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+## Lab - EDA Bivariate Analysis: Diving into Amazon UK Product Insights Part II
+
+**Objective**: Delve into the dynamics of product pricing on Amazon UK to uncover insights that can inform business strategies and decision-making.
+
+**Dataset**: This lab utilizes the [Amazon UK product dataset](https://www.kaggle.com/datasets/asaniczka/uk-optimal-product-price-prediction/)
+which provides information on product categories, brands, prices, ratings, and more from from Amazon UK. You'll need to download it to start working with it.
+
+---
+
+### Part 1: Analyzing Best-Seller Trends Across Product Categories
+
+**Objective**: Understand the relationship between product categories and their best-seller status.
+
+1. **Crosstab Analysis**:
+    - Create a crosstab between the product `category` and the `isBestSeller` status.
+    
+    - Are there categories where being a best-seller is more prevalent? 
+    	
+    	*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.*
+
+
+2. **Statistical Tests**:
+    - Conduct a Chi-square test to determine if the best-seller distribution is independent of the product category.
+    - Compute Cramér's V to understand the strength of association between best-seller status and category.
+
+3. **Visualizations**:
+	- Visualize the relationship between product categories and the best-seller status using a stacked bar chart.
+
+---
+
+### Part 2: Exploring Product Prices and Ratings Across Categories and Brands
+
+**Objective**: Investigate how different product categories influence product prices.
+
+0. **Preliminary Step: Remove outliers in product prices.**
+
+	For 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.
+	
+	*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.*
+
+1. **Violin Plots**:
+    - 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.
+    - Which product category tends to have the highest median price? Don't filter here by top categories.
+
+2. **Bar Charts**:
+    - Create a bar chart comparing the average price of products for the top 10 product categories (based on count).
+    - Which product category commands the highest average price? Don't filter here by top categories.
+
+3. **Box Plots**:
+    - 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.
+    - Which category tends to receive the highest median rating from customers? Don't filter here by top categories.
+
+---
+
+### Part 3: Investigating the Interplay Between Product Prices and Ratings
+
+**Objective**: Analyze how product ratings (`stars`) correlate with product prices.
+
+1. **Correlation Coefficients**:
+    - Calculate the correlation coefficient between `price` and `stars`.
+    - Is there a significant correlation between product price and its rating?
+	
+2. **Visualizations**:
+    - Use a scatter plot to visualize the relationship between product rating and price. What patterns can you observe?
+    - Use a correlation heatmap to visualize correlations between all numerical variables.
+    - Examine if product prices typically follow a normal distribution using a QQ plot. 
+
+---
+
+**Submission**: Submit a Jupyter Notebook which contains code and a business-centric report summarizing your findings. 
+
+**Bonus**: 
+
+- Do the same analysis without taking out the outliers. What are your insights?
+
diff --git a/.ipynb_checkpoints/lab-eda-bivariate-checkpoint.ipynb b/.ipynb_checkpoints/lab-eda-bivariate-checkpoint.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "152f9efd-5e77-45de-948e-4427fbd4264f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import numpy as np\n",
+    "\n",
+    "%matplotlib inline "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "4377d6e5-9a86-4811-9c6c-448ad790f25f",
+   "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": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Loading  \n",
+    "df = pd.read_csv(r\"C:\\Users\\Utilisateur\\Downloads\\amz_uk_price_prediction_dataset.csv\\amz_uk_price_prediction_dataset.csv\")\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "72e9c9ca-7845-4e54-9d9a-edb98795edf5",
+   "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": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Generating a crosstab  \n",
+    "crosstab_result = pd.crosstab(df['category'], df['isBestSeller'])\n",
+    "ct['pct'] = crosstab_result[True] / (crosstab_result[True] +crosstab_result[False])\n",
+    "ct = ct.sort_values(by = 'pct', ascending = False)\n",
+    "ct.head(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "907e3263-f437-41d4-8ad3-be2359e5acf8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "36540.20270061387 0.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "from scipy.stats import chi2_contingency\n",
+    "\n",
+    "# Chi-square test '\n",
+    "chi2_statistic, chi2_p_value, _, expected_freq = chi2_contingency(crosstab_result)\n",
+    "\n",
+    "print(chi2_statistic, chi2_p_value)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "a2132a48-219d-4e61-bf75-0fe7c8e9f2df",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.1222829439760564"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from scipy.stats.contingency import association\n",
+    "\n",
+    "# Computing the association between variables in 'crosstab_result' using the \"cramer\" method\n",
+    "association(crosstab_result, method=\"cramer\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "46b7ea1c-b238-4f82-a5c8-64c191fef857",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plotting a stacked bar chart for the 'crosstab_result' data\n",
+    "crosstab_result.plot(kind=\"bar\", stacked=True);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3f4a7717-14d0-4ad9-80b8-7e2c69162264",
+   "metadata": {},
+   "source": [
+    "### Part 1: Analyzing Best-Seller Trends Across Product Categories\n",
+    "**1. Top 3 categories where being a best-seller is more prevalent (> 50 %)**\n",
+    "- Grocery\t \n",
+    "- Smart Home Security & Lighting\t \n",
+    "- Health & Personal Care\n",
+    "\n",
+    "**2. Statistical tests**\n",
+    "\n",
+    "**Chi-square test to determine if the best-seller distribution is independent of the product category**\n",
+    "The null hypothesis of the Chi-square test is that the two categorical variables are independent. Given the  ( p )-value of 0 which is under 0.05, we reject the null hypothesis. This implies that there's a significant association between best-seller and product category in the dataset. However, the p-value is really close from the threshold of 0.05, which suggests a relative significance.\n",
+    "\n",
+    "**Cramér's V**\n",
+    "The Cramér's V value of 0.12 suggests a weak association between the two variables. Though statistically significant, the strength of this relationship is not very strong in practical terms.\n",
+    "\n",
+    "**3. Visualization**\n",
+    "crosstab_result.plot(kind=\"bar\", stacked=True);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "2ebae617-d6fb-47b2-bcff-c1d0e0fc2123",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "**0. Preliminary Step: Remove outliers in product prices**\n",
+    "def tukeys_test_outliers(data):\n",
+    "    Q1 = data.quantile(0.25)\n",
+    "    Q3 = data.quantile(0.75)\n",
+    "    IQR = Q3 - Q1\n",
+    "\n",
+    "    # Define bounds for the outliers\n",
+    "    lower_bound = Q1 - 1.5 * IQR\n",
+    "    upper_bound = Q3 + 1.5 * IQR\n",
+    "\n",
+    "    # Identify the outliers\n",
+    "    outliers = data[(data < lower_bound) | (data > upper_bound)]\n",
+    "\n",
+    "    return outliers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "a7b15640-d5bb-4958-adfa-caca7e794bd4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "10         139.00\n",
+      "19         164.99\n",
+      "25         149.99\n",
+      "28         289.00\n",
+      "31         199.99\n",
+      "            ...  \n",
+      "2443619    166.99\n",
+      "2443627    152.58\n",
+      "2443638    108.77\n",
+      "2443641    166.99\n",
+      "2443643    158.99\n",
+      "Name: price, Length: 327688, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Identify outliers:\n",
+    "data_series = df['price']  # replace 'ColumnName' with your specific column\n",
+    "outliers = tukeys_test_outliers(data_series)\n",
+    "print(outliers)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "3d2a6aa2-c46e-4ee7-9c49-4f2ac4dfcf9a",
+   "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>index</th>\n",
+       "      <th>price</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>10</td>\n",
+       "      <td>139.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>19</td>\n",
+       "      <td>164.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>25</td>\n",
+       "      <td>149.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>28</td>\n",
+       "      <td>289.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>31</td>\n",
+       "      <td>199.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327683</th>\n",
+       "      <td>2443619</td>\n",
+       "      <td>166.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327684</th>\n",
+       "      <td>2443627</td>\n",
+       "      <td>152.58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327685</th>\n",
+       "      <td>2443638</td>\n",
+       "      <td>108.77</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327686</th>\n",
+       "      <td>2443641</td>\n",
+       "      <td>166.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327687</th>\n",
+       "      <td>2443643</td>\n",
+       "      <td>158.99</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>327688 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          index   price\n",
+       "0            10  139.00\n",
+       "1            19  164.99\n",
+       "2            25  149.99\n",
+       "3            28  289.00\n",
+       "4            31  199.99\n",
+       "...         ...     ...\n",
+       "327683  2443619  166.99\n",
+       "327684  2443627  152.58\n",
+       "327685  2443638  108.77\n",
+       "327686  2443641  166.99\n",
+       "327687  2443643  158.99\n",
+       "\n",
+       "[327688 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "outliers = pd.DataFrame(data=outliers)\n",
+    "outliers.reset_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "b874e3ec-497c-4b2d-b958-271bb4698f26",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "# **0. Preliminary Step: Remove outliers in product prices**\n",
+    "# outliers.to_frame()\n",
+    "df_filtered = df[~df['price'].isin(outliers['price'])]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "604de5e4-9e44-4f1c-be68-2775e30ab623",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "# **1. Violin Plots**\n",
+    "top_categories = df_filtered['category'].value_counts().head(20).index #index permet de récupérer les noms des catégories seulement\n",
+    "df_filtered_category = df_filtered[df_filtered['category'].isin(top_categories)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "7b2203ca-4bb9-42af-8558-34fec1a6d98b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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iCCN3MFpDOjAzWRiN3GHqcf/1uD90ZR95GPna9UT6PmllpdPjHLFYLOv5KNpBBSNFEbSsTm6SLmnhHukxA6ZQ1ISKLvOjR1+rRx8u7V+pe1ofqGCkTArMIBjFpBfWCsC430OKGb4DRT5UMJofvQWjHhZG6c8U7aCCkTIpMMOsl3SMbEIwmmHWSwXEqQV93uZH2i9p1UfpsXKX1MJIvTn6QAUjRRF6uKT1iKvR8vhmqsNIoRgFag2Xhx6uXGphNCdUMFImBXp3YlqQrMNoHsFIB2EKxVzoPTk3soXRDH24mlDBSFGEkRu/1iRjGM0jGKmLkmIUzFJfUGv0dhcb2cJohuetJlQwUiYF0g7GqI0/XTDSzoZC0Q/a3uQhFXBaTc71sGLqYWSg71QqVDBOMmKxGL7//e9j5syZcLlcmDVrFn784x9nzArXrl2LpqYmuFwurFq1Cvv27ZvAqy4dM7mkWRNZGI0M7eyVQ++Z+dE76YUKRvNABeMk42c/+xl+9atf4YknnsCBAwfw6KOP4l/+5V/wi1/8Qtzn0UcfxWOPPYYnnngCW7duRUNDA1avXo3R0dEJvPLSMEM8ihld0rTDPLVgWTokmB09XNI0S9qc0N5hkvHhhx/i05/+NK6++mrMmDEDN9xwA6644gps27YNgND4Hn/8cTzwwAO4/vrrsWjRIjz99NMIBoN49tlnNb8+rWLazOCSNuNa0kYWvWa4/3pj5Htm5GvXE7PUYdTDiklJhQrGScbKlSvxzjvv4PDhwwCAjz/+GBs2bMBVV10FAGhpaUF3dzeuuOIK8TMOhwMXX3wxNm3alPWY4XAYIyMjKf8Vix4zUj06GC2PbyYLI525n1pQ0WV+9I5h1AqzCEYjJRZaJ/oCKKl897vfhd/vx/z582GxWBCPx/HTn/4UX/jCFwAA3d3dAID6+vqUz9XX16O1tTXrMR955BE8+OCDqlyfHjNSoxfuNlNZHTN8B7NgtnWrKROD3tnk1MJoHqiFcZLx/PPP45lnnsGzzz6LHTt24Omnn8a//uu/4umnn07ZL33w4Hk+54By//33w+/3i/+1tbUVfX16FO7WCv0Kd7O6nE8PAUE74smDGdoIpTBat2szLMNqJoz0DKiFcZLxne98B//0T/+Ez3/+8wCAM844A62trXjkkUfw5S9/GQ0NDQAES2NjY6P4ud7e3gyrI8HhcMDhcKhyfUa2cujmkmZYXc6nt9uHMjHo6bKizzs/RhrczQ4VvvpDLYyTjGAwmJGpaLFYxI585syZaGhowFtvvSX+PRKJYN26dVi+fLnm16dVw5QOika1YpLjD3bu1uV8FIra0Hf21MIsz9ss32OyQy2Mk4xPfepT+OlPf4pp06Zh4cKF2LlzJx577DHcfvvtAAQxde+99+Lhhx/GnDlzMGfOHDz88MNwu924+eabNb8+rcSc9LhGLe1BOq1YJDDBV6IetCM+taAWxvwYKUHhVEKr52LUsUgrqGCcZPziF7/AD37wA9x5553o7e1FU1MT7rjjDvzwhz8U97nvvvsQCoVw5513YmhoCOeddx7efPNNeL3eCbzy0jCyqzvX8c0w+BpZMNLBXTlmeGcpE48eHiM9zkFJhQrGSYbX68Xjjz+Oxx9/POc+DMNg7dq1WLt2rW7XpTVmaPxmFIxGfRaU4jDyBMEsmO0Z6CEYtYL2f6lQeytFEXp0ZkZtpOn3Ro94T0puzDbw6oGR627SdqEcI1v/9Ahjou9UKlQwUiYdRp2RUoFCMTpGFowUeZjFXWwGrxRgrGungpEy6TCq8KIuaYrRoYIxP2ZoD3q7cvVISDHDczECVDBSFEGLB+fGqNdNoRCMPMkxS/vTU/yYRcxRwagPVDBSFKFHjUSjxv7pFcNIoWiFkQUjZXKihyil5W/0gd5lyqTADOIqfbA1w+BLZ+6nFmZ4ZykTj1n6DbN8D7WggpGiCCO7pM1iYdRTXNMO89TCDBM3LTFy/6cnNOnFnFDBSFGEVg1TatnQysphFsFIObWg7xFFK4xcJs0sItFI7ZsKRgpFJWiWNIVCodB+w6xQwUiZFOiR9KI1NIaRYnRo8oD5MWr/mo4ZxgyjQXsHyqTADA2euqQpRodOEMyPWYQWjSfVHyoYKZMCM3RiZrQwUvJjtgQkamE0P3r0tXq0C2n/auSC80aapNHegTLpoIKRQslEj3ZhsVg0P4dWGLXf0BvpfTJyHyW9dvrs9YEKRooijDQb0pv0zpd2YhMLvf/KsVqtE30JFI0xi9CSWhWNbGE00jOggpEyKTBDJ2bGLGnKqQW1MJofPSyMepzDLILRSFDBSFGEHjEvRhVa1CU9uaACQjlGjmGkz1seekzO9XgWsVgs688U7TBu70CZEIxcuFtrqGCkGB1qYTQ/evS1elsYtRKM9J1KhQpGyqTADBlv6ddNBePEQjt75VALY37MEMOth2DU4xzRaDTrz2pC+5BUjNs7UCYErRqQtMEbVTBSC+Pkgnb2yqGC0fzobWHU6rlEIpGsP6sJfadSMW7vQJkQtGpAergXtIYmvUwuaGevHCNb0GghZ3no4c3RQzBSC6P+UMFIUYRWFggzBDCnCkTGFIKRdpinFlQwmh+pSOQ4bQSjHlbMcDgs/qyVhdEMfbiaUMFImRToUSJB68GQuqRPPYwssMwGbW/ySBFzceO6pPWwMFJSoYKRogitGr8Zs6SpxWNiofdfOUYWwDTpRR5mcUlLLYzSn9XEqGORVlDBSFGEVh2mGYqwpnQuDO1sJhoqGCmUTFJd0uawMNKkF32ggpEyKZAKUaPO4lM7F3PEMFJOLegAaX7M4M0BUkUidUnrAxWMFEVoNaBIRaJRS3tQl/Sph9mesVEna3phhudthpq3gPksjEZoe8YcmSkThlYvtVFFohRpR8zA2LN3ghkGSAqFkkQPl7Qe6GFh1LP/M0Jfa/xRmqIrRrYw6t0gjdABUChS6DtrfszikjZDKTYp1MJIMR1GFoxak16HkTKxGKEDnmwY+Z4Z+dr1RG/BqGWipC1xbCO71glGmKwZc2SmTBh6uKSN2vGnN3gzdGIUilEwar+RC62+DxGJFoYBx/OGECrZiMdisLHCPTKDhdEIUMFIoaiEUTtes2IWAaHn9zDLPaPkhghGa0JsadFv6VH1guM4WJjkzxTtoYKRMimQNvhdu3Zpcg6tBV368amApBgNI7+zZhO7Wi+SEEms8qKF2NJDMPJIChgjv7dGggpGyqRA2uADgcAEXknxpHRaDO3EKOpA36PJgxmeBfkO5JtoLRi1guc4sCabJEx2qGCkTAqknZZWnTK1MCrHDN+BQlELM1gx9a4Xq4t4NOiYYTSoYKRMCsyXIMKYorMxw3egyIc+b/Ojx8RWF2HNMKKV1AxC3ghYJ/oCKMZCqwFFKhiNOmjRlV4oRocOvOYnvZ8yasJINBpFJDFuGLUUm9GggpGiCK0aph6CkbqkTy30ED9mOQfl1MEs/RTHcdD6yo16b7SCynLKpMCos9x80M6GYjToO5sfM4h3PQSjHu+R9FlYLBbNz0ehgpGiEOqSzg11SVOMjhkEESU/elsY9RaPakL78FSoYKQoQuvVB8wExxm/s6Ed5qkFfd6TB71EkBksjFqFStH2kAoVjJRJgRkEY/pa0mbobIz8Hai1TDlmaIdmQa+2p7Vg1OOdooJRH6hgpChCj4QUozbSzJk7HXwpxsKobQ8w9rXriR6hM3o/CzMIRiNMcKlgpEwK9JiFat34pd+B0WGlFyMXxKXIR89nQC2M+TFDe9DDJS19j7R6p8zmkjbCu0UFI2VSYAbBmH78OB18KQaDCkbzo3cMox7vFI2t1wcqGCmK0Ep06bE0oNZkxDBqnPSix30y6rOgFIeRB0j6rsoj/T5p8cz17s/1qA9MoYKRohAjz+S0PocZYxiNPAgb+donCioYzY8eK72YxSVt5PagBVQwUiYFsVhM/NmoK72kz0ZpZzOxUAuscoxsUTHbs9AKPZJe9BCMemDk9qAFVDBSJgXRaFT82aiCMaVjZBhDd5QEI38HI1/7RGHke0YFozzMYmGUQi2M+kAFI0URWrmkzSAY02ejZpid0kE4P0YohaEEIw+QRr52PdE7htHIz8UMfbiaUME4Ceno6MAXv/hFVFdXw+1248wzz8T27dvFv/M8j7Vr16KpqQkulwurVq3Cvn37JvCKS8cMLumUsjpgMrYZESMLRqPf+4nAyPfMyEvQ6YlZLIzSZ6HVc6GCMRUqGCcZQ0NDWLFiBWw2G15//XXs378f//Zv/4aKigpxn0cffRSPPfYYnnjiCWzduhUNDQ1YvXo1RkdHNb8+rTplwcLIaHoOXV3SCYze4RhZMNIYRuUY+fsYWezqiR6eELO4pI3ef6uNdaIvgJLKz372MzQ3N+P3v/+9uG3GjBnizzzP4/HHH8cDDzyA66+/HgDw9NNPo76+Hs8++yzuuOOOjGOGw2GEw2Hx95GREe2+QJEIFkYGAG9YwZjauTDiNpvNpul5tcTIg7CRr52iHCOLXT3Rw8Ko98pdeq27fapDLYyTjJdeegnLli3DjTfeiLq6OixduhS/+c1vxL+3tLSgu7sbV1xxhbjN4XDg4osvxqZNm7Ie85FHHkF5ebn4X3Nzs+bfQylSl7RW6CoYE/0XFS0TB+3sTy3o85aHHtUczCIYaf+dChWMk4zjx4/jySefxJw5c/C3v/0N//AP/4B77rkH//Vf/wUA6O7uBgDU19enfK6+vl78Wzr3338//H6/+F9bW5u2X6IIzLDMXXrhboC6NCYSKiBOLejzlofeFkYjiy4jX7sWUJf0JIPjOCxbtgwPP/wwAGDp0qXYt28fnnzySdx6663ifukCi+f5nKLL4XDA4XCocn1adcpmCCYXxKHgVicYvcOhg/CphZHbIY1ZlYceglEP9CjcTUmF3uVJRmNjIxYsWJCy7fTTT8fJkycBAA0NDQCQYU3s7e3NsDpqgVYDitDgjd0Zx+Nx0RVNbhO1MFKMBB14zY8eZXX0Rqv31gwTBDWhvcMkY8WKFTh06FDKtsOHD2P69OkAgJkzZ6KhoQFvvfWW+PdIJIJ169Zh+fLlml+fVoLRak0au41q5UhaGCH+q0dsJmXiMOq7mguzfR9KJnqs9KI39L3VB+qSnmR84xvfwPLly/Hwww/jpptuwpYtW/DrX/8av/71rwEIDePee+/Fww8/jDlz5mDOnDl4+OGH4Xa7cfPNN2t+fVp1LoJgFI5t1MafbaZu9Nm7GQYTinyohfHUw6htnLqk9YcKxknGOeecg7/85S+4//778eMf/xgzZ87E448/jltuuUXc57777kMoFMKdd96JoaEhnHfeeXjzzTfh9Xon8MpLwwwWRo7jwIAhslfcRqEYBaO2PcDY164nelsY9XguWp2DvlOpUME4CbnmmmtwzTXX5Pw7wzBYu3Yt1q5dq99FaYweM0StG3+2eEUqGClGwmKxTPQlUHRGC8GoxyosUqiFUR/oXaYoQqvZqBkaPMdxkhBGamGkUMyGGSxORnVBp0Nd0vpD7zJFEXqY/o1atV8Qh8K1Mynb1MUMgxZlckLfLfOT3g+aQUBSwagP9C5TJgVm6LTMmPRiZMzwTumNkQUjfd7FobVLWg+MLBiN1OaMe5cpE4JWnbI0/s+oHX+2lV60XkWBkht6n04taOFueZjhOwD6x0lSqGCkKESPNTu16tD0dEmnbjMuRh5cjHztEwW9Z+ZHj5VezGJhpO0hFSoYKZMCPQpca934U47P6HNOysRCny/FiEjlnBneYaPGvRsNKhgpitDWJc1oeg7tLYw8kv0WzZKeaGhnrxx6zyYPenhzAG2eud7vERWM+kAFI2VSILUwGlUw8rz5kl5oh0kxCmZ7V/XqB80gGI2Mke4VFYyUSUG2+D+10dzCyPNI/w5G6gyyYfTrNwM0oP/URFMLI5P2u4YYuQ+RXrvRJ/9qQAWjAv77v/8bK1asQFNTE1pbWwEAjz/+OP76179O8JUZHzMkvfBc5vGN3FlSTj3o+zp50OpZCEuYJsm2QlWpSK/dyNnren+PyQ4VjDJ58skn8c1vfhNXXXUVhoeHxUZWUVGBxx9/fGIvzgToMXujLmnlGP36zQAdqORB75M8hPCfpGTUWjDqgVGNDEaDCkaZ/OIXv8BvfvMbPPDAAynrrS5btgx79uyZwCszBzzPAxq73vQpqyPAaJzAQykMdeUqh76v5icej+tqYdRj0qnVOaiFMRUqGGXS0tKCpUuXZmx3OBwIBAITcEXmQo/C3XpkSYszd4ZsM7aFzujXT1GGkQdFPa7dDJOQ9BJmWpQ009tjpIXoTT+HkduGWlDBKJOZM2di165dGdtff/11LFiwQP8LMhl6NEbtg7u5jLwdowsuo18/5dSBDujyiMViKc4crQWjVmIu1/m0Oi7tCwHrRF+AUfjOd76DNWvWYHx8HDzPY8uWLfjTn/6ERx55BE899dREX55u6NEwtUKPbMB0+4PRBzE9OnsKRQ3ogC6PaDSa0k9Fo1HVz6GH0JL2rVot/EAFYypUMMrkK1/5CmKxGO677z4Eg0HcfPPNmDJlCv7jP/4Dn//85yf68nRDq0aTLRBbGiuqBulubzXdSzzPpwlGc8QwUsF4amHk95W+q/KIRqOJvo8Xf1cbvQWjVs+eCsZUqGBUwNe+9jV87WtfQ39/PziOQ11d3URfku5o1TDTZ4haC0aO41Q9Pum8GJPVYTTyIGz0ez8RGPmemaHSgh5Eo1HYmNTf1UYPl7T0WWjxHQAqGNOhglEmLS0tiMVimDNnDmpqasTtR44cgc1mw4wZMybu4nREK9N/LBYHwzAgfUAsFoPdblf1HNKOS21BmmsgMaLgknaMeqzxrRU0CUI5Rh4UjdjW9CYejwt1GK3Jvi8SiWhyHgJ1SZsHmvQik9tuuw2bNm3K2P7RRx/htttu0/+CJgjtBGMUUpe0FjPGdMGoJpmdiXFd0tJ7QwXjqYWR75n0XaXiMTtEHDJZtqmJWSyMeghfI0EFo0x27tyJFStWZGw///zzs2ZPmxWthJzQMJPdmNazXrU7MfF4jPHL6kgHXj0Eo5ETqcyGke+ZHoLR6BZlUTBq7JLWsq/Nhh4uaToJoYJRNgzDYHR0NGO73+8/pV4kLb5rNnGohWDUUgilW2ZIf2zEAdgsgtHIS5JNFEb+PnqLFCOSFFbaTs5plrQ5oYJRJhdeeCEeeeSRjE7pkUcewcqVKyfwyvRFi45Y7MQY/VzSancwuVzSRuxk9HbtGVkwGt3ilA4VjOaG9Kt6Whj1aN806UUfaNKLTB599FFcdNFFmDdvHi688EIAwPr16zEyMoJ33313gq9OPzQVjJJZrxYzRl1c0mlZ0kbsZPSOYTSyYDQbRr5nVDAWJlsMoxnK6mjVT+m9xOFkh1oYZbJgwQLs3r0bN910E3p7ezE6Oopbb70VBw8exKJFiyb68gwNaeyMxkkvWnZiuY6n5cCllXVL70Bvrb6HkcXPRGFkiym1BhUmaWHUtq/VQ2jpbWGk/Qm1MCqiqakJDz/88ERfhukQZ4caL1elpRAixxP7YUZ7l7RWHZjelhqWpfNWCoWgpWhPTs4zt6mJ1uIqvV81soXRSJM0KhjzsHv3bixatAgsy2L37t159128eLFOVzWxaPFyZ3PnaiFUtLRAmMklrXdmoJEFI7U6nFoY/XnrFcOotdBK75f0EIwUKhjzcuaZZ6K7uxt1dXU488wzE4WlM18ghmFOmZgZLQRjtsZuXMEoQNzrRnwv9HbDaCUYaWd/6mLkZ6/ltU+EhVGL75N+zUYWjEZ6V6lgzENLSwtqa2vFnynaDO7ZRJUWQkvLTmwiLIxadTR6x4LRGEaKGkjfIyNbrbUkKawY8f9axf8RtFjcIn180GNiTvsTKhjzMn36dABCg1q7di1+8IMfYNasWRN8VROLFh1xeieWuk09dEl6SYth1LIjo2vn5sfI105RjlQwGikuTE/SXdIMo71gzFa/uFT0EoxaW0qNBp2GycBms+Evf/nLRF+GadErhlHLuBpyvUyahVHLsjR6rJBixBhMPaHCZPJAn0VhMl3S2oRTaS2upNfMgFoY9YIKRplcd911ePHFFyf6MkyJXlnS+rikCca1MJqlY6Ri99RC6v2wWCyanMPoojS95q0eLmktSG/bWvVZZukL1YK6pGUye/Zs/OQnP8GmTZtw9tlnw+PxpPz9nnvumaArMz6im8TAdRiTopeR/qOpYNTDDWNk0WU2q4MeYoUOkJMHLdqeaGGUuKRjMeMLRtoX6gMVjDJ56qmnUFFRge3bt2P79u0pf2MY5pQRjHqt9KK1YNQ+6UX4V0uXtFadpFlc0kbMUM+HHmLOyM9bamE0QyKVFs8iOTmH+G8kYmzByIBaGPWCCkaZSLOkyUtkdPdEMWg565W6pLWuDaZ2R5ApDLUXjHq4pI3cYZpNMOqBkZ+3FDP0zVr0HeLSgKInhNG8r9WC9OPTvlAfaAyjAn77299i0aJFcDqdcDqdWLRoEZ566qmJvixd0VQwGjhLOunqIb6e1O1aQGMY82Nka9lEQevO5UdPIaqlN0dqYYwmRKSa6L3Si2YWRpN4W9SCWhhl8oMf/AD//u//jrvvvhsXXHABAODDDz/EN77xDZw4cQIPPfTQBF+hPmjRieklGLWcLWYGk5vDwmjkTlL6rvI8bwqrk9boVaqJPovCaNHXJi2MiQ0MEIvFEY/HVU0U0tvCaJaatJMdKhhl8uSTT+I3v/kNvvCFL4jbrr32WixevBh33333KSMY9ajan2tbqejqkma0E4xGttDoSXpnr0XmrNmEjx6DIsdxhi2srWfb00IwhsNhAMkJLZv4NxKJwOVyqXYerV25ermkA8FgznOeihiz1U4A8Xgcy5Yty9h+9tlna2pFmmxo0WiydYxadAB6WBgZJjXpxYglK8wC7eCVYxaXtBmevRZ94Pj4OIDULGnpdrXQeuIhfb5aTtmohTEVKhhl8sUvfhFPPvlkxvZf//rXuOWWWybgiiYGTWeLEmuN0RpnhkuaSd+uPmYYFLXEbAHrelgzjdbuzAh5Blo8C9HCKEl6kW5XC63fo/Tj0/AcfaAuaQX89re/xZtvvonzzz8fALB582a0tbXh1ltvxTe/+U1xv8cee2yiLlFztHAlkYbIZNlmFERhqKOFUQ8BYRaXqxnKbpjFMqfHszDyBIFcu5YWRjbRrNm07WqhZQmzQucz8jkmO1QwymTv3r0466yzAADHjh0DANTW1qK2thZ79+4V9zPLAJsLLb6fXg1Ry7VmM1zSTDI2SG20fsfomryTE2phzI/ZBKMWhEIhAMkYRvJOke1qkZ5wpjYp7ymj4T0zyTulFlQwyuS9996b6EuYFOglILRonFoKoaRLJ3lclrVqIhi1horEyYlZLDVGtjAavW2EQiHYLKzoCCGWxqAkuUMNtI7r180lLfmZ1nWlMYwUhRg1uxHQtrNPL4gLAKzVbkjBKMXIAyS1CCjHyILRLAkKWr63wWAQLmuyWoBWFkatXdKZK71Ql7QeGHf0p0wIWsYwFtqmJtpZGJP3h7XYVQ8mB5IdMBVEFLUx8qAotQDpsbawEQkEAnDZkoKRTfSDgUBA1fNIY7c1d0kDiMfVf2/1Wq/aSFDBSJlwkg1TvyxptTsx0ZIotTBabKoHkwPJe6OH280sFkYzJL1ohfQ76DEoanXPpG5QPdZZ1wpNLYyBAJy2ZCQacUkbTTCmP18tnnf6MU+l8nm5oIKRMuFka+xadABaCohkfTOpYHRoYmHUsuwGYJ7kAbO4KLVGD8ucFK3eKT2+h5Hfo3g8jvFwOMUlTSyMascw6ikYGWi7jCKBCkYqGCkK0aLDTDZ2/daS1kowSr+DxWrH+Lj6gjGWuF9adWBUMMrHyBZYgvQ90mNQ1Oqdkg7wWpWz0lMwqn0uIgrdEgsjY1CXtB4WxvS2QAUjFYwUhWi5vqnUnatFsoi0A1b7e6QXxAUA1upANBpR/VyxqNBx6SEYjeyC09tyZlTMIhilfYZWyWZ61vtT+z4RUahHDKP0/mu9nCwDBrFYTLPVu3L9fipCBeMk55FHHgHDMLj33nvFbTzPY+3atWhqaoLL5cKqVauwb98+Xa5Hy/VNpdY5LTp8LQfG8fFxQfBKBKPF4gCg/nchHZdWHZj0Gbe0tGhyDilaiRTp96DWgdzoYZmTopXoMouFUavC3UnBaPwYRunxmUQdRrXvFxWMmVDBOInZunUrfv3rX2Px4sUp2x999FE89thjeOKJJ7B161Y0NDRg9erVGB0d1fyatBh4xaLXkm1axP5JG7wWgtFidaRss1jt4t/UJBqNJP7VpgOT3hstknbS0coaZDYLo1aWOWlb06MMFBWM+eE1ilHOZmFkEiW81Y5h1NrCmO35qv3M9RaMRgj/oYJxkjI2NoZbbrkFv/nNb1BZWSlu53kejz/+OB544AFcf/31WLRoEZ5++mkEg0E8++yzmlyL9EXWotGIA5bEOqfFeaRCSO3jZxOMrNUp/k0teJ7X1cKoR3axViJFb1er1mgVL6mHK1ePuFg9BKMuxdM1OgcRhc6UOoyA02Y1tGBksmxT+xyA9pMpI0xqqWCcpKxZswZXX301Lr/88pTtLS0t6O7uxhVXXCFuczgcuPjii7Fp06asxwqHwxgZGUn5Twlaxv4B0oaprUtaeky1O5fQ+DhYS7qFUfhdzaK4UuETDmtvmdMKLcV7tnPQuny5kVoYtbIo6xEXK32PjBzDSIpQa5X0IrUwAoDLatHEJU16c70Eo1ahP7l+VxsjCEa6NOAk5LnnnsOOHTuwdevWjL91d3cDAOrr61O219fXo7W1NevxHnnkETz44INFX4/W2abJhs6I/2rROLWyQKxZswaDAwOQCt7gcDtCIz0A1B2EtXSrZzuuka1B0ndVq3tlhixpqVhQWzgQ9MhYN8sEgYtrk/RCJq5Oa+qw77SyCKi80ks0Gk3EFmpzz6TikDRBo7ukjeAFoRbGSUZbWxu+/vWv45lnnoHT6cy5X/pAxfN8zsHr/vvvh9/vF/9ra2tTdE1ad/Zi5y5ePqN5XS01Z6N+vx88z4PnOdE6wPMcuLhgudFKMGrVgWkdsA7oY2GUvkO0rE5uxsbGsv6sJnq4pM1Sd5PcHa0Eo8OaOuzbrRbVLcuxWExTC2OKYEz8q3bce/oYQWMYqYVx0rF9+3b09vbi7LPPFrfF43F88MEHeOKJJ3Do0CEAgqWxsbFR3Ke3tzfD6khwOBxwOBxZ/yYHrd1JyeNru9KLHta5bKjpkpZ+h3g8lneiUCx6WBh1sdSYREBojTRZTg/BqNWzMMvz1mrpTyIKHZZUl7TDakE4PIZ4PA5L2t+KRetJZ6pgZADwqruk08cIKhiphXHScdlll2HPnj3YtWuX+N+yZctwyy23YNeuXZg1axYaGhrw1ltviZ+JRCJYt24dli9fPoFXXjx6rSWtlVWrUENXc/aud8FaPToxPeow6rEqjlHp7+8HIKwTPzw8rMnAqIeYM0vBea0Foz3NwuiwCL+raaETLIzaGQCyXavaFka9V3oxwjtLLYyTDK/Xi0WLFqVs83g8qK6uFrffe++9ePjhhzFnzhzMmTMHDz/8MNxuN26++eaJuOSS4TgOYNjMbSqjlTtXT8GYbfUBq1XdZpwqGFU9dFaoi3Ji6e3tBQDMnX0aDh4+goGBATQ0NKh6DrOIOT0gZXW0Wu/ebknta22J39XsE+OxmBBbmPgK8XgcLKuefUoqDkktSWph1B4qGA3Ifffdh1AohDvvvBNDQ0M477zz8Oabb8Lr9WpyPq07e47jUmajYBhNzkMShgB9M9KohTE/ag4kUqhglEdPj5Cc1dkltI/u7m5NBaOR0eN7hBPCZ2BgQNXjEkFlyyEYVbUwZumnbDabaseXXqtWMYy0DmMmVDAagPfffz/ld4ZhsHbtWqxdu1aX8+shGJEWh6d10ouaxy90T9SMYUy/bi0LqQto04lJY6XUiptKR+tyUHqjRdvjeR6tra2wWq0YScQytra24swzz1T9PNl+1uocRg5BINeutkDJJRiJxVFNC11ckvQCqN9PUcE4MdAYRkpBtLbUCCUYrBnb1EbaINXswCYyhlHTrHVo14lJrYpaWRj1KLOiJ1o8i66uLgQCAdjtSevP0aNHVT+P3oKRkokoGNPam5XVwCWd1i+p3f5SBGPC2KD+ilr6xDBqtRSkFlDBSCmI1skD4+PjYFi7ZAurSQFh6YCip4VRS8GoRSeWfkwtBmI9BKPZ1pLW4jkcOXIEAGC3C+2PYRhxm9HQO7FG6+OrfS4igKwZgpFJ+Xup8DyPeDye4jRSWzBK+1SjWxjJu0oFI8UUaD3wjo+HwbBJCwfDMBgfD2vaORtVMKbffy0sZ3pYMaWlgLSqZbh9+3bxZzMIRi2eAynT5UgIRofdjvb2dtXL6+htYdQjkUoLtIwfJoLHwqa2NyIg1XJJJ/uP5HnUbn8pgpHJ3KYG6fdD6zXvjeAFoYKRUhCt1+QdGxsDa5EWKWfA85yqsX+APjFO2TC6hVGLc0itiloJRqno0Tr+SA+0eGf37dsHm80mJiQ4HIJw3L9/v6rn0UPMSduGVoOv0QWjlWXAprU3EtOoVjsnx9EyhnF8fFwUL+Q8ao8X6cXBNVtuMvGuUgsjxRRoubrI+Pg4wuFxsLYycRvDCEkQfr9f1XNJUbNxTnRZHbXRIxNb7/qOWnX2eqLF2sItLS2YMb1ZFO2kwP/evXtVPZcek7Vjx46JP2tlUdZTMKqdcHbs2DHEOB73vbYV7X5hXel2fxBvHG4HoF7frpdgTC4kK6C1YFTb5U0g/asRvCBUMFIKomUM4/DwMADAIhGMpCYj+ZsWqClYJjJLWg+XtNaCUQ8XpRkEo9rP4fDhw+A4DqfNnCFus9vtYFkWBw8eVPVc0n5Dq+ctbWdGXUtayxqo5Ngj4Sg4kmjB8wjHhGejVhsRhadEMaothoKBgOiKJhZTtQVjeia2VoIxRl3SFDOhpauH1Bqz2JI1JImFUe06ZFL0E4yMqh1NumDXekWcbL+rgd4lUIwwey+E2veptbUVANA8ZYq4jWEY1NfVorW1VdU2oneJI6NaGNOtfHqKCLUFI5NlmxrwPI9gKAQ2cQatLIx6CUYaw0gxFVomvZBi2lZ7pbiNYS0pf1OLCYlhZATXn1qYxcKoh8WJCsb8EMHY1Ji6Bn1TYwMCgYCqEza9l2k0g4Ux2++lUOja1RJEScHIZGxTg3A4LCz2IFoYhX8DgYBq5yDnITAAwhpU7gBoDCPFZGjpPhQFo6MquTFRk1FtwShFTwuj0bKk9bAw6o1WSS9aJexkQ+0Bpa2tDRaLBTXV1SnbG+vrAADt7e2qnUsPC6O0HWr1vD/++GNNjkvQMqlNr1hrUTBKmoaaISFEGErFi4NlVBeMUoslA8F1rEVfSMvqUCgyeemllwAA/cf/hGhQEIix8X4AmSvcTFbydcQMGFUtjOnn0sLioYeFUQ/0sDjpidoDyvj4OJwOR8ZKOy6XS/y7WuhRE1MPi7LaoiQdrSZrcvoJtVy6RBwyWbapAal+IK0O5LKwqpeC0qN0D5Ascm6EPooKRkpBtKyZRxogFwsCIAOiukHY2dAtS5phEIvFVLN4TEQMo1FL0kxUGSW1Ideu9uQgHo9nLZpOtqk5gOntkjbqO6uVYJQjBtWa2BJXrtYWRqnL28kyqgvGUCiUkYmt5uSfQN5bI6xURAUjZULJN3hwHKdZgW09C3cD6nU06efSYvBNj2XSQrjrsdKLFCPM3nOhZRHqfIJRTSudHquwSDFqGIVWglGOZVQt66koGCWCTk3L3GhizXOphdFtYREMBlVt54FAQPwGpJVoIRhJexgZGVH92GpDBSNFEWpaGGOxWMHBcGhoSLXzSdHLwsioXPIh/bq1EBN6rHCgh2A0i0taq7VmvV4vAoFAxnHHxgTh4PP5VDuXLsv2SY5rVAujVsvRybG+qWWhI+JQOlSomWFM6vNKBaPHyoLneVWtjIGxsYzi4GpbMaUYYZJDBSNlwpAz61RLaE1cMLnQ1ajV0ejhkhYEYrI31qKchB4rvUgxsmDUKii+sbERsXgcQ8OpBfL7+oUY4qamJtXOpcuyfZLjalUCRWu0su7LWQRBrbq3SQtjEjUtjMQSx0rO4E6sVqOWlS4ejydK9wholYlttFAZKhgpBdEqFkxOJ6JWR6Ol1axQDCNgLMEYDAbBSKbvatc3A/QRiWYoswJoKxgBoK+vP2V7X/8ArFYrampqVDuX1veJ5/mUc5hFMKrV/xXy1DBQTzASt610CUI1+xBRMKa5pAH1Vgcj/TX5CsS9rrbbWI/yYmpinegLoEx+pJ2YmkJLTqeulWBUa0ApdD8YlS2MepS8CQQCYBgWfCL5SOvMUK0wQxIEkBxU1Ba9zc3NAICOrq6U7R1d3WhsbMzIni4FrV3S6e3AqIIxvb/TTTAyDAYHB1U5FxGHTJZtpbJmzRp0Jd7XwYjQHrrHYxiICH2UWoKR3C/SAsi/aq8+Ri2MFNMhFUUtLS2qHVfOjEqtWVdqx8uq1hEXnHEmpqgkULtUtIpxkhIMhsAwya5BC8Gox8ya45LH1aIchl6QZ6y2YJw9ezYAoLUtWW8xFothfHwcc+fOVfVcWruk05MRtLCKA9pbgdK/h1pJFoWKsLOM0EbUOF82C6Na38Pv94vjkbSmRjjR1tUSjEQYpruk1Y6pT10KcvJbGKlgpBREOltXc+CVk+ygVkKEVPQwjHq1EQsJRrVdGVoLRkEwhMCw2gpG6TullTWI55Oi1KgWJyA5qKhtTa6vr4fX60XryTZxWzgxGM+ZM0fVc2ltYZQKRJZVt/apnqRPLNXyTPT19eX9OwkR6e3tLflcScGY3KaXl0ItwUisrUT0kt5QbcEoNcZQwUgxBdJOS83OXo4YVMstljKAMCwCAX0EI7EwqiUYtXKtE8QaZ0zyvmuRGSgd4LWw/qULaa0sTnrEYpLvona2OsMwmD17Nvr6B8QM42hEOBexPqqF1jUxpe2bVXFCmI7Wg3p6W1Or7RUSgkTcFRKWcshWJ1EvAa9WP9ufSPwivSCb+I9sV4v0Nj3Zk/OoYKQURNpp6V2/UK3BJdXCyCIUCqpy7IIz2oRrV63Yl3Tho7bYEmucScS8FoJRet1aiLl0i4ZRBQTP85pZGAFgxowZAIBo4thEnE6fPl3V80j7DS0GRenzZhlWl+etxbPXSjD29PSkWPzSIRnHaizHKi7dJyaMaFuORoraglF6z7wso4qglpI+4Z/snhAqGCkFkTZ2nudV6/DlHEetc6VaGBnwPK+K2CokBMksW+2SFbl+L5WkhVFbwSh9HloLRpZlNXOJaW0RkFpKtaiHSYShaMWMRlFXVycuD6gWWgvGFAsjyyAUCmliydR6+UEtBOPY2BhGR0dTYgrTYVl1BaOVYcQMY5YxnkuaCEOpf8vHColBar6/6X2fVp4QtaCCkVIQrQLK5XS4ajXOFAtj4rVXoxMrGNPCADZHmWqxL1p3MKJglFgYtbDWSI+pxWAiPT7Damdx0lowSkWiFoKRZEpHo0Jb5DgO06ZNU/080rauhdBKed6JCaEWg6/WmffpMYxqJMuRrOK8gjHxt87OzpLPFwgE4LRaQPKkWYZBUKU2Xsiqq1Zf0tfXByfDpGR6+ywMOI5TLZsc0C4rXiuoYKQURKvMPTkWALUGl/QYRkAnwQjA5izH4KA6glGrZ5F+PGJhZBhtrHPS69ZCzEnFghCCoM3MXeuyGFJRooXQIrUW41w8Y5uaaL2WdErSS0L8aDH4ai0Yx8bGUoSdGoKRiMB8gpEBUGa3ieKyFMbGxuCySgrzQ+hr1XDh511VC+omCfnS1FF5wgqrpltaq7qbWkEFI6Ug6QO6WgJCjnVGrcFF2hBJooIa7lw5s027sxxjY6OqDDBaWxjFGmpEMLLqlSCSIu3433nnHdWPny4Yx8fHNYk501Mwqr22OpBc/i8eT36P8vJyVc8hHF9bl3RK+2b1EYxaxJsFAwFR2DFQp30nBWP+/erKnOju6ir5+QQCgRTByDIMOJUsvvnaGxGmpRIMBhEIBOCzpMoj8rsameQEamGkmA6tVknR0yWd0lmpuL6zEBydvye2uyoAFK6FJodQKJSySKva1jlxWS9x0GIwrnEgttrFcIHUjpdl1YtZTUfrpBetC7XbbDaUlZWBk1gYtRCM0oFeC8EoFW8kgUMLQSd93lqECIRCIVHYsQyjsmDM30/VlzkRi8dLsqDFYjGEw2G4rMnoP62W1cuGGv0h+f6+NIXtTfyuZqY0FYwU05E+SKnV4cuxzqh1rtTBg82yrTgGBwcLllZxuCvFfUslGAymJKSobWEU74m4JhaLyCTP3MtGqkVZveedjtYWRj1W9rHb7ZDqXofDofo5tLYwSp+tmh6EdKTPW23ByHEcQuPjSQsjw6gistrb22GzsDIEo0vcv1jI9bosqRZG6d9KIa9LmhHaR6nvFxGE3jTB6NNAMNIsaYrpSG+Aag1aeq70Iu3c1RpQxsfHhU6Qyd+MiIVRjY4mZRUWlSwQUsh9YiSDVjgcVt2SplZB9lykPFsNBYTW6CEYWZaFVDFq8Wy0XtknW/vWwgKopUuaTHLI9ZPVV0qB53l0dnSg1uMsuG9dQjB2dHQUfT4iCp1SC2Pa30pBzrtT6nPPJRi1sDCmX+tkX8KUCkZKQdJfYqMLRuJCLrVxko6jkIXR7qpM2b8UgqGgRMypn/0rCkbiZk9knKptFZIWZNei+LUWE4RsaO2STrdgamHRZFkWfNrvaqP1Si+pzztzm1po6ZIm4lBqYSw19nZkZASBYBD1ZYUFI9mnlExp0h+lJL0kvo/WxbtJL6KVYHQwgJ1RtxajVuFeWkEFI6UggkBk0n5X67il7yOHlIaokoAQBWABC6PDXQWg9BjGSCSCaCQirsLCMCxGR9WtkSiKaEngfcp2ldDawphaZkU4lxaZ0nrWYcz2u1HQOks6m0ta7XgwjuN0sjAKv7OJyVop5yHWQmI9zAexQpYiGEmWcrYYRr2Kd5f6fpF+3WdJFYwMw8DLUpc0hZIXrdxickpGqNXJpAwoKgXFixbGAkkvJIax1JkpuRekRiLDWBAIjKk6ABNBIlr9NHLvaS20Ugs5q1dGKR0tXMRS9BCMsVgsxcqrxXfSOuklvXA3oP4EIb0NqC1IkyWtmJR/S/keomCU4ZK2Wy2odDlUcUlPRAwjQasYRrLN7/er1g5p0gvFdAgdZbLxqDULkiMY1VrqSbjmVBFU6vcgApApYGG02svAWmwlz0xFwSgpecPzvKqunuSgmHR7A+oLFem918LilL4UJKCNS8wMFsZYLJYy5dFaMGq/lrQ2z1vrZTnJ9bJiDGPprlxSV7FehoUREErr9PX1Ff2eZbUwpv1Na0p9v/r6+uBmGVizhMqoHcdILYwU0xEIBCEVjGrN3OWUU1F1ST2xA1DHZSXXJc0wDOyuKvT1ldbJkHvBsEmXNKDeclhA9qQX6Xa1zwNoEwconYwQC6Nakw8pWlsY04+vRYxTLBZLKdWkhSjV2iUdCAQkySLCv2oLFL1WWSIWUhK1UYpljriXa2XEMAKCJZLn+aKXCCT33G2TuqS1eR65KCUmmud59Pb2ikW60ylXuRZj+hhElwakGJ5QKJgiitSaucuJlVFjqSqANMRUEaSaS1pGB+VwV2J4eKikwVgUjIkYRjYhHNVadhCQltVJZmKnbFcJaceohYAYHh5OCohEgo0W9R61tgikDyBanE8Pl7RUMGpx/OHhYVgSCotNDOpqP2+tFjBIP166hbEUodXV1QWH1QKfwyZr/9oSE1+SFkZp0kvq37SmFME4MjKCSCSSUYORQLarJRjT3yGtE4NKhQpGSl6i0WhC5CQbkFoNv62trcAeDNpKqAkmJRSSlqNRJwmir68PNkdZinUmFw53FXieL6kWIxGGRCgSS6OaA2NG4W6NEgikFkAtBOPQ0JB4n7QQ1gStk1D0iHHSwyWt5VrSHMfB7/eLgpH8q7ZgTO/31BaMpE2oJRh5nkdnZydqPQ7ZIookvhS7RCD5Dh6JS9qSOLcayxzKoZSEup6eHgBAuSWHhVFlwaj1JERtqGCk5EXsrCQdjhovNcdxieDqPK8gw2J4aEiV842Pj0syf9Up89DX1we7q0rWviRTupTEFyJ4mDTBqKYQCoVCsFhtKaV7APWFinQQVDsOkOd5+P1+0bKopYVRa9d6+qRGbQtEPB4XBLuOFka1n/fY2Bji8TgslqTQslosqj/v9H5I7cGdtAkLq45gHBkZQSgUklWDkVCqYCRhHx6bVdzGMICVYVQJCZEjfEuxMJLvXZHDwliReMeKddmnEwgEUiZrVDBSDI2YaCF5VdR4qQcHBxNxhblfQSJWiu28CLFYDNFoVFJbsPSVPwKBAEKhkCgEC6GGYEyPYdTCchYKhWC1JQcYrUrSSIWP2hbGsbExxGKxpIWRYcFqICCAVAujFkJL60QLcu+lY6wWiTxaWhiJ1d6SeN5ggPIytyorK0lJt5CpHROb4ZJmS8suJqKmGMFYrCAaGRkBg1SXNMDAY7OoGmudD6vVWninHJDvXWnJPi75WAYWRr1QqdHRUbCSieZkF4zF31nKKUHyBVZXMJKGyTAMchtmkoJx9uzZRZ9LHGQZaVwNW9LgS4Sfw12JURnjkpoWxqRL2pqyXQ1CoRBs9mRGpRqlPXKdh6C2ZY4IQ2JZBAN4yso1F4zRaBQ2m7xYMblonWiRFIdJxahFiIAuglEyyFd6PTjR3Q+e51UrDJ8uENV2sWau9FJaOAiZaNcoEIwk3rFYwXjo0CEAwI82H0EgJrxbnQHh+ke7S5v4F4L0ItJFAZRC7tlLo2GwAEKJg/bFefxiIAg3y6CCZdBdohGDEBgbE1sey/O6xXkWC7UwUvIiutwkfa4agffJDimfS1o4aakWRrEjlnwJ1uJQRzB6qmXt7/CoIxitdpd4X0isjpqCMRgMwuaQCkbtS5SoLVBEwcgmBw53mU8Xwag2WrukRQujZJvRkl6SFsZkX1Lh9SAWi6kq6qTHsrDquFiliPHDid+ZEqs5kD5WiWAk+/f09BRlaY7FYuABjEbj4BJii+MT/3F8yW1EjvgvJYaR1KAM8UCAB0jPxEH4PcjxqLSw8I+MlCzuIpEIItGo5HnrF+dZLFQwUvKSbODqlt0QO9s8HQDpMEvtmJOZv8lzMRZbScI3aWGU6ZJOxDqWUr/L7/fD7vQlNzAsLFaHagMXqelolVoYNSp6LX2H1LYwJsuTJLs3p9ODUCikurtV6/qCWruk01f2AbRxSUuPuW/fPlWPTSZMUsHo87gBqBu3KnWpsgyLkRF1XazpFkbySIrtp0SXtFupYHQgFospdunH4/GCbVkPt3QpFsb29vYCyzAAVYk4xlIKnAOSfirxO5PYpvVyo6VABSMlL+mFnAFGFcFIBsK8q6SolKGb+R0AltVXMFpsTljtnqKz60gih93lTdlud5ap1gmPj4+D4zjYHW5xm5ZFr7UiuWJGsntzOAURrLZLV2vBqHWWdHJln8xtaiK9N2q/S0QUSl3S5RoLRgvLYHR0TFVraXo8KRGOxb5X3d3dYBigym1X9Lkad3GJL3L6IS2s/OkUa2EcGRkRYgoL7FedeM/aS6zgkcwPEGAh9POTuRYjFYyUvGSzNqhhgZDXKNSJn0svRg0ADGtHOFx8EWQi/BxueS5pYd8q9Pb1FTWDDIVCiMVisDvSBaNPNQsj6cDsDo+4jYgutWNrtFxLmszcGck57E5BQGiRZZztZ7XQOoaRCB5GZQ9COlqIaYIoGCXP2+sRJghqhmv4/X7xLlk0KAaf6x6VIhirXI6U+yIH4sImJWbkIsciqUVpK5FEt1ps30LKvBUWjEzK/sUiTmwTvzNp2ycjVDBS8pLZWTGqdP7ZXGEF9y2SZNKLNIbRjnC4eGtNb28vGNYCu6tc9mccnhqEgsGi3LsktsXuTBWMNmcZQqGQKoN8UjBKLIysNoJRS8jzZiXP224XBkEtLYxaldWRTnS0ylaXDrJaWDi0dLMRyxab4pIWBKOagi6lOHgig1lNF2uue1RMfxuNRjEwMKA4fhEAaj0OAMozpeUIxoGBAcXXoxetra0AgBwVdURqEhbGEydOlHS+dAsjk7Z9MkIFIyUvyc5K2yxKLUkOgMnXnbU6EA6Hi/4uPT09cLirCq4jLcWZsEYqnbkDScFoc3pSthNroBqdzEMPPQQAOLb3fQz1nQQA+AcEt8v27dtLPr4ULd+hZCyYxMLocKT8TS30cElLBaNWBdSlYkuLwHutBaPb6UiZe3rdLvFvakBCQkiNRCIc1RSM6QlI5N9i7l1vby94nkeN26H4szVFltaRIwbVLnWUQuKGFfuuiYKxwH5OloGPZcT9iyU9hpFN2z4ZoYKRkpfMhBEG4+OTe4H0dMR4ScmIYrEULyAikQiGhobg8NQo+pyjTNi/GMFILCV2R1nKdlvC4qjGwEWEQiwaBs8J7lU+MYip7aaUum/VFhPZnrctYWFUW3BJr12rpBep8FXb+pcUjMnM+8meqZmO3+8XBSKBJL2oJeiIFZ8VV5PRxsJIlhZI366UYmowEsqddlhZVrFglJPQV0rSn1yK7U9aWlrAIv3uZ6fWwqCvr6+kiboYOpP4nUnbPhmhgpGSl+TLK0ZiIxgs/YVWEu9VamB5crUaqYXRlfo3BZDZu8tTq+hzzoTALKbGGYnTcqS5wB0uIWtajYErX0erthiKRCLiJERtwSi6eqRZ0i53yt/UQo/C3VIxp3Z8k5hhTFbFYVlNrEDSZ6zm8+Y4DiMjI6ILmkB+VyvJgkzYLJJnId2uBrlqRhZzv4qpwUhgGQY1bofiWoNySoaVUlZMLsXEEsfjcRw/dgw1lrxpmCL1icLkx44dU3wuQi7BOJknbFQwUvKSmc3MIBQKlSwgkpaefM1TnSxpcYUUJlluwZpIHikmCJsIPmeZUsEo7F+MhZF8B7s7u2BUY2As9EzVFFuDg4OwJAqPx+NxVRNGyCAurcPocntT/qYW0vuuxRrJwWBQFCcsy6pufSDvMhGMVqsVo6OjmiYHqcno6ChisRgqvKmhGm6nAzarVTXxS9590cJY4rJ92YjFYqIgBSB2jcVY90uxMJLP+UdGFL0HhayHDEoXjHLEczH3q7OzE+PhMBqs8iQREYxHjx5VfC6C2E8lfif/0hhGimERBRWxzjHqxO7IFYFCNnNpLnBxDWaJhdHmKF5okdm7Upe0M+GSLqYQedLC6EvZTpJu1Mg+LDSoq7V+aiwWw/DwcHIlFqibPTkyMgKrzQ5GMvi6POq57qVIRaLabvtQKCRYnRIihdFAMJLJC1lOzWq1pGxXC62Sg0jcXLpgZBgGFV63akkWous+bdk+NScg4+PjcEjWYCbnKqb/K7ZoN6GmiMSXnp6e/NN/RhCMWsWzknNL13eXCxF+cgVjg4qCkUncDiZt+2SECkZKXsQZYcI6x8CSur1IhIGPQaGIEdbiKHnGRawMjMTiZLULwquYAYWsI+ry1iv6nMXqgN1VXtQ6pOR+Oz2pdR9dntILghMKWRjVWj+1p6cHPM+DtSQHR7XEKCA8U4831RLr8VYAUD/oXjr4qbECkhTRqpWY6LAMi3A4rKow7erqgsvlEi1n1sQzUetZE6TCWk3BQN77yjJPxt8qvWUYGhpSxbqZLAZPlu1Tv6B9OByGXVJLkoEgfIt5r7q6uuC2W+GxF7f6r9LEl3g8jr6+vrwZxiyE71KKN0TOu1OMYCRLGjbZ5BX99rEMPCwjfq4YxElI4nc28dWoYKTI5pFHHsE555wDr9eLuro6fOYzn8l4KXmex9q1a9HU1ASXy4VVq1apvnoCoa+vD4zFhWQMozqCsa+vDxa7r+B+FpuvpFnpmjVrsGPHDgAMxscEy974WCc6D/4vABRVSJsMps6yOsWfdZbVo6enV/Gg/9FHHwEA1v/f9zE6IGQwjw6cxJbX/xVAcd9DSiQSKSgYT548WdI5CORdtdmSGZx79+5V5djRaBSDg4Mor0gNFyivEKy7pd4nKbFYLOW9VNuNK7qsEiKC/KvWgHLnnXeitbUVkUgYHZ1C2/Anjv3LX/5SlXMQpKJHTcEoul6rMstb1Vb4EI/HVZlMieWH0iyMaj7zUCiUYmEEGDhtFsWJTjzPo7u7O2uG9L/+679m/S8d4sqW6w3p7+8Hx3F5l+4jYrIU63W+d4ecuZjEsIMHD8LKCMkscmAYBk1WFr29vUV7R/x+f0qSDbUwUhSzbt06rFmzBps3b8Zbb72FWCyGK664ImUm++ijj+Kxxx7DE088ga1bt6KhoQGrV69WPViW53n09PSCsUiXoyvdZcVxHPr6+mGxFa5haHFUIBKJFN2I/H5/QgjxAJ8QRDyHeFTo6IuxbHV2dsLuLIfVptzd4/LWg+c5xfePCMxIyA8+8T14nkNkXLgvpQp4OUVoS607Rti9ezcApKxZTbaVSn9/P3ieR3llqmC0O5xwuctUdbVqvc5zMtHCkvhXXcFIBrp4nBMnC2RAVvu7SK0+agrGP/3pTwCAp195D209gjBs6+nHPf/2W+w5JpQ9KXUtekBiYRSX7VNXMPI8j7GxMXjstpTtbrtNsYdleHgY4XC4aHc0oNzCSNpVPkFB7lkp3oT8705xCz2Ew2G0tLSg3sKKsalyaEq4pYu1Mo6MjMAl+T5EPE5mwVicvZqiGW+88UbK77///e9RV1eH7du346KLLgLP83j88cfxwAMP4PrrrwcAPP3006ivr8ezzz6LO+64Q7Vr8fv9CIfHYfNMRzw6DEBIHOFRmmAcHBxEPB6Dw1GBWDi/i9BqrwAgWIbKy+UXySYUGpyUdl7RaBQ9PT0oq56t+FqApBu7o6MDU6dOlfWZcDicf2bNsOjqKs2l29LSkn8HhsHx48dLOgcgWOV27twFd1klLFZhcLRY7Thw8CACgQA8nkzXohLIe1leWYPe7tQ6aeWVtejt7cyZjaqUdHek2iIrvSA1SeJRa0DJ56pVO0lFamFUM+OeiIOxUDImmuN4jASCcDmEJfE6Oztx5plnlnSedAsjADjtNtVc0mvWrEEsFsOJfj+4RFtvGxSeMx9QlvRH2kA2C+O3v/3trJ/xOVKFanXis3It8qQfFe5P9r5KDQtjPsiplQrG48ePIx6Po8mpTA41SgTj+eefr+izADDi98OZdquc0Ge97WKhgnGSQ16eqiohVq2lpQXd3d244oorxH0cDgcuvvhibNq0KatgDIfDKR223AFH7ASsFaJgJBbGUmaJYqC9owpAfhEi7CN8Zs6cOYrPlXfgY1h0dnYpEhDd3d3gOA5ub0PK9mxuHQC4//s/TvndlfickoXrC91rhmExNjaK0dFReL3evPvm4siRI3n/zrIW9Pb2wu/3FyXcCZs3b4bfP4wl51+FztYDAACnqwyB0UG88847uPbaa4s+NgA89thjAICtG15DNCK8831dJ/HEQ3ciFouIMVSVlZUlnQfIFIhqJ6SkF9Um/6rlScjXNsRyNb7CYSNyIAXIeZ5XvaxOLohFttQl3ADpijjJfsJtt6k2SSBxfTFpIXjJfYrH42ImeyFEwViChdFhtcDrsMnu55OCMfc+LLS1MBa7tF4yflGZw7XRKnyjYiyMHMchEAzCBx4RSRy/PWFpnqxQl/Qkhud5fPOb38TKlSuxaNEiAMnGVl+fmnBRX1+fsyE+8sgjKC8vF/9rbm6WdX5yPMYqFQgMGIunpEZPPmt1FB60yT7Fni/fgMIwLILBgKIBmCw47/I1FNgzO+7E55QsXF/IpUayaEtxvRXq9Ih16/Dhw0WfAwBeeeUVAMDCZavFbU53GSxWG1599dWSxQQRbeHxZOknjuMQGPODiwu/q5Vgo7WFMRnDmKiRqHIMY6EyQKUE9KcTDofFSRmvkoUxGAzmbd8sy4BhSl+RA5DUzJNMLF0Omyo1aYHCnhAlz5wIxuoiVnmRUuN2iDVnCyGOFQViGBmU1k/JEYxKJ26kT2uUmSFNcLAMqi0Mjhw5othqHgwGwfM80p+Qg+cRGJu8hbuphXESc9ddd2H37t3YsGFDxt/SG2Y+K9n999+Pb37zm+LvIyMjskQjiYtjralWBtbqQ29vX9GuPVEw2qsK7Jm0MBY7yOd3rQkdRGdnp2xLCrEMutIsjLlcPTZn6nGdnlowjEWRYCyUsUrKBXV1dWHu3Lmyj0uIRCJoaWkBw1rEFV7SYVkrgDAOHTqEc845R/E5AGDXrl3Yu3cvps1egorqRsmxLZizaAUO7nof7733Hi699NKijg8UmCAkhHV3dzdOP/30os9BSC8NpZlg1MAlHQwGC7qd9+3bV/SzTmd8fBwsw4BDquWsFAoLQQb1VeU4ceJEyWEIyRjGpKhwO+zo8Q+qEuJQSHAosYqTfrvKVZpgrHQ70DI0Br/fj4qKirz7dnd3w8YyBS1QlU6bZkkvBKWC8ejRo3CxDMoLLSKdhQYri72hELq6ujBlyhTZnyPXaOeRUijEDiAcESoh2Gy2rJ+dSKiFcZJy991346WXXsJ7772XEuvW0CAIlXQB1dvbm2F1JDgcDvh8vpT/5JBLMDIWH6LR4hNRSGkTuVnS0s8opZCFEVDmHi7VwsiwFjjLatW1MCbCBIqduR8+fBjxeDwhCnOcw2IBwODAgQNFnaOjowP//M//DIvVhnNW3ZTx97Mv/AzsTjd+8cQTJVm28gtGoWdWqzZferkTtQt3J0u5pLqk1XB9b9q0qeA+69evV819HI1GU0SVGjGShcIoAGBaQy1GRkZKzo4X1pFmU1zSXpcDsVhclYlCofusJBNXLDVUqmB02lOOl4/u7m5UOQsLnGqnDf39/UWXhsrbvhP/KnHpBoNBdHZ2ot7CFCX6i13xhcRZ2tLiPe2Jf9VewlQtqGCcZPA8j7vuugsvvPAC3n33XcycOTPl7zNnzkRDQwPeeustcVskEsG6deuwfPlyVa9FzHxLtzAmRFyxVj9xOTJb4Xg71uIAw9qLLl2Qb2AiglFJzbn29nYwrBVOt7Ki3VJc3gaMjIzIdoVr7ZLev38/AKQU0s44BxhU1k7DwYMHFQujsbEx/PjHP8bY2BguufYO1E85LWOf8qoGfOKGexGLxfDQQw8VXQolr4sy8bzVWs82fdArpv5bPjJq/6koGN977728f7fZrOjp6Sl6gpBOJBKBdDxWo5aknInFaVMaZO+bD7/fD2+aAPO6hBhBPVZZUiJ4+/r64LJZ4ZRZUzAXlQmXdqEKDMFgECMjI6iWJRjt4Hm+aAGfP/lP+FdJ+yDJfvUK3dEE8jmlCYFEEKbfMSuf+vfJBhWMk4w1a9bgmWeewbPPPguv14vu7m50d3cnl+hjGNx77714+OGH8Ze//AV79+7FbbfdBrfbjZtvvlnVa2lvbwdjKQPD2lO2W6yCm1iJZU7K0NAQGNYmHrdQbTCLrQyDg8oFYzwez98RM8qD4tvbO+Aqq0tZp1gpLl994ljyrIydnZ1Avtkvw4BlLUUXWyZ1EfNZGAGgduo8hMNhRbPp8fFxPPTQQ+jo6MDZF16HuWeszLlv82mLsfITX8bQ0BDWrl2rOFswHo8XzCYH1BOM6RZGLQp322w2cVlOkqFbalB8b28vdu/enTeJwpbIYH/77bdLOhdBEIxMyu+lcujQoYLr/p42RWhrBw8eLOlc2QSjz+0U/1YqhSyuStr20OAgymWIt0JUJCyMhSbrxHBQ7bTn3U/Yx5byGaXkj2FU3j5IqbA6S3H9OflcwSoTaRBBaE37OtaExZEKRoosnnzySfj9fqxatQqNjY3if88//7y4z3333Yd7770Xd955J5YtW4aOjg68+eabRWfIZiMcDgsrcsSDGDn5/8BFhFkmF+nD+NA6AMVnHw4PD4O1lsl2AbDWMvj9w4rdY4Wuj2EYWB0+2QJobGwMY2OjcHqVF+yW4ioTBjE5FsFoNIq+vv6UZQ3TYcDA5a0tysIYj8exf/9+lFdPKfg86qbMBwDZReKDwSB++MMfYu/evZi9aDnOveRGPPfkd/D7f70Dv//XO9DfIxQC7+85id//6x147snv4IxzP4HF530SJ06cwPe+9z1FluVCAzfDMLDZHaq5pNM7dbU7+bGxMbhcbvF3MkkpVTA+88wz4Hke9jwxUharBXW1NXjnnXeKnhgSYrEY4vF4yvtVqrju7e1Fd3d3wczh6Y11sNusJdX5HB8fx9jYGCrL3CnbKzxCHVE1Vg9Sa5WleDyOkdFRlDtKF4y+hLhTVzAK+xQTxyg3jEFJ+yCLEdQUaWF0sgy8LIM2hYsa/Md//AcAYJeFxUCiWQwwwOFEGy+m+Lge0KSXSYYcUcQwDNauXYu1a9dqdh1JscWBj0tN/Bx4ThgYi8k+5HleiAeyJeMtcyWMsNYyAIDF5kEkEEMoFILb7c66bzbkCEGXdyp6evZjbGwMZWVlefclgszpqc27XyGcZbUpx8uHkKXIgWVt4JG7w3T76tDXthuhUAgulyvnfukcO3YMoVAIU+eejrYjW/PuW9csJIrs2bNHrAGai7GxMfzoRz/CoUOHMOeMlbjsM/8IhmERCowgFEgVdjwXT9m24hO3gmEYfLz5Ndx///14+OGHxbJS+ZBTvNxbXlVykXNCikBkGG0Eo+R9ZwA4Xa6SBOORI0fw7rvvYtrUKRjy+4Ecl8wAuP7aq/Gr3z6N3//+9/j+979f9DmJOJQKxlLv1fbt2wEIa1/H8ggJm9WC+dOnYPfRExgYGEB1dbXic5EJRmWZG/5g8rqrvO6UvxdLNBrNHzoD4bnJSa7x+/3geR4+GeKtED6HPAujWMbHVVikkn2KmdwWcjUzAKwMo8gl3dbWBgZAtcwVXrJRY2HQ0tenqO8l1xiVPE+eYUCCfSarYKQWRkpWCs/IGezdu1dx8Pr4+DgikQhYq3zhx1qFYs5KY4XkBMU7fUK2uJxyMeIa0kUsCZhyzsTn5bhlyDml62Bnw+OTb7WUQpbkq29eUHBfl6cCvqom7Nu3L+9z53keDz74IA4dOoT5Z16Myz5zp5jhKweGYbD8ii9h6Ypr0d7ejvvvv19WzJscV7O3vArDw8OqxNBJkx1YhQNVIXieRyAQSLEwAoDb5S5aMPI8j6eeegoAcMNnri3ozj1j4QLMnX0aNm/ejI8//riocwJJcciqaGEUBaMMV+Li2dMBILFEqHKSgjFVDFR6hGdTaohDoX7KYmExMDAgyypHrOxlKlgYvYljFEpuTFoY5SW9SD+jBDnty2lRKBhPnkSFhYG1hCz3msQ7qCSRsZBhSO2armpBBSMlKzt37sy/A2NBMBiUJcqkiBnSMhJeCGRfpTN5OYOcp1JIwJDjsiKWKYdHuZVCisNVCYaxyBoAkvXN8jdVd0IwKu2IiXuZWA8LUdd8OoLBYF7rcl9fHw4cOICps87AJdfeISZrKIFhGJx/2Rcwd/FKdHR0yAoqlyOWK6qKu0/ZkE5gWNai6goNgUAAsVgMnjSrt6esTLQiKeXtt9/Gvn37sHTxGZh92syC+zMMg89+5lNgGAa//OUvi447JMJaGvdbyoA4Pj6OnTt3oqmmMqXMTS4Wz54BQCgaXwykGPzfdhxEW79gbWvrH8K/vfgugNIFY6F11K2J+yYnFIRMJsrspTsPXTYLGBR28ZJJrRyXtNtqgcvKamJhBAQXsdwJVTAYxNDwMKqKKKcjpTJhnVQSZ1qo/U7W4t1UMFIyCIfD2Lt3H/K+HolSLkpn7UqKdhPIvkoy6wYGBgR3A5O/4/RUzALDWrFr166CxyQDg8Nd2D2aD4ZlYXeVyxLAooWxoGCsS9lfDjzP48CBAyirqIfLUyHrM7VN8wAkM6uzQUIBmmctLnjd+WAYBs2nLUk5Zj7kzPCrahtl71uIFMFosWB0dFQVyyWQdAOW+1JX1fH5yhEOhxWXchkaGsJTTz0Fp9OJG6+Tv5pO85QmXHrxhejo6MBzzz2n6JwEUg1Auk5vKavVbNu2DeFwGOcskLc8Z11VOaY11GD79u1FlcAhg3coEgXHCQM9x/EYDQlW0lJd0tu2bcv7d2tC0BTaD0jeV7etdMHIMgxcdmvBZ9Xd1YVyuxV2GdZehmFQ7bSju6tL8aRHzjvjsrAIyBRbRLRWFpnwQiCfVyKCC313NTLvtYAKRkoGW7ZsQTQaEUVhNhhYwDBWxbXaiOiz2hUIRrvy1V6IdbGQK5e12OGumIVjx44VdL2QgcHuqpB9HbmwuyoxMDBQMNhdroXRU67cctbR0YGRkRHUNskv9l07Rdg3X7kVIu5qG2fIPm7O8zUKlrCjR48W3FdOckZVjfKlGXMxODgoxpSR5Au1OnoSn7xt60fo7BSutbOzA4cPHRDPrYQnn3wSgUAA13/qKlRUKFva8VOfvAI11VX485//XNR64ulLHEq3FQNZyODcBfKXCj13wRzEYjF89NFHis+XP/OeKcnCODAwgAMHDsCSx8rFsiwayj3YunVLQVc+scK5SiypQ3DbLHmtXfF4HL19fbLc0YQalw3jiSU6lSDnnXFbWESiUVkxskTgVZQQvwgkLYxKBGOhfr/YMnJaQwUjJYP3338fAPJb5xgGVvdstLW1KSopQCw7ZAUXOVidVSmflQOZjTMFSsUAgLd6PnieL+iGHxwcBGuxwWr3yL6OXNhdFYjFYgU7wb6+PtgcnoLB7q6yanF/uZDadDVN8gfesvI6OD3lecuUEGEQCpS+IglJhink1uZ5Hq0nTxYsd1RdJ6zGoMZycQMDA7BYhPeLCEa1SvaQ9yISCacscUgsmErOc+jQIWzatAmzT5uJ5eefq/ha7HY7br7ps+A4Dk8//bTizxNXvfQZFlv0f3x8HFu3bkVTTSWm1MkPDSHWyGyrZhUif21PYHBwoOgC5x9++CF4noetQLb3shmNGB8PF/ToEKHksKojGB0WS17x1dvbi3g8jhqX/CSb2oTrWqlbWq6FEZDn0iXGi2wrvBQq9SbFm/i8kr63kGBUq5KD2lDBSElhdHQU27Ztg8VeL9YpzIWtTEiUIAJTDseOHQMYFja3/JVSLLZysFa3bOtGPB7H9u3bYXdVy3KJemuE77F1a/4s4ZGREVjt8ssB5cPmEGLT5AhGIgbzYbE6YHd6FbntSQ2yqroZsj/DMAwqa6ejp6cnp3vvkksuAQDs2/GO7OPmYv924RiXXXZZ3v36+/sRDAQKJtdUVNbCZneULBjHx8cxOjoKi5UIRqt4HWpQaEBRUpbkpZdeAgBcc+UVRcWTAsD8uXMw57RZ2L59u2LrLLEkWSSuv2ItsTt27EA4HMay0+W5own1VRVorq/Bjh07FLul868WxSAWixcdk7lp0yYwAGwF3KLLZjaK++eDWCAdBQSoXOwWNq9Vk4TA1CoQjNWu4gQjmXjkE3PuxH2UE09M2qqvRJe0hWFQxjKqCka1+hG1oYKRksKWLVsQj8dhKyucBGF1zQTDOrFx40ZZM2yO43Ds2HHYnLVgWfkuDIZhYHc3oaOjQ1Znf+jQIQQCAXhrFso6vqOsETZnJbZv3563IY+OjqliXQQgHiefYAwGgwgEAnB65FljnZ4q9PXJ72iIYCyvmZp/xzQqaoTM8pM5ao81NjZi6dKl6DyxH0P9xRUTB4BQcATHD2zBjBkzMH/+/Lz7ku9SSDAyLIua+qloa2sraXk6MjgQyyIRjGqV7FFr5Y/BwUFs3LgRTY0NmHParJKuadWFKwAAr7zyiqLPiSs7SZ5NsYJx48aNAIBlp2euFlSIZaefhmg0KisWUEq+vo1kfhfzfcbGxrBv3z7MqqssOAltrvKhusyFbVu35n1vibiTE08oB4fVgkgkkvN9JKJPTsILgVgYlS40ICcMw5eopyhnXyLKvFksjN/+9rez/pfzvKwQmiBnHIzFYvnDHHgefSUuZakVtA4jJQWSSWh1z0HYn9/ixjAWWF0z0dNzAK2trZgxY0be/Ts6OhAKBeGpnqf4uuzuJoyPHMXhw4dx5pln5t2XZB2WVc+Fv6dAtjcEQVpWPQ9DHZtx8uTJrN+D4zgEAmPw1jQqvvZsEMGYz3VCZskOd4WsYzrc5RgZaEU4HIbDUXgd2ZNtbfD4amGzy6/bCADlEsGYS8hdfvnl2LlzJ44f2IKzL/yMouMTWg/vRDwew+rVqwsOqMTqJceCVlM3FV1tx9Db24vGxuKep5jtnxCKZFlFtVxJalkY169fj1gshlUrl2e9h7ncbD9+cG3GtsWLFqCiohzvvvsu7rjjDlnnB5Lu51ItjPF4HFu3bkVdZTma65Uvzbns9Nn4y/sfYfPmzbjoootkf44vYGEEhLY6daqyidf27dsRj8dx5rR6vLUvf1gPwzA4c1o93tl/AgcOHMCiRYuy7kfEZL6YSCUQQZxL4BDBWCujBiOh2FqMZOKRS7iVWVh4E4JRTgzgyMgIGAAuFW6Vh2XQGYnKqhVcqI9gAAwNDyMSicBuL72epppQCyNFJBwWYmRYWzUsNnlJKVa3EP/24YcfFtyXZCI7vMotHeQzcsrfkAxed0Xh0iEEd4Vw/FzJHJFIBDzPw2pTJq5yYbUJy4rliw8iA63dkb+gOMHuEMoPyYn1icfjGBwYhMenvEQQ+Uy+jm/p0qUAgI4T8laFyQb57FlnnVVwXzL4yBGMlTVCglCxSykCScHIihZGdZNe1HJZkXehsUF+CEguLBYL6mtrEQgEFMXskfeYPBuWYYpKemlpaUEwGMTCWc1FhYU01VSiwuvBvn37ZF9/PB5Hvj3JVRRTBoXEIy5pllfXdUmz8N6SGpTZIO+NClEzKccpaGFU4JL22a2wscpL68iqs2qTH0s8OjoKF8uoEmLkTBxCzntQyAtBrmYyxjFSCyNF5Pjx4wiHw7D7zpD9GZt7JkLIX2aFQASj06fcneQomw6GsWDXrl249dZbc+7HcRwOHDgAh7sOVrv8Wo+ehGDcv38/PvnJT2b8ndSgYy2lF8QFACbhks9X244MqjanPMFI9hsZGUFNTX4LzPDwMHieg6tMeYkgd+Iz+To0n8+HWbNm4WTbIcRjUVisyu4bz/PoaNmLyspKWZabZIHzwoKxorq4IudS0t2sLGsBwzCqLRNXKG5OruubHIfN4aLMZa3xebO/c8RKyHFcwWX5CCMjI3A5HeJAyFrYopJeyGRuTnNxVmGGYTCnuRFb9x9FX18f6uoKC7VCK24QsVFMDGNbWxtsFhZNlfL6qRk1QnZ7vuQ/UTAWLMsuDzZxnHyC0WOzwK0gyYZhGNQ4bYpLgHV0dIAFkG8qVZ2oPyknznZ0dFQUeqXiSlh0R0dHC75XcgVjX19f0R4QraCCkSJCGrDFLt/dw7AOMJaygo0/Ho9j9+49sDprYLUrK+sBCOVv7GXTcOTI0bzL+A0NDSEQCKC8QZnb2+6uBWux51x/mgg7RkHsZT6I8MxXt48MQja7vFVxbA5hPzmzXCJ43GWpluRcLsrv//An4s8uGYIRAObOnYvjx4/DP9iNqrrmgtckJTwewNjIIM4//3xZFoC+vj64y3yyBsryylrxM8UiWs2IaGIAt6dMleLdhY7BsqxYkqmQRZW4KFUaF8VnEY/HZQvG0dFReCRLplnYiRGM5LNb9x/FgQMHZAnGQm2JUWBZSqersxN1Xk/KCjj58DhscNvzCy3yTOJFZm2nQ46T7VlzHIfu7m40pZXUydWHPHj/d8Wfa1w2dA2MYXR0FF5vYcE8ODiI8fFxWBmAy/PVfFYWNpaRJRiDwSAqVTLF2hVMHApZP6WCcbJBXdIUETEOTKY7msDaqtDb25tX/Bw+fBihUBBOn7LsRilO32zwPJfXLU3qENpdymKcGIaBzVWds45hLCas8qlkibt8sIlyP/nuGUnwscoUjMRdLmcdUjLA2WVaL1PP4wDDWgomINlsiYGkhE7ZapU3p/X7/XB7fLL2dXu84meKJd3NCgAut0eVFRoKubUZhkE8Hpd1rvp6wZraUYI1lcDzPNo7u1BRUZF8tgVYs2YN+vr6MOgfQVu3EMgfjkQRi8Vw5513Kjp/Z2cnHHYbairkPedsNNfViMeSQyFhSwS0Uhf72NgYRsfGUOeTv0QqwzCo97nR1dWZ06VOYt6i8fwhDXKJxIVJSbZ2ODAwgGg0qqikDqFGYaY0saqyBaY+LMOgxm5Be3t7wbCOSCSimsWMtAY5hfsLCUFW5n4TAbUwUkRI5iVrrVD0OdZajvj4SfT39+c0oYvuaK9ydzTB6T0NfryFnTt3Yvny5Vn3IckAdpdyV6vdVY3Rvi4EAgF4PDmyoVULDhL+yRdLlRSM8uImyX5yBCM5NrFKEnK5KJ3upFWYYRjYHa6Cs+lkPJXye0Y+U6jTByCKp8raZoQCMor7JoRlKYIxWzFql7sMXe0nwPN8SXFRha6LHHt4eBg+X37xRGJJDxw8ghXnn1f0NQFAV3cP/P4RXHLJJbK/H1nGMNt7rvT+9/b2orrcW9K9rS73iseSQ0HBmGjISi2mRFg4FBbYtlstiEVjOf9Okt3UEoxRjsuZeEHEXk1ahnSuPsQr+a41kkzpuXMLLxxw+PBhAELdy7xBpQAanTZ0DYfQ3t6OadOmZd0nHo+D4zhZa5HLgdT+lrN8ZqF3bzJbGKlgpIiIbldGmduVuGnz1ev6+OOPAYaFs4iEF4LdMwWs1ZV3jWgSQ2ZzVojbcrlI/ul7D6b8Tj4zODiYIRiTA55qzr2042YixjDKdUnLKNVDSLq7i0visdndBS2MxAJmKSLuk01kH8uxoo2OjoLnebg88mLBbHYHrFZb0YJxzZo1ojW+t1v4t6ezDQzLIh6LycqUzEehDE9SW3RoaCjngEhobGxEfX09Dh05KsuFnY+Dh4V144kILRUliTPj4+MYGRnB9NMyv2/OTO8f/TBjW6VPsKjLFYyFxbvwr9JkJyLswjFlpZ0isTgcDkdO0ex0JpLpFB43F+FoHC5X9j6CtAElNRgJ5DNyLb0kHEFYXjL/ezPNZceO4RAOHDiQs32Qsc6ikgHAmjiOmoJRSU1dvaAuaYqIaE7PsyRgVhL7E7dtOjzPJ+svWp1FXx/DsLC7p6CzszNndrFYwsNWjKvVk3KMrNeg+KjFQ2IEnR55IQJkPznZdUmXdHF1Je3O/O5XjuOwa9cueLxV8FbUKj6+zeZAbeMs7N+/v+AyX2SSUOatkHVshmHg8VUUvfyW3+8X33XpKizxxLZS4xgLLe/IJgLs5S4DuXTpUgSCQZxsL205xAOHBCtPobJWUvJZiJUIRiLIKryl1UG1WS3wul2yn33BwZ1hYLNaFFuDiNUuElNmCYzEuLwls8rLBU/AWCTTNVrmsMGX+I/ETbIMA5/DhjJH9kndaCQqHjMd4iaudysXjOQzuWLGpZA176vsFln973S38F3yLV9KYnvVEkDkOIU8ItFoFJ2dnWALvPtlPI+TKqxGpTbUwkgRKVYwkiUEc82uBgYGEAoF4a4qPn6RYHPWYXzkKE6ePJnVlUGsa0T8AbldJOlZ1BZbbgsdmdHzhfwhshGOk8/iMzAwAIZh4HDLSxIiBb7llpQAAIdLubAGhNjHwZ4WxGKxrPFNx44dg9/vx+lL5bsv05k2ewn6uo5j9+7dOPfc3EvakcG/zCc/9rbMW4GejpaS3cfZGB4eLim7sVDAPnln5K64snTpUrzxxhs4eOgIZkxTlnxEiMZiOHKsBTNmzEBVlfxwj3yisJjSPGVZrF05M7092a28HpdDdsxhoXqXDIAan0fRyjuAEJtrt9sQyiLs8hGKRuHK854TcTcazjzuDy87U/z54fc+xsnhAKaWu/G9S5ZkPVac4xGIxDC7gGCscxeu+ZqOz26Fw8LKWu61paUFo6OjWFruwpGx/GtpA0CN3QqPhcWuXbtytm+xXqXiK88O6cVzGU0Ira2tQp+J/NnetTyPlsFBDA4OKmpvWkMFI0UkGAyCYWyyltOTwjDCbDFX7BxZhs3mlFdvLB82V714zGyCkYgHq70IC2NCQGYrjUIGaZ5Tx9VDigHnE4ydnZ1wuCvFBJlcrrcHfiBkMDvc5WBZi6xAcjIAO4pIepF+bnR0FJWVmQPYli1bAADTZp+Z8bdc3+MHP/pJyu/T5pyJ7ev/gi1btuQVjGSwLvNVyLn0xL5V6Gg9gsHBQVRXK6tFWUjodHV14fTTC6+UlItCgyhJvJK7tvrixYvBMAwOHD6MK1dfWtQ1tZxoRSQSwZIl2cVFLvLdKznxqQQi8MrcxXsoCGUuF/q7+2RNFuQIwVpfGXaf6EQoFMrpvs2Gz+fDWDjZZ+Z0rf/gAfHnsXAUtXniVisqKgAAI+PKhGg2iOgkx0zn5MmTqHAIwk8pDMOg3m1HR3t7wYx70pfM8zpkCUaWYTCnzIFd/f04ceIEZs7MrMcrVg9Qaa5I6qQXWj3q6NGjwnkLHK+G49HCAkeOHMF555UWe6wm1CVNEQkGgwBbRGX5xGdyxbQRi5fVUfpMyeqoTDlmOn19fbDYPGCtyme9NlfuY4uCUaVyFTyfXzD29vaiv78fFXXyk4RY1gJf7UwcPXq0oBuXuNrcRdRhBAB3onh3Npcdz/PYsGEDrDY7ps1WJjCk1E+ZA3dZJT788MO8HTGpAdrULFiw8601S2hsPi3ls0ooNCgcOnRI8TEJw8PDOH78eN4BlGEYVNfUYu/evbKyMr1eL2bOnIkTrW1Fv78nWoVlIBcvXqzoc/ksLkqWZiRufjUEo9ftRCwWk7XMaFtbW8GyNw2VgoCTK+AJPl85xhQIu3AsjkgsnjfRqbZWCP/oD+Zv/3Igx8hWfmhsbAx9fX1o8ijvZwlNHgciCRdtPrZu3QqWAeYoONd8r7AvEZvpTJRLmixLWciy2ZBop/mKtE8E1MJIERkLBMCwyjsA8plcMW2ks2etpa/DTI6RK86wt68PNmdxIsjuFARjtngkMoDzvEoWxoRgzCUM9u0TVjmpakwuvZfL9eZwJV1G1Q3zMdxzFIcOHcprDero6IC7rApWe3EDsK+yQTzOvHmpNS9bW1vR1taG0xacD1uW4+f6Hi5PquuLZVmctuA87NnyBvbs2ZM1do7neezevRtl3gpU1shfzWTaLMECuHv3blx44YWyPwcUdjuVIhg3b94MjhPi1PIJqjMWn4n3330Lu3btwjnnnFPwuA0NDTh+/DgCgSDKypS3w8GhYfE4Ssh3rwrdx5TzJ6z+lUVcezokDjJbcpsUv9+P4eFhWC0suHhuoT21pgKAsJ75nDlzZF+Hy+XCuCTjOadr3ZVIkEnsSxJbsuFwOFBdXY0+Fco79Y0JgjFbeEVLi7CU4RRP8QJe+Kwfx48fR3Nz9lCJwcFBHD58GLPcdjgVWDLneBywMAw2b96Mz33ucxl/FwvaF3XlmZApRb426/f7sXXrVtRyHMYKTEIaeR4eHvjggw/wta99TXYZK62hgpECQMiaHR4agtWVmsWcy03yne/+SPyZlOHJFVNFBKPFVnzmKMGSJzFlcHAQoWAQvjr5nbYUq6McDGvLGohN4vTUc0nHUo6bDskEr1JYgLyqcR6OffwKdu3alVMwRqNR9Pb2oW5q9nWg5eCtFAaRbM+czOpPW3B+0ccnzF54AfZseQObN2/OKhjb2towODiI05dcILoXcw28nrKkIK1vmgGH0503zikX+ax6rMWC48ePY2BgQLGrGwA2btwIALBabXmrDixeshTvv/sWNm7cKEswEsvT4NBQSYKRHEcOsVgs7wBKyiHlKsKfcv6EYCw16UV6jIGBgZxCBUiG0lhYFrE8ZWqmVlcAEASjEgKBAFx2+UOwyybsW8gy2tjYiP379iHGcbCWkBXfFxAEY7ZJwvHjxwEATWXFC0by2ZaWFlx88cVZ99m0aRN4nscCr7LzOC0sZrntOHLkCHp7ezOspMkVcdRBjoVx/fr1iMfjmMPx2GnJf2YWwBwujl1jY9i2bRsuuOACla60NKhLmgIg2TmyClZ5IZCVYVpzZHWREi6spfR1mMkxslkzjxwRyn64fMUF9jMMC6d3ClpaTmSIgnyC0ebwwub0web0ifGfDMMK2xzZS72Q42SzMEYiEWzatAmushr4qpV9l+qmBbDanFi/fn1O9+Px48fB8xwqaoq7TwDEzx47dizjbyRLW+nqLtmoqhOWBcy15N7bb78NAJi7sLBoksKyLOYsOBtdXV2iNVcOhw8fziuCbDY7OI7DG2+8oeh6AMGluWvXLsycdVrB8jfTps9AdXUNPvjgA1lZ2US8+keUr+EMCBM0p9OpqFzQ5s2bC7rA33vvPVnHSgrG4mJupUgtjPkQ+8QCk4kp1cJE5OTJk4quY2xsDB67fMuRzWqBzcIWLDXV3NwMjufRPVq4Hms+OkYEYZqtNA0RjFNLEIxTEi7mbH0IYf369WAALPQpP8+ixGc2bNiQ8TcxxEjxUbNDZGKudsvzPN54/XWwAGbLjN2dm9jv9ddfV+EK1YEKRgqA5OzYYk+1IHz729/O+p8UhrWDtVagpaUl6wBB4umYYuIj02BYK8CwWWP0RMFYnr82XT7cvmmIx2MZ1gIiGDku07p01pUP4rxPP4bzPv0Y3BWCwHFXTMV5n34MZ135YMb+wnEEC2M2V8O2bdsQDAbRNPsCxQlIFqsd9TOWobu7Wyx2mw5xmVY3FWeJBQCHywtvRQMOHjqU8cxJgoLTVbo1yO5wgWGYrFmt0WgUb7/9NtxlPsxZcLbiYy859xIAwN/+9jfZn3n11Vfz/t1qtcHl9uCNN96QFV8o5S9/+Qt4nsfFl1xecF+GYXDRJZchEokUvCYgf3KVXOQuBUh47bXXZO0jJ65yeHgYDMOoEsNYnsieLlQ7UWphzIfTbkONz6NIMMZiMYyM+OHJUc4mF2VOe0Ghe9ppQnzuyWHl61tLaRsOoLq6OmvSy7Fjx+CwsKh2Fu8qdVotqHXZcezYsazvwNDQEPbv348Zbju8CtaqJizwOcEySau9FNKfq+MvSgrGXK7jnTt34kRrK2bHOcidclXxwBSOw44dOxRbr7WCCkYKgGTwv8WuLEaJYHE0YHh4OGttOFEwWkoXjADAsvasgvHgwYMABNFXLERskmMRrFYrWJYFFy9cmFUOXExwN2arqfb+++8DAKbMLs4NMWXO8pTjpEMEY01jaWWOqptmY2x0NCNoPVkUvPTBHWBgszuzWlU2b96MkZERnHH2xbDIXEJQypTpc1FdNwUbNmyQVSB8cHAQH3zwAZg8AoJhgLPOvRBDQ0P44IMPZF/L0NAQ3nnnHdTW1WHhInmJJeeetxweTxlefvnlgklOYpB/kcKRZVlFSSrt7e3YvXt3XpFps1rR1tYmy8I7PDwMr9sle93lfJByO4UssyThhdS9zMeU6nIMDAzIWksYECzVkUgUs+qULcM6q7YCfX19eWtwEsHY5i9eMI6FoxgMhTFrVuZCC5FIBCdPnsTUMmfJz2NqmRMjIyNZEw23bNkCnueLsi4CgNvCYqbbjkOHDmXU3RQFo0omRnKcXO/7X/7yFwDAYomHSk5y3pJEKMSLL76ozoWWCBWMFDFxgLWUgbUVlzBicQpCK9sqLMTSwigtCJ4DhrVkWG9isRgOHDgAZ1lTSbGSnkpBRO3Zsyf1nAwDh9MJLqaOYIwnhGe6YBwfH8e2bdtQVjkF3qriXLrVTQtgd3qxcePGrDE1hw8fhsPlRVl5aWWOahqEe0Usu4SpUwUra1db8ckfhIHek4iEQ1ljzYggPmPZRUUdm2EYnLHsYkSjUWzatKng/i+88AKi0Sjs9vyJYedfdAUsFgv+93//V7bIeu211xCLxbDqktWyRZ3dbseKCy/G6OhozskBQaw7V4JgVJKkQqyedltuIU/+9sorrxQ8nt/vh89TekgLAHgTxykkGNvb21Ff4ZUV59ZYVS5+Rg47d+4EACycoqyoPdmfLLWajRkzZsBms+H4YHHhBwDQMiR8NlsSD1mnubGEDGkCybLOZp0Vy+mUFX+e+QmX+datW1O2k9CKcZWqXoQSx8mWRNXW1oadO3diKsehRuHpmnkeVTyP9957r+QFAdSACkYKOjo6MDg4CIuzuegixlaXIBjThRYgSezgM8WLUAKnDKy1DMnXkQVrLRMTXNLheS4jWeTIkSMIh8PwlFgc3O6qgs1Zhb1792a4SZwOB+KxwnXA5ECEZ3rG47Zt2xCJRNA4M3fdwUKwrAX1M87G4OBgRsbu2NgYurq6UFU/q+SC1dUNgvUhXTCuXLkSAHBs30clHR8Aju//KOWYhLGxMWzfvh11jdNRXdtU9PFPXyzUOFu/fn3e/fx+P15//XWUV1bDas3vhiuvqMLScy5Ee3s7Pvzww4LXEI1G8frrr8Pt9uDsZcqe+/IVF8FiseCVV17J69olFlSXqzhrjcvlQiwWK2jJBISkjLffegtVFeWw5bH8WiwWTJ/SiE2bNhVcKYVlWdVKWoEvXDQ/FArB7/ejrkJezGRdubCf3NV3tm/fDgvLYF6DssSoBU014udzYbPZMG/ePLQNBxDKs+50Pg73C0mFixYtyvibuMJLEUsCplOXOEa60A6Hw9i5cyfqHFZUKUgMSidXeR2bzYby8nKMcOq8U6OJ42RLCnvnnXcAAAvSEqdkhXsBOD3OIR6PK/JYaAXNkqaIIo+IvmJgrZVgLGXYvXt3RtYpievg+TiYtFeuceE94s9d+/8fosFO2NwNaFywJue5eC6eIRiJC9lTIb9uYS48ladhuGsrOjs7MWXKlOR2jwdj/bmXDVRCLBIQjymFWLoaZilL4kinceY5aDv4PjZu3JhSRJoUjq1uKP0+VdROB8NaMgTjvHnzUF1djZZDW3Fh7DZYrcUNLDzP4ei+D+F0OnH22akxih999BFisRhOX1Ja9qCvogZTps/Bxx9/DL/fn3MZtBdffBHhcBirr/kc3n/zxYLHXXnZVdix5QM899xzWL58eV5xsmnTJgwPD2PVpathsyfvVa4KBQ8++GPxZ6/PhyVnno0d27dg7969OOOMM7J+hlgnvEUmjZDPkeSXfLzzzjsIjY/jqlXL8daG/JOGyy5Yht/9+WW89tpr+PKXv5xzP4fDgUik9NqCABBJiKh8S+yRgt01vjKc6BnM+Sx+8sPvAwBqy70pn8tHe3s7Dh8+jEVTaxVlSQNAnc+DqVVebN26FaOjo/B6syfVnXHGGdi7dy+ODYxiUYMytzcgCEabzYb58zMrKZDKCMWs8JIOOUa6YDxy5AgikQjmVpcWB11lt6LGbsGePXsyxqXa2lq0joyostrTaMInXVOTmjQaj8fx7rvvwgFgepETntkchw9hwTvvvINPfepTJV1nqVALIwV79+4FkHQrFwPDMLA6mzE0NJQR00Y6Zi5eeofPc3HwXDSjsycB6k7vlGwfUwQ5RrqbpLy8HLHwmFhDsRSi4THxmFIOHjwIp7sS3sqpJR2/umkBWNaaEYtJVoEpry7eKkew2uwoK69DV5pVhWVZXH755RgPjmL/9neLPv6x/VswPNCFCy+8MON5k+912vziC4MTZs07ExzHZQhfwtjYGF555RV4fRVYeu7KrPukU1Vdh8VnXYATJ05kuMPSeeutt8AwDJavLM61vuJCoSTJm2++mXMfkuBR5ilOMJYlJjaFEkV4nserr74Kq9WKi5adWfC45y5eiDKPG2+++WbeJCG73Y6wwiSiXJDj2O25JzJE+NWWy7tftT5PyufyQTL7V84pLuRk5ZxmxGKxvGEIZOJwsE+5GzMQieHk8BjmzZuX9R4Ra3BVCQkvBJI0k25hJpnTU1U4xxSXDYFAIOPZNDY2IsrzGVZGN8vAwwAeRurzEn5354hn7Y9zcDocGf35vn37MDg4iNnxeNHLELoATOM4HD16VHFxeLWhFsZTHDF+0Vom1lMsFqtzGqKBA9izZ0+KZY4Ufo2ND8Bql7cuci5i4UEAPJqaUgXPyZMnwbA22N3KywKl4yxrEI8prX9VXl4OnucQiwRhc5RW3iMaHoXVak1ZSiwYDKK3txe1zYtLnvGyFis8FY1obW1NmUGT5RttjtJrYgKAze5C0D+csf0zn/kMXnrpJezY8CIWnHUprDZlVkae57Bt3Z9hsViyFt4lnX9FVX1R1y2lsro+5ZjpvPTSSwiFQrjyis/ApuB7XHT5Nfh4+yb86U9/wrnnnpv1mQaDQezZswfN06ajujr13c1VT9LrTV3pY/qMmaioqMS2bdtyLrM2MDAAl8sFu4IyLlIqyn3icfKxd+9etLe3Y/nSM1CWYy1nKTabFSvPXoI3PvgQH374IS66KLtorq+vR3t7OwKhcXiKdKsTuvqHxGPmgqxgVOsT2nmuZ1GeyNquTuyXbeUjKcTi5HHYsXR6ce/u+adNwf9uPYi33347p8Xp9NNPh9PpxN7uIdxwxgxFx9/fOwyeR4ZVn0D6ECWFtHNhYxkwQEaoAxGMTS4VBKPTho/94zh69GhKTcn58+dj/fr16IhxKJd8l7+rTPbJvx8KoSfOo9bC4CuV2WNoxzke/XEeS844PcOTQIwx00t0fU/nOJxgWezduxfLly8v6VilQC2MpzgDAwMYGhqCxTGlZJFicQoiMb2cC0lYiI7n70zlQI6RngTR3d0Nu6tacRmabNjdQhxK+prMZM3kSGi45HNEQkOorKxMuefESlqqdZHgrWpGKBRKGcREwWhXJ4HAZnciHB7PSK7xer249tprERwbxr7tbys+7rH9H2Gwrx2XXXZZ1sLBPT098JSVw1YgAUUO5VV14jHTCQaDeOmll+Ap82HZBasUHbemrhELl5yDo0ePYseOHVn32bFjB+LxuOzM6GwwDIMFC8/A6Oho1lVmeJ5HT08PaqqUuyYJ1VVCMlwhCxqpGXfxefLLHF187lIA+cvwkOSLls7S+5DjiWPkW5WFxCLW+OS5RO1WCyo8roL35+DBgxgcHMQ5MxtgU1imiOBzOXDG1FocO3YsZ8ykzWbDWWedhe6xkLhii1z2dAtle3IVhCfizq6CYGQYBnYLm1GkvrW1FXaWQZWt9ETJhoSVMr1O8IIFCwAA7dHSPEYdMQ48kHX9+AMHDgAA6kuMv61PCM50j5HeUMF4ikPiUVib8lUp0mFtlQCYDJc0KfwaCXZl+ZQyyDHSBaPNZldv2b5E6YN0NyixaoZGC7ud8hGPRRAODqVYYYHkGtZun7LMyVy4vTUpxwWSgf6xaGbyjsPtg9NdDqe7HAwrdNQMa4HTXQ6HO/v6tbFYBKzFkjUh4brrroPT6cTuza+BU7BCDs/z2LXpFTAMi5tuuinrPiMjI3B5ssdvKcWdOE621YPeeustjI2N4YKLrkjJjpZTEgMALrpcsAC98MILWc9N1pZdsDB77KFcFiwSPp8tGWJsbAyhUAhVVcWv5V6dEJv5BFF/fz82btyIqQ11OG2a/NCQuuoqLJozC3v37hULQqeTFIyp5/d5XPB53PB53GL5G5ZlEtuyT4paOntgtVoxY8aMnNckjWGUS43Pg97e3ryZ8SQJ6qzpmcvtKeGs6Q0px8sGEXy7u/PXbZQS53js6xlGXV0dpk+fnnUfki1vUaHEETlOejhCMBiEy8KWbMQAAFdC2KavkDNr1iw4nU6ciMZLSqg6ERGe98KFC1O2cxyHQ4cOoZLnUeq0thKAA1QwUiaYpGAsfjAhMIwFrLUC7e2py8VNmzYNPl85xv2HS47/C/kPwWq1ZszmPB43uFhpKxsQyHHSV7UgAq9UwTg+1guAzxCM4uoD6iaDprhJ5s6dCwDo78ws6n3NbY/is3f+Cp+981eorBVEfmXtNHz2zl/hmtsezdg/Fo1gqKcFs087LasbtKysDJdddhlG/f1oOSQIGZfHB5enHC5PqigVtgmitKf9CHo7j+GCC87PuXZxWVkZwuPqPO/wuDCQpCcgxWIxvPjii7DbHThn+SVFHbuhqRmnzVuEjz/+WEw4knLkyBE4nE40NJYWUzpz1mni8dIRY84qK4o+flVCMGarl0d45ZVXEI/HsXrleYoH+stXCNnquerNzZ8/HyzDYPfRVCvRQ/9wM37+rb/Dz7/1d2iuFyZIzfU1+Pm3/g4P/cPNGccZCQTR0tmLuXPn5l2f9/jx4yj3uFDmkj/UT6muQCwWyxlnxvM8Nm/eDJfdhvmNpU3Ql0yrB8MwBQUjyzDY2SlfMB7p9yMQieG883I/Q3HVoHDpMaWROIdgLJ4xmQmHw7CptG6fLfE9IpHUkmgWiwXnnXceBuM8eossyMjzPA5F4ijzeDIyykdHRxEMBlGpQofOAKjkOHR1dalXLaAIaAzjKQ4ZAFhrabGFBNbqw/BwK2KxmJjJLDTMc/HWW28hEuyEw1OcyzUWGUY02Imzzz47Q8x5vV7E29oRj43DYi0txikyLsQ4pa9xS+oLBkdKs5SSz+cWjKUn1QgH4lKOCwgDL8Mw6OvIvgqMEgZ7joPj4qJrJxvXXnstXn31Vez56HWcdvq5+Pw//ov4t//99f3o62pBTf003Pj3j4jbd38kuDU//elP5zyu1+tFf3/2pSiVEgoKCUg+X6oVlZR7Of/C1XC5U8Vkrpi2Mm+mJXblJZ/EsUN78de//hXf+ta3xO3hcBhtbW2YMXNWySuxOJ0uVNfUiqtmSAd7kiHty5FRKweX0wmrxZKzFlwoFBLKDnnLcN6SVEtLrgzjH69Nrke/aO4sTKmvxQcffIAvf/nLGetwl5eXY8mZZ2Lnzp0Y8I+iury477J1/1HwPI8LL7ww5z4jIyPo7e3FkpnKEuhm1FVhHYRKBNmscyMjI+ju7sbS6fWwlujO9TrtmFFTjsOHD+fM8q2oqMCiM87Ant274R+PoNxZOP52R6cQo7pixYqc+5B1mQfDUVSXWFpnMCE609d6jkYi8KhkwbSx2QUjIJTrWrduHQ6GY6gvoppDR4zDCMfjihUrMip3kBV53CoJPDeEGNhsnhC9oBbGUxxxls0XV68rHZ6Pg2XZDIvT+eefDwAIDclftzed0ND+lGNJOfvss8HzHPzdqbFiFnsZrHYvrHYvQOIbGRZWuxcWe3Z303DXNvGYUurr6+H1ejE6kGkpUsJovxDQnR5DRVzgsUgw4zPFEE0cR+pa93g8mDlzJno7DmLMn7/2XSFa9gtrtGar1UaYMmUKli5dis7WAxgbKWzpiEbG0XJoG6ZPn55XiJaXlyMaDSMUKL44MWF0eEA8phRSXPns8y8u6fiz5ixARVUNduzYmWIdaGtrA8dxmDKl9DW3AWDK1Gb4/f6MVS1IZnN6SZ2ysjL4vMJ/RLCyLAuftyxjssQwDMq8ZRnHJrz33nsIBAK47IJleWsv5oJhGFyx8jzEYrGca+cSkffRvuzZ7HL4aN8RsAyTUddTCkm4mFGnzOsyo17YP5slGYB476pUKkBe6XYiFovlXV1mxYoV4AHs7MyfrAQAHM9jV+cgKisrs8bjEUiyUH8oU4CV2azw2izw2iwgCcUsA3htFpRlKeJOjpGegOQpK0Mwi9XPY2VRZhH+k2Ywl1lYeKzZ5UwgJkyc099pQOjj3S4X9oeLc0vvDwvu6GwTECIYPSoZBInwzNUG9YAKxlMcYqnjOXVWMOH5CFwuV8aMd+nSpfB6vQgM7ADPKRenPM9jrG8