX9evXo1ateujefPn6NMmTIoXbo0GjdujF27duHt27do27YtsrOzAQAaGhpo0qSJuOQKY+znxMkTY+ynERYWhs6dO2Pz5s1IS0sDADg7O8Pc3BzXrl1DUlISAEAQBNja2mLXrl149+4datWqhdzcXIXP4nIEjP28OHlijP003NzcMHfuXIwfPx4bN25EcnIyTExMsG/fPlSrVg3Dhw/Hs2fPxP1tbW2xadMm2NracgkCxpiIB4wzxn4K2dnZ0NDQAAD4+fnBz88PS5cuRa9evaCrq4uXL1/CwcEBWlpa2LdvH0xNTQt9BhfAZIwB3PLEGPsJEJGYOC1btgzlypVDXl4eJk+ejK1btyIlJQXGxsY4efIkMjIy0KNHDzx+/LjQ53DixBgDOHlijP0E5F1uc+bMga+vLypUqIANGzagT58+GDduHDZv3qyQQMXHx8Pf31/JUTPGpIrL4TLGfgqpqak4dOgQpk2bhm7dugEA+vfvj/Lly2PChAlQVVXFL7/8AiMjI9y7dw96enpKjpgxJlXc8sQY++HJZDLk5eUhJSUFpUqVAgCx/MCcOXPQpk0bzJkzB+vWrUN6ejrKlSvH5QgYY1/EyRNj7Icjk8kUflZRUYGuri4aNmyI4OBgJCcnQ0NDA7m5uSAimJqaQldXF4cPHxaTK4DHODHGisbJE2Psh1JwyZVr167h+vXreP/+PQBg8uTJKFOmDHr06IHU1FSoqalBJpPh3bt32LlzJ3777TcIggCehMwY+zNcqoAx9kOaNGkSwsLC8OrVKzg6OsLDwwOurq44cuQIfH198fjxYzRu3BhPnz5FdnY2bt++LSZTvMgvY+zPcPLEGPshEJE4qy4iIgJeXl4ICQnBp0+fsHLlSqSmpsLT0xO9e/dGUlISVq1ahffv36NEiRKYO3cu1NTUuI4TY+xv4eSJMfZDOXbsGMLDw2FqaoopU6YAAB4+fAgfHx+8evUKQ4cORf/+/Qu9Lzc3F2pqPAGZMfbXuG2aMfbDePXqFaZNm4ZNmzYpFLmsVq0a/P39YWxsjM2bN2P58uWF3suJE2Ps7+LkiTH2wzAyMsKmTZvQtGlTREdH49ChQ+JrVatWhb+/P1RVVfHgwQMeFM4Y+8e4244xViwVHNj9+SDv2NhYTJo0CVpaWvD09ISzs7P42suXL2FoaAgVFRWFcVKMMfZ3cfLEGCt2CiZLq1evxo0bN5CSkgI3Nzc4ODhAW1sbly9fxpQpU6ClpYURI0bAycnpi5/BGGNfg68cjLFiR570TJkyBTNmzECZMmWQkZGB+fPnY86cOUhOToadnR0WLFiAT58+Yc6cObh06VKRn8EYY1+LR0gyxoqFz7vYNm/ejLCwMERERMDW1hbh4eFwcXHBp0+fkJmZCX9/f9jZ2WH27NnYs2cP7OzslBg9Y+xHwskTY6xYePbsGczMzMSB3tnZ2ejXrx9sbW1x8OBBDBo0CEuWLMGLFy+wYcMGaGhowMfHB82bN0fz5s0BcFcdY+zb4DFPjDHJu3PnDmxsbLB+/XoMGjQIAJCSkoL09HQAgJOTE/r27YsJEybg5cuXaNiwIdTU1DB69GhMmjSJB4Yzxr4pbnlijEmemZkZJk2aBE9PT6ipqaF///7Q1taGjo4OoqKikJycDEdHRwDAmzdv0KxZMzg4OGDw4MEAwIkTY+yb4uSJMSZ5pUuXxrRp01C6dGkMGDAAJUqUQI8ePQDkD/wuVaoUwsPDoaKigpkzZ6JcuXIYMmQIBEHgJVcYY98cd9sxxiQtNzcXKioq4lilypUr49mzZwgNDUXfvn2Rnp6O8ePHIzIyEhkZGTAxMUFUVBTU1dW5u44x9p/g5IkxJjmRkZG4dOkSfHx8FLa7u7vjwYMHaN68OUJCQrBx40YMGDAA6enpePToEZKTk9G0aVOoqqryWnWMsf8MX1kYY5KSlZWFPXv24NKlS1BXV4e3tzcAoHv37njw4AGOHDkCQ0ND6OnpiV1zHh4eqF27tvgZeXl5nDgxxv4zfHVhjEmKpqYmZs2ahcDAQBw8eBAlSpTAhQsXEB8fj4MHD8LU1BRAfoFMFRUVDBw4EBUrVkTHjh3Fz+AxToyx/xJ32zHGJCkhIQHz5s3DkSNHkJycjLi4OBgbGyt0x6WlpWHXrl0YMGAAtzQxxr4bTp4YY5L1+vVrzJs3DxcuXECvXr0wceJEAChyBh2PcWKMfS+cPDHGJC0xMRH+/v6IiYmBq6urOAaKq4UzxpSFkyfGmOQlJiZi3rx5uHr1Klq3bg0/Pz9lh8QY+4nxYxtjTPIMDAwwbdo0WFhY4M2bN+BnPsaYMnHLE2Os2Hj//j10dXWhoqLCBTAZY0rDyRNjrNjh8U6MMWXi5Ikxxhhj7CvwoxtjjDHG2Ffg5Ikxxhhj7Ctw8sQYY4wx9hU4eWKMMcYY+wqcPDHGGGOMfQVOnhhjjDHGvgInT4wxpiRnz56FIAj4+PGjskNhjH0FTp4YY8VCYmIiRo8eDXNzc2hqasLExASdO3dGZGTk33r/5s2boaur+98G+ZWaNm2KhIQElClTRtmhMMa+gpqyA2CMsb/y5MkT2NvbQ1dXF4GBgahduzZycnIQERGBkSNH4t69e8oO8avl5ORAQ0MDBgYGyg6FMfaVuOWJMSZ5I0aMgCAIuHLlCtzc3GBpaYmaNWti/PjxiI6OBgAEBQXBxsYGWlpaMDExwYgRI5CWlgYgv3ts4MCBSE5OhiAIEAQBs2fPBgBkZ2dj8uTJMDY2hpaWFuzs7HD27FmFf3/dunUwMTFBqVKl4OrqiqCgoEKtWKtWrYKFhQU0NDRgZWWFrVu3KrwuCAJWr16Nrl27QktLC35+fkV22128eBEtWrRAyZIlYWJigjFjxiA9PV18PSQkBNWqVUOJEiVQsWJFuLm5fZtfMmPs7yPGGJOwd+/ekSAING/evD/db8mSJXT69Gn6448/KDIykqysrMjT05OIiLKysmjp0qWko6NDCQkJlJCQQKmpqURE9Msvv1DTpk3p3LlzFB8fTwsXLiRNTU168OABERFFRUWRiooKLVy4kO7fv08rV64kfX19KlOmjPhv79+/n9TV1WnlypV0//59Wrx4MamqqtLp06fFfQBQhQoVaMOGDfTo0SN68uQJnTlzhgDQhw8fiIgoLi6OSpcuTUuWLKEHDx7QhQsXqF69ejRgwAAiIoqJiSFVVVXasWMHPXnyhK5du0bLli37Vr9qxtjfxMkTY0zSLl++TABo//79X/W+PXv2UNmyZcWfN23apJDwEBHFx8eTIAj08uVLhe1t27alqVOnEhFRz549ydnZWeH1Pn36KHxW06ZNaejQoQr7uLu7k5OTk/gzAPLy8lLY5/PkqV+/fjRs2DCFfc6fP08qKir06dMn2rdvH+no6FBKSspf/wIYY/8Z7rZjjEka/f+1ywVB+NP9zpw5AwcHBxgbG0NbWxv9+/fHu3fvFLq8Pnft2jUQESwtLVG6dGnxv99++w2PHj0CANy/fx+NGjVSeN/nP9+9exf29vYK2+zt7XH37l2FbQ0aNPjT73D16lVs3rxZIZYOHTpAJpPh8ePHcHBwgJmZGczNzdGvXz9s374dGRkZf/qZjLFvjweMM8YkrVq1ahAEAXfv3oWLi0uR+zx9+hROTk4YPnw45s6dC319fURFRWHw4MHIycn54mfLZDKoqqri6tWrUFVVVXitdOnSAPKTt88TN3lCV1BR+3y+TUtL64uxyOP5v//7P4wZM6bQa6amptDQ0MC1a9dw9uxZnDhxAjNnzsTs2bMRExMjuZmEjP3IuOWJMSZp+vr66NChA1auXFlkK9LHjx8RGxuL3NxcLF68GI0bN4alpSVevXqlsJ+Ghgby8vIUttWrVw95eXl48+YNqlatqvCffBZc9erVceXKFYX3xcbGKvxsbW2NqKgohW0XL16EtbX1V31XW1tb3Llzp1AsVawcfYoAAAKCSURBVKtWhYaGBgBATU0N7dq1Q2BgIOLi4vDkyROcPn36q/4dxti/w8kTY0zyQkJCkJeXh0aNGmHfvn14+PAh7t69i+XLl6NJkyawsLBAbm4ugoOD8ccff2Dr1q1YvXq1wmdUrlwZaWlpiIyMRFJSEjIyMmBpaYk+ffqgf//+2L9/Px4/foyYmBgEBATg6NGjAIDRo0fj6NGjCAoKwsOHD7FmzRocO3ZMoVVp0qRJ2Lx5M1avXo2HDx8iKCgI+/fvx8SJE7/qe3p7e+PSpUsYOXIkbty4gYcPH+LQoUMYPXo0AODw4cNYvnw5bty4gadPnyI0NBQymQxWVlb/8jfMGPsqSh1xxRhjf9OrV69o5MiRZGZmRhoaGmRsbExdunShM2fOEBFRUFAQGRoaUsmSJalDhw4UGhqqMBibiGj48OFUtmxZAkCzZs0iIqLs7GyaOXMmVa5cmdTV1cnAwIBcXV0pLi5OfN/atWvJ2NiYSpYsSS4uLuTn50cGBgYK8YWEhJC5uTmpq6uTpaUlhYaGKrwOgA4cOKCw7fMB40REV65cIQcHBypdujRpaWlR7dq1yd/fn4jyB4+3bNmS9PT0qGTJklS7dm3avXv3v/vFMsa+mkBUROc9Y4yxLxo6dCju3buH8+fPKzsUxpgS8IBxxhj7C4sWLYKDgwO0tLRw7NgxbNmyBSEhIcoOizGmJNzyxBhjf6FHjx44e/YsUlNTYW5ujtGjR2P48OHKDosxpiScPDHGGGOMfQWebccYY4wx9hU4eWKMMcYY+wqcPDHGGGOMfQVOnhhjjDHGvgInT4wxxhhjX4GTJ8YYY4yxr8DJE2OMMcbYV+DkiTHGGGPsK/w/hu+tZ3yx/d8AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(data=df_top10, x=\"category\", y=\"stars\", palette=\"coolwarm\")\n",
+    "plt.xticks(rotation=45, ha='right')\n",
+    "plt.xlabel(\"Categories\")\n",
+    "plt.ylabel(\"Rating (stars)\")\n",
+    "plt.title(\"Category vs rating\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "88e19552",
+   "metadata": {},
+   "source": [
+    "Categories Skin Care, Bath & Body, Beauty, and Hair Care have the highest median rating. They also show low spread of rating values.\n",
+    "Handmade Gifts and Birthday Gifts show a large spread of ratinhs, with the first showing a higer median than the second.\n",
+    "Sports & Outdoors and Handmade Clothing, Shoes & Accessiories have the boxplot limits around 0, which indicate that most of these items were not rated by the users and, therefore, should not be included in this analysis. The outliers these categories show are the products that were effectively rated."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "4bcf5b68",
+   "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>stars</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>category</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Computer Memory</th>\n",
+       "      <td>4.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Building &amp; Construction Toys</th>\n",
+       "      <td>4.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Office Paper Products</th>\n",
+       "      <td>4.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Luxury Food &amp; Drink</th>\n",
+       "      <td>4.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Kids' Play Figures</th>\n",
+       "      <td>4.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hockey Shoes</th>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hi-Fi Receivers &amp; Separates</th>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Kitchen &amp; Dining</th>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Jewellery</th>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>eBook Readers &amp; Accessories</th>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>296 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              stars\n",
+       "category                           \n",
+       "Computer Memory                 4.7\n",
+       "Building & Construction Toys    4.6\n",
+       "Office Paper Products           4.6\n",
+       "Luxury Food & Drink             4.6\n",
+       "Kids' Play Figures              4.6\n",
+       "...                             ...\n",
+       "Hockey Shoes                    0.0\n",
+       "Hi-Fi Receivers & Separates     0.0\n",
+       "Handmade Kitchen & Dining       0.0\n",
+       "Handmade Jewellery              0.0\n",
+       "eBook Readers & Accessories     0.0\n",
+       "\n",
+       "[296 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_no_outliers[[\"category\", \"stars\"]].groupby(\"category\").agg(\"median\").sort_values(by=\"stars\", ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d931c112",
+   "metadata": {},
+   "source": [
+    "Out of all categories listed, Computer Memory is the category with the highest median rating, followed by Building & Construction Toys and Office Paper Products."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "142dccda",
+   "metadata": {},
+   "source": [
+    "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n",
+    "\n",
+    "**Objective**: Analyze how product ratings (`stars`) correlate with product prices.\n",
+    "\n",
+    "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": 37,
+   "id": "8263a816",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-0.08"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(float(df_no_outliers[\"stars\"].corr(df_no_outliers[\"price\"], method=\"pearson\")), 2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "692348f9",
+   "metadata": {},
+   "source": [
+    "A Pearson correlation coefficient of -0.08 indicates that there is no linear correlation between price and stars."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "ae3554a2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-0.07"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(float(df_no_outliers[\"stars\"].corr(df_no_outliers[\"price\"], method=\"spearman\")), 2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "72ede25b",