rrFZr1iyxSy+9FAzDYqhjc8r2ucvvx+mrforTV/0UzjLB7ecsa8Lpq36KucvvzzhONDyC0f79mDt3bkaME8MwWLhwIcbH+kpKfPH3H4bdbsfs2alFxmfOnCn8va+l6GOnnqcFNrtdtIwSbrjhBnDxGHZv/N+ijz0y2Ilje97DtGnTsGzZsrz7EoF/8sjOgsftaNmHeCyK888/P69bkwxobSdKX02mrUU4RnrNuSNHjsDucKK2vjR3McMwmDptFvz+4ZTyIcRS4MuyVm8xlPvKU45LIILClVY/8fv3fRP//OMf4p9//ENMaRJi6qY0NeKff/xDfP++b2Yc3+V05hQnb775Jiwsi5VZSunIKVAMAOcuWQiX04G33347axzg8uXLYbPZsH7X/qIG967+IRw+2YnFS5aICWzZIGWQ5k1VthLStNpKuOw2bNu6Nev1EeHuc5aeqAUIyS9AfgGxfPlyMAyD7R2FBeOR/hGMhKNYvnx53iUdSTs5OJT5Lnx32Sz85IK5+MkFc9HkEd63Jo8TP7lgLr67LHOZQXKM9LY3ZcoUjMTiCKcVu77ntFrcP68e98+rR4NTEKANTivun1ePe07LHvvdH4mJx0zHbrfjoosvhp/j0aIw+SXC89gXjqOmpgaLF2cmrZFEHrXcuOQ4SteoVxMqGE9xSNwWHy9toXpAEHV8PJB1eSS73Y7Vq1cjHh1DcPiA4mOHx1oRHe/FypUrsxZXrqmpwbJlZyPoP4HA0LGirh8A+lvfA3gOV1xxRda/E6uXv684l24sGkJguA3z5s3LiKGqrKxEXV0dhvuOZQw4dqcXDlc5HK5yMROcYVg4XOWwOzPdc/FYBKMDJzH7tNMyXCUrV67E7Nmz0bJ/A4Z6i3Pr7lr/PHiew2233ZZ3cAGSwfcnDmfPFJZC9jn33PwrnpA6cyeP7U/Z7vJ44Skrh6esPMVq5ikrz5kkc/L4fvh8PjE5CxAyQU+ePImmqdNLdhcDQFOzMBmQxhiSjt9aZLZsOharcJz0JfxIcecxmesc5yIQCGS47QHBInf06FGcuWAuyossDA4AdpsNF5x5Bvr7+0XrrpSysjJcfPHF6Oofwr7jbYqP//ZWYdnSq666Kuc+HMdh48aNKHM5MH+qsrI3VosFS2dNRVd3d9bkHbFCQQ5LmFJIljI5bjYqKyuxaNEiHO0fgX88v1Fge4cQnpTPXQ8Iwqu5uRkHhgKIxIsPn+F5HnsGRuHz+TK8CWSS2x8pPZGxP5xbMALAJz/5SQDAznFlhowD4TjCPI8rr7wyax9I2t24SrGY4cQildkspXpBBeMpDsnsioYyRRbDusBYPGAsHkhLmDIWDxg2063CRXrAxwM5XZRXXnklAGCsd3PWv+djrE9YMSJfZ//5z38eDMOifd+z4OLKLaZBfyv6W99FQ0MjVq1alXWfJUuEQtGDnZlLIMphqGsvwPNZZ6SAsEpKOOjH2HBqpvlFNz6Cy7/0BC7/0hPwVgvCxls9DZd/6QlcdOMjGccZ6j4MjouLSS5SWJbFbbfdBoDHR289BS6urKNsP7oNbUe2YOHChTlLb0ipq6tDeXk5hgcKx34ODwr7nHZa/pVo5syZA6fTieOHdoGXlPT5u2/8DHd9/5e46/u/RG2jcJ9qG6fhru//En/3jZ9lHKe/px3+oT6cccYZKcIwEomA4zjYHaXFwxKcTqG9SOvNidmmFnVsEGRikG6BIAkF/hJin+LxOEbHAlkzrcmyiivPPrPo4xNWLluScsx0rr32WgDAmx/tUnTcwHgYGz4+iLq6Opx33nk59zt06BAGBgZw9mnNRa27fc5c4Z3bsGFDxt9IXGPbYOZz8Drt8Lkc8LkcYBOWdZZh4HM54M0Re9g2OAKWYbKusy7lwgsvBA9gRx4rY5zjsbNzEFUF3NGECy64AJE4h8PDxU9C2sbG4Q/HcO6552YILnKvTmZxeyulNXEM6YRQymmnnYZ58+bhaCSOEZkCmOd57AhFwbJsTuMCEYzqLCabFJ65VvfRAyoYT3EaGxsxc+ZMxEInwHOpr7Z36u3wTVsD37Q1YO2CuZ+118I3bQ28U2/POFY0IFjdchUWbWpqwrJlyxAeO4HwmHwLQSw8iODQXsycOStvZzZv3jx89rPXIxLsQ/eRl2UfHwC4eBTte58BA+Dee7+ec/mzWbNmoa6uDkOduxQLLQAYaBeyhXPdI1K4uHWf8tqFUk7sfyfleOmceeaZuOyyyzDQdRS7N/1Z9nGDo4PY/MZ/wm6346677pKVDRuPxzEyOgq3t6Lgvp4yYZ9Cgd1WqxUXXXQRhgZ6cOzgLhlXnp2tG4R4uUsvvTRlu8/nQ319PTrbWlTJSmxvzYxbJda6gYHcmcdKGEgksKVbAUkCSV9/YbdkzmMPDoHn+ayCkbhapzSUXg6qqb425ZjpzJo1CwsXLsTuo63o6JX/fdZt34twJIprrrkmr0X8vffeA5AUfkpZNL0RLrsN69aty6hN2tjYiLKyMhzvG8743E+uvxiP37waj9+8Gs1VwvNrrvLh8ZtX4yfXZ8bQchyPln4/mqdNSyn+n43ly5eDZRjRgpiNw/1+jIajWLFyZUGPAZC0Qq7vKD6ejnw2m0XznHPOAcMw2DdS2upgwTiHlkAE8+fPzxuGcNVVVwmiWqaVsT3GoSfOY/ny5TnLVVVXV4NhGAyqkLzDAxhkGDgdjoyETz2hgpEiiBc+jmig+Hgwno8jGjgAh8OJpUuX5tzvhhtuAACMdGe3IGRjpHsDwHO48cYbCgqUW265BdOmTcPAyXUYHZBfs6r7yEsIB3pw7bXX5k3iYBgGK1asQCwagr9XWU2seCyCoS5hFZxcs91zzz0XtXV16DiyAdFIcWVjgqP96G3djrlz52LevHk597vjjjvQ1NSEfR+9hO6Tewsel+M4bHrt/yE8Poa///u/L2jZIAwNDYHnOJT5CicReHyCuMlXvoVw3XXXAQC2rM9d8DkfgVE/9u3ciClTpmS1lM6fPx9joyMYHixd0LW1HoPb7U6JJ50/fz7sdjuOHC69thrHcThy+BBqamoyVkFqaGhAXV0ddu/dj3C4OIvNth2Cizhb2yb17ZyO0jJmAcBmtcJqsWTUzJNC+pBXNmbWnMxGOBrFG5t3wePxiF6OrPuFw1i3bh2qytxY2Jy9nFMh7FYrzps3Hb29vdi9e3fK3xiGwdy5c9HjD2BwrLSSUCcGhjEejWX1IKRDsqWPDYzmdEvvlJEdLWXmzJlYunQpDg0H0Daq/LsMjUexvW8EM6ZPx1lnnZXx98rKSixYsAAnghEEYsW7pQ+OjoND7gk64aKLLkJFRQV2heOIyJggbgsJwrJQJYeFCxeik2VRasBXPwP4GQbnnX++KiEyxUIFIwWrV68W1mod3gieKy6gNjKyC1zMjyuuWJ1R8FrKwoULMX/+fISG9yM6XjhLNx4dQ2BgOxoaGmR1ZjabDd/61rdgs9nQvue/EB0vPAP2d+/EwMl1mDZtGr70pS8V3J9cR9/JjwruK2WoazfisTBWrFiRU/haLBZcfdVViEXHcTJhJVRKy543wPN8wYXq3W437rvvPlgsFmx67ZcIh8by7n9g6yvoaduP5cuX4xOf+IT862kRknh8FYWTCHwVgoXpxIkTBfdtbm7GsmXL0NZyAO2tymNKt218HfFYFJ/5zGeydsJk4rB5/VuKjy3l6KG96OvpxMKFC1POY7PZhAGlox2jaRZVT1kZvF4fvF5fSiym1+uDJ0sMU3dXJ8bGRnHmmWdmvFssy2L16tUIh8PYuVt5KAXHcfhwy3Y4nc6sbZC42dUoshyPc7BYLHnj8pYtW4bTTjsNm/ceRvfAcMFjrtuxDyOBIK699tq81pnNmzcjEAhg5cLSyhxdtFBIZnvrrcz3hoS6vLGn+DhrAHhjtxAjefHF8jL4ly9fDh7Ariw1GUl2dEVFhSx3NOGzn/0sAODddvl1HgnvdwyC43l89obcRgByzbtLsDJ+7BfeI+kSr9mw2Wy4+uqrMc7x2FvAyjgc53A4IoT7pCfrpEOe99G098nFAy6eh4vnwSQEKpP43ZVFr5LPy33eWkEFIwU1NTW4/vrrwcVGEfZvUfx5Lh5C2L8RHk8ZvvCFL+Tdl2EY3HjjjQB4jHR9UPDYoz0bwXMxfPazn5XlKgGEmJS///u/RywyhpO7/5BcucVTD6d3KhyeZDB7ONCLjv1/gtPpxPe+972crmgp8+bNQ9OUKRho345YVP7suue4ENeU7v5M58orr4TP58PRnX/FeHBY9vEBYHSoA63730ZTU1Pe0iGE2bNn40tf+iJCY0PY8vZvRferr6oJVfUz4asSrFWDvSewe+P/oLq6GnfffbcicfDRR4Kwbp69pOC+ZJ8tW+S9h5///OcBAG+/9HSGCzAfg/3d2Lr+ddTV1eV8Hpdffjmam5uxef1b6DiZfQWSQkQiYbz856dhsVhw6623ZvydJPe8986bKdu/808/wNqHfoa1D/0MTU1CsH5T0xSsfehn+M4//SDjOO+8/beU46Vz2WWXgWEYrN/4oWIX+4FDRzAwOIiLLrooa/sgcdDvb5Zn8cvHh7v2IByJZKyaIYVhGHzuc58Dz/N4deO2vMeLxGJ4bdMOuFwuMf4xF+SdW3F6ZjavEmY1VKOh0octW7Zk3OuLL74Y9fX1+OBwG0ZCxUW3dQ6PYvuJLsybN0+MqS7EBRdcAIZhspbXOTYwipFwFBdccIHsPhYQ4rlnz56NXX0j6AzIF3XD4Sg2dQ2jrrY2b4LNqlWrYLfZ8OFgEFwRYSE941EcDUSwZMkSNDYWXlnnk5/8JKxWK7aPx/K2kR3jMfAQ4mkL9YMrVqyAxWLBPosFUlPMTbEYvhwV/qtOnKqaB74cjeGmtKS1EIBDFgvKysryeu/0gApGCgBhtlhZWYnIyBZw0ezFeXMRHtoAPj6Om2/+QtYsynTOOeccTJ8+A4HBXYiFc1sAuVgIY30foaqqCpdffrmia7ryyitxySWXIDjcgp6jrwIApi3+MuZccB+mLf6ycHwuhpO7f494bBxf//rXM8rP5IJhGFyxejXisQj6T8oTNuHgIIa692HBggUFz1NWVobbbrsNseg4Dm5+TtbxASEQe9/G/wLPxXHHHXfkXclCynXXXYeFCxfi5KHNOHFgIwBgxdV34ZNfehgrrr4L8VgEm179f+C4OL7xjW8oCrrmOA4fbdkCl6cc9VNyr91LKK+sR1VdM3bs2JGSIJKL+fPn4/LLL0dPxwl8vOVdWdfE8zzefulpxOMxfO1rX8tpEbfZbLjrrrvA8zz++j+/RzwRs+r2+FDmFf6TWv/KvD64Panv/7o3X8LQQB+uv/56sWySlCuvvBJTpkzB+g/eQ1dnR8bf5XD40EHs2rENp59+etYapYCQeHTBBRegpfUktu3cJfvY8Xgc//fXl8GyLK655pqs+3zqU5+C1+vFGx98iKCMZ5aLWCyOl99ZD7vdnnNJSML555+P6dOnY+Pug+gbyt1frd+5H8OjAVx99dUF39vW1lY47TbUV5SWVMAwDGbUVSEUCmWEVlgsFtxwww2IxOJ4fXdxVsaXdx4BD+Cmm26SPXGrrq7GnDlzcKR/BKFoqiAha0fnendywTAMvvSlL4EH8GqL/Jqub7T2I8pxuOWLX8yo4CClvLwcl152GQYiMRwaUy6uNw0KjuDPfOYzsvavqKjAqlWrMBDPXWInwvP4eFxYmUbOhNzr9eKzn/0sRhhgW5HF2jdaLBgH8MUvflF2n64VVDBSAAAulwu33347eC6KYP8bsq0QsdBJREZ3orm5OW8GsxSWZXHTTTcCPIeR7txWxtHeD8HFw/jsZz+ruKEwDIM1a9agsbER/a3vIjSSmWTTf+IdjI924MorryxYSiKdSy+9FCzLovu4vFjMnpaNAHisXr1a1v6XX3455s6di46jGzHQJS/Grev4Rxjo3I/zzz8/o+h4PiwWC775zW/C5XJh2zu/RziUWgx77+a/wj/QjmuvvRZnnnmm7OMCwiojQ4ODqKqdKtvNV13XjEgkkrEmeS5uu+02eDwefPC35xEYKzzZObJvG1oO78bZZ59dcJBcuHAhrrzySnR3tuHV/3sGPM/jrvsewn0P/hz3Pfhz1DcJcZz1Tc2478Gf4677HhI/e2DvDmx47zU0NDSKltB0bDYb7rjjDnAchxf+/Jxi618sFsNf/u95sCyLf/zHf8x7j7/61a/Cbrfjhb++ipBMYffuBxvQ3dOLq666CrNmZbe8ud1u3HjjjQiExvHim+tS/ub1uOEr88BX5kktDl7mgdeT6h7+24bN6B8axtVXX52x0ks6LMviC1/4AjiOx8sbslsZo7E4Xt0ouNJJvGsu4vE4Ojo60FTlU8W13pRIXGlry+x3Lr/8cjQ01OPt/S1ZM6bzsb+zHx8d78TcuXMLlp5K55xzzkGc53GwN7WN7O0ZhsPhEEtVKeGss87CkiVLsG9wDMeGCy840B0M46PuYcyYPj1nJQopJEZw44CyKMCxWBy7/OOYMmWKor6QWKG3hbKHZu0ZjyHM87j66qvzil0pn//85zFlyhTstljQq/DdOsEwOGphcfrpp8seX7WECkaKyKpVq3D++ecjPt6KyOiugvvzXBih/tfBsqwYNyiXlStXorGxEYGBHYhHMzsDnotirHczvF6vong5KU6nE3fffTd4nkPH/udE1zQguKJ7j/8NVVXV+MpXvqL42FVVVTj33HMxNngCY0Mn8+7Lcxx6jq+Hy+2WNSsFIAoAhmGxZ/3vEI/lT1aIjI9h/6b/ht1ux1e/+lXZ34NQX1+PL33pS4iEg9i/9RVx+3hwBAe3v4qqqip8+ctfVnzciooKzJs3Dx2t+zE8UFgAhgIjOH5wKxoaGrIur5brHLfeeivGQ0G89+qzefcNh0N4++X/EoWaHHHw1a9+FbNnz8a2ze9j/TuvyrqmttZj+PN//woOhwPf+979eeN6zzrrLKxcuRLHjx3FO2+9Iev4hL/+5X/R29ONq6++OqegI9TV1eHzn/88/CMjeO1vheMyh4f9eO1vb6O8vBxf/OIX8+579dVXo7m5Ge98uBWvvr9R3P7je+/Avz/wDfz7A99Ac4MQw9rcUId/f+Ab+PG9d4j7rd+2Cy/87T1UV1eLSS2FWL58OaZNm4aNHx/EgD9zxZ+NHx/A4MgYrr766qy1W1O/6zCi0SgqPOpkoFaWCcfp7e3N+JvNZsOaNXchzvF4esNucJy8SUIkFsd/bdwNlmUVh4UAyXqoe3qSXp0Yx6NzJIglS5bAbleetMQwjNh/vnyit+CE57WWPvAAviyjfisgxCmfe+65aAlGcCIgP2Fr/UAAMZ7HddddpygeddasWVi0aBGORzkMp5XY4XkeO8djsFmteZOn0rHb7fj6178OMAzetaa6pvMRBPCBzQqb1Yqvf/3rE5rsQpj4K6BMGohVzuv1Ijz0PrjocN79xwfXgYv5cdNNN2WsWlIIi8WCa6+9FjwXw1h/poUgMLgH8VgAV111lay4wlwsXrwYq1evRmikDQPtydponQf/FzwXw513/mPWQuNyIJ1G97F1efcb6t6DcHAQl15yScESGFLmzJmDT3/6WgSGu3B051/z7ntg87MIh0bwxS9+EQ0NxWV4XnnllaiursHhnX/DeECwQuzf8jJi0TA+97nP5RU9uWAYRgiO53ns+rBwNvOerX9DPBbFddddpyie6sorr8TcuXOxb+cGtB7Nvfzkhrf+D6P+Qdx0000Z2cS5cDqd+NGPfoS6ujq8/dqf8fH2TXn3H+zvxR+fehzxeAzf+973Cgo5ALjzzjtRV1eHN157GQf2F85YB4CPNm/Cpg0fYNasWbLF/HXXXYcpU6bg3XUbcLKtPe++z7/wIsLhMG6//faCxYIdDgd+8pOfoL6+Hi/87T28s2mrrOsBgC279+HpF15FeXk5HnrooYLijsCyLG688UbEOQ5vbfk45W8cz+ONzbtgs9kKWhcBYQJYU1ODQx29iJVQjJqw72Q3AOTMYl66dCkuueQSHO8bxnsHT8g65su7jqB3JJgzvKEQs2bNgs/nw6G+pIVxPCpMorNlKstl9uzZWLlyJU6MhLB/MHfi3MnREHYPjGLBggUFV4eSQqzz7/bLWwZ0LBbHR0NB1NbW4LLLLpN9HgIp5L07LfmlM8ahP85j+YoVst9RwoIFC3D99ddjmGHwvsWCQlMEDsBbVguCAG77yldkh0tpDRWMlBQqKyvxj//4j+C5KEIDb+WcMcbG2xEZ3YUZM2bgc5/7XFHnuuyyy+ByuTHWuznF+gcAoz2bYLFYxMZbCrfffjscDgcGTq4Dz3MYH+3E2MAhLF26VHHcjpSlS5eirq4Ofa2bEYvmdvF1HRUEZTHf5Ytf/CLq6+tx7ONXMTKYvXZlf8c+tB9ej9mzZ+ct81AIu92Oz33uJsSiYRzc8TrC42M4vOtN1NbW5ixOK4fzzjsPU6ZMwcFd76Ht2O6c+/V2HsfHH74Kn8+nuKO3WCy46667wLIs3nzx94jFMufxPR0nsH3jG5gyZYpsKxahsrISDz74IMrKyvDi879De2v2JJhweBx//O3jCAZGcdddd8keiH0+H77//e/DZrPhj//1e/T3ZVqmpJxsPYH/+98/wev14oEHHpA9qZLGZf7xf/4v6xJ8ALBr9158vGcfFi9eXDBJi1BTU4Of/vSnqK6uxrMv/w0btn9c8DMfHzyCp57/K9xuN37yk5/ILtVEWLlyJaqqqvDBzv3gJZa6vUdb0T0whFWrVqFCxtKLpFxWYDyMA23diq4hnUgshl3H29HU1JRX2H31q1+Ft6wM/7ftEAYD+ZPn2gdH8MaeY6ivr88Z3lAIlmWxaNEiDATDiCXuVThRsiZfKTE53HLLLWAZBq+e6MuZoPLqCSHO8dZbb1VkHZ07dy7OPvtsHAtEcCJY2Mq4YSCAKMfjxhtvKirm74ILLkCZx4Pd4dS28XFCQBbr8br11ltxxhln4JiFxZ4C1sKPLCy6WBYXXnhhwWQtPaGCkZLBhRdeiHPOOQexUAuigcz4OZ6PI9T/JhiGwd133110IK7b7cYVV6xGPDqCkD9ZA5LnIoiGurB8+XLU1NQU/T0IXq8XF198MSLBfgQGj2Cw40MAyBnELxeLxYIrr7wS8VgY/W3ZLSrh4BCGuvdg/vz5GWtTy8HpdAoDPBfHgQ//mCHgeY7D/k3PgGFY3HPPPYqsctlYvXo1XC4X2o5sRVfLx4jHIrjqqqtKCra2WCzitb3xP/+GnvYjGfsM9XfglT8+glg0gnvuuacoq/KsWbPwqU99CoP9Xdi99f2Mv6/72/PgeR533nlnUd+nubkZ999/PziOw/NPP4HAWKrFg+d5/PX536GvpxPXX3+9YpE9a9Ys3HPPPQiFgnj697/JKnoBIBQM4r9+/xvwHIfvfve7qK9XtoTdGWecgSuuuAJt7R1474PMFUlCoRCef+FFRcXZCQ0NDXjooYfg8/nw9Auv4uMDmc+acLS1Hb969gXY7HY8+OCDsiyx6dhsNlxzzTUIjocxFkpO2t78SBCrSiZQJFzknY8Pp7Qzr8uJcrfwH8smVmFhGZS7nfC6Mt/TTQdaMB6N5S2fBQhJHX/31a9iPBrDHz/MbVXmOB5/2LAbcY7HmjVrSvK4EGFIhGI4HofX681ZF1Yuzc3NuPSyy9AZCGN3FkvgcX8Qh4YCOPvss4sSp6T6xvt9+Ut/BeMcPhoKoqa6Wna8eDp2ux2XXHopxjgekcRrwAM4EOHQ0NBQVKwnIPSD9913H6oqK7HZakFPjnejlWHwscWC5qlTcc8996gSU6sWVDBSMmAYBv/wD/8Au92B8OC74OOp1rOwfyu4aD+uvvrqvIWh5UCsF8GhZH04LhZK+ZsaEPdx/8l1GO7agurqakVukVxceumlYBgWvS3Z3ZR9rZsBXn6ySzaWLl2Kc845B/0d+9DXnlpHr/3weowOteMTn7iiqAE3HZvNhqVLl2JksBOHdgqlWuQs/1eIhQsX4v5/+ifEY1G8+uzPMNibtJbG4zG8/MzDGA+O4p577i7J6nvTTTfB6XThw3dfTBn021oOouXwbixdulR2KZJsLFmyBLd+6UvwDw/iz8/8ClLf0ocfvIm9u7Zg0aJFRcV7AkIc8dVXX43Ojna8+nJmGALP8/jz/zyLoaFB3HzzzYqTkAi33347ysvL8dqb72QUyX77/Q/g94/g85//vGy3vZTm5masXbsWNpsNv/rTCzh2MtP13dXbj5//1/OIcxzuv//+gvXs8vGJT3wCFotFFIzxOId9LSexcOFCRZO0efPm4YwzzsDO4+34287kRPmnt16Dn99xA35+xw1orhFWC2muqcTP77gBP701ddJ5sm8If3x/GzwejyyPwmWXXYbFixdjZ2sPtp/IvnTmewdbcbxvGJdccklJrmMgWQKJCMYYx2PBggWqxMd97nOfA8MwWNeRWZfx/cS2QmXXcjF//nwsWbIERwJhdOZISAGAzYMBRDge111/fUmTXJIEOZ7oQyI8EOV5XHjhhSUJuMrKStz33e+CZxi8b7Ug3b4fRjJu8f7vfU9RCJMeUMFIyUp9fT1uvvkL4OIBhEek9dV4RPwfoaKiQlaR60LMmjULTU1NCA0fBBKNk4uH4CkrK3owzMacOXPQ0NCI0b69iEdDWClzCaxC1NTUYOnSMzHSfwSh0Z6Uv/E8j56WjbDb7YqzsNO57bbbwDAsDm7+k3ifwHM4vP3/4HA6ccstt5R0fClESPd3HkFNTY3s5JNCnHvuufjGN76B8dAYXnvuX0RBNzLUizH/AG6//faShDUgWG0+85lPY2x0GMGxRAYqD6x/U1j+UI139oYbbsD555+PY4f3iVbGWDSKN1/+H1RWVeG73/1uSe/W7bffjubmZnzw/js4dHB/yt+2bd2MXTu3Y+HChYl6psVRVlaGG2+8EePj43h3XdLKyHEc3vtgIyorK0sKb5g7dy6+973vIc5x+I+nn0d3X7L+X5zj8Njv/4RAMISvf/3rirJYs1FeXo7FixcjkigXExwPg+ezLzmXD5ZlBQtQVRWe/2AHDrb3FP6QhMB4GD9/eR2icQ7f+c53UFdXuFA9iRu32Wz4ny0HEEurJRqMRPHijkPwlpUVlcyWzrRp02C1WBCRxGkWWrddLo2NjUKCykgIJyWrv8Q5Hnv6R2UVus4HKbW0biC7lTHMcdg0GISvhERJwrx581Du8yGc6GrDib4q3zrkclm0aBGuvvpqDDEMdqSV2tlssSAA4ObEimWTDSoYKTm55ppr4PV6ERndCWJK4eNB8FwY1113XdHJIlIYhsGFF14InouAiydqbfEcVixfrmrNKYZhMGdOMjFHuqbv/2/vvMOrqLa//505PackJ72HdJIACSVAQgmQQCiBhI6AIB1B1KuComAA4SpyESwoKhqUakXlR1EIiAhXKdJe6ZcqhB5IQnrOev8Isz2TRjsnENyf55knmTl7di9rr732nvtFsre7dOq/sud5106hIPcC4uPj7/v7nwEBAejYMQm52X+xw8KLi26i8GY2eqal1fid1LslMjJS9r8tl0Tat2+PHj16ICf7EgpvfVmmtKQIbdq0Qa9evWwSRlpaGhwcHJB/s1xgLC0txtmThxAbG3tHn1K7HYIg4Jlnyr83Lh3jczMvBxZLGZ4cO/a+y0Kj0WDSpElQqVRYuexzJliXWSxY9fUX0Ov1eP755+97wtO5c2c4OTlh89Zf2aHnubl5KCwsRJ8+fe5pk5M1TZs2xdNPP42b+QVYuebvXdnXc3Jx7foNDB061GarCNaffssvLO9H7kVTbTabMXnyZIiiiPfXbMXVnDs7zqXMYsHCddtw+UYeHnvssbtavfDx8UGXLl1wOTcf24/JtbEb/t9J3CwqQZ++fe96o0VVqFQq+Pn7o8RKYLTFyoSEZG/3i9U3pvNKyg+6vt2Xp25Ho0aNEB4ejj9zCnGtuPLXWP64XoCCMgt6pKbe17I9UL58HNu8OaRcKqLy0xhs0X8AwNChQ+Hm6oo9ir+1jCUCcEghIigo6I42aj0IuMBYh3n//fcRGBgIrVaLpk2bYuvWO/8+852g1WqRkpJSLiSWlQspVJYPnc7hro4VuB2ShoEsfx/Oer9LL1VhPZO21awaKJ91qtVqXD23R/Zcum/btq1NwpHO4SouLBe0SgrzIAiiTTYGWWOtGbnXHdc10bdvX6jVauTn/j2oDBw40Gb+GwwGxMfHw3JrQ0dhfvmgfz8bdypiNBqRlJTENo3k37wJT09Pm2gggPJv9fbq1Qs5OTdw89aScV5eLoqKivD444/fkfbqdmi1WvTu3RsFBYW4eVMKIw9OTk42a9+JiYmIiYnBgSPHUVhcvmEhL78A9erVY5+WswXWwmFhcQlCQ0Pv2f45IiICo8eMwY38Qsz9bhNuVvP9ZQkiwtLNu7D/1HnExsbe06YUqU2s3nsMdGtyXkYW/PTnCTg5OaFbt273lJaqCAwMlO3SvZcd19XRqFGj8jMHr+ayiU5+aRmMBsMdHylWHYIglJ+sAWBXhTMfiQg7s/OhVCpt1h9Kpit6oXzXcqNGjWx2tI1Op8PoMWNgAVBwaz4u6WTHjx9/x2c81jZcYKyjfPHFF3j22WfxyiuvYM+ePWjTpg26dOmCM2dqPhPwbklJSYFSpQJZpOpsQefOyTbRLkqEhoZCpVKDyv7umGv6NNi90qRJE6jVavj6+t2TbVZ1aLVaNGnSBPk3zoHK/p75Xj23BxqN9r5s5qwJDg5GQEAASovLO8uy0iI0bhxz20OO7xbr89judkPFnWA2m5GSkgLLrZ3xBoPhrnfH3g5rIb2g4CYcHBzue+mzInKNCaFHjx42MXOQSElJgVKpRF5uuab0Zl4eE1RthXQAfUFhefu2EKFt27b3rV20Rvok4vWcvzdDPP744zY9V85sNsvy/n41QV27dkXPnj1x7uoNvPd/v6C0mt3kALB210Fs2n8UwcHBmDRp0j2lS2oTV/MKcLOo3EYvr7AYBcWl6Nu3731rzKzx8fFh/wuCADc3N5v5LQgC4uLiUFxmQdEtLWYZAbHNm9tkxSguLg5GoxF/XC+UCb1nC0pwsah8o5EtNLEA2FFxpRXubUXz5s3h4uKColsrOMWCgJCQkPveF2BPuMBYR3nrrbcwYsQIjBw5EhEREZg/fz78/PzwwQcf2DQcR0dHNGzQAKBSQCzvtKyXf2yBSqVCeHgYiErYvS2XWCWCgoLw1Vdf4f33F9h0YAf+1nBIy8VUVoqCnCw0bdrEZoOvIAhsCU9UlHe+7du3t4nfFenVq9d97Qi8Hdb2Zfeye/x2REdHs4HbUlbKtMC2xMfHR1a292unWhGz2Yz27duj9Na3ZS0WC7p162ZT4cHR0RHh4eEoKiqG/pbZxN1+QeR2hIWFoUWLFigqLm/fGo3G5mEAkOWLLVYQhg0bhlatWuHg2QvI2Fj+PXRvZxMC3J3Zl1x2HD2NL3/dAzc3N6Snp9/XJgVpBSH/lsB4s6gEKpXqvu16K2I9CfT29rb5gdDWZWtSKyo9ux/UajUSExORW1qGwrK/RcadtzSOtlz58vHxgU6nY3aMtjRjAsqXvZOSkmSCry1XQewBFxjrIMXFxdi9e3elytWpUyds3155t25RURFycnJk193ANGSWQuh0OpvZcVhj3cHbUrtREYVCYZcT8yWbpbJb5zGWlhbKntsK6UgKS1n5oGIvgW748OFYtGiRTTWx1lgPWmPHjrW5/wqFQnb+XkREhM3DAOTa2Ds57+9uqXge5b0cRHw7pGX0m/n5cHBwsIt231q76+DgYJejQqyXoG1hlyeKIp577jmEh4fj14MnsOv4GYzt0hozBnXF2C6tceNmARZn/g6dTofp06fD2dn5vsLz9PRESEgICktK4emoR0mZBU2aNLlv++eKWLc9e6wghIeHw2gwlGsvdRqIomhTEyNru1dvrRKuaiUO5RbBzc3tvs+TtEYURdnGE3tsQqk44beV+ZK94AJjHeTKlSsoKyur1Ng9PDxw4ULlQ2dff/11ODo6sutul/+sl1QbNGhgc+0cANlJ9g/6A+v3gpOTE7y9vVF26wgiyy2B0daDb7169ZjAa3J0tPlydG1hNBrZ//YYtAB5Z2wPLSYgr6v2EIKsJ1JKpdIuNqXWS2AhISF2aX/WApy9JoTWBxzb4vxWoDyuzz33HFQqFZZu3oWCor/NZpZv2Y2bhcUYNmyYzYSJNm3agAAohPI2fr92f1Vh3WfYo/9QKBQIDgnB5YJinMzJh6+vr02F3sDAQLi6uqLYQngy0BUtnfUoKLOgefPmNm+D1vXIZDLZ1G9AruHVarW3/aLSg4YLjHWYio2DiKpsMJMnT8aNGzfYdfZs1V8MqQ5rAdNeW/2t7WrsMSjWBpGRkQARdCYvWMrKYDI52lxDp9FomM1RcFDQQ3Wo691gHW97nTVmLSTa6migitjDdMIanU7HBq2oqCi7lLeXl1eV/9uS2i4L6wnJ/eLj44MBAwYgOy8fX28vPxD8wKnz+O3IKURERNh0GVSanJ+7niu7tyXWNn62sveriFTeFrLtphqgvO+IjY3FzTILzhaU4HBu+eTcFufFVsRaYLRH2xNFkfXn9lotsiVcYKyDuLq6QqFQVNImXrp0qUptjUajgclkkl13g7VtkC0NpK2x3vU5fPhwu4Rhb6RlT4968bCUFSEior5dOhlJA2Svzv5RwVp7YstNWtbYy4bUGkkjZ48lb0CeT/YyQbDuQyZOnGiXMKzzx9arIL169YKfnx8y9x1FTn4hvvvtAERRxPjx421q4uLn58f6DKPRaJcJibWG1x5aM0AuJNpDuy+ZOJzKL8bJ/GIoFQq7CFz2nhACf9dVW5se2AMuMNZB1Go1mjZtig0bNsieb9iwweYbUipiL4HRuuOypXagNpG0r9JxOvZaBuXcGbWxvFPdt9ZtiSRA2MP21tp/wD5LlBWx9eYjCXsOuCqVCsnJySAibD5wDMezLqNhw4Y2b+MajYaVQUBAgN1XEOzV11qPE7Y4Aqoi0o7lcwUluFBUCv+AALuYOtTG8TZSu7ZX+7YlD+dhP5zb8txzz+Hxxx9Hs2bNEBcXh48++ghnzpyxywYCa+ylqbFelrTXrNfeSHaYuVdPAJAvs3Mq06dPH1y/ft1u/teGwFhXTQKqw17t2xp7DYz2EkQl4uLisGjRInx7a1k6Li7OLuFIgo+t7DBrwl7mINaaOXto6VxcXOBoMuHPWxs4bX3kDadquMBYR+nfvz+uXr2KGTNmICsrCw0aNMDatWvtZh8kYa8B0trf2hi07IHRaITJ0RE5N8q//mFvgbEuzEhr4oknnrCr//bcbV+b1KZQ+rB9u/ZusHd5e3h4ICgoCCdOlE8I7+eb5zUhlXdtlLstj2iyxlpItIcphSAICAoOxp495as5traTtA6ntqiN1Yr7pW6POP9wxo0bh1OnTqGoqAi7d++ulS35tdGA7LELu7bwsFp+sdfuX86dURv1qDbaQ20OJHVZY1oby4fWu71rQwNob+wlZFtP+u2l6bfuX+vqRklr6kLb4wIj546YOHEiGjdubPPDSx81rGfT9rIPkrQCdVmwrg1qI3+kY5Mee+wxu4dVG9SFQas6aiPuj4KQaI292oh1WdhLi2ldFvYql7qg9atN+JI0545ISEhAQkKCXcMICQlBdnb27R0+xFgvxdirMx4+fDjeeustpKam2sX/RwWtVotmzZohJibGbmGEhITgk08+sasgkZCQgGXLltnliJXaZOTIkXf90YC7oTZMNKSTCey1+a+2qQ2ByF5aTOs2Z6/NWlIYjRs3tov/QPlmyb/++qtOTEa4wMh5aHjjjTfYZ9DqKrVx1E2jRo2wePFiu4dT1xEEAdOmTbN7OPY2PejTpw+ioqLs8gUWifj4eGzfvt2uu6TT0tLs5jdQvuklMDDQ5t8Mt6Z169Y4fPiwzT/X96CoDYHRXhNn677WXqs5cXFxGDVqlN02OAHlEyknJyf06tXLbmHYCi4wch4a7LV0UZvU5U0DnIcTlUqFRo0a2TWMZ555Bv369avTdreiKOKdd96x69K02Wy22zmSEm3atMGKFStq5SDnurxxzrqvtVeZKxQKu6/kuLu7Y9y4cXYNw1ZwgZHDsSF18bOGHI5er38kjiapyzaYEn379kVUVFStCIx12UavLhx0/ahRd6cXHA6Hw+E8YqjVasTExNT5TW32FugehRWpugbXMHI4NuRR0HBwOJxHmyFDhuCHH36w67m9b775JoqKiuzmP1/NqX24wMjhcDgczj+Ifv36oXfv3nbVYtr706i1ce4mRw5fkuZwOBwO5x9GXV/ylpak68JxNI8KXETncDgcDodTp9DpdEhPT38kvvJSV+ACI4fD4XA4nDpHbGzsg47CPwq+JM3hcDgcDofDqREuMHI4NkT61jb/bB+Hw+FwHiX4kjSHY0MiIyPxzjvvwM/P70FHhcPhcDgcm8EFRg7HhgiCgKCgoAcdDQ6Hw+FwbApfkuZwOBwOh8Ph1AgXGDkcDofD4XA4NcIFRg6Hw+FwOBxOjXCBkcPhcDgcDodTI1xg5HA4HA6Hw+HUCBcYORwOh8PhcDg1wgVGDofD4XA4HE6NcIGRw+FwOBwOh1MjXGDkcDgcDofD4dQIFxg5HA6Hw+FwODXCBUYOh8PhcDgcTo1wgZHD4XA4HA6HUyNcYORwOBwOh8Ph1IjyQUeAU/sQEQAgJyfnAceEw+FwOBzOnSKN29I4XptwgfEfSG5uLgDAz8/vAceEw+FwOBzO3ZKbmwtHR8daDVOgByGmch4oFosF58+fh9FohCAId/ROTk4O/Pz8cPbsWZhMJrvEy95hPApp4GE8PP7zMB6uMB6FNPAwHh7/H9YwiAi5ubnw9vaGKNauVSHXMP4DEUURvr6+9/SuyWSyW8OprTAehTTwMB4e/3kYD1cYj0IaeBgPj/8PYxi1rVmU4JteOBwOh8PhcDg1wgVGDofD4XA4HE6NcIGRc0doNBqkp6dDo9HU2TAehTTwMB4e/3kYD1cYj0IaeBgPj/+PUhi2gm964XA4HA6Hw+HUCNcwcjgcDofD4XBqhAuMHA6Hw+FwOJwa4QIjh8PhcDicWmfv3r2YM2cOSktLH3RUOHdAnRMYBUHAd999948L+1GmXbt2ePbZZ2XP7javq/LjbnniiSeQlpZms3K+nT+CIKBx48aIjIyEIAjYu3cvAGDatGnw8PCo9P6pU6dk7u40nOrCFgQB169fr9Hd4sWL4eTkdFd+S1QX3zsJRxAEjBs3Dl5eXhAEARMnTrynONQmFdP7888/QxAEDBw4EGlpaZXcS+UmCAJGjBhxx+FI/t6u7GrCOmxb1PXqynratGnw9/e/5zokIbXNmqhXrx7mz58PQRAQGBh4Wz8l97akuvy0R1i1zf3Ularezc7ORp8+fRAREQGlsuYjoWt77L2fvra6sahiHaiT8gTdBUOHDqXU1NRKzzdv3kwAKDs7+268uycA0KpVq+wejj3CPnnyJAGgPXv2VPotISGBnnnmGSIiunjxIo0ePZr8/PxIrVaTh4cHderUibZv337PYd8Ner2eGjRoIHu2ZMkS8vPzIwDk5+dHM2bMuK0/69atI4PBQAqFgry9venJJ58kIqL58+eTWq2mZcuWERHR1atXKScnh70XEBBAACgxMZG8vLxIpVKRv78/Pf3003TlyhVZGEOHDiUAla5jx44RUfV5XlVdHjp0KLVq1YoA0NKlS2tMm1RG7u7usnAdHR2pc+fOtHfvXgJATk5Ost81Gg3FxcXRvn37CABlZGTQxYsXKSsri0pKSujgwYOsnmVlZVFhYSEFBATQvHnzKCIiggBQ7969ZXEBQN7e3gSARFGkevXq0YABA2jnzp3Vxl+Kj5+fH82bN69ad/n5+XTx4sVKz3v37i1Ll7OzMyUmJlLTpk0pPDyczpw5Q6WlpZSVlUUbNmygbt26kclkIgAUEBBA/fr1oy1btlB6ejpFR0dXCgcAKRQKmjZtGgGg7du3y9qIxI4dOyg+Pp4cHBzIzc2NWrVqRdHR0aTVamV1riLR0dGy+Ds4OMjuDQYDAaCPPvpI5n/v3r2ppKSkSj8r5on1pVKpqE2bNjRv3jwqLCxkaVy1ahUBoJUrV1ZbBhUpKiqirKwsslgsVf5+J/1xxfj5+vrSiBEj6NKlS0RE9OSTTxIAGjp0aI1x+frrrykhIYGMRiPzKyAggK5evUpEROnp6eTn50d6vb7KOFXsU