+   "metadata": {},
+   "source": [
+    "A Spearman correlation coefficient of -0.07 indicates that there is no monotonic correlation between price and stars."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "402b5ef8",
+   "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": 72,
+   "id": "12efc718",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(data=df_no_outliers, x='stars', y='price', alpha=0.4)\n",
+    "plt.xlabel(\"Rating (stars)\")\n",
+    "plt.ylabel(\"Price (£)\")\n",
+    "plt.title(\"Rating vs Price\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "faf23a8f",
+   "metadata": {},
+   "source": [
+    "No pattern is observed in the relationship between rating and price. However it's possible to observe that there is no listing with a rating between 0 and 1 star."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "262d8e8e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num = df_no_outliers.select_dtypes(include=\"number\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "694e7ba1",
+   "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>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>15308</td>\n",
+       "      <td>21.99</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>98099</td>\n",
+       "      <td>23.99</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>15308</td>\n",
+       "      <td>21.99</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>7205</td>\n",
+       "      <td>31.99</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>1881</td>\n",
+       "      <td>17.99</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   uid  stars  reviews  price  boughtInLastMonth\n",
+       "0    1    4.7    15308  21.99                  0\n",
+       "1    2    4.7    98099  23.99                  0\n",
+       "2    3    4.7    15308  21.99                  0\n",
+       "3    4    4.7     7205  31.99                  0\n",
+       "4    5    4.6     1881  17.99                  0"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "num.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "ec0836c4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 2115963 entries, 0 to 2115962\n",
+      "Data columns (total 5 columns):\n",
+      " #   Column             Dtype  \n",
+      "---  ------             -----  \n",
+      " 0   uid                int64  \n",
+      " 1   stars              float64\n",
+      " 2   reviews            int64  \n",
+      " 3   price              float64\n",
+      " 4   boughtInLastMonth  int64  \n",
+      "dtypes: float64(2), int64(3)\n",
+      "memory usage: 80.7 MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "num.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "0ecab168",
+   "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>uid</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.030288</td>\n",
+       "      <td>0.020236</td>\n",
+       "      <td>0.001717</td>\n",
+       "      <td>0.017116</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>stars</th>\n",
+       "      <td>0.030288</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.083920</td>\n",
+       "      <td>-0.077673</td>\n",
+       "      <td>0.113994</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>reviews</th>\n",
+       "      <td>0.020236</td>\n",
+       "      <td>0.083920</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.008498</td>\n",
+       "      <td>0.105624</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>price</th>\n",
+       "      <td>0.001717</td>\n",
+       "      <td>-0.077673</td>\n",
+       "      <td>-0.008498</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.059051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>boughtInLastMonth</th>\n",
+       "      <td>0.017116</td>\n",
+       "      <td>0.113994</td>\n",
+       "      <td>0.105624</td>\n",
+       "      <td>-0.059051</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        uid     stars   reviews     price  boughtInLastMonth\n",
+       "uid                1.000000  0.030288  0.020236  0.001717           0.017116\n",
+       "stars              0.030288  1.000000  0.083920 -0.077673           0.113994\n",
+       "reviews            0.020236  0.083920  1.000000 -0.008498           0.105624\n",
+       "price              0.001717 -0.077673 -0.008498  1.000000          -0.059051\n",
+       "boughtInLastMonth  0.017116  0.113994  0.105624 -0.059051           1.000000"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "num.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "beb1bb2e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "correlation_matrix = num.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "8502d083",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mask = np.triu(np.ones_like(correlation_matrix, dtype=bool))\n",
+    "sns.heatmap(correlation_matrix, mask=mask, annot=True, cmap=\"coolwarm\")\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "561dfa8a",
+   "metadata": {},
+   "source": [
+    "All numerical variables show poor correlations, either positive or negative."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "ba3bbeed",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import statsmodels.api as sm\n",
+    "\n",
+    "sm.qqplot(df_no_outliers['price'], line='s');\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a53dc68f",
+   "metadata": {},
+   "source": [
+    "The QQ plot shows a strong deviation from the reference line, indicating that price does not follow a normal distribution."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0f2f6c10",
+   "metadata": {},
+   "source": [
+    "\n",
+    "**Bonus**: \n",
+    "\n",
+    "- Do the same analysis without taking out the outliers. What are your insights?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "a4f53724",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "top_10cat_full_set = df['category'].value_counts().head(10).index\n",
+    "top_20cat_full_set = df['category'].value_counts().head(20).index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "0c92d5b3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_top10_full_set = df[df['category'].isin(top_10cat_full_set)]\n",
+    "df_top20_full_set = df[df['category'].isin(top_20cat_full_set)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "id": "9df581be",
+   "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 tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>No outliers</th>\n",
+       "      <th>Full set</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>price</th>\n",
+       "      <th>price</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>Men</th>\n",
+       "      <td>20.990</td>\n",
+       "      <td>21.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fragrances</th>\n",
+       "      <td>20.000</td>\n",
+       "      <td>21.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sports &amp; Outdoors</th>\n",
+       "      <td>18.320</td>\n",
+       "      <td>23.30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Women</th>\n",
+       "      <td>15.990</td>\n",
+       "      <td>16.49</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Jewellery</th>\n",
+       "      <td>15.600</td>\n",
+       "      <td>16.95</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Artwork</th>\n",
+       "      <td>14.990</td>\n",
+       "      <td>14.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Birthday Gifts</th>\n",
+       "      <td>13.990</td>\n",
+       "      <td>14.25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Luggage and travel gear</th>\n",
+       "      <td>13.990</td>\n",
+       "      <td>14.95</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Baby</th>\n",
+       "      <td>12.990</td>\n",
+       "      <td>12.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Gifts</th>\n",
+       "      <td>12.990</td>\n",
+       "      <td>13.40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Kitchen &amp; Dining</th>\n",
+       "      <td>12.000</td>\n",
+       "      <td>12.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Skin Care</th>\n",
+       "      <td>12.000</td>\n",
+       "      <td>12.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Home Décor</th>\n",
+       "      <td>11.990</td>\n",
+       "      <td>12.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bath &amp; Body</th>\n",
+       "      <td>11.635</td>\n",
+       "      <td>11.70</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Home &amp; Kitchen Products</th>\n",
+       "      <td>10.990</td>\n",
+       "      <td>10.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hair Care</th>\n",
+       "      <td>9.970</td>\n",
+       "      <td>9.98</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Clothing, Shoes &amp; Accessories</th>\n",
+       "      <td>8.990</td>\n",