6uqV8nJydSjRw/WXqtr05cuXaKbN28SAKpXr16N8SYi1q4kqhvfbkdeXh5NmjSJAgMDCQAZjUZKSEig1atXVxtWddTUX7m4uFSq/1JZP/bYYwSAxowZU8nPmsry2LFj1KlTJzIajWQ2m6lz586sDlSkqvEvPz+fnJycSBRFVmZarZYCAgKob9++lJmZWeW7FouFevToQR9++CERUZVt+3ZhExF98MEHZDAYZG0yNzeXlEoltW7dmj2T8hUAHTlypJI/Fctecv/xxx/L6q3UJ9dExfFMomIdqCpNWVlZ9NRTT1FgYCCp1Wry9fWllJQU2rhxY41h1hZ1TsP4T6B3797Yt28fPvvsMxw9ehQ//PAD2rVrh2vXrtk13OLi4iqfnzp1CkOGDEHr1q0BABkZGbedwRcWFqJXr17Q6/UYPHgw1qxZg5iYGKSnp2Py5MlYtWoVBg4cCABwdnaG0Whk75aUlAAAzp8/jxUrVuD48eNYuHAhMjMzERcXVykfOnfujLi4OIwcORJZWVnIysqqFD/JT1shldFLL70EAPjqq68wefJkvPrqq8jOzkarVq0AAAaDAS1atMDvv/+Ob775BsOGDcPx48eRkpICAHBycoK7uzs8PT2hVCrxv//9DwCQmpoKT09PaDQaEBHKyspY2D/++CMKCgoAALt27QIAXLhwAW5ubkhLS8OqVatQv359PP/88/ecPim/dDod3N3dq3W3YcMGZGVl4auvvsKuXbuwf/9+/Prrr/Dz84NCocC3336LTp06wcXFBenp6QCADz/8EPHx8fjXv/4FoPxTV1WFU1ZWhg4dOrB4VEX//v1hNBqxa9curF+/Hjt27EDDhg1x4MABVueqw2g0ol+/fkhOTkbLli2hVquZ+1mzZgEAxo4dy/zfvHkz2rdvf9u827BhA55//nkEBQUhKSkJOp0OrVu3Rt++ffH6668jPj6efc9d4m6O1FCr1fD09IQgCPdVrx0cHACU5+38+fOxevVqDBkyBIWFhVixYgX8/f2Z27KyMlgsFtn7r7zyCvr374/Y2Fi8+eabAAAPDw9cunQJS5YsqTHs6voaCaleZWZmQqlUYuPGjbdNj5ubG0vT/YR9t4wdOxbfffcd3nvvPQBAeno6evfujatXr9o0nNvh5+eHlStXsr4BQJVlac3o0aNx5coVbNmyBf/973/Rv39/0F0cnPLNN9+gQYMGUKlU6N27N7KysnDkyBF8/vnncHJyQlJSEmtL1giCgO+//x6jR4++47CIqNLSdfv27ZGXl8f6QQDYunUrPD09sXPnTuTn58vK283NDWFhYXccpoTkh9Qn10TF8aw6vypy6tQpNG3aFJs2bcKbb76JAwcOYP369Wjfvj3Gjx9f6f07rcdVtd175m6kyzvVMF65coUGDBhAPj4+pNPpqEGDBrR8+XLZOwkJCTRhwgSaOHEimc1m8vDwoPT0dJmbo0ePUps2bUij0VBERAT99NNPMqlcmgV88cUX1Lp1a9JqtdSsWTM6cuQI7dixg5o2bUp6vZ6Sk5Nls6YdO3ZQUlISubi4kMlkorZt29Lu3bvvKmwior/++ov69etHTk5O5OzsTD169KCTJ09Wm393omHMzs4mALR69Wp6/PHHycnJiXQ6HXXu3JmOHj3K3OPWTK5JkyYkCAIJgkAtWrSgvLw8Wrx4MQUEBJDRaCQfHx/SarXk7OxMo0aNoqtXr9LEiRPJ29ubFAoFOTk50ciRI8nLy4sCAgIoISGhkvbh1KlTJAgCxcTEEADS6XQUGRlJK1asqLacCwoKyGAwkF6vp+joaHrhhRdIo9GQIAg0bNgwWdpjY2PJ29ubNBpNJU0PAJZvEydOZM8UCgXTBjo4OJAoiuTv70/jx48nQRBIoVBQZGRkJb/0ej0pFAp2r1QqSaFQkEKhII1GQxqNhgCQIAjMb2v3oigyreKkSZPI2dmZPZfSVzE8ANSuXbtqtVn2uIxGI6lUKtJqtaRSqWS/VYxjdZdGo2Hv6nQ6AkAJCQk0f/58pjlVqVTk7e1N4eHhrH4sXryYiIh+/fVXWT5X9F/SON7JJYVfsV4EBgZS8+bNydHRkT03GAw0YcIEysvLY3UsICCAZs2aRcOGDSODwcDyRurThg4dSvXr12d5s3r1all+KRQK2V9BEEin05GLiwsJgkBubm6s7ljXF+lq06YNtWnTRqaJsa4LPj4+leqJdfj+/v6V8kCn09GIESOofv36NeZdz549KSwsrNJzKS56vZ7eeecdatCgQaX4u7q6UnBwMImiSE2bNiWTyURqtZq5qV+/Ph09epSeeeYZAkDt27cnURTJ09OTFAoFqVQqcnd3Z2G5uLhUG8+q6oj1pVAoqGXLllX+VrFOS/fWmk/Jf6nNu7u7k6urKwmCQKIoytpJZmambIwICwsjg8Eg67cWLFjA3Ht7e7MxwmQykcFgoBEjRtC4ceOYBk6n05Gvry8plUoSBIH0ej1NmjSJhgwZQqmpqbR//36WPoVCQWq1msxmM3Xr1o169epFLi4ulJSURPXr1yeVSkVqtbpSevV6faX2bu0mJSWFWrduTSEhIbI869OnDxu3XV1dK70rrfpERUXRhAkTaPTo0SyeZrOZ9RdHjhyhr7/+mmnorctUq9VSdHQ0NW7cmMVRoVBUWe6+vr5VpuHjjz+mNWvWsDCt0xYVFUU7d+4kV1dXUqvVLH8EQaCQkBACQCEhIXTt2jXq1KlTpTrj5OREly9fpoyMDFZfpTZn3VdJ/bx1fyD1/9b+eXh40LRp0yq1+ZiYGNZmIyMjqVOnTqyNSPXCWp4ICAigl19+mYKDg0mpVJKPjw+rQyaTiZydnSk3N5fVy4yMDFIoFNS/f3+KiIgghUJBJ06coKKiIjb2Ozg4UPPmzWnz5s3VyitVYReB8a+//qI5c+bQnj176H//+x+98847pFAo6LfffmPvJCQkkMlkomnTptHRo0fps88+I0EQ6KeffiIiorKyMmrQoAG1a9eO9uzZQ1u2bKHGjRsTUFlgrF+/Pq1fv54OHjxILVu2pCZNmlC7du3o119/pT/++INCQkJo7NixLOzMzExasmQJHTx4kA4ePEgjRowgDw8Ppka+k7Bv3rxJoaGhNHz4cNq/fz8dPHiQBg4cSOHh4VRUVFRl/t2JwFhSUkIGg4GCgoIoPDycfvnlF9q7dy8lJydTSEgIFRcXlxfcrcoXERFBq1atoiFDhhAAio+Pp379+tGuXbvI2dmZBEGgOXPmUGZmJgUGBlJgYCDFx8fTL7/8Qr169SKNRkOiKNKaNWvowIEDdPXqVXJwcKD69etTVlYWWyp1dHRkne+ePXto9erV9PXXX9dYzr1792YdccOGDcnFxYVee+21SuWs1+vJ19eX9uzZQ8uXL2dp+/TTTykrK4vlmyAIbHmrUaNGbIk8IiKCmjRpQqIoUrNmzchoNJKnpyfr4ADQa6+9Rq6urqRQKGjevHkUGhrKOgxXV1dKS0uTdVxdunShTp06yQabxMRE0mq17JmPjw/r+PR6PbVq1Yr0ej15eHhUGpSlzgWArKPXarWyDqUqYU4URWrZsqXsfYPBwIQM6Vm9evVY/HQ6Hc2ZM4cGDBjA3JjNZnJ1da0ksLq4uLBnjo6OpFKp2L008L/77rtkNBopNjaWADABRBRF0uv11K1bNxo5ciQBoG+++YaIiKZMmcLSOHv2bHrppZdYmH5+frRo0SIaOXIkmc1mlo/z5s2jJUuWMHfJycmsMxdFkVJTUyklJYV8fX2psLCQoqOjSalUklarpalTp1KzZs3Iy8uLGjZsSE888QRrXwEBAeTs7EwLFiygY8eOkZeXFwGgtLQ0JjBKdQUAGxC1Wi0ZjUaaMGECaTQaUqvVJAgCDRw4kP0u5Z9UdlI5SYOmJLhIfYh1vbCuC9YDkzQxsa4/kkBuPcgvX76cEhMTWdm1bNlSJrgeOXKEIiMj2YDv5ubGlk6lq2PHjqTT6ahZs2asPUj5o1aryd/fn+bOnUvLli2jDh06UGBgIHl5eZEgCJSUlETBwcGsLrZu3Zq1jYiICCZASnkTGhrKBj2pPxFFkaUtPj6eAFB0dDRLu/S3oiCkVqvZgC7lY8VB21qw0Ol0pNVqKSoqijQaDSkUChJFkU3MpXYOgL7//nvZGNGmTRsSBEE2Rvj7+xNQLky1b9+e3T/11FN05MgRmjJlComiSM7OzuTl5UWOjo7k7e1NoijSY489RoIgUP/+/clkMlFKSgp5e3uz+j5mzBjy9fWl7t27U/fu3cnJyYn0ej05ODjQ0qVLycnJSSZ8W7dpHx8fWrp0qSwv6tevTy4uLqytAKCUlBTq1q0bczNlyhSaM2cOa+NSXU9KSmJuoqKiyGQysQlCxXyOiooivV5PjRs3pgULFsj6swULFtCTTz5JDg4ONGrUKHryySdJFEVSKBSk1+spLS2N0tPTydnZmZRKJbm5ucnKPTExkSlnJOVCdHQ0a28eHh60c+dOVpZarZZ69+5Na9eupalTpxIAGj9+vKxfb9GiBQUHB8vG04yMDBZvaRJlPfFOTU2lt99+m7VLQRDoqaeekrXtzp07MzMhhUJBDg4Osna5ceNGFufY2Fg22fD09CS1Wk0bN25k8oS/vz+ZTCamAGvQoAF9+umntG7dOlq5ciUBcjOlGTNmEABq0qQJbdu2jQ4fPkx5eXk0cOBANvYfP36c5syZQxqNRqaIuh13LTBKhWt9SRWwJpuZrl270vPPP8/uExISZDYGROWaphdffJGIiH788UdSKBR09uxZ9vu6desIqCwwLlq0iLlZsWIFAWC2E0REr7/+OoWHh1cbt9LSUjIajczm5E7C/uSTTyg8PFxmR1RUVEQ6nY5+/PHHKsOR4qvT6SrloSiKzIbj3XffZQ02Pj6eJk+eTFu2bCGdTkdffvklEf0tMB4/fpz57+7uTkqlknJzc+mjjz4is9lMiYmJzK5l0aJFBID27t1LROXl6eHhQe3bt6fJkyczf6T4SHGTOlGpEZ0+fZq57datGz311FPsXirnadOmUVBQEGskKpWKDh06xOIZHBzM8hoADR8+nIiIfvvtN5a2iuUcEhJCb731FgGghQsXyhqoNCgJgkBKpZLCw8PJwcGBxo4dSwDoww8/JKPRyMpZp9PJOjNJEyhdixYtIpVKRY0aNSJRFMnR0ZGKi4vJ29ubddQqlYr54e3tTfv27aM333xT5s/troraIetOXvrfycmJ5s2bxzogd3d3EgSBGjZsyNyGh4dTamqqbBBZt24ds3sMCQmhixcvEgD64IMPZGHGxsaywWTr1q0EgMaOHcvy1dHRkYjKbaGcnJzIYDBUKfxIQoZUbpJQZTAYKCMjg00spbqt1+tpxIgRbFat0+lYPZLcSR22pM1JTU2lP//8kwDQ66+/TiqVipydnclgMNC4ceMoKCiIXnnlFab5LSgoICJi2nYJyYax4uy/4mU0Gun1118nf39/at++PSkUCkpOTqbQ0FACQD169GADjyQAWdcL64E3KCiIgHKtgvT7yy+/zNxIgzgA6tatG+vLpDi+/vrrsriFhoYSEbEBb+nSpVRaWioTHqZPn04KhYIJou3atWN9mXQNHz6cALCBWKvVsnbWvHlz1qcdPXqUANC2bduYkLp161Y2gbGuA1KbqijkeXp6UuPGjSk1NZVNDEJCQqhRo0bk7OzM8tW6v9FoNGQymcjd3V22atCkSRP2v5QHUv5JlzSQS+1dEAR68cUXmf9eXl700ksvMcFT0kRVHMs++eQTAiAbI6Ry2bJli0wjlpKSQr/++it98sknpNPpKDo6mgICAmjw4MHk4eFBSqWS1q9fT+7u7rRgwQLy9/en6OhoMpvNrG5Lwq30v+S3tBJifS+1YemZSqWiCRMmsEldq1atKDg4mPr06SNrV5mZmeTg4MDcBQQE0PHjx2X9j9SfS5OMiIgIat26NeuTY2JiKDY2lkwmE8sDURTp7NmzNHnyZDKbzSyfVq1aRVOnTqVOnToREZG3tzdNnjyZ1Z0hQ4Ywm95Ro0axevzqq6+y993c3EitVlNoaCgZDAZavHgxTZgwgYByYX/VqlWs3kRERFB8fDwREaWmpjI/pPQ1bNiQiMpXRCu214r56+fnx+ry8uXL6ZdffiGgXFDv2rUrqzdSvUpLS6NZs2YxN2lpaaxv9vf3pw8//JCA8omph4cHvfLKKwSUT7YjIyPp3XffZfKEu7s7paWlsfG6okIqJiaGtFotu+/YsSMBf4/zRETHjx8nQRDo3LlzsncTExNlY//tuGuBMSkpiY4dOya7li5dKmtkpaWlNHPmTGrYsCE5OzszoaNv377Mr4SEBBo3bpzM/x49erDlyvnz51NgYKDs9+vXr8sGJKnS7tixg7nZtGkTAZAtQX/66adkNpvZ/cWLF2nMmDEUGhpKJpOJ9Ho9CYJACxYsuOOwx40bV6XwLAgCvf/++1XmnxTfH374oVIeNm/enAmM33//PSkUClq3bh1Nnz6d4uLiSKFQkJ+fH02fPp2IiFVsa1q0aEEODg5ERPSvf/2L2rVrR0OGDKGePXsSEdHixYsJKJ8tSWUiiiIplUrq168f80ev11NYWBgdO3aM1q5dSwDo6aefZg3f3d2dNm3aRKWlpeTk5ET+/v6yck5NTSWNRkNr1qxhmklRFKlTp05UUlJCLi4u1LRpU5bXWq2Wpb0mgXHEiBE0d+5cAkDffvstcxcdHU3NmzenFi1akMlkIqPRSOHh4eTj48MG6aqWb6yvffv2UVBQEPvt3//+d6VBqeLVsGFDppW53eXi4sLaifVVcWnFejlQ0niZzWaaN28e02BInbL1e0qlki1TSGls27atTOslvVNRC9OoUSPZe1XF33piCPytYQwJCSGFQkGzZs1iG5AkQ3ZJYBRFkUwmk+x9aVLUs2fPSuFYC+9S/uzYsYMUCgV16tSJrl27RkC5gDNu3DhZnJVKJWuHAGjt2rVERKTRaKhLly6sjksCoyREAOWC7ZgxYyqlvaIAaH2lpaWxv1JcZ82aRYGBgWzAk5avpYHfWpMt1UtJIy5tXrDW+lbMM+lycnKiixcv1ij0pqWlMe2ipGGXNlZVV5cq/iYIAk2fPp3atm1LQLkQLdXTNWvWkJOTkyw/1Wo1iaJIP/74I02YMKHSxjCpLkr5YC1UWuez1HabNm1KCoWC/P39KS4uTlbW0v9ubm5somsd1nvvvSdrx3q9Xqbp1mq1ZDabKTIykkRRpBYtWhAAOnr0qGyMkMrJeoyQ0kVEVFxczASf6OhoEgSBmjdvzpYrBUGQpfP999+nRo0a0fTp06lnz54UHBxM7dq1Y31d27ZtmdbWur1KGrmK/UXnzp1Z/kkTPet8kCbS1nknrf5YP2/Tpk2lOmDdd4SFhdG4ceOYYPnGG29Qjx49mOkXUC4QERF16dKF4uPjWZmuWrWKEhMTZRpn6ys1NZX+9a9/EQB66aWXmBup35Dywbp9V7zGjRtHjo6OrGykCYLUp8ybN++2JjnDhg1jbsLDw1kcpElJu3btqly2r+myDlMURZo0aRIBoOeee461KWv3KpWKpdPZ2ZlmzpzJ5K9NmzZRUlISeXt7k8FgYHXzypUrVFxcTEajkZRKpUyZ9eWXX7K8s74qjv234643vej1eoSEhMguHx8fmZu5c+di3rx5mDRpEjZt2oS9e/ciOTm5kpGmSqWS3QuCwIwzqQrDW0EQqoyTtT+Sm4rPrI0+n3jiCezevRvz58/H9u3bsXfvXri4uLD43UnYFosFTZs2xd69e2XX0aNH2WaO6vDz86uUh9ZG/UQEQRDQsWNHvPrqq9i+fTueeOIJXLhwQRYPhUJRyW9RFGV+WKdd+rto0SLs3bsX3bt3R4cOHXDo0CG8/fbbMn/UajVCQkJw48YNqNVqvP3221ixYgULo0OHDmjSpAlu3LiB9PR0WTlnZ2ejqKgIjRs3BgAEBwdjwIAB2LBhA+Li4pCdnY2goKAq8zokJKTafFMoFDh8+DDMZrPsmA6NRgOdTgeTyQRBENgGkWvXriE7OxsA0LdvX7i6ugIAi5enpyfMZjMAwN/fH2q1WlYGAHDx4kUAgFarxQ8//IC4uDgYDAYYDAb4+/szPx977DEYjUbmh1QOEhaLhW2EsaaiO+vyra6+63Q6LFy4EAaDgT0rKytDYGAgYmNjAQBKpRI7d+5k9aCsrIwZTv/73/+uFKbRaIQoipgxYwYAYMqUKXBxcWFunnvuORw4cAAKhQLJycnw8PAAALz77ruYNm0a0tPTkZycDAD46aefAECWF88++yw+/vhj5p9U/tZ1WKfTsXYksXDhQgB/t2cpPUB5+Q4ePBghISEs3aWlpYiNjYVOp0PXrl3xxBNPYMWKFSgqKkLz5s1l6RZFEeHh4UhKSsLgwYORmJiIAQMGyNwoFAooFAp06dKFxbV+/foAAEdHR9ZnWB8L4uHhAbVazdzTLWN9URShUCjQtm1blh6pTBo1agQA+OWXXwAAPXv2ZJsoaqpTTzzxBGvXPj4+mDVrFvR6PXNj3b5UKhWio6OxcuVKmT+tW7dGaGgo9Ho9VCoVZs2ahRdeeAGiKKJr1644evQoli9fjpycHIiiiO3bt7N8unjxIm7cuIF9+/ax8IqLi2GxWJCZmQlnZ+dKR6a0atUKgYGBbGNAy5Yt4ebmBkdHR9aerOM+b948EBEuXbqE8+fPs9+Dg4NZXSguLoarqyvGjRsnC+vMmTMA/t7gIwgC81cURahUKpSUlODQoUMQRZH9Nm7cONkYMXPmTAiCUO0YoVKpWHlPmzYNM2bMwK5du+Du7o6wsDB4eXlhwoQJAIDly5dj4MCBrG+mcsWNrL2XlJTg/fffBwB89NFH7HnHjh0xePBghIeHQ6lU4tNPP5XFw9nZWZYOQRDQrl07uLi4oHv37ujbty+A8k11SqUSs2fPRvfu3eHq6gp/f39s3bqV+fX888+jXbt2aN++PZYtW8bSrVKpWD19+eWX8cMPP+DmzZv48ccfAZRvtAHK23NJSYksr/bt2weTycTGm//85z8wm83w9/eHj48PqysWi4X1P5K/8+bNY/VdrVZjwYIFWLhwIYYNG8b8P3XqFDw9PRETEwNBEGA2m7FmzRrcvHmzUrnFxsZi48aN2LhxI6sfK1euRIsWLVhbO336NMtHqb/dvn07PD09AZRvnGvXrh3UajUEQYCDgwPc3d2RkpKCESNGwMXFBS4uLkhISGD1Y+XKleyYsM2bNwMAmjVrBgAYPnw46tevj4EDBzJ5Qq/XszYtCAK6du2KBg0a4JtvvsHu3btZP7Fq1SqsXr0aJSUl0Ov1svpksVigUCiwe/dumbxS1dhfE3bZJb1161akpqZi8ODBiI6ORlBQEI4dO3ZXfkRGRuLMmTOyDuK///2vzeL39NNPo2vXroiKioJGo8GVK1fuKuwmTZrg2LFjcHd3ryT8OTo63lf8IiMjUVpait9//509CwgIQElJCSIiItgz652zAHDu3Dm2gysyMhJ79+6V7aKUdpgZDAaEhITAZDKxCYDUAADIOhwfHx8UFxfj999/Z7tY9+3bh8DAQOzfvx+xsbEYPny4rJy1Wi2Avwc/AFi6dCnS0tKwa9cuaLVa5iYyMhKFhYXIy8sDALi4uLA0FBUVydK3bds2LFu2DP3792eNQaPRsA4KKG8Y+fn5AMo7rtDQUABAXFwc27U4aNAg6HQ6qNVqdpZdaWkpzp8/z/yVBn2po9FoNOjcuTNOnz4Ni8UCURQRHR2NP//8k/2em5sLURTh4OBQaVdadnY2li5diop4e3vL7q13eZ48eRJAuTBivdONiDB8+HDZbr20tDRcvHgROTk5rAwLCgrg6uoKIoJSqUS/fv0AADdu3JCF6ebmhry8PDg6OuKpp54CUL77UJrEqNVqfPfddwgJCUFQUBC2b9+Oc+fOASgXuqdMmYLXXnsNgwcPZmkFwDq50tJSBAYGMiHRGldXV9bRWiwW1oaqyp+KEz+NRoNffvkFsbGxTABr0qQJfv75ZyQlJeH//u//0L17dwwcOBBGo7HKswA1Gg0cHBwqTb6cnZ0BlNen4OBgiKKIli1bQqvV4vDhwzCZTMjNzWX9htlsZu3rwIEDlcIpKSmBt7c3ysrKsGXLFrYbWxqgpT7jwoULAMrbhdTeatoNuXXrVpauIUOG4PHHH2d1Figvn7/++gsmkwkXL15Enz59sGjRIpkfUVFRuHLlCpRKJUpLS/Hkk08iKioKoijCxcUFZrMZR44cwcSJE2GxWJCTk4M2bdoAABNqXnnlFQCAu7s7HBwcoFKp8PHHH8vaoxQfIsKVK1fQs2dPqFQqZGVlQRRFFBcXyyb6ly5dAlB+koAoiigsLGTPAMDLy4v1U1LeV9w1vmPHDgBgwq610K3RaJCXl4fHHnsMQHlZS/3Bb7/9JhsjPDw8QESsT4qMjMTly5dlYXl5ebH/IyMjYbFYcOXKFahUKqhUKvj5+cHDwwPnz59n5W2xWLBnzx4YjUbs3buXjTkjR46EUqmEKIqsfAVBwI0bN9CyZUtcunQJpaWlrL1LJ0dkZ2ejdevWTGAgIpw9exZKpRImkwnBwcEAgNzcXPj6+uLo0aMwmUxQKpWwWCxMcAHKFSvnz5+HXq+vdDLFF198wf5KfYU0iZAE+0aNGuH//b//J3svJycHWq0WTz75JOrVq4fTp08jOzsbWq0Woiiibdu2LB1SmFI+e3l5IT4+HoWFhRAEAYMHD8aYMWPQrVs3AOUC6rZt2+Dp6QmdToe2bdvCx8dH1raDgoJYnTl58iQSEhIQExODgoICiKKIvn37yvpVqbz9/PzYM61Wy8ar/Px8/PXXXzCbzSAi5Ofnw2g0Ijg4GP3798f169eh1WqRmpoKJycnCIKArVu3sonR2bNnAZQrHJRKJdauXYvz58/DycmJ9YVSXw4A169fR2lpKebOnYuWLVsiLCyMKTWWLVuGjIwMtGjRAhVp3LgxysrKcOnSpUryivXYfzvsIjCGhIRgw4YN2L59Ow4dOoQxY8awjvBOSUpKQnh4OIYMGYJ9+/Zh69atrFOyRfyWLFmCQ4cO4ffff2cCxN2EPWjQILi6uiI1NRVbt27FyZMnsWXLFjzzzDP466+/7jluV69exZgxY9CkSRM8/vjj+PLLLzFnzhzMnDkTRqMRqampzG1JSQk+/fRTHD16FOnp6Th37hyriIMGDYJWq8W2bduQk5ODzZs344033kBQUBCeffZZfPvtt8jLy0N2djZmz56NtWvXMn8NBgOuXr2Kc+fOoX79+oiPj0fHjh2RkZEBoHzGm5WVxQ423bRpk6ycpc5j/PjxKC4uRlFRETZu3Ii//voLOp0O+fn5yMzMRHFxMZKSkuDg4ICffvqJ5bU0y5w6dSp++OEH1on++eefUKlUGDhwINMcuLm54cSJE8jNzcWNGzdQUFDABh2VSoWzZ89Co9Fg//79rIy/+eYb+Pn5ycpp2LBhyM/PZwJJZmYmBgwYwI4/yc3NRYcOHXD58mUUFxcjNzcXGo2GNdYjR44wDcSIESMqCYLOzs549dVXK5W39UQFgKyxSx2bxWLB8uXLWcdZWFiIxMRE2bE5P/zwA0pKSnD48GFWN6wHx9LSUqYBfOONN2RhFhYWQqVS4fr160yYGD9+PC5evAiNRoPi4mKYzWacOnUKo0ePRm5uLk6cOAEA2LlzJ6ZOnYrU1FQW93379uGPP/6AyWRiYbz77rsyDaOkGQkICIBSqWT1ZPLkyfjyyy+ZO2ttmCiKOHHiBCv7Xr16YcqUKSgsLGTanD179kAQBGzcuBFJSUnYv38/9Ho98vPzKx1lU5GioiI2SHXu3JmVwcmTJ3H9+nXs2bOHTU5yc3NhsViwe/duuLi44NKlS0wwWrRoEa5fvy4T9LRaLbsvKytjaZCOA5EGBKnMDxw4gJdffhlAZU2zdG+xWODp6cnC/eijj9C5c2eZ0OXt7Y3Q0FDWL0ht15qEhAS4uroiKioKnp6e6NKlCzZu3IiysjKcOnUK06dPh9lsxrp165CYmIiBAwcyrcSuXbugVquZhtTd3R35+fkIDg5GdnY2vvjiC+Tk5LA4R0ZGYufOnbhx4wYr2+PHj+PKlSsoLi5mQp23tzdu3rwJQRCQkpKC0tJSKJVKlk9KpRLXr19nwsDNmzeRlZWF5cuXy9ImTUyPHj2Kfv36yfLS0dERRIRPPvkEsbGxsFgsrF57enri/fffx7fffovvv/8eH3zwAQBgzZo1OH78OC5dusTCbtasGV544QUmvH366ad44YUXUK9ePVZ/CgsLcfXqVaSkpGDKlCn45JNPUFhYiPXr1yM7Oxv+/v7QarVMw//RRx9h7NixSEpKwsyZMwGUC7hS3hERm6wBYBNXtVqNw4cPY8aMGaz9X7hwAWVlZTh37hzWr1/PNIRt2rTBhx9+iO3btyM3NxeFhYU4ePAgy5+4uDicPXuW1QGJgoICZGZmAgBTPIiiKBtDu3Tpgp07d8qO+Dl//jzc3Nxw5coVdOvWDR06dMB7770HpVKJy5cvY9OmTdi5cydcXFyQkZHB6uwzzzwDADh8+DCOHz/O+ot69ephwIABGDRoEARBQEFBAXJzc+Hh4YEDBw4gJiYGp0+fZtpvoLy/kfrBK1euIDQ0FLGxsSAimEwmtGzZUjYplQRF62OJcnJycOrUKTg5OaGsrAwnTpyQTUbPnTuHo0ePYvPmzRBFERcuXMDOnTtRVFQEIsKxY8dYu5dWuBo0aAB3d3dcvHgRubm52LdvH5YtW4bHH38c169fZwd+6/V6lJaW4t1338WJEyewZMkStgrzyy+/YN26dWwyZ01YWBgGDRqEIUOG4Ntvv8XJkyexc+fOSmP/bbnjxWu6813SV69epdTUVDIYDOTu7k5TpkxhRwdIVHVQp7RbUeLIkSPUunVrUqvVFBYWRuvXr2e2EERV7zqu6tDajIwMZrhPRPTHH39Qs2bNSKPRUGhoKH311VeVDtW8XdhE5YdsDhkyhFxdXUmj0VBQUBCNGjWKbty4UWX+3cku6cLCQnrppZcoOjqa2bxIBvP79+9n7nHLrqJjx46k0WgoICCAevfuTdHR0czN/v37ydPTk+3UGzVqFF27do1effVVqlevHgmCQBqNhnr27Cnzu2vXrmQymZjNSE5ODsXExMh2LTZr1ox+/fVX0mq1pFQqK5VzUVERzZw5k9mrBAUF0auvvkpXrlwhg8FAgiBQly5dqKioiB2rI+X1vHnzZHYfko1Nhw4dKDY2ljQaDbNJ6dq1K7m5ubFjK/R6PTk6OjIbRmkzh2TfZ22zJqVF+mt9rI7ZbCadTlfJxlCy+xFFkR0QLf0mHV8kGelbv1fRD2kDS8Vr2LBhleyTgL+PcqjOz6oulUrFDk6vGL71vfWOcemS7iV7KE9PT1KpVOTn51fJJg23bHBiY2Opb9++LL716tWT+VdxR3BSUhIVFhZSr169qj0KRDIc37NnDxmNRgoKCmJ5vmzZMurevXslm0zrdL7wwgt05coVUqlUFBAQQPn5+UREbBdudHQ063es35XCsD6uR0qHdV5J9o2urq6V3FpfSqWSTCZTtfaCki2k9U5oqe5JtozSxh/rfAwLC2O78qsz3E9LS6NWrVpVCtt6M4LUlzk7O8tszPR6PY0aNYq+++47ioiIII1GQ2azWWZnGhkZyez3pBMKvL29ZacQSGHFxsZWe3yOKIrs5IPq8lD6/3ZHU0nhSe3Q1dWVrl27Ro6OjmzTi5+fH8vv2x3pM27cOHJzcyNXV1fSarWUkpJCr732GmunWq2W5YFkrzho0CAaMWIES79SqaTAwECKjIwkk8nEjgbr27cvDRgwQHasjmSr2KBBA/r5559Z3nbu3JliYmKYDWLFeAYEBLD2Lh35IrUtR0dHatGiBen1ekpISKDw8HDmRqrL/v7+sj5NSk+jRo1YX9GmTRvZiRmpqamVNg1K8ZPSKbWpxo0bU1hYGOtXrPsma3tK6xMgpPi5uLjQoEGD6PPPP6+2fw0NDaWhQ4dSYGCgrP+R6suBAweqPVZHFEVKSUmhTz/9lMVL2kAyfPhwZqcrbaDSaDSyDUlV2ZVbn5QgXQMHDqQzZ84QAHaouk6nI29vb9k4K7U/rVZL48ePZ/LXW2+9RV5eXqTT6Sg5OZk+//xzAkBxcXEUGRlZSd6RKC4uZmO/SqUiT0/PSmP/7bgrgZHz8CB19Bz7M3LkyEo7+v/JJCUl0YQJEx50NOo8Dyofk5KS6KmnnqKwsDCaMmVKrYdvS6obHO+UkSNHUvfu3dn9zJkzydfXl92fPHmSlErlXR09Yk1SUhINHjy42t/LyspsUg5Lly4llUrFJkQcOf/9738JAF2+fNluYZw9e5YAPJCvslgsFgoLC6O5c+faNZyaP+DI4fwD+c9//oOOHTtCr9dj3bp1+Oyzz5it1j+Za9eu4aeffsKmTZuYoTXn7nkQ+Xj69GmsWrUKRIRNmzbB2dkZJ0+evO0GvUeVGzduYOfOnfjss8/w1ltv4cSJE9i2bRvmzJnD7HgBYP369Rg9ejSzha6J/Px8LFy4EMnJyVAoFFixYgU2btyIDRs2MDenT5/GTz/9hISEBBQVFeG99967p3L4/PPPERQUBB8fH+zbtw8vvvgi+vXrV+0Xkf6plJaW4tSpU5gzZw6io6Nlm6rul02bNiEvLw8NGzZEVlYWJk2ahHr16jE7zNpC+rLSuXPnZBuA7IJdxVGO3QDXMNqNvn37kpubG2m1WoqMjKQPPvjgQUfpoSAgIIBMJhPNmTPnQUelTvMg8vHMmTNs6V76nvmWLVtqLXx7ca8axoSEBNLpdNS4cWPy8vJi5kkzZsyo9lvhtyM/P58SExPJbDaTg4MDNW7cmB1iL3HmzBmKj49nx3/daznMnj2bAgICmOnHs88+Szdv3ryneD/K7Nmzh3Q6HcXFxdG+ffts6vf69espKipKdlbiqVOnbBrGnYBbJhfLli2ze1jCrQA5HA6Hw+FwOJwqscsuaQ6Hw+FwOBzOowMXGDkcDofD4XA4NcIFRg6Hw+FwOBxOjXCBkcPhcDgcDodTI1xg5HA4HA6Hw+HUCBcYORwOh8PhcDg1wgVGDofDeUiZNm0aYmJiHnQ0OBwOhwuMHA6Hw7kzSkpKHnQUOBzOA4ILjBwOh2NHLBYLZs+ejZCQEGg0Gvj7+2PWrFkAgBdffBFhYWFwcHBAUFAQpk6dyoSyxYsXY/r06di3bx8EQYAgCFi8eDGA8k/bjR49Gu7u7jCZTOjQoQP27dsnC3fmzJlwd3eH0WjEyJEj8dJLL8m0lRaLBTNmzICvry80Gg1iYmKwfv169vupU6cgCAK+/PJLtGvXDlqtFh999BFMJhO+/vprWVirV6+GXq9Hbm6uHXKQw+E8DHCBkcPhcOzI5MmTMXv2bEydOhUHDx7E8uXL4eHhAQAwGo1YvHgxDh48iLfffhsff/wx5s2bBwDo378/nn/+eURFRSErKwtZWVno378/iAjdunXDhQsXsHbtWuzevRtNmjRBYmIirl27BgBYtmwZZs2ahdmzZ2P37t3w9/fHBx98IIvX22+/jblz5+I///kP9u/fj+TkZPTo0QPHjh2TuXvxxRfx9NNP49ChQ+jZsycGDBiAjIwMmZuMjAz06dMHRqPRXtnI4XAeNHb/+CCHw+H8Q8nJySGNRkMff/zxHbl/8803qWnTpuw+PT2doqOjZW4yMzPJZDJRYWGh7HlwcDB9+OGHRETUokULGj9+vOz3Vq1ayfzy9vamWbNmydzExsbSuHHjiIjo5MmTBIDmz58vc/P777+TQqGgc+fOERHR5cuXSaVS0c8//3xHaeRwOHUTrmHkcDgcO3Ho0CEUFRUhMTGxyt+//vprtG7dGp6enjAYDJg6dSrOnDlTo5+7d+9GXl4eXFxcYDAY2HXy5En873//AwAcOXIEzZs3l71nfZ+Tk4Pz58+jVatWMjetWrXCoUOHZM+aNWtWyZ+oqCh8/vnnAIAlS5bA398fbdu2rTHeHA6nbqN80BHgcDicRxWdTlftb7/99hsGDBiA6dOnIzk5GY6Ojli5ciXmzp1bo58WiwVeXl74+eefK/3m5OTE/hcEQfYbEVVyX5Wbis/0en2l90aOHIn33nsPL730EjIyMjBs2LBK73E4nEcLrmHkcDgcOxEaGgqdTofMzMxKv23btg0BAQF45ZVX0KxZM4SGhuL06dMyN2q1GmVlZbJnTZo0wYULF6BUKhESEiK7XF1dAQDh4eHYsWOH7L1du3ax/00mE7y9vfHrr7/K3Gzfvh0RERG3TdfgwYNx5swZvPPOO/jzzz8xdOjQ277D4XDqNlzDyOFwOHZCq9XixRdfxKRJk6BWq9GqVStcvnwZf/75J0JCQnDmzBmsXLkSsbGxWLNmDVatWiV7v169ejh58iT27t0LX19fGI1GJCUlIS4uDmlpaZg9ezbCw8Nx/vx5rF27FmlpaWjWrBkmTJiAUaNGoVmzZoiPj8cXX3yB/fv3IygoiPk9ceJEpKenIzg4GDExMcjIyMDevXuxbNmy26bLbDajV69emDhxIjp16gRfX1+b5x2Hw3nIeNBGlBwOh/MoU1ZWRjNnzqSAgABSqVTk7+9P//73v4mIaOLEieTi4kIGg4H69+9P8+bNI0dHR/ZuYWEh9e7dm5ycnAgAZWRkEFH5ZpoJEyaQt7c3qVQq8vPzo0GDBtGZM2fYuzNmzCBXV1cyGAw0fPhwevrpp6lly5ayeE2fPp18fHxIpVJRdHQ0rVu3jv0ubXrZs2dPlenKzMwkAPTll1/aLrM4HM5Di0BUhWELh8PhcB4pOnbsCE9PTyxZssQm/i1btgzPPPMMzp8/D7VabRM/ORzOwwtfkuZwOJxHjPz8fCxcuBDJyclQKBRYsWIFNm7ciA0bNtjE75MnT+L111/HmDFjuLDI4fxD4JteOBwO5xFDEASsXbsWbdq0QdOmTbF69Wp88803SEpKum+/33zzTcTExMDDwwOTJ0+2QWw5HE5dgC9JczgcDofD4XBqhGsYORwOh8PhcDg1wgVGDofD4XA4HE6NcIGRw+FwOBwOh1MjXGDkcDgcDofD4dQIFxg5HA6Hw+FwODXCBUYOh8PhcDgcTo1wgZHD4XA4HA6HUyNcYORwOBwOh8Ph1Mj/B1gl0oeZLYphAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "# **1. Violin Plots**\n",
+    "# Plotting a violin plot to visualize the distribution of 'price' for each 'category', using the \"coolwarm\" color palette\n",
+    "sns.violinplot(data=df_filtered_category, x='category', y='price', palette=\"coolwarm\", hue='category', legend=False);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "4eae70ba-bb7e-444e-b12b-1985a15ddcbc",
+   "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>isBestSeller</th>\n",
+       "      <th>boughtInLastMonth</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>category</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Men</th>\n",
+       "      <td>1848929.5</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>246.0</td>\n",
+       "      <td>20.99</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fragrances</th>\n",
+       "      <td>183034.0</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>20.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sports &amp; Outdoors</th>\n",