+       "      <td>8.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Beauty</th>\n",
+       "      <td>8.990</td>\n",
+       "      <td>8.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Manicure &amp; Pedicure Products</th>\n",
+       "      <td>7.500</td>\n",
+       "      <td>7.50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Make-up</th>\n",
+       "      <td>7.000</td>\n",
+       "      <td>7.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                       No outliers Full set\n",
+       "                                             price    price\n",
+       "category                                                   \n",
+       "Men                                         20.990    21.99\n",
+       "Fragrances                                  20.000    21.99\n",
+       "Sports & Outdoors                           18.320    23.30\n",
+       "Women                                       15.990    16.49\n",
+       "Handmade Jewellery                          15.600    16.95\n",
+       "Handmade Artwork                            14.990    14.99\n",
+       "Birthday Gifts                              13.990    14.25\n",
+       "Luggage and travel gear                     13.990    14.95\n",
+       "Baby                                        12.990    12.99\n",
+       "Handmade Gifts                              12.990    13.40\n",
+       "Handmade Kitchen & Dining                   12.000    12.00\n",
+       "Skin Care                                   12.000    12.00\n",
+       "Handmade Home Décor                         11.990    12.00\n",
+       "Bath & Body                                 11.635    11.70\n",
+       "Handmade Home & Kitchen Products            10.990    10.99\n",
+       "Hair Care                                    9.970     9.98\n",
+       "Handmade Clothing, Shoes & Accessories       8.990     8.99\n",
+       "Beauty                                       8.990     8.99\n",
+       "Manicure & Pedicure Products                 7.500     7.50\n",
+       "Make-up                                      7.000     7.00"
+      ]
+     },
+     "execution_count": 90,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.concat([df_top20[[\"category\", \"price\"]].groupby(\"category\").agg(\"median\").sort_values(by=\"price\", ascending=False), df_top20_full_set[[\"category\", \"price\"]].groupby(\"category\").agg(\"median\")], axis=1, keys=[\"No outliers\", \"Full set\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "id": "3d86420e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
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+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>No outliers</th>\n",
+       "      <th>Full set</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>price</th>\n",
+       "      <th>price</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>Fragrances</th>\n",
+       "      <td>28.544912</td>\n",
+       "      <td>36.202865</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Men</th>\n",
+       "      <td>27.461174</td>\n",
+       "      <td>33.402750</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sports &amp; Outdoors</th>\n",
+       "      <td>25.172065</td>\n",
+       "      <td>125.769814</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Jewellery</th>\n",
+       "      <td>22.801007</td>\n",
+       "      <td>36.700260</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Women</th>\n",
+       "      <td>20.408735</td>\n",
+       "      <td>22.262394</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Luggage and travel gear</th>\n",
+       "      <td>19.718228</td>\n",
+       "      <td>24.317972</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Birthday Gifts</th>\n",
+       "      <td>18.600195</td>\n",
+       "      <td>26.585166</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Artwork</th>\n",
+       "      <td>17.461758</td>\n",
+       "      <td>27.418410</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Gifts</th>\n",
+       "      <td>17.395112</td>\n",
+       "      <td>20.974460</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Baby</th>\n",
+       "      <td>16.389799</td>\n",
+       "      <td>18.006239</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Skin Care</th>\n",
+       "      <td>15.654722</td>\n",
+       "      <td>16.340926</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Home Décor</th>\n",
+       "      <td>15.413691</td>\n",
+       "      <td>24.247835</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bath &amp; Body</th>\n",
+       "      <td>14.678683</td>\n",
+       "      <td>15.042266</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Home &amp; Kitchen Products</th>\n",
+       "      <td>14.079947</td>\n",
+       "      <td>20.380494</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hair Care</th>\n",
+       "      <td>13.461408</td>\n",
+       "      <td>14.326030</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Kitchen &amp; Dining</th>\n",
+       "      <td>13.119728</td>\n",
+       "      <td>15.206771</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Clothing, Shoes &amp; Accessories</th>\n",
+       "      <td>12.958639</td>\n",
+       "      <td>16.865767</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Beauty</th>\n",
+       "      <td>12.523480</td>\n",
+       "      <td>13.222322</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Make-up</th>\n",
+       "      <td>10.612918</td>\n",
+       "      <td>10.895356</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Manicure &amp; Pedicure Products</th>\n",
+       "      <td>10.231825</td>\n",
+       "      <td>10.521108</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                       No outliers    Full set\n",
+       "                                             price       price\n",
+       "category                                                      \n",
+       "Fragrances                               28.544912   36.202865\n",
+       "Men                                      27.461174   33.402750\n",
+       "Sports & Outdoors                        25.172065  125.769814\n",
+       "Handmade Jewellery                       22.801007   36.700260\n",
+       "Women                                    20.408735   22.262394\n",
+       "Luggage and travel gear                  19.718228   24.317972\n",
+       "Birthday Gifts                           18.600195   26.585166\n",
+       "Handmade Artwork                         17.461758   27.418410\n",
+       "Handmade Gifts                           17.395112   20.974460\n",
+       "Baby                                     16.389799   18.006239\n",
+       "Skin Care                                15.654722   16.340926\n",
+       "Handmade Home Décor                      15.413691   24.247835\n",
+       "Bath & Body                              14.678683   15.042266\n",
+       "Handmade Home & Kitchen Products         14.079947   20.380494\n",
+       "Hair Care                                13.461408   14.326030\n",
+       "Handmade Kitchen & Dining                13.119728   15.206771\n",
+       "Handmade Clothing, Shoes & Accessories   12.958639   16.865767\n",
+       "Beauty                                   12.523480   13.222322\n",
+       "Make-up                                  10.612918   10.895356\n",
+       "Manicure & Pedicure Products             10.231825   10.521108"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.concat([df_top20[[\"category\", \"price\"]].groupby(\"category\").agg(\"mean\").sort_values(by=\"price\", ascending=False), df_top20_full_set[[\"category\", \"price\"]].groupby(\"category\").agg(\"mean\")], axis=1, keys=[\"No outliers\", \"Full set\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4c1a7ba3",
+   "metadata": {},
+   "source": [
+    "When comparing the mean values of the top20 listings by count including and excluding the outliers, it's clear that the outliers have an impact on the mean prices, as expected.\n",
+    "However, when comparing the median prices, it's possible to observe the impact is reduced. This is expected as the mean is sensitive to outliers, while the median is robust."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "id": "5a39791d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>No outliers</th>\n",
+       "      <th>Full set</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>stars</th>\n",
+       "      <th>stars</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>Baby</th>\n",
+       "      <td>4.5</td>\n",
+       "      <td>4.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bath &amp; Body</th>\n",
+       "      <td>4.4</td>\n",
+       "      <td>4.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Beauty</th>\n",
+       "      <td>4.4</td>\n",
+       "      <td>4.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Skin Care</th>\n",
+       "      <td>4.4</td>\n",