+       "      <td>1132147.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>18.32</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         uid  stars  reviews  price  isBestSeller  \\\n",
+       "category                                                            \n",
+       "Men                1848929.5    4.3    246.0  20.99           0.0   \n",
+       "Fragrances          183034.0    4.3     17.0  20.00           0.0   \n",
+       "Sports & Outdoors  1132147.5    0.0      0.0  18.32           0.0   \n",
+       "\n",
+       "                   boughtInLastMonth  \n",
+       "category                              \n",
+       "Men                              0.0  \n",
+       "Fragrances                       0.0  \n",
+       "Sports & Outdoors                0.0  "
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "# **1. Violin Plots**\n",
+    "df_filtered_category.groupby([\"category\"]).median(['price']).sort_values(by = 'price', ascending = False).head(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81ca8e8c-9cce-4fa3-be3a-4b6f02f992d6",
+   "metadata": {},
+   "source": [
+    "**Men has the highest median price of $20.99**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "id": "d5809cb4-8034-42bf-a1ba-5d62994019f0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='category', ylabel='price'>"
+      ]
+     },
+     "execution_count": 99,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "# **2. Bar Charts**\n",
+    "top10 = df_filtered_category.groupby([\"category\"]).mean(['price']).sort_values(by = 'price', ascending = False).head(10)\n",
+    "top10_bar = pd.DataFrame(data = top10).reset_index()\n",
+    "top10_bar = top10_bar[['category','price']]\n",
+    "sns.barplot(top10_bar, x=\"category\", y=\"price\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e002dbf8-52a7-4d74-8ccc-7ff0ca0da068",
+   "metadata": {},
+   "source": [
+    "**Fragrances has the highest average price of $28.54**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "id": "4db57b36-0e63-4406-a968-cba804cf6044",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n",
+       " [Text(0, 0, 'Birthday Gifts'),\n",
+       "  Text(1, 0, 'Handmade Clothing, Shoes & Accessories'),\n",
+       "  Text(2, 0, 'Sports & Outdoors'),\n",
+       "  Text(3, 0, 'Handmade Gifts'),\n",
+       "  Text(4, 0, 'Make-up'),\n",
+       "  Text(5, 0, 'Manicure & Pedicure Products'),\n",
+       "  Text(6, 0, 'Bath & Body'),\n",
+       "  Text(7, 0, 'Beauty'),\n",
+       "  Text(8, 0, 'Hair Care'),\n",
+       "  Text(9, 0, 'Skin Care')])"
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "# **3. Box Plots**\n",
+    "top10_categories = df_filtered['category'].value_counts().head(10).index #index permet de récupérer les noms des catégories seulement\n",
+    "df_filtered_category_10 = df_filtered[df_filtered['category'].isin(top10_categories)]\n",
+    "df_filtered_category_10\n",
+    "#ordering to facilitate answers\n",
+    "order = df_filtered_category_10.groupby('category')['stars'].median().sort_values().index\n",
+    "# Plotting a box plot \n",
+    "sns.boxplot(data=df_filtered_category_10, x='category', y='stars', palette=\"coolwarm\", hue='category', legend=False, order = order, showfliers = False);\n",
+    "plt.xticks(rotation = 90, fontsize = 8)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ee4fda96-84b4-4671-8205-7ed900c8c594",
+   "metadata": {},
+   "source": [
+    "**Skin Care has the highest median ratings over 4 stars**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "4a9d74ac-05c5-4bb6-9757-b0f4f869e7a2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(-0.1331642546243379)"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n",
+    "# **1. Correlation Coefficients**\n",
+    "correlation = df['stars'].corr(df['price'], method='spearman')\n",
+    "correlation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4c6c06aa-b4ba-48ae-b40b-cbde6ed6355d",
+   "metadata": {},
+   "source": [
+    "**The Spearman correlation of (-0.133) indicates indicates a very weak (almost inexistent) and negative monotonic relationship between the two variables. This means that when one variable increases, the other also tends to decrease, and has almost no inlfuence on eahc other.**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "id": "668c1966-4b51-4329-a352-8db001fa0f0d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n",
+    "# **2. Visualisation**\n",
+    "# Plotting a scatter plot to visualize the relationship  \n",
+    "sns.scatterplot(data=df, x='stars', y='price');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0234c8b5-55d2-4964-a8a5-65e919692bc1",
+   "metadata": {},
+   "source": [
+    "**The scatterplot of ratings and prices indicates 1) many products with prices between 0 to near $28000 did get any rating 2) Most of the prodcuts rated are within a window of prices 3) Few outliers for both prices and ratings should be removed**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "722eff9b-d1d0-4461-997f-5138f9711faa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1800x1500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n",
+    "# **2. Visualisation**\n",
+    "# Plotting a correlation heatmap to visualize correlations between all numerical variables.\n",
+    "df_numerical =  df[['stars','reviews','price']]\n",
+    "correlation_matrix = df_numerical.corr()\n",
+    "\n",
+    "# Setting up the matplotlib figure with an appropriate size\n",
+    "plt.figure(figsize=(18, 15))\n",
+    "\n",
+    "# Drawing the heatmap for the numerical columns\n",
+    "sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\")\n",
+    "\n",
+    "plt.title(\"Correlation Heatmap for Selected Numerical Variables\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "id": "5c7c2721-9a4f-4146-981a-60a6ca09d13f",
+   "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",
+    "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n",
+    "# **2. Visualisation**\n",
+    "# Generating a Q-Q plot to see if product prices typically follow a normal distribution  \n",
+    "sm.qqplot(df['price'], line='s');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d3143fa4-0f76-4160-87a5-a291c4e6e07a",
+   "metadata": {},
+   "source": [
+    "from the QQ plot of price:\n",
+    "\n",
+    "Lower Tail: In the lower tail (left side of the plot), the data points follow the red line. This indicates a normal distribution.\n",
+    "Upper Tail: In the upper tail (right side of the plot), the data points deviate significantly from the red line, suggesting a long tail or skewness to the right. This indicates that there are more extreme high values than would be expected in a normal distribution.\n",
+    "Central Portion: The central portion of the data points align perfectly with the line, suggesting a normal distribution as well.\n",
+    "Conclusion:\n",
+    "The price data is not normally distributed. It appears to be right-skewed with potential outliers on the higher end and has right heavier tail than a normal distribution. This could influence decisions about data transformations or the types of statistical methods applied to the data. For instance, a log transformation could be considered to address the skewness and make the data more normally distributed."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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
+}
diff --git a/lab-eda-bivariate.ipynb b/lab-eda-bivariate.ipynb
new file mode 100644
index 0000000..e363da8
--- /dev/null
+++ b/lab-eda-bivariate.ipynb
@@ -0,0 +1,963 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "152f9efd-5e77-45de-948e-4427fbd4264f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import numpy as np\n",
+    "\n",
+    "%matplotlib inline "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "4377d6e5-9a86-4811-9c6c-448ad790f25f",
+   "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": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Loading  \n",
+    "df = pd.read_csv(r\"C:\\Users\\Utilisateur\\Downloads\\amz_uk_price_prediction_dataset.csv\\amz_uk_price_prediction_dataset.csv\")\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "72e9c9ca-7845-4e54-9d9a-edb98795edf5",
+   "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": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Generating a crosstab  \n",
+    "crosstab_result = pd.crosstab(df['category'], df['isBestSeller'])\n",
+    "ct['pct'] = crosstab_result[True] / (crosstab_result[True] +crosstab_result[False])\n",
+    "ct = ct.sort_values(by = 'pct', ascending = False)\n",
+    "ct.head(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "907e3263-f437-41d4-8ad3-be2359e5acf8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "36540.20270061387 0.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "from scipy.stats import chi2_contingency\n",
+    "\n",
+    "# Chi-square test '\n",
+    "chi2_statistic, chi2_p_value, _, expected_freq = chi2_contingency(crosstab_result)\n",
+    "\n",
+    "print(chi2_statistic, chi2_p_value)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "a2132a48-219d-4e61-bf75-0fe7c8e9f2df",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.1222829439760564"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from scipy.stats.contingency import association\n",
+    "\n",
+    "# Computing the association between variables in 'crosstab_result' using the \"cramer\" method\n",
+    "association(crosstab_result, method=\"cramer\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "46b7ea1c-b238-4f82-a5c8-64c191fef857",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plotting a stacked bar chart for the 'crosstab_result' data\n",
+    "crosstab_result.plot(kind=\"bar\", stacked=True);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3f4a7717-14d0-4ad9-80b8-7e2c69162264",
+   "metadata": {},
+   "source": [
+    "### Part 1: Analyzing Best-Seller Trends Across Product Categories\n",
+    "**1. Top 3 categories where being a best-seller is more prevalent (> 50 %)**\n",
+    "- Grocery\t \n",
+    "- Smart Home Security & Lighting\t \n",
+    "- Health & Personal Care\n",
+    "\n",
+    "**2. Statistical tests**\n",
+    "\n",
+    "**Chi-square test to determine if the best-seller distribution is independent of the product category**\n",
+    "The null hypothesis of the Chi-square test is that the two categorical variables are independent. Given the  ( p )-value of 0 which is under 0.05, we reject the null hypothesis. This implies that there's a significant association between best-seller and product category in the dataset. However, the p-value is really close from the threshold of 0.05, which suggests a relative significance.\n",
+    "\n",
+    "**Cramér's V**\n",
+    "The Cramér's V value of 0.12 suggests a weak association between the two variables. Though statistically significant, the strength of this relationship is not very strong in practical terms.\n",
+    "\n",
+    "**3. Visualization**\n",
+    "crosstab_result.plot(kind=\"bar\", stacked=True);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "2ebae617-d6fb-47b2-bcff-c1d0e0fc2123",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "**0. Preliminary Step: Remove outliers in product prices**\n",
+    "def tukeys_test_outliers(data):\n",
+    "    Q1 = data.quantile(0.25)\n",
+    "    Q3 = data.quantile(0.75)\n",
+    "    IQR = Q3 - Q1\n",
+    "\n",
+    "    # Define bounds for the outliers\n",
+    "    lower_bound = Q1 - 1.5 * IQR\n",
+    "    upper_bound = Q3 + 1.5 * IQR\n",
+    "\n",
+    "    # Identify the outliers\n",
+    "    outliers = data[(data < lower_bound) | (data > upper_bound)]\n",
+    "\n",
+    "    return outliers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "a7b15640-d5bb-4958-adfa-caca7e794bd4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "10         139.00\n",
+      "19         164.99\n",
+      "25         149.99\n",
+      "28         289.00\n",
+      "31         199.99\n",
+      "            ...  \n",
+      "2443619    166.99\n",
+      "2443627    152.58\n",
+      "2443638    108.77\n",
+      "2443641    166.99\n",
+      "2443643    158.99\n",
+      "Name: price, Length: 327688, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Identify outliers:\n",
+    "data_series = df['price']  # replace 'ColumnName' with your specific column\n",
+    "outliers = tukeys_test_outliers(data_series)\n",
+    "print(outliers)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "3d2a6aa2-c46e-4ee7-9c49-4f2ac4dfcf9a",
+   "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>index</th>\n",
+       "      <th>price</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>10</td>\n",
+       "      <td>139.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>19</td>\n",
+       "      <td>164.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>25</td>\n",
+       "      <td>149.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>28</td>\n",
+       "      <td>289.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>31</td>\n",
+       "      <td>199.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327683</th>\n",
+       "      <td>2443619</td>\n",
+       "      <td>166.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327684</th>\n",
+       "      <td>2443627</td>\n",
+       "      <td>152.58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327685</th>\n",
+       "      <td>2443638</td>\n",
+       "      <td>108.77</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327686</th>\n",
+       "      <td>2443641</td>\n",
+       "      <td>166.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327687</th>\n",
+       "      <td>2443643</td>\n",
+       "      <td>158.99</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>327688 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          index   price\n",
+       "0            10  139.00\n",
+       "1            19  164.99\n",
+       "2            25  149.99\n",
+       "3            28  289.00\n",
+       "4            31  199.99\n",
+       "...         ...     ...\n",
+       "327683  2443619  166.99\n",
+       "327684  2443627  152.58\n",
+       "327685  2443638  108.77\n",
+       "327686  2443641  166.99\n",
+       "327687  2443643  158.99\n",
+       "\n",
+       "[327688 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "outliers = pd.DataFrame(data=outliers)\n",
+    "outliers.reset_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "b874e3ec-497c-4b2d-b958-271bb4698f26",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "# **0. Preliminary Step: Remove outliers in product prices**\n",
+    "# outliers.to_frame()\n",
+    "df_filtered = df[~df['price'].isin(outliers['price'])]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "604de5e4-9e44-4f1c-be68-2775e30ab623",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "# **1. Violin Plots**\n",
+    "top_categories = df_filtered['category'].value_counts().head(20).index #index permet de récupérer les noms des catégories seulement\n",
+    "df_filtered_category = df_filtered[df_filtered['category'].isin(top_categories)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "7b2203ca-4bb9-42af-8558-34fec1a6d98b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "# **1. Violin Plots**\n",
+    "# Plotting a violin plot to visualize the distribution of 'price' for each 'category', using the \"coolwarm\" color palette\n",
+    "sns.violinplot(data=df_filtered_category, x='category', y='price', palette=\"coolwarm\", hue='category', legend=False);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "4eae70ba-bb7e-444e-b12b-1985a15ddcbc",
+   "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>isBestSeller</th>\n",
+       "      <th>boughtInLastMonth</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>category</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Men</th>\n",
+       "      <td>1848929.5</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>246.0</td>\n",
+       "      <td>20.99</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fragrances</th>\n",
+       "      <td>183034.0</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>20.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sports &amp; Outdoors</th>\n",
+       "      <td>1132147.5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>18.32</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         uid  stars  reviews  price  isBestSeller  \\\n",
+       "category                                                            \n",
+       "Men                1848929.5    4.3    246.0  20.99           0.0   \n",
+       "Fragrances          183034.0    4.3     17.0  20.00           0.0   \n",
+       "Sports & Outdoors  1132147.5    0.0      0.0  18.32           0.0   \n",
+       "\n",
+       "                   boughtInLastMonth  \n",
+       "category                              \n",
+       "Men                              0.0  \n",
+       "Fragrances                       0.0  \n",
+       "Sports & Outdoors                0.0  "
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "# **1. Violin Plots**\n",
+    "df_filtered_category.groupby([\"category\"]).median(['price']).sort_values(by = 'price', ascending = False).head(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81ca8e8c-9cce-4fa3-be3a-4b6f02f992d6",
+   "metadata": {},
+   "source": [
+    "**Men has the highest median price of $20.99**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "id": "d5809cb4-8034-42bf-a1ba-5d62994019f0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='category', ylabel='price'>"
+      ]
+     },