+       "      <td>4.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hair Care</th>\n",
+       "      <td>4.4</td>\n",
+       "      <td>4.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Luggage and travel gear</th>\n",
+       "      <td>4.4</td>\n",
+       "      <td>4.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Men</th>\n",
+       "      <td>4.3</td>\n",
+       "      <td>4.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Women</th>\n",
+       "      <td>4.3</td>\n",
+       "      <td>4.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fragrances</th>\n",
+       "      <td>4.3</td>\n",
+       "      <td>4.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Home &amp; Kitchen Products</th>\n",
+       "      <td>4.2</td>\n",
+       "      <td>4.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Make-up</th>\n",
+       "      <td>4.2</td>\n",
+       "      <td>4.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Manicure &amp; Pedicure Products</th>\n",
+       "      <td>4.2</td>\n",
+       "      <td>4.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Gifts</th>\n",
+       "      <td>3.9</td>\n",
+       "      <td>3.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Clothing, Shoes &amp; Accessories</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Jewellery</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Kitchen &amp; Dining</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Artwork</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Birthday Gifts</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sports &amp; Outdoors</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Home Décor</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                       No outliers Full set\n",
+       "                                             stars    stars\n",
+       "category                                                   \n",
+       "Baby                                           4.5      4.5\n",
+       "Bath & Body                                    4.4      4.4\n",
+       "Beauty                                         4.4      4.4\n",
+       "Skin Care                                      4.4      4.4\n",
+       "Hair Care                                      4.4      4.4\n",
+       "Luggage and travel gear                        4.4      4.4\n",
+       "Men                                            4.3      4.4\n",
+       "Women                                          4.3      4.3\n",
+       "Fragrances                                     4.3      4.3\n",
+       "Handmade Home & Kitchen Products               4.2      4.2\n",
+       "Make-up                                        4.2      4.2\n",
+       "Manicure & Pedicure Products                   4.2      4.2\n",
+       "Handmade Gifts                                 3.9      3.8\n",
+       "Handmade Clothing, Shoes & Accessories         0.0      0.0\n",
+       "Handmade Jewellery                             0.0      0.0\n",
+       "Handmade Kitchen & Dining                      0.0      0.0\n",
+       "Handmade Artwork                               0.0      0.0\n",
+       "Birthday Gifts                                 0.0      0.0\n",
+       "Sports & Outdoors                              0.0      0.0\n",
+       "Handmade Home Décor                            0.0      0.0"
+      ]
+     },
+     "execution_count": 100,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(pd.concat([df_top20[[\"category\", \"stars\"]].groupby(\"category\").agg(\"median\").sort_values(by=\"stars\", ascending=False), df_top20_full_set[[\"category\", \"stars\"]].groupby(\"category\").agg(\"median\")], axis=1, keys=[\"No outliers\", \"Full set\"]), 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "id": "07ab74dc",
+   "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 tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>No outliers</th>\n",
+       "      <th>Full set</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th>stars</th>\n",
+       "      <th>stars</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>Beauty</th>\n",
+       "      <td>4.3</td>\n",
+       "      <td>4.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Men</th>\n",
+       "      <td>4.2</td>\n",
+       "      <td>4.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Luggage and travel gear</th>\n",
+       "      <td>4.2</td>\n",
+       "      <td>4.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Women</th>\n",
+       "      <td>4.2</td>\n",
+       "      <td>4.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hair Care</th>\n",
+       "      <td>4.1</td>\n",
+       "      <td>4.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Baby</th>\n",
+       "      <td>4.1</td>\n",
+       "      <td>4.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Skin Care</th>\n",
+       "      <td>4.1</td>\n",
+       "      <td>4.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Bath &amp; Body</th>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Make-up</th>\n",
+       "      <td>3.8</td>\n",
+       "      <td>3.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Manicure &amp; Pedicure Products</th>\n",
+       "      <td>3.7</td>\n",
+       "      <td>3.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fragrances</th>\n",
+       "      <td>3.6</td>\n",
+       "      <td>3.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Home &amp; Kitchen Products</th>\n",
+       "      <td>2.8</td>\n",
+       "      <td>2.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Gifts</th>\n",
+       "      <td>2.5</td>\n",
+       "      <td>2.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Home Décor</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Birthday Gifts</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Jewellery</th>\n",
+       "      <td>1.5</td>\n",
+       "      <td>1.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Artwork</th>\n",
+       "      <td>1.1</td>\n",
+       "      <td>1.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Clothing, Shoes &amp; Accessories</th>\n",
+       "      <td>1.1</td>\n",
+       "      <td>1.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sports &amp; Outdoors</th>\n",
+       "      <td>0.8</td>\n",
+       "      <td>0.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Handmade Kitchen &amp; Dining</th>\n",
+       "      <td>0.7</td>\n",
+       "      <td>0.7</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                       No outliers Full set\n",
+       "                                             stars    stars\n",
+       "category                                                   \n",
+       "Beauty                                         4.3      4.3\n",
+       "Men                                            4.2      4.2\n",
+       "Luggage and travel gear                        4.2      4.2\n",
+       "Women                                          4.2      4.2\n",
+       "Hair Care                                      4.1      4.1\n",
+       "Baby                                           4.1      4.2\n",
+       "Skin Care                                      4.1      4.1\n",
+       "Bath & Body                                    4.0      4.0\n",
+       "Make-up                                        3.8      3.8\n",
+       "Manicure & Pedicure Products                   3.7      3.7\n",
+       "Fragrances                                     3.6      3.6\n",
+       "Handmade Home & Kitchen Products               2.8      2.8\n",
+       "Handmade Gifts                                 2.5      2.5\n",
+       "Handmade Home Décor                            2.0      2.0\n",
+       "Birthday Gifts                                 2.0      1.9\n",
+       "Handmade Jewellery                             1.5      1.4\n",
+       "Handmade Artwork                               1.1      1.1\n",
+       "Handmade Clothing, Shoes & Accessories         1.1      1.1\n",
+       "Sports & Outdoors                              0.8      0.7\n",
+       "Handmade Kitchen & Dining                      0.7      0.7"
+      ]
+     },
+     "execution_count": 101,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "round(pd.concat([df_top20[[\"category\", \"stars\"]].groupby(\"category\").agg(\"mean\").sort_values(by=\"stars\", ascending=False), df_top20_full_set[[\"category\", \"stars\"]].groupby(\"category\").agg(\"mean\")], axis=1, keys=[\"No outliers\", \"Full set\"]), 1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c3ddf1f5",
+   "metadata": {},
+   "source": [
+    "Looking at the same top20 listings and comparing the category with the ratings, no significant differences are observed between both mean and median ratings, showing that the outliers in the rating do not have a significant impact."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "80db5c96",
+   "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
+}