+     "execution_count": 99,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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UhWGGiIiI/jVPFGbuvZvJeAGvoiglUxERERHR3/BE18wAwKxZsxAaGgorKytYWVkhNDQU33zzTUnWRkRERPRIT3RmZtiwYZg0aRISExMRFRUFANixYwfeeecdnDlzBqNGjSrRIomIiIge5InCzLRp0zBz5ky0b99e7ffyyy8jLCwMiYmJDDNERET0r3min5kKCgoQGRlZpH9ERATy8/P/cVFEREREj+uJwkzHjh0xbdq0Iv1nzJiB11577R8XRURERPS4nuhnJuDuBcBr165FrVq1AAA7d+5EZmYmOnfurD5jCQAmTpz4z6skIiIieoAnCjO//fYbnn/+eQDAqVOnAABubm5wc3PDb7/9pg7H27WJiIjoaXuiMLNx48aSroOIiIjoiTzx/5khIiIiKgsYZoiIiEjTGGaIiIhI0xhmiIiISNMYZoiIiEjTGGaIiIhI0xhmiIiISNMYZoiIiEjTGGaIiIhI0xhmiIiISNMYZoiIiEjTGGaIiIhI0xhmiIiISNMYZoiIiEjTGGaIiIhI0xhmiIiISNMYZoiIiEjTGGaIiIhI0xhmiIiISNMYZoiIiEjTGGaIiIhI0xhmiIiISNMYZoiIiEjTGGaIiIhI0xhmiIiISNMYZoiIiEjTGGaIiIhI0xhmiIiISNMYZoiIiEjTGGaIiIhI0xhmiIiISNMYZoiIiEjTGGaIiIhI0xhmiIiISNMYZoiIiEjTGGaIiIhI0xhmiIiISNMYZoiIiEjTSjXMbN68GQkJCfD29oaiKPjpp59M3hcRjBgxAt7e3jAYDIiNjcWhQ4dKp1giIiIqk0o1zNy4cQPVq1fH1KlTi31/3LhxmDhxIqZOnYo9e/bA09MTcXFxuH79+r9cKREREZVV5qU58/j4eMTHxxf7nohg8uTJGDp0KFq1agUAmDNnDjw8PLBgwQK89dZbxY6Xl5eHvLw89XVOTk7JF05ERERlRpm9ZiY9PR1ZWVlo1KiR2k+v1yMmJgbbt29/4HhjxoyBg4OD2vn6+v4b5RIREVEpKbNhJisrCwDg4eFh0t/Dw0N9rzhDhgxBdna22mVmZj7VOomIiKh0lerPTI9DURST1yJSpN+99Ho99Hr90y6LiIiIyogye2bG09MTAIqchbl48WKRszVERET0v6vMhhl/f394enpi3bp1ar+//voLmzZtQu3atUuxMiIiIipLSvVnptzcXJw8eVJ9nZ6ejtTUVDg7O6N8+fLo168fRo8ejaCgIAQFBWH06NGwtrZGhw4dSrFqIiIiKktKNczs3bsX9evXV1/3798fANClSxfMnj0bgwYNwq1bt9CrVy9cvXoVNWvWxNq1a2FnZ1daJRMREVEZU6phJjY2FiLywPcVRcGIESMwYsSIf68oIiIi0pQye80MERER0eNgmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNY5ghIiIiTWOYISIiIk1jmCEiIiJNK9NhZsSIEVAUxaTz9PQs7bKIiIioDDEv7QIepWrVqvj111/V1zqdrhSrISIiorKmzIcZc3Nzno0hIiKiByrTPzMBwIkTJ+Dt7Q1/f3+0a9cOp0+ffujweXl5yMnJMemIiIjo2VWmw0zNmjUxd+5crFmzBjNnzkRWVhZq166Ny5cvP3CcMWPGwMHBQe18fX3/xYqJiIjo31amw0x8fDxeeeUVVKtWDS+++CJWrFgBAJgzZ84DxxkyZAiys7PVLjMz898ql4iIiEpBmb9m5l42NjaoVq0aTpw48cBh9Ho99Hr9v1gVERERlaYyfWbmfnl5eThy5Ai8vLxKuxQiIiIqI8p0mHn33XexadMmpKenY9euXWjdujVycnLQpUuX0i6NiIiIyogy/TPT77//jvbt2+PSpUtwc3NDrVq1sHPnTvj5+ZV2aURERFRGlOkws3DhwtIugYiIiMq4Mv0zExEREdGjMMwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaYxzBAREZGmMcwQERGRpjHMEBERkaZpIsx89dVX8Pf3h5WVFSIiIrBly5bSLomIiIjKiDIfZhYtWoR+/fph6NCh2L9/P+rWrYv4+HhkZGSUdmlERERUBpT5MDNx4kS88cYbePPNN1GlShVMnjwZvr6+mDZtWmmXRkRERGWAeWkX8DB//fUXUlJS8N5775n0b9SoEbZv317sOHl5ecjLy1NfZ2dnAwBycnJMhivIu1XC1Zas++t9kLLcjmehDcCz0Y5noQ0A21GWPAttAJ6NdjwLbQCKtsP4WkQePbKUYefOnRMAsm3bNpP+n3zyiVSqVKnYcYYPHy4A2LFjx44dO3bPQJeZmfnIvFCmz8wYKYpi8lpEivQzGjJkCPr376++LiwsxJUrV+Di4vLAcf6pnJwc+Pr6IjMzE/b29k9lHk/bs9AGgO0oS56FNgDPRjuehTYAbEdZ8m+0QURw/fp1eHt7P3LYMh1mXF1dodPpkJWVZdL/4sWL8PDwKHYcvV4PvV5v0s/R0fFplWjC3t5esxum0bPQBoDtKEuehTYAz0Y7noU2AGxHWfK02+Dg4PBYw5XpC4AtLS0RERGBdevWmfRft24dateuXUpVERERUVlSps/MAED//v3RqVMnREZGIioqCjNmzEBGRgZ69OhR2qURERFRGVDmw0zbtm1x+fJlfPTRR7hw4QJCQ0OxcuVK+Pn5lXZpKr1ej+HDhxf5eUtLnoU2AGxHWfIstAF4NtrxLLQBYDvKkrLWBkXkce55IiIiIiqbyvQ1M0RERESPwjBDREREmsYwQ0RERJrGMEP/8xRFwU8//VQi0+ratStatGhRKvMuLRUqVMDkyZPV189Cmx7kcdt25swZKIqC1NTUpzqfeyUnJ0NRFFy7dq3E6vgndc2ePbvI//iaMWMGfH19YWZmZrLNlPS8S0ppbsv3zvv+faykjRgxAuHh4UX6eXh4PHIZFDduadBkmOnatSsURSnSnTx5srRLKzPatm0LRVFgZ2cHvV4PT09PNG7cGDt27ECvXr2gKAq6du361Ob/uDvfgz78jQfmxYsX47nnnoPBYEC5cuXQq1evx64hMzMTb7zxBry9vWFpaQk/Pz/07dsXly9f/hstKfkPhJJUXG2PG6i+/vpr2NnZIT8/X+2Xm5sLCwsL1K1b12TYLVu2QFEUHD9+vKRK16zPP//c5Ljj4uKCJk2aIC0tDbGxsejXrx98fX3Vuy8f5u98EDxqX8nNzX2C1jyZjRs3olmzZnBzc4OVlRUqVqyItm3bYvPmzeowbdu2NdlecnJy8Pbbb2Pw4ME4d+4c/vOf/6jLqziPau+9oe3vatSoEXQ6HXbu3PnY42g1pC9ZsgQNGjSAk5MTrK2tERwcjG7dumH//v3qZ+nIkSNx4MABdVv+6aefMHLkSEyfPh0XLlxAfHz8Uw9U/5QmwwwANGnSBBcuXDDp/P39TYb566+/ntr879y589SmXRKSk5NhaWkJEUFaWhqWLVuG2NhYZGVl4fvvv0f58uWfynxLepl36tQJYWFhOHjwIFasWPHYB/7Tp08jMjISx48fx/fff4+TJ0/i66+/xvr16xEVFYUrV66UaJ3/ppJaxvXr10dubi727t2r9tuyZQs8PT2xZ88e3Lx5U+2fnJwMb29vVKpUqUTm/TBPc78tKfcef9avXw9zc3M0a9ZMfV+n08HT0xPm5kX/+4WI4M6dOyYhUktWrVqFhg0bwsXFBYsWLcKRI0cwb9481K5dG++88446nMFggLu7u/o6IyMDd+7cQdOmTeHl5VXssvk3ZGRkYMeOHXj77bcxa9asRw5fmsf6fzrvwYMHo23btggPD8eyZctw6NAhzJgxAxUrVsT7778PoPhtuXv37gCA5s2bw9PTs8zcfv1Q//BZkKWiS5cu0rx58yL9Y2JipHfv3vLOO++Ii4uL1KtXT0REJkyYIKGhoWJtbS0+Pj7Ss2dPuX79usm4M2bMEB8fHzEYDNKiRQuZMGGCODg4qO8PHz5cqlevLrNmzRJ/f39RFEUKCwtl1apVEh0dLQ4ODuLs7CxNmzaVkydPquOlp6cLAFmyZInExsaKwWCQsLAw2b59u8n8t27dKvXq1RODwSCOjo7SqFEjuXLlioiIFBYWytixY8Xf31+srKwkLCxM/vvf/6rjXrlyRTp06CCurq5iZWUl/v7+AkCio6OlWrVq8t1336nDzp8/X6pVqybNmzcXAPLVV19JkyZNxNzcXMzNzcXCwsJk+mlpafLcc88JALGzs1PnERUVJUePHlXXxejRo8XLy0v8/PwkJiamyIPCRETOnDkjzZo1E0dHR7G2tpaQkBBp2LBhsety48aNAkBsbGxkzZo1cunSJWnXrp2UK1dODAaDhIaGyoIFC4qs/8TERBk4cKBYWFiImZmZvP/++ybDbNu2TczMzESn00mVKlVk7dq1AkDee+89k/VlMBgkKChIrKysirTFzMxMGjduLBcuXJB33nlHHBwcxN7eXvz8/ESv14u5ubnUq1dPUlJS5Pbt25KYmChubm5iYWEh9vb2YmlpaTLvjz/+WGrUqCGWlpbi5uYmlStXFkdHR3F2dpaXX35ZatasWex2PXz4cPHy8hIA4urqKomJiSIi0rx5c3F3dxcbGxtxd3eXjh07yp9//ikiIn379hUAUlBQICIibm5uJuto0KBBEhISInq9XhwdHcXW1laaNWsmer1eAIi3t7cEBweLg4OD6HQ6MTc3F0VRpEGDBtK5c2d1W3n//felXLlyYmZmJubm5mJpaSlmZmaiKIpYWFhI586dJT8/X7Zt2yZOTk5iZmYmtra2oiiKABA3NzepUKGCiIgcOnRIqlWrJgBEp9OJpaWlWFtbS+PGjeX8+fNFtp2/u604OTmJh4eHDB8+3GSY48ePS926dUWv15usr/r16xfZZjdv3lzsA/JWrFihbssAJDAwUBRFEXNzc/n000+LDP/uu++KiAgAiY+PFycnJzEYDBIYGCgNGjSQ5s2bS7Vq1eTDDz+UFStWSFBQkOh0OnXZAJARI0ZIu3btxMvLS8zMzASAWFhYmCyHmJgYiYuLEysrK3FwcBBLS0vR6XRSoUIFqVGjhtjY2Mj777+vtj84OFji4+PVOn18fGTFihUCQBYtWiSRkZHqujYYDFKlShXx8PAQANK4cWOZMmVKsfvR/f3S09PlypUr0qxZM3VbsLCwkAEDBggAWbp0qbo8Dx06JG3atFH3KSsrK7Gysnrk+jYO17t3b7Gzs5Pc3FyT9a0oijg5OUmrVq0EgISEhIifn59JnXq9Xj02LFmyRHbv3i0RERECQOzt7eXixYsiIrJgwQJxcXGRF198UVxcXMTW1lZd3s7OztK9e3e5fv26Om/jfvD666+r+4GIiJ+fnwwfPlzatGkjjo6OYmNjI+bm5jJ37twi27/Rjh07BIBMmTKl2PcLCwvV47fx801EpGvXrkXWi8FgeOAxPSgoSMzMzMTCwkLMzc1Fr9dL69at5erVqyIismnTJjE3N5cLFy6YzL9///5St27dB9b/dz1zYcbW1lYGDhwoR48elSNHjoiIyKRJk2TDhg1y+vRpWb9+vQQHB0vPnj3V8bZu3SpmZmYyfvx4OXbsmHz55Zfi7OxcJMzY2NhI48aNZd++fXLgwAEpLCyUxYsXy5IlS+T48eOyf/9+SUhIkGrVqqkfFsYPx8qVK8vy5cvl2LFj0rp1a/Hz85M7d+6IiMj+/ftFr9dLz549JTU1VX777Tf54osv1A+g999/XypXriyrV6+WU6dOSVJSkuj1eklOThYRkd69e0t4eLjs2bNH0tPTZfXq1aLT6SQgIEDGjRsnDRs2VNvRsGFDmTRpkhpmXFxc5KWXXpKAgABp37696HQ6+eSTT0Sv18vq1avF29tb6tatq7bBy8tLmjdvLnXr1pXatWtLly5dxNbWVjp16iS//fabHDx4UC5fviw+Pj7y0UcfyYULF9SNuGnTphIXFydpaWly6tQp+eWXX6RJkyYPDTMJCQlSvXp1OXjwoIwfP172798vp06dks8//1x0Op3s3LnTZP3b29vL4MGDBYC0bt1aFEWRtWvXiohIQUGBhIaGipeXl9jZ2UlycrL64Xt/mDEzM5P+/fvL4cOHJTQ0VABI9erV5eeff5aNGzdKYGCg1KpVSxwcHGTx4sXy7bffSkxMjFhbW0uDBg3kjTfeEA8PD+nRo4d4e3vL8uXLJSgoSDw9PcXOzk5++eUXdd6WlpbSq1cv2bdvn3h5eYler5cePXrI4cOHpUOHDmIwGMTGxsZku/7vf/8r9vb2kpSUJABk3rx5MmPGDDl//rzo9XoJCgqSI0eOyL59+yQuLk7q168vIiJffvmlAJC9e/eKiEhERIT6ISgiUqNGDXF0dBQzMzNp2rSpLFu2TCwsLASAeHp6Sp06dcTKykqCgoLEwcFBwsPDRafTSVRUlNjb26ttql69uowfP16GDRsmiqKIm5ubuLm5iZ+fn9SrV08URZGZM2eKs7OzBAQEiE6nE3t7e/H09BQA8sYbbwgAmTlzpri6ukrTpk3VOqtXry6RkZFSpUoV6dChQ5Ft5/fff3/sbWXEiBFy/PhxmTNnTrHbSmxsrOzfv182bdqktu3+MHP9+nV56623JCAgQGrVqiXdu3eX3bt3q8v53jATEBAgs2fPlj179siaNWvkxRdflIoVK8q2bdukb9++otfr5ezZswJADQO//vqr9OnTR8zNzdV9MTk5WfR6vTRs2FAcHBwEgDg7O6sfpm3btpU1a9ZIjx49TLZn43Iwtl+v10ulSpWkfPnyoiiKjB07Vg2cXl5eEhsbK/v27ZPQ0FCxt7dX29GjRw9xdHRUjwtfffWVDB8+XMLCwqRq1ari5+cnOp1ObGxsJDAwUN58801xd3cXANKyZUv58MMPZfHixVK9enUJDg4WNzc3OXHihOTn50uvXr3EyspKXFxcpFatWjJhwgQJCAgoEmYCAgKkW7dusm7dOnn33XclPj5e/P39ZeLEiQ9c38OHDxdvb2955513RFEUCQoKkm+//dZkfUdERIjBYFDr/eKLL+TixYsmgXThwoVy+PBhsbGxkXLlyklsbKwkJSWJnZ2dAJBu3bqJiMh//vMfiY2NlXnz5klKSoq6D7i4uMgvv/wi/v7+0rlzZ3XeCQkJYjAY1HU5efJkERHx9fUVNzc36datm/Tv318cHBykUaNGEhwcLHl5eUX2ARGRPn36iK2trfo5U5z7w8z169elW7duatsvXLgggwYNklWrVomnp6d06NBB3Nzc5IMPPhCRu8f0gIAAMRgMEhUVJVOmTJHPP/9cAgMDTfbNSpUqybhx49TXd+7cEXd3d/n2228fWNvfpdkwY9xRjF3r1q0lJiZGwsPDHzn+Dz/8IC4uLurrtm3bStOmTU2Gee2114qEGQsLCzVxP4hxoz948KCI/P+H4zfffKMOc+jQIQGghq327dtLdHR0sdPLzc0VKyurImdy3njjDWnfvr2IiCQkJMjrr79u8n5sbKxYWFiIlZWVKIoivXr1klWrVomVlZX8+eefaph54403TKZfs2ZN6dmzp7zxxhtSo0YNcXJykpUrV6oH1RUrVoiZmZl89913AkA6duwoHh4eRXYoPz8/mTRpkkm/atWqyYgRI0z6FbcubWxs1G89fn5+MnToUAkNDZVz586p4/Xu3Vvc3d1lwIABar+YmBipU6eO7Ny5Uz3w1ahRQwYPHiwiImvWrBGdTicffvihAJA//vhDVq1a9cAzM0lJSSIi8vnnnwsAmT59ujqvMWPGiE6nk08//VTtd+fOHfHx8ZHmzZtLfn6+2NnZiU6nk/nz56vzPn36tHh7e8u4cePUeXt7e0thYaHMmjVLgoODZerUqWJraysFBQWSl5cnZmZmEhAQYLLcJkyYIJUqVZLjx48LANm/f7+IiAwbNky8vb1NPmwzMzMFgBw7dkySkpJEp9PJZ599JiIi4eHhYm5uLgDk3Llz6t/R0dFSu3Zt6dSpkyQkJKgfWsazeQBk9OjRcunSJVEURTp16iTly5dXP/C/+uorERGZNWuWODg4iLW1tZw+fVoAyL59+8TMzEyqVq0qLi4u8vLLL6vfymfOnKm2x8XFRTw9PaVRo0ZqaKtZs6bang8//FA8PDzkcbz00kvFbiv3Km5byczMVN83rq/69eubbLMAxMvLS1JSUiQmJkb69u2rbkf79+83CTM//fSTyTzv/UYsIhISEiJffPGFAJAPPvhAwsLC5KOPPpLc3FwBIIqiqN+CFUVRgwcA9azb+++/L1FRUSLy/9tznTp1ZMCAAepyMLa/Xbt2AkD27NkjNWrUkIYNG4qvr68agDIzM2X9+vVib28vy5YtU/cNEZHy5csLAOnZs6e6LIxn8NavXy/e3t5iMBhkzJgxEhwcrJ5FTE9PN1kPiYmJasAXuXsMUhRFWrdurS5n4/HAeFbFGCoKCwvVaeXl5YnBYJA1a9Y8cH2vXbtW3Nzc5M6dO1KjRg1p0KCBREdHm6xv4+eIcX0vXbpURERdh/cey1966SW1vZMnT5bWrVuLt7e3+Pj4iMjdD/Fp06aJyN2z/05OTpKdna22d8WKFaIoijrvLl26iIeHh7qsjfN2cXERd3d3GTx4sHh5eUlaWppJe4vTpEkTCQsLM+k3YcIEk+Os8Qus8Uy2cVv+7LPP1C84RsZj+rhx4yQiIkJE7h7TY2Jiit1XzMzM1C+yY8eOlSpVqqjv//TTT2Jra6ueFSsJmr1mpn79+khNTVW7zz//HAAQGRlZZNiNGzciLi4O5cqVg52dHTp37ozLly/jxo0bAIBjx47hhRdeMBnn/tcA4OfnBzc3N5N+p06dQocOHRAQEAB7e3v1up2MjAyT4cLCwtS/vby8ANx9+jcApKamomHDhsW28/Dhw7h9+zbi4uJga2urdnPnzsWpU6cAAD179sTChQsRHh6OQYMGYfv27fDz80Pjxo2xbNkyVK5cGcuWLcNLL72EqlWrwtXVVZ2+j4+PyfRTUlIwffp0zJ07FxkZGahevToMBoPahujoaBQWFuLWrVsAgNu3b6NatWqwtLQstv579enTB6NGjUJ0dDSGDx+OtLQ0AEXXZWpqKqZMmQIAGDduHEaNGoXmzZujatWqqFy5MlxcXDBt2jRcunTpocvZuKyNy/nIkSMoX768+hRWRVEQFRVVbK1mZv+/axiXV2BgoNrPzs4OBQUF6vgXL17E22+/jatXr2LFihVwcHBAbm4uCgoKEB0drc7b398fL7zwAo4cOaKOGxwcDEVRkJKSgpMnT2LgwIHIzc2FnZ0dnJ2dUVhYCE9PT5P6Xn31Vdy6dQv16tUDAGzYsAH5+flISUnBhQsXsHz5cnVbqVy5MgCo24u5uTmSk5MhIjhz5ox67cY333yj3r3Qpk0b7NmzB3v27MHKlSsB3N1PgLvPSwPubjsuLi4wNzfHn3/+iYiICJPlfurUKXz66afIzs7GzZs3ERAQAACIiopCYWEh/vjjD4SFhSE7OxsAEBoaij59+qjDXLt2DX/88Qc2btyoPostNTVVbU9hYaG6bu9VUFCATz75BGFhYXBxcYGtrS3Wrl37RNuKj4+P+v6928q92+yuXbvQqFEjxMfH4/bt20Xqude9x6cbN25g3bp1OHr0KBwdHWFra4ujR4+qdYaFheG1117D/PnzYWNjAwsLC5ibm2PIkCGIiYlB06ZNIff8A/dp06YBAMaPH4+0tDSEhYWhSpUqAICtW7di8uTJJsshLCxMPc55eHjAy8sL+/btQ/fu3WEwGODo6AgfHx+kpKQgNzcX7dq1AwDcunULtra2yMzMBHD3Qt/t27cjISEBeXl5AICEhARcuHABhYWF8PDwMFlPly5dQo8ePVCpUiVs3boVX3/9NXJzc9W6qlevDgBYv349fHx88O2332L79u0AgIkTJ+Kbb74BcPe6ODs7O9jY2MDS0hJWVla4desWXn755Qeu71mzZqFt27YwNzeHl5cX3N3dsWvXLmzatMlkfRufBVice7cb4wOPq1atik2bNiE2NhahoaG4dOkSsrKycPz4cYSGhqJHjx4YNGgQcnJy4O3trbY3OjoaIgJ3d3d13tWqVVP3a6O8vDxcvHgRY8eORXZ2NqKiouDs7Izbt2+r+3VxFEUxed2tWzekpqZi+vTp6udf/fr11fVh3JY//vhjdZzFixejTp06yMzMxODBgzFs2DB12fbp0webN2+Gubk5Zs6cqR7Tjfu48ZjRtWtXnDx5Ur3g+ttvv0WbNm1gY2PzwNr/Ls2GGRsbGwQGBqqdMSDcv3DOnj2Ll156CaGhoViyZAlSUlLw5ZdfAvj/i6tEpMhKv/cgce8875eQkIDLly9j5syZ2LVrF3bt2gWg6EWMFhYW6t/GeRUWFgKAGhaKYxxmxYoVJh/2hw8fxuLFiwEA8fHxOHv2LPr164fz58+jYcOG2Lt3L3Q6HeLi4jB+/HiYm5vDxsamyA5ubKdx+h07dsQLL7yAw4cPo1mzZibL5d42GD/sReSxN8g333wTp0+fRqdOnXDw4EFERkbiyJEjRdZlYGCg+gFrPHDY29vj9u3buHDhAgYOHAhzc3PUr1+/2OUcGBgIRVFw+PBhKIqiLkNjW48ePQonJye4urqq7bt/fRcUFKh/G4cpbh0ade3aFSkpKahWrRrq1q2L1NRU9bZURVFMpm/c3ozTuHd7iIiIwMKFCwEAq1evRmpqKl544YUiH7y+vr44duwYPvroIwDA6NGjUa9ePRQUFMDX17dIQDxx4gTq1asHMzMz6HQ6bNmyBQcOHICFhQWcnZ0BQA1h5ubmcHJygr+/P27cuAFPT08EBgaiXLlyMDc3x5YtWwAA5cqVM1ke9y/DhIQE3Lp1Cy4uLvD391dD0aRJk9CyZUvY2tqq4xnD3KJFiwAAixYtwm+//QZzc3OEh4ejdevWAIA9e/ao7alatWqx++mECRMwadIkDBo0CBs2bEBqaioaN2780H3S2Ib7t5X73ze6d5t94YUXMGvWLNy4cQMXLlwoMt697t1XBg4ciMOHD8PLywtbtmxBamoqqlWrptZpYWGBDh064Pjx49i3b5964XBiYiJsbGxga2urTgcAxowZA+DulxtLS0uEhISobXzuuedQv359k+VgYWGhfvmaN28esrOzcfXqVXTt2tWk/YWFhfDy8sLWrVvVfuvWrcOGDRsAAA4ODvj666+xbds29f0tW7bAx8dHXbfG5WqsNyUlBZMnT8Zzzz2HDh06wMXFRa2rSpUq8PX1RUhICAoKCtClSxd8++23AO4GTuN2Fx4ejtTUVPTu3Ru2trYYP348li1bhh07dhS7vgsKCvDTTz/hq6++grm5OZYtW4ZFixYhPz+/yF1NNjY2RfZxo3u3G2PwOnz4MLZs2YLY2FhUrlwZd+7cwcaNG+Hu7o7Ro0cjJSUFMTExiIiIQGpqqkl77/egeRuDec+ePdX9+vjx4+jQoUOx0wkKCsKpU6dMLiJ2dHRU9+V75+fs7Ay9Xq9uy8ZQunPnTrRr1w7x8fFwd3fHu+++i6FDh6q1v/nmm+jbty9sbW3VY/oXX3xR5Njm7u6OhIQEJCUl4eLFi1i5ciW6detWbN1PSrNh5nHt3bsX+fn5mDBhAmrVqoVKlSrh/PnzJsNUrlwZu3fvLjLeo1y+fBlHjhzBBx98gIYNG6JKlSq4evXq364xLCwM69evL/a9kJAQ6PV6ZGRkFPnA9/X1VYdzc3ND165d8d1332Hy5MlqIgbuXq3+119/wczMzOSgAgDnzp0zmf7Ro0fx3HPPITAwEDVr1kRqaqp6FgYAtm3bBjMzs0c+6NPS0tIkEBj5+vqiR48e+PHHHzFgwIAH3uprPBti/Ea2ZcsWtG/fHq+++iqGDBmCt956S/1meD8XFxfExcXhq6++MqkhJCQEGRkZmDdvnnrr+o4dOwCgyHq79xu28a6Le6dlbW0NRVHUg+CWLVvQu3dvnDt3Dvb29tDr9bh69Sp0Oh22bt2qzvvs2bPYu3cvqlSpos776NGjEBE8//zzOHHiBE6cOAE7OztER0cjMDAQBoOh2LsJDAYD4uLiANw9q7Jjxw6UK1cO165dg7W1dZHtxcbGBm5ubrh16xZycnIwefJkxMTEwNvbGwBw6NAhXL16FeXKlcPu3bsRExMDGxsbXLhwAWZmZrC1tUV+fj7++usveHh4YP/+/bh8+TLy8/Ph6uqK/fv3q7Xl5OTgyJEjaN++PW7cuAFbW1vY2dkBuPuBZG9vD3t7e6SlpcHBwQEigosXL6rf4MuXL4/KlSsjIiIChw4dwsGDB2FpaYlq1aqp7bGysip2/W/ZsgXNmzdHx44dUb16dQQEBODEiRPFDvsgxvV177HCuL6KoyiKGvCL2+4fVGdERARsbW1RrVo1eHp64syZMybD+Pj4oF69epg/fz4KCwthZ2cHDw8PhISE4MCBAyhXrpwaoIz7w7Fjx9CyZUvcuHED8fHxAIArV67A2tq6yHIwnuWaPn06MjIy4O3tjby8PNy+fRvXrl3D+fPn8fzzzyMrK0v91q3T6fDDDz+gQoUKJm0xBk7g7ofXpUuXim33nj170KdPH7z00ktwcnICAJNhQ0JCcO7cOXh7eyMiIgKTJ08u9q6jU6dOwd3dHUeOHEHLli0xYMAAJCQkoHr16sWu76NHj8LHxwcHDhxAamoq6tevj4SEBEyePBn79u175Pou7u4rY6CcOXMmFEVBSEgIKlWqhIKCAixfvhwxMTHYsmUL+vTpg6ZNm+LEiRMoKChQ27tt2zYoioKLFy8+dN6Wlpa4desWli5dihkzZmDp0qXqfmA803y/9u3bIzc3F1999VWx7z/IvV+0tm3bBj8/PwwdOlQ9U3z27FmT4R0cHHDt2jVMnToVAwYMwMyZM7Fjxw6YmZmZ3P345ptvYuHChZg+fToqVqyI6Ojov1XXozzzYaZixYrIz8/HF198gdOnT2PevHn4+uuvTYZJTEzEypUrMXHiRJw4cQLTp0/HqlWrHpjMjZycnODi4oIZM2bg5MmT2LBhg3oK/u8YMmQI9uzZg169eiEtLQ1Hjx5Vf0axs7PDu+++i3feeQdz5szBqVOnsH//fnz55ZeYM2cOAODDDz/Ezz//jJMnT+LQoUP48ccfoSgKMjMzkZaWhoyMDIwePRpWVlZo3ry5ybx//vlnvPjii+jTpw9atGiB3bt3o2HDhvjyyy8hIrCyssKnn34K4O4BKzExEZ06dYKLi8tD21ShQgVs3rwZ586dU3fcfv36Yc2aNUhPT8e+ffuwYcOGIv9Uy8h4S+e7776LuXPnwtXVFcuXL8e2bdtgMBiQlJT00G/BU6dORV5eHnbs2IE//vgDmZmZyM/Ph7m5ORRFQfv27bFlyxYMHToUALBy5Urs27dPPWDfe+AyHnB//fVX/PHHH+rPInq9Hp9++imWLl0KX19ffPDBB7h8+TKuXLmC1157DQaDAdHR0Rg4cCDy8/NRoUIFREVFIScnByEhIeq8L126hMTERERGRsJgMGDIkCF45ZVXcPbsWWzatAknT57E9evXTdo3e/ZszJo1Sw2ty5cvh8FgwDvvvKO2+7vvvsPy5csxbdo0NG/eHOnp6ahZsyasra3h6uqKefPmwcbGBr///jsAqGcWevbsiVmzZkFRFJw9exaFhYVIT0+HiKBhw4Zo164dXFxcMGrUKMTFxcHMzAynTp3C1atX1X3G1tYWLi4uyMzMhF6vx4kTJ9TbPX/77Tfs3r0brq6uKCwsxOHDh+Hh4YFXX30Vw4cPB3A3WI0dOxatWrXCzZs3kZaWBp1Oh9OnT2Pt2rXo1q3bA0NDYGAg1q1bh+3bt+PIkSN46623kJWV9cBtpTgvvvgigoOD0blzZxw4cMBkWwHunvbPyspCVlYWjhw5gsTEROTm5qJatWrYtWuXukzv//Jwf50nT57EqVOnsGjRIrzyyivFtum1117DwoULUVhYqJ5F69GjB06dOoUqVargu+++A3D37Apw96zwjz/+CGtra2zcuBEA8Oeff+LAgQNFlkPlypURGxuL33//HWfOnIGnpyf+85//wMrKCu7u7ujcuTPc3NwQEhKCnj17AgBat26NKVOmoEmTJgCA8+fPw9XVVa0DALp3717s2S3g7s/18+bNw5EjR2BtbY0lS5bAysoKubm5KCwsxJYtW+Dt7Y3k5GScP38ec+bMeeCZiubNm8NgMGDVqlX48ssv0alTJ3Ts2LHY9X3o0CG0bt0aoaGhCA0Nhb29PZycnNCtWzfcvHkT3t7e6Ny5M3Jzc3Hu3DmT9Q1A/Rno0qVLRb78LFq0CDExMVAUBTY2NjAzM8OiRYsQGxuLwMBAzJs3DxERETAzM0OdOnVgZWWFEydOqMdT47Z25coVXL58uci8bWxsYGNjg08++QSffvopRowYgd69e6Nv377qtna/qKgoDBgwAAMGDED//v2xdetWnD17Fjt37lT3b0VRkJeXh9zcXNy5c0fdlo1f5gIDA5GRkYGFCxfC3d0ds2fPxpIlS9R1269fP5w8eRJ6vR6tWrXC8uXL4erqij59+qBNmzYmP483btwYDg4OGDVqFF5//fVia/5HSuzqm3/Rw+5m6tu3b5H+EydOFC8vLzEYDNK4cWOZO3euAFBvHRO5e3GW8VbOFi1ayKhRo8TT01N9//4L9YzWrVsnVapUEb1eL2FhYZKcnGxy4da9FwIaXb16VQDIxo0b1X7JyclSu3Zt9ZbYxo0bq/UVFhbKlClTJDg4WCwsLMTNzU0aN24smzZtEhGRjz/+WKpUqaJeBd+sWTP19lnjxZfBwcHywQcfyM2bN0VE1AuAv/zyS4mLi1NvzdbpdCbTv/fWbCcnJ/VWwv379wsAeeWVV4pdFzt27JCwsDD1gkARkbffflsqVqwoer1e3NzcpFOnTtKuXbuH3s00dOhQqVSpkno7rvH2ZXd3d3F1dZVmzZo9cP2fOXNGfH19xcrKSiwsLMTX11c6duwotWrVEktLS6lUqZKsXr1aAEh4eLjY2NhIhQoVBIDY2tqqFwAbazHeahwTEyNJSUni4OAgffv2FXt7e7G1tRUPDw8xMzMTGxsb+e9//yt+fn4ybtw4SUxMFFdXV/XWbAsLC5N5339rdmhoqLi6uoper5eAgADx8vKSHj16mCyfpUuXSs2aNcXW1lYASFhYmPz6668iItKyZUv1YsV7uy5duqjjGu9EiYmJkdGjRwsAdb0UFhbKRx99pN5RYW1tLb6+vmJmZibW1tbi6Ogoer2+yK3Zr776qtSsWVPd/o37hk6nE51Op9514+HhIUFBQdK0aVOTW7O9vLzE1dVVgLu3mrds2VLS0tIkMjJSvejTYDBI5cqVpV+/fvLjjz8WuUhRROTy5cvSvHlzsbW1FXd3d/nggw+kc+fOJttZcceK5s2bq8tIROTYsWNSp06dIttK/fr1TZarnZ2d1KhRQxYvXizHjh2TWrVqqdv9/bdm33vMSU9Pl5iYGPWWdQASHBysXshrPIZcvXpVnd69x6BffvlFAgMD1bu8jBdw1qhRQ1544QWxsbERS0tLAaC2wbgc7m3/+fPnxdvbW4C7/wphwYIF4u7uLiNHjlTbHxgYqF6obTxGGO940el04urqKq6uruoF5OPGjZPg4GCxtLRU9xXjBcDLly+XyMhI0ev1UqFCBQkKClLbn56eLh9//LF695KxptmzZ6vLxLg8jx49Kp07dxZnZ2d1GRoMBhk4cGCR9f38888LANm9e3ex6zshIUHq168vderUEUVRxNHRUV3fxvVgvDhdp9OJn5+fybEBgEydOlVERJKSktTl/ttvv8m+ffvU9vr5+UnVqlXV/cp4PDVua8bjx/3z9vPzk5EjR0rnzp3F1dVVLC0tRVEUiYqKkuzs7CL7wL0WLVoksbGx4uDgIBYWFuLj4yMdOnSQnTt3SpcuXYrdlgcNGqTuWwMHDhQXFxextrZW/yXDvcd0JycnURRFbG1txWAwiJWVlbRq1Ur91yL3GjZsmOh0umL/pcI/pYg8ID7/j+vevTuOHj2qXh/wLFIUBUuXLv1b/36fypadO3ciKioKf/75p8mF3SUtLi4Onp6e6rf/+xUWFqJKlSpo06aNycWDf9f8+fPx+uuvIzs7GwaDASKCypUr46233nqis570eOLi4lClShV8/vnn+P333+Hr64tff/31gTcmED2J7t27448//sCyZctKfNql8y8Yy6DPPvsMcXFxsLGxwapVqzBnzpy//Vsj0b8lPz8fZ86cwfjx41G9evUSDTI3b97E119/jcaNG0On0+H777/Hr7/+inXr1qnDnD17FmvXrkVMTAzy8vIwdepUpKenP/BixAeZO3cuAgICUK5cORw4cACDBw9GmzZtYDAYcPHiRcybNw/nzp17OqelCVeuXMHEiROxYcMGvPfee9i+fTsGDRqEChUqFLmjhuhJZWdnY8+ePZg/fz5+/vnnpzOTEj/Xo1GvvvqquLm5iZWVlYSEhKj/G+BZhntOY5K27N+/X/1HVQcOHCjRad+8eVMaNmwoTk5OYm1tLc8995wsWbLEZJiMjAypXbu22Nvbi52dnURFRak/e/4dY8eOVf9zcoUKFaRfv35y48YNERH156b58+eXSLuoKD8/P7G2thYPDw/1H8W1aNFCzpw5U9ql0TMkJiZGDAaD9OvX76nNgz8zERERkaY983czERER0bONYYaIiIg0jWGGiIiINI1hhoiIiDSNYYaIiIg0jWGGiIiINI1hhojKhBEjRiA8PLy0yyAiDWKYISIqxp07d0q7BCJ6TAwzRFRiCgsLMXbsWAQGBkKv16N8+fL45JNPAACDBw9GpUqVYG1tjYCAAAwbNkwNDLNnz8bIkSNx4MAB9Wm+s2fPBnD3X6H/5z//gbu7O+zt7dGgQQMcOHDAZL6jRo2Cu7s77Ozs8Oabb+K9994zOctTWFiIjz76CD4+PtDr9QgPD8fq1avV98+cOQNFUfDDDz8gNjYWVlZWmDFjBuzt7bF48WKTef3yyy+wsbEp8iRzIio9DDNEVGKGDBmCsWPHYtiwYTh8+DAWLFgADw8PAICdnR1mz56Nw4cPY8qUKZg5cyYmTZoEAGjbti0GDBiAqlWr4sKFC7hw4QLatm0LEUHTpk2RlZWFlStXIiUlBc8//zwaNmyIK1euALj7cMpPPvkEY8eORUpKCsqXL49p06aZ1DVlyhRMmDABn332GdLS0tC4cWO8/PLLOHHihMlwgwcPRp8+fXDkyBG0bNkS7dq1Q1JSkskwSUlJaN26Nezs7J7WYiSiv+upPSiBiP6n5OTkiF6vl5kzZz7W8OPGjZOIiAj19fDhw6V69eomw6xfv17s7e3l9u3bJv0rVqwo06dPFxGRmjVrSu/evU3ej46ONpmWt7e3fPLJJybD1KhRQ3r16iUiIunp6QJAJk+ebDLMrl27RKfTyblz50RE5M8//xQLCwtJTk5+rDYS0b+DZ2aIqEQcOXIEeXl5aNiwYbHvL168GHXq1IGnpydsbW0xbNgwZGRkPHSaKSkpyM3NhYuLC2xtbdUuPT0dp06dAgAcO3YML7zwgsl4977OycnB+fPnER0dbTJMdHQ0jhw5YtIvMjKyyHSqVq2KuXPnAgDmzZuH8uXL84nSRGWMeWkXQETPBoPB8MD3du7ciXbt2mHkyJFo3LgxHBwcsHDhQkyYMOGh0ywsLISXlxeSk5OLvOfo6Kj+rSiKyXtSzPNzixvm/n42NjZFxnvzzTcxdepUvPfee0hKSsLrr79eZDwiKl08M0NEJSIoKAgGgwHr168v8t62bdvg5+eHoUOHIjIyEkFBQTh79qzJMJaWligoKDDp9/zzzyMrKwvm5uYIDAw06VxdXQEAwcHB2L17t8l4e/fuVf+2t7eHt7c3tm7dajLM9u3bUaVKlUe2q2PHjsjIyMDnn3+OQ4cOoUuXLo8ch4j+XTwzQ0QlwsrKCoMHD8agQYNgaWmJ6Oho/Pnnnzh06BACAwORkZGBhQsXokaNGlixYgWWLl1qMn6FChWQnp6O1NRU+Pj4wM7ODi+++CKioqLQokULjB07FsHBwTh//jxWrlyJFi1aIDIyEomJiejevTsiIyNRu3ZtLFq0CGlpaQgICFCnPXDgQAwfPhwVK1ZEeHg4kpKSkJqaivnz5z+yXU5OTmjVqhUGDhyIRo0awcfHp8SXHRH9Q6V90Q4RPTsKCgpk1KhR4ufnJxYWFlK+fHkZPXq0iIgMHDhQXFxcxNbWVtq2bSuTJk0SBwcHddzbt2/LK6+8Io6OjgJAkpKSROTuhcWJiYni7e0tFhYW4uvrK6+99ppkZGSo43700Ufi6uoqtra20q1bN+nTp4/UqlXLpK6RI0dKuXLlxMLCQqpXry6rVq1S3zdeALx///5i27V+/XoBID/88EPJLSwiKjGKSDE/LhMRaVhcXBw8PT0xb968Epne/Pnz0bdvX5w/fx6WlpYlMk0iKjn8mYmINO3mzZv4+uuv0bhxY+h0Onz//ff49ddfsW7duhKZdnp6OsaMGYO33nqLQYaojOIFwESkaYqiYOXKlahbty4iIiLwyy+/YMmSJXjxxRf/8bTHjRuH8PBweHh4YMiQISVQLRE9DfyZiYiIiDSNZ2aIiIhI0xhmiIiISNMYZoiIiEjTGGaIiIhI0xhmiIiISNMYZoiIiEjTGGaIiIhI0xhmiIiISNP+D56qvJhIZC5jAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "# **2. Bar Charts**\n",
+    "top10 = df_filtered_category.groupby([\"category\"]).mean(['price']).sort_values(by = 'price', ascending = False).head(10)\n",
+    "top10_bar = pd.DataFrame(data = top10).reset_index()\n",
+    "top10_bar = top10_bar[['category','price']]\n",
+    "sns.barplot(top10_bar, x=\"category\", y=\"price\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e002dbf8-52a7-4d74-8ccc-7ff0ca0da068",
+   "metadata": {},
+   "source": [
+    "**Fragrances has the highest average price of $28.54**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "id": "4db57b36-0e63-4406-a968-cba804cf6044",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n",
+       " [Text(0, 0, 'Birthday Gifts'),\n",
+       "  Text(1, 0, 'Handmade Clothing, Shoes & Accessories'),\n",
+       "  Text(2, 0, 'Sports & Outdoors'),\n",
+       "  Text(3, 0, 'Handmade Gifts'),\n",
+       "  Text(4, 0, 'Make-up'),\n",
+       "  Text(5, 0, 'Manicure & Pedicure Products'),\n",
+       "  Text(6, 0, 'Bath & Body'),\n",
+       "  Text(7, 0, 'Beauty'),\n",
+       "  Text(8, 0, 'Hair Care'),\n",
+       "  Text(9, 0, 'Skin Care')])"
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+    "# **3. Box Plots**\n",
+    "top10_categories = df_filtered['category'].value_counts().head(10).index #index permet de récupérer les noms des catégories seulement\n",
+    "df_filtered_category_10 = df_filtered[df_filtered['category'].isin(top10_categories)]\n",
+    "df_filtered_category_10\n",
+    "#ordering to facilitate answers\n",
+    "order = df_filtered_category_10.groupby('category')['stars'].median().sort_values().index\n",
+    "# Plotting a box plot \n",
+    "sns.boxplot(data=df_filtered_category_10, x='category', y='stars', palette=\"coolwarm\", hue='category', legend=False, order = order, showfliers = False);\n",
+    "plt.xticks(rotation = 90, fontsize = 8)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ee4fda96-84b4-4671-8205-7ed900c8c594",
+   "metadata": {},
+   "source": [
+    "**Skin Care has the highest median ratings over 4 stars**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "4a9d74ac-05c5-4bb6-9757-b0f4f869e7a2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float64(-0.1331642546243379)"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n",
+    "# **1. Correlation Coefficients**\n",
+    "correlation = df['stars'].corr(df['price'], method='spearman')\n",
+    "correlation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4c6c06aa-b4ba-48ae-b40b-cbde6ed6355d",
+   "metadata": {},
+   "source": [
+    "**The Spearman correlation of (-0.133) indicates indicates a very weak (almost inexistent) and negative monotonic relationship between the two variables. This means that when one variable increases, the other also tends to decrease, and has almost no inlfuence on eahc other.**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "id": "668c1966-4b51-4329-a352-8db001fa0f0d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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bEUunD0ZdsxtNTg+SDFpYEnUMVURERDHAYNUFmBMYpIiIiDoDXgokIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghDFZERERECmGwIiIiIlIIgxURERGRQhisiIiIiBTCYEVERESkEAYrIiIiIoUwWBEREREphMGKiIiISCEMVkREREQKYbAiIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghDFZERERECmGwIiIiIlIIgxURERGRQhisiIiIiBTCYEVERESkEAYrIiIiIoUwWBEREREphMGKiIiISCEMVkREREQKYbAiIiIiUgiDFREREZFCOn2wOnToEH79618jLS0NCQkJGDRoEMrLy/3rhRBYsGABsrKyYDQaMXbsWOzatStgGy6XC7NmzYLFYoHJZMLUqVNx8ODBgDINDQ0oKiqC2WyG2WxGUVERGhsbA8pUVVVhypQpMJlMsFgsmD17Ntxu91nbdyIiIoovnTpYNTQ0oLCwEFqtFh9//DG+/vprPPPMM+jWrZu/zOLFi7FkyRIsW7YM27ZtQ2ZmJsaPH4+mpiZ/mTlz5mD16tUoLS1FWVkZmpubMXnyZMiy7C8zY8YMVFRUYM2aNVizZg0qKipQVFTkXy/LMiZNmgS73Y6ysjKUlpZi1apVmDt3blSOBREREcUB0YnNmzdPjBw5ssP1Pp9PZGZmikWLFvmXOZ1OYTabxQsvvCCEEKKxsVFotVpRWlrqL3Po0CGhUqnEmjVrhBBCfP311wKA2LJli7/M5s2bBQDx7bffCiGE+Oijj4RKpRKHDh3yl1m5cqXQ6/XCarV2WEen0ymsVqv/78CBAwJAyMcQERFR52K1WiM6f3fqFqv33nsPQ4YMwS9+8Qukp6dj8ODBePnll/3r9+3bh5qaGkyYMMG/TK/XY8yYMdi0aRMAoLy8HB6PJ6BMVlYW8vLy/GU2b94Ms9mMoUOH+ssMGzYMZrM5oExeXh6ysrL8Za666iq4XK6AS5MnKykp8V9eNJvN6NWr1xkeFSIiIuqsOnWw+v7777FixQrk5ubiX//6F26//XbMnj0bf//73wEANTU1AICMjIyAx2VkZPjX1dTUQKfTISUlJWSZ9PT0oOdPT08PKHPy86SkpECn0/nLtOeBBx6A1Wr1/x04cOBUDgERERHFEU2sKxCKz+fDkCFDsHDhQgDA4MGDsWvXLqxYsQI33nijv5wkSQGPE0IELTvZyWXaK386ZU6m1+uh1+tD1oWIiIi6hk7dYtWjRw/0798/YFm/fv1QVVUFAMjMzASAoBaj2tpaf+tSZmYm3G43GhoaQpY5cuRI0PMfPXo0oMzJz9PQ0ACPxxPUkkVERETnpk4drAoLC7F79+6AZf/973/Ru3dvAEB2djYyMzOxbt06/3q3243169djxIgRAICCggJotdqAMtXV1aisrPSXGT58OKxWK7788kt/ma1bt8JqtQaUqaysRHV1tb/M2rVrodfrUVBQoPCeExERUVyKQkf60/bll18KjUYjnnjiCbFnzx7xxhtviISEBPH666/7yyxatEiYzWbx9ttvi507d4rp06eLHj16CJvN5i9z++23i549e4pPPvlEfPXVV+KKK64Ql1xyifB6vf4yV199tRg4cKDYvHmz2Lx5s8jPzxeTJ0/2r/d6vSIvL0+MGzdOfPXVV+KTTz4RPXv2FMXFxae0T5GOKiAiIqLOI9Lzd6cOVkII8f7774u8vDyh1+vFxRdfLF566aWA9T6fTzz88MMiMzNT6PV6MXr0aLFz586AMg6HQxQXF4vU1FRhNBrF5MmTRVVVVUCZ+vp6ccMNN4ikpCSRlJQkbrjhBtHQ0BBQZv/+/WLSpEnCaDSK1NRUUVxcLJxO5yntD4MVERFR/In0/C0JIURs28zOLTabDWazGVarFcnJybGuDhEREUUg0vN3p+5jRURERBRPGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKeS0g9U//vEPFBYWIisrC/v37wcAPPfcc3j33XcVqxwRERFRPDmtYLVixQrcfffd+OlPf4rGxkbIsgwA6NatG5577jkl60dEREQUN04rWC1duhQvv/wyHnzwQajVav/yIUOGYOfOnYpVjoiIiCienFaw2rdvHwYPHhy0XK/Xw263n3GliIiIiOLRaQWr7OxsVFRUBC3/+OOP0b9//zOtExEREVFc0pzOg+69917ceeedcDqdEELgyy+/xMqVK1FSUoK//OUvSteRiIiIKC6cVrD6zW9+A6/Xi/vuuw8tLS2YMWMGzjvvPPzpT3/C9ddfr3QdiYiIiOKCJIQQZ7KBuro6+Hw+pKenK1WnLs1ms8FsNsNqtSI5OTnW1SEiIqIIRHr+Pq0Wq3379sHr9SI3NxcWi8W/fM+ePdBqtbjgggtOZ7NEREREce20Oq/PnDkTmzZtClq+detWzJw580zrRERERBSXTitYbd++HYWFhUHLhw0b1u5oQSIiIqJzwWkFK0mS0NTUFLTcarX6Z2EnIiIiOtecVrAaNWoUSkpKAkKULMsoKSnByJEjFascERERUTw5rc7rixcvxujRo9G3b1+MGjUKALBx40bYbDZ8+umnilaQiIiIKF6cVotV//79sWPHDvzyl79EbW0tmpqacOONN+Lbb79FXl6e0nUkIiIiigtnPI8VnRrOY0VERBR/FJ/HaseOHcjLy4NKpcKOHTtClh04cGDkNSUiIiLqIiIOVoMGDUJNTQ3S09MxaNAgSJKE9hq7JEniyEAiIiI6J0UcrPbt24fu3bv7/01EREREgSIOVr179wYAeDweLFiwAPPnz0efPn3OWsWIiIiI4s0pjwrUarVYvXr12agLERERUVw7rekWrr32WrzzzjsKV4WIiIgovp3WBKE5OTl47LHHsGnTJhQUFMBkMgWsnz17tiKVIyIiIoonpzWPVXZ2dscblCR8//33Z1SprozzWBEREcUfxeexOtGJowLbcpkkSaezKSIiIqIu47T6WAHAK6+8gry8PBgMBhgMBuTl5eEvf/mLknUjIiIiiiun1WI1f/58PPvss5g1axaGDx8OANi8eTN+//vf44cffsDjjz+uaCWJiIiI4sFp9bGyWCxYunQppk+fHrB85cqVmDVrFurq6hSrYFfDPlZERETxJ9Lz92ldCpRlGUOGDAlaXlBQAK/XezqbJCIiIop7pxWsfv3rX2PFihVBy1966SXccMMNZ1wpIiIionh0Wn2sgNbO62vXrsWwYcMAAFu2bMGBAwdw44034u677/aXW7JkyZnXkoiIiCgOnFawqqysxKWXXgoA+O677wAA3bt3R/fu3VFZWekvxykYiIiI6FxyWsHqs88+U7oeRERERHHvtOexIiIiIqJADFZERERECmGwIiIiIlIIgxURERGRQhisiIiIiBTCYEVERESkEAYrIiIiIoUwWBEREREphMGKiIiISCEMVkREREQKiatgVVJSAkmSMGfOHP8yIQQWLFiArKwsGI1GjB07Frt27Qp4nMvlwqxZs2CxWGAymTB16lQcPHgwoExDQwOKiopgNpthNptRVFSExsbGgDJVVVWYMmUKTCYTLBYLZs+eDbfbfbZ2l4iIiOJM3ASrbdu24aWXXsLAgQMDli9evBhLlizBsmXLsG3bNmRmZmL8+PFoamryl5kzZw5Wr16N0tJSlJWVobm5GZMnT4Ysy/4yM2bMQEVFBdasWYM1a9agoqICRUVF/vWyLGPSpEmw2+0oKytDaWkpVq1ahblz5579nSciIqL4IOJAU1OTyM3NFevWrRNjxowRd911lxBCCJ/PJzIzM8WiRYv8ZZ1OpzCbzeKFF14QQgjR2NgotFqtKC0t9Zc5dOiQUKlUYs2aNUIIIb7++msBQGzZssVfZvPmzQKA+Pbbb4UQQnz00UdCpVKJQ4cO+cusXLlS6PV6YbVaI94Xq9UqAJzSY4iIiCi2Ij1/x0WL1Z133olJkybhyiuvDFi+b98+1NTUYMKECf5ler0eY8aMwaZNmwAA5eXl8Hg8AWWysrKQl5fnL7N582aYzWYMHTrUX2bYsGEwm80BZfLy8pCVleUvc9VVV8HlcqG8vLzDurtcLthstoA/IiIi6po0sa5AOKWlpfjqq6+wbdu2oHU1NTUAgIyMjIDlGRkZ2L9/v7+MTqdDSkpKUJm2x9fU1CA9PT1o++np6QFlTn6elJQU6HQ6f5n2lJSU4JFHHgm3m0RERNQFdOoWqwMHDuCuu+7C66+/DoPB0GE5SZIC/i+ECFp2spPLtFf+dMqc7IEHHoDVavX/HThwIGS9iIiIKH516mBVXl6O2tpaFBQUQKPRQKPRYP369fjzn/8MjUbjb0E6ucWotrbWvy4zMxNutxsNDQ0hyxw5ciTo+Y8ePRpQ5uTnaWhogMfjCWrJOpFer0dycnLAHxEREXVNnTpYjRs3Djt37kRFRYX/b8iQIbjhhhtQUVGBPn36IDMzE+vWrfM/xu12Y/369RgxYgQAoKCgAFqtNqBMdXU1Kisr/WWGDx8Oq9WKL7/80l9m69atsFqtAWUqKytRXV3tL7N27Vro9XoUFBSc1eNARERE8aFT97FKSkpCXl5ewDKTyYS0tDT/8jlz5mDhwoXIzc1Fbm4uFi5ciISEBMyYMQMAYDabccstt2Du3LlIS0tDamoq7rnnHuTn5/s7w/fr1w9XX301br31Vrz44osAgNtuuw2TJ09G3759AQATJkxA//79UVRUhKeeegrHjh3DPffcg1tvvZWtUERERASgkwerSNx3331wOBy444470NDQgKFDh2Lt2rVISkryl3n22Weh0Wjwy1/+Eg6HA+PGjcNrr70GtVrtL/PGG29g9uzZ/tGDU6dOxbJly/zr1Wo1PvzwQ9xxxx0oLCyE0WjEjBkz8PTTT0dvZ4mIiKhTk4QQItaVOJfYbDaYzWZYrVa2dBEREcWJSM/fnbqPFREREVE8YbAiIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghDFZERERECmGwIiIiIlIIgxURERGRQhisiIiIiBTCYEVERESkEAYrIiIiIoUwWBEREREphMGKiIiISCEMVkREREQKYbAiIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghmlhXgM6ctcWNumY3bE4Pko1aWEw6mBN0sa4WERHROYfBKs4dbnRg3qod2Linzr9sdK4Fi64biKxuxhjWjIiI6NzDS4FxzNriDgpVALBhTx3uX7UD1hZ3jGpGRER0bmKwimN1ze6gUNVmw5461DUzWBEREUUTg1Ucszk9Idc3hVlPREREymKwimPJBm3I9Ulh1hMREZGyGKziWKJBg5E5ae2uG5mThkQDxyYQERFFE4NVHLO7vJhZmI3Ck8JVYU4aZhZmw+7yxqhmRERE5yY2acSxxhY3Zq/cjptHZuPmwmy4vD7oNSpsP9CI2Su34/Vbhsa6ikREROcUBqs4lqDTIEGnxuBe3ZCerEezU0aSQYPBvbohQadGgk4d6yoSERGdUxis4phGI6H0tmF4+L1d+GJvvX/5yJw0lN42DJIUw8oRERGdgxis4phepcIz63Zj3tUXQ6NWocnReksbj+zD85/uwd3j+8a6ikREROcUBqs45pRl3HXlRXjoncqgFqvHpuXBKcsxrB0REdG5h6MC45herQ4KVQBQtrce89+phF7NPlZERETRxGAVx+xuOShUtSnbWw+7my1WRERE0cRgFcdsDt7ShoiIqDPp1MGqpKQEl112GZKSkpCeno5p06Zh9+7dAWWEEFiwYAGysrJgNBoxduxY7Nq1K6CMy+XCrFmzYLFYYDKZMHXqVBw8eDCgTENDA4qKimA2m2E2m1FUVITGxsaAMlVVVZgyZQpMJhMsFgtmz54Ntzt2NzpONvKWNkRE9CNrixvf1TZje1UDvjvaDGtL7M5R56pOHazWr1+PO++8E1u2bMG6devg9XoxYcIE2O12f5nFixdjyZIlWLZsGbZt24bMzEyMHz8eTU1N/jJz5szB6tWrUVpairKyMjQ3N2Py5MmQT+jcPWPGDFRUVGDNmjVYs2YNKioqUFRU5F8vyzImTZoEu92OsrIylJaWYtWqVZg7d250DkY7EnXq0Le04TxWRETnjMONDhSv3I5xS9bj2uWbMO6Z9Zi1cjsONzpiXbVziiSEELGuRKSOHj2K9PR0rF+/HqNHj4YQAllZWZgzZw7mzZsHoLV1KiMjA08++SR+97vfwWq1onv37vjHP/6BX/3qVwCAw4cPo1evXvjoo49w1VVX4ZtvvkH//v2xZcsWDB3aOlv5li1bMHz4cHz77bfo27cvPv74Y0yePBkHDhxAVlYWAKC0tBQzZ85EbW0tkpOTI9oHm80Gs9kMq9Ua8WM6sveoDWpJhfnvVKIsaFRgPmQhI6f7mT0HERF1ftYWN4pXbsfGPXVB60bnWrB0+mCYE3QxqFnXEen5u1O3WJ3MarUCAFJTUwEA+/btQ01NDSZMmOAvo9frMWbMGGzatAkAUF5eDo/HE1AmKysLeXl5/jKbN2+G2Wz2hyoAGDZsGMxmc0CZvLw8f6gCgKuuugoulwvl5eUd1tnlcsFmswX8KaWh2YsbX/kS9119MT66axTeum0YPrprFO67+mLc+MpWNDTzXoFEROeCumZ3u6EKADbsqUNdMy8JRkvczGMlhMDdd9+NkSNHIi8vDwBQU1MDAMjIyAgom5GRgf379/vL6HQ6pKSkBJVpe3xNTQ3S09ODnjM9PT2gzMnPk5KSAp1O5y/TnpKSEjzyyCOnsqsRS9CpcaDBganLvmh/vZ6XAomIzgW2MIOVOJgpeuKmxaq4uBg7duzAypUrg9ZJJ927RQgRtOxkJ5dpr/zplDnZAw88AKvV6v87cOBAyHqdCqNOjcIO+lgV5qTBqGWwIiI6FySHGazEwUzRExctVrNmzcJ7772HDRs2oGfPnv7lmZmZAFpbk3r06OFfXltb629dyszMhNvtRkNDQ0CrVW1tLUaMGOEvc+TIkaDnPXr0aMB2tm7dGrC+oaEBHo8nqCXrRHq9Hnq9/lR3OSI6lYQ543Iw64ocmPQa/02Ym10eqCUJOhVvFkhEdC6wJOowOteCDR30sbIksn9VtHTqFishBIqLi/H222/j008/RXZ2dsD67OxsZGZmYt26df5lbrcb69ev94emgoICaLXagDLV1dWorKz0lxk+fDisViu+/PJLf5mtW7fCarUGlKmsrER1dbW/zNq1a6HX61FQUKD8zkfA45ORnmTE0k/3YsrSLzD95S2YvLQMyz7di/RkAzw+ThBKRHQuMCfosOi6gRidawlYPjrXgievG8iO61HUqUcF3nHHHXjzzTfx7rvvom/fH28obDabYTQaAQBPPvkkSkpK8OqrryI3NxcLFy7E559/jt27dyMpKQkA8D//8z/44IMP8NprryE1NRX33HMP6uvrUV5eDvXx275MnDgRhw8fxosvvggAuO2229C7d2+8//77AFqnWxg0aBAyMjLw1FNP4dixY5g5cyamTZuGpUuXRrxPSo4KPNjQgvtX7QgYEdhmZE4aFl03ED1TEs7oOYiIKH5YW9yoa3ajyelBkkELS6KOoUohkZ6/O/WlwBUrVgAAxo4dG7D81VdfxcyZMwEA9913HxwOB+644w40NDRg6NChWLt2rT9UAcCzzz4LjUaDX/7yl3A4HBg3bhxee+01f6gCgDfeeAOzZ8/2jx6cOnUqli1b5l+vVqvx4Ycf4o477kBhYSGMRiNmzJiBp59++iztfXjNTm+7oQpovaVNs5OjAomIziXmBAapWOvULVZdkZItVtv2HcMvXtzc4fr/97vhuCw79Yyeg4iIiLroPFYUKNEQusEx3HoiIiJSFoNVHFNJCDndAgcFEhERRRebNOKZBPx2ZB9Myu+BjGQDXF4fDFo1aqwO9DAbAQYrIiKiqGKwimMGtQoJOjU+2lkd0Il9VE4aiq/IhUHNBkkiIqJo4pk3jgkJWPbpnqCRgRv31mPZZ3sh2GJFREQUVQxWcczl8WFjB9MtbNxTB5fHF+UaERERndsYrOKYzRF6nqpw64mIiEhZDFZxLEEX+ibLCXrehJmIiCiaGKzimFGnDjndglHLYEVERBRNDFZxTKeSUHx5TlC4KsxJQ/HludBxIisiIqKo4nQLcazFK8OSpMfk/B64uTAbLq8Peo0KtTYnLEk6tHjlWFeRiIjonMJgFceaHF60uGVkdzfBpNeg2SkjyaCBSa9GTaOTfayIiIiijMEqjqWadPD6XFh60lxWbROEpvIO50RERFHFPlZxrsMJQj/dG6MaERERnbsYrOKYyxtigtC9dXB5OUEoERFRNDFYxbEmZ+gJQJtcnCCUiIgomhis4li4zunhJhAlIiIiZTFYxTGDJvQEoQYNgxUREVE0MVjFMUlCyAlCJc4PSkREFFWcbiGOSQA0KqndCUI1qtb1REREFD1ssYpjHp8PqYk6iHbWpSbq4fFxVCAREVE0MVjFMa1ahZIPv8Fhq9O/TJIkHLI6UfLhN9Cq+fISERFFEy8FxjG37MP1Q3vj1S/2BUwIWpiTht8UZsMts8WKiOhcYm1xo67ZDZvTg2SjFhaTDmbehSOqGKzimPABr36xD1+cNElo2//nT+ofi2oREVEMHG50YN6qHdi4p86/bHSuBYuuG4isbsYY1uzcwmAVxwSA3TVNeOWmIUhP1vtvwnzE5sS8VTva7XtFRERdj7XFHRSqAGDDnjrcv2oHlk4fzJarKGGwimMujxdv3joM//nhWOv/vT44PDJqbU68eeswOFyeGNeQiIiioa7ZHRSq2mzYU4e6ZneXD1ad5TIog1UcSzPpcbDRgQ93VgdcDizMScMFFhN6sumXiOicYHOG/iHdFGZ9vOtMl0E5bCyOeXwCyz7b224fq2Wf7YXHx4uBRERnk7XFje9qm7G9qgHfHW2GtcUdk3okG7Qh1yeFWR/Pwl0GjfZrwharOObwyEGhqs0Xe+vh8MhRrhER0bmjM7WSWBJ1GJ1rwYZ2LgeOzrXAkth1LwPWNbtRvr8BxVfkYHCvbnB5fTBo1fiqqgF/LdsX9cugDFZxrMUVOjiFW09ERKens3UWNyfosOi6gbh/1Y6AcDU614Inrxt4ynXpLP2VItHs8uDP0we3O/XQn6cPhj3K/Y0ZrOJYsjH0yxduPRERnZ7O2Fk8q5sRS6cPRl2zG01OD5IMWlgSTz0QdaaWuEh0M+qw+F+7O5x6aOG0/KjWh32s4phOrcKoHEu760blWKDjzOuK6ix9KYgo9pTuLK7094sATuuGsZ2tv1Ik3LIvZLeYaE+WzSaNOFbf7MJvRl4AQGDjCW+qUTlp+M3IC1BvdyG7e2LM6teVxNsvOCI6u5TsLK7U94sS2+mMLXHhNLu8Idfbw6xXGoNVHDMZtLjx1W24eWQ2ZhZmw+X1Qa9RYfuBRhS/uR2r/mdErKvYJVhb3Pjju5W4pFc3zBxxQUDHyIffrcTTv7ik033RENGZC9XPSKnO4kr11VJqO/E4bUPy8UueT143sN3JsqM9IpLBKo4l6tS49PxuAZ312ozMSUOiTh2DWnU99XY3rv/J+R3ek7He3vl+wRHRmQnX+mNOaD2Rf/7fo0hP0vt/cB2xOXH5Rd0DvhNCBTSlWohOZTuh6hOP0zYkGzQovW0YHn5vV8AlwZE5aSi9bRiSDdGNOgxWcUzyCSyclo/DNgdMeo0/pTe7PDjPbITEeawU4fWJkPdkXDBlQCyqRURnSaStPwLARzuqsXFvYPgac1F3///DBTSb04MEnRo3j8xud6qASFuIIm1pClefeJy2wemRg0IVAJTtrceC93ah5Nrodl5nsIpjQiXBLQss/XRvUEpfMDUPevVp9FykID6fCNkxUmaAJQornobvR9L6A6A1oOztOHz5y4QKaEZtyKkCko2RtRAlG7QhA1qSQRtxYFRy2oZoaHZ3PKdj2d56NLujO/UQg1UcEwAefq+yg5ReiYVRTuldVbiOkeHWE53r4m3wR6StP5GEr3BlEg2aDlvEJQDP/HKQf1mocJpk0OCVm4Zg2Wd7gwLaKzcNQZJBE/HlQgnAxLweuOl4n1K9RoXaJlfIYxJLTY7O1S+MwSqO2cOkdHuUU3pXlagP/TEJt57oXNbZJtKMRCT9jCIJX+HasttO+CFbW5xeZCSHD6ctbi+Wd3CLMxUkPDZtQER1tra4cd8/g1viAGBUrgXLOuHrlRSmVS/a/cI40VEc62wpvavSa1QozElrd11hThr0Gn6MiDoS6WW1zqStn1F72voZRRK+lApokcwtZXfLAdPunGjj3jrY3XJE9altcrUbqoDW1rfO2HKVqFNjZAff0bEYyMWf2nGss6X0rsrqcOM3hdkAAn9Zto0KtIYJuESdVTT6PcXj8P1I+xld2S8dF/dIDurT9G21zd/JO5KO4OH6RkUSTiO5xZklUY9ROZb2W6NyLEg0aFB1rCXkdk78vuss/eacsow/ThmAR9/fhbKT+hv/ccoAOGX2saIIJerUoT8knG5BEQk6LWb/5UvcPDIbN580X9jsldvxzh2Fsa4ixYnOciICgOpGR8BUAQ0tHny57xjGXtQdPRTs96T08P1oHcNIbg9z/8R+ePi9yoA+TW2Dh4DIA9pfZ16GpZ/uCeob9deZl8GSqMP3dfaQdW1yepAU5hZmSUYNXG4Zd1x+IXwQQT8S77g8By63DFOY80bC8fWR9puLSnhv8cLuklF8RQ7mTbwYzU4ZiQY17C4vahqdMBnYYkUR8vpEyA+Jl6PVFKFVSxjcwXxhhTlp0HL0JUWgM3Xgtra4sf9YCz7YcTjouyPbYkKCTq3YyU/J4ftKHsNITvhOrw8e2Qe3LODx+eD0+mA+vq6xxdPh4KGH36vEwmn5MCfoIgpoz3/aQd8oScKy6YMjGvGXaNBgVK6l3ZatUbkWpCToUN/swsPv7sLzv74UXlnA5mjdd41awp2vf4Xnrh+EBJ0aV1zcHf2zzEHP9fVhKxJ06oj7zVU3OvD57qNITw4d3s80fKWYdHj+868D6uzw/Fjnhyb1j3hbSmCwimMtHhm3/O0/7bak3PK3bfh/tw+PdRW7hHq7K+SlwHq7G9ndO3o0UWw6cIc6WTW2eLD00z0hb1qrVH1OZSLNcPuj1DGMJKBV1dvxwOqdQVPZLLw2H+enmWB3e0NOw2J3/zhaOFRAq2t2h+zTVNfsRpJBE7JVK+n4BJh3jL0QPtHOD+2xOZAAeGQZL95YgD++Uxl0G7QXbyxAk8MNNTR48Kf9sOC9XQHPNSrXggVTBkANKeJ+c/vrW/DBztDh/XCjA/NO6iw/6niLXqRh2ePzoWjYBai2OgKWZ5kNKDg/BR4f7xVIEWpxy2hxy+22pACAg6MCFWHSa3HjX7d1eCmQtw6icJS+/1q4X/jtnaxODA6nEgqUEMlEmgBwxOZEg90Nm9OLZKMGKQk6ZCQbACh3DCO5RZXT6wsKVUBra9QfVu/EM78cBHuYPk1t6w/U27Fxbx0ykg1weX1odnmxfX8DRuZY0CvNBKsjdOd9q8MDvVrC8x0EYRUklFybh2Z36B/ab//PCKQm6PGH1TuDOrlv3FuPP76zCwuvzYNH9mHBe7uCy+ypw4L3d+GRKf1hc4Z+fzQ5PVCrgKWfdRzen5jWerl03j//r93nmrdqR+QjEAWQaNDg47LqwMCYa8HscbnhH68wBqs4Fm6Yv4nTACgiQasKeeugBC1HBcaraPXXUbIDd7jQZG1xB60HWsNH28nK7pZDXlpqUfBHmT/InN8NMws7vtdmJAEkVJ0j7VRdb3dj5vALkJakg4CEpuOXwyblZ2LYBamot7vh9vpCToHQYG+dfyqURIMGtTYnDjY68OHO6qBWmwssJui1aiToNSH3K0GvRlOYEX9NbhlNTk/IH9o2pweQEHrkoEeGhBBl9tTB4xMRnXtCTQf0xfHpgNxeF8qrGlF8RU67+37E5oro86jTqPDi53txyfkp/vvmtm3nxfXf4cFJ/cJuQ0k888YxldT6AW3vzVuYkwYVu/4oQidJeGJaPjZ9V4f041/6Bq0aR6wOFOZYwLGXyopW2IlmnyelOnBHEpoiGS6fkhB6tu9uCcq9qyO516bL68NhqxMf7awOGNU1KicNfbonQq9Vw6TXhKyzSR9Zp2oBgZ6pRjz4TmXQZb7Hp+XBJ0TYIGxzetA9UY9JeZn4WUHPoBv/vl1+EAaNCnaXF8s6mFsKAB6/Jg+JWjX+fvNl8PpEwK3JRuakYexFFiRq1ai2hZ7ioNnp9ffdCnUjYpsjTEtTmPUAYHN40T1JF3LglFYtobEl/ChFtUoO+Zo2uyL7weGRfbh+aO8O32MemZcCKVISQvb9AYOVIjwAjjS1fukH9kuw4ML0RGQev1RBZy5aYSfafZ6U6sAdSWhqDDP9h9XhQa/UBLymwGzfbUJdwovkXpt2lxfLPt0TEKqAtpYTCY9eMwA6tSrkDOWPXZMX0euqU6lwfweX+R56pxIl1+aHDbpJBi3UAO69+mLMf2dnUH+lx6blQyUEmjyhW21aPDJS9Bp0S9C1ewPhBVPzoAIiah1L1qnx1u+G48vvW7fR2oFbRq3Nibd+NxwGlQSfCD2gKUGvBkTo6R8S9Gq4ZB+Kr7gQE/Mz/S2MBq0aNVYHLuyeCJfsQ3KYUYrJRg20ahWeWfffDt8bj12TF3IbbYRAyPfYHyez8zpFKEGjxtvlB3BzYTbuPz7EtO0XyqryA3hgYnSbP7sq2Sew9N972umX0Prl/eg1vAmzEqIZdk61v06o4BCJU+nAHbLTeQShKZLh8jaHB/vrW/BecSE0apX/cphH9uHON76CzeFBRrIBNY0O/HCsBSa9Gk6PD1q1jG+amnBBagIyT+jk/eDq4HDxxPFO3id3pj7RF3vrIQsBr1eEvETl9La2OGwPcdnI6fWhrtmN8v0NHZapa3bDLYe+zNfslv0TTp4c9IAfJ5wUAP68bjfuvfpiPHDSMfzzJ//FnPEXocUV/pJrkl6DZ9bubvd7fMnab3H/xH4walX42eAszCzMDnq9XvtiH4zHuyPUNzmDZnsXAOqbXTgv2YCEMFP0JOhag9Ubvx2KJWt3B3Vef+O3Q5GgbQ1Wbq8I+u0uQYLb64MQgEkb+hgmaNUh7/H3xd56uLw/tjSF+lz4RMez13+xtx7RHiDPYBXHWrwy5ozvi8fe3xX0pTZ/ygC0eNl5XQlOry+iL306M6cSds70cmEkHYbbhBsd1iai8NXOF/yJi2obHWj2yHDLPri9rX/1djdcbhnp3YwRhSajNvRweaNWjSanG6/f8hNU25ww6TXwidYfEC1uL16/5SewOtywtrjR7Jbx/Kd7gr5fHp7a2jrk9PqCQhXQ2tL04Dut/aeand6Ql6jsLi/CDdpqdnqhViHkZSOH2wuXBDw/49J2R4c9P+NSNDk9cIe5LNTk9EAlATMLsyEQfDVgZmE2WjwyVGpg1pUX4aF2Lik+Ni0PLp8Mc4IGy2+4FK9s/D4wpORYsPyGS2E2auDwyphzZV88+kFwi9X8yQPg8Mowa9SYPe4iPPhO8Pvw8Wn5MEiA0ycgC7Tbn6v48hx4fAIqCSGn6FEB0KokLFm7u90O5QDw5LQ8eH2t/Zo+bOfSbfEVuVBLgMMr45aRffDT/B5BrVo9zEY4vDLsYe6z2rb+SKMDxxyttwhq+1wctjrhdMvI6GZEc5jO9NG+nyuDVRwTPuDxD9sZvbG3Ho+9/zUemswWKyU0O70hf3WG+1DHUiQne6X6NJ1pq06knZMjnRsnlARdmA7DxwPMEZsz7OiwjGRD2PBlbXHjUKMDQclKAIcaHf7nc3h9ePjd4KHwj0/Lh7XFDZNOg4l5Gfh5Qa+gkPLP8gMw6TSAEHhwUn9s/T6wzueZDbh28HlQAUhL0MMh+7D0pPmT2i4/pSXoYXN48Mh7le1+vzzyXusIshaPHLLzcWOLG0lGDUpvG4Zt+44BCLxEVXrbMMhCQJZFyNfDpG8NjKEuGz1+TR6k49tv/zVXoZtRC4fXF74vktOL2Su3dzgS+G83/wQZSfoO3xvz36nEwmvzoVIBr2z8vv3WbgkomZYHj0/goXfbnw/rsQ924bFr8uABsPzzPVgwdUDQ/FMrPt+D4stzIQuE7M/16NQ8eGUfZq3cjievGxjUOjZr5Vd447dD4UTozutNHhk6jQp/37QPvynM9k/I2badv2/6Afdc3RfH7G4IiHb7zf1mZDaand6wA6xMes3xAC9je1WDP6DZ3TKOWB0YcaEF1uPvsV4pRjx/w6XttsAmhbmUqjQGq3gWZoQHpwdVRqJBHfKXcmKUZ/WNVCQtLUr1aYq0VScUk0GDZTMG469l+076dZ+GZTMGw2RonZhwf7097Nw4QOjAqFFL+OtNl2HpZ+3MC3TTZdAcn/S1we4OOzoMQNjw5fbI8Mo+fNBOa8Ks7rmwOTyt/YQ+2NXuyKbHPvgaC6b0R7cELeZd3a/DlotuCVo0tLhRb3MG1VcAqG9yIT1ZDxkI6tPTVucF77WGgnChye6R0eLyhnzN7C4vuifqcaQpuD6AhMYWDzKS9IAGeHXmEHx3NHCG8SyzAa/OHIIkvQZ2jxzyUqBL9sGgVkGSJHzcTn/IWeNyAADddGqU3jY8aHLPkTlpKL1tOExqCZKEkCPskgyhR72VHR/1ppKAH0JccrV75JCXscr21sPp9UGjAe4amwuXEPCe8M2uliTMHpuLFp8Mtzf0JVenV4bTLWPxzwfir2X7gsLO4p8PRHMErYc2hxdmkwZ3je+LR94PbmX745QB8Ph8SEnQ4a1tVXi4nTD48obvcPuYHLi9vpADsCS03hO3xubqcGCDWgKStGq8fstQfPFdXVD4ev2WodBEub8xg1Ucs4dpKQm3niJj0mlCdvRdeG2+4s8ZSStSqDKRtLQYNCpF+jQdsTnxhwhadcLVOUGjxptb9mPQ+Sn4zUnB4s2tVXh4cn8cs7uxNMwoK/+MzyFu16JXq/B8B3PsqCBh4bWtnWbDzdfTtj5c+NJrVGHr7fb5cEOISQ7tXhlarxoPvdNRx+vWYy0EQl4SEgJhQ4rd3RqaQl1Ws7u8SDXp8Oy6/3bc6XzaAMhCQC0Bg87vFjC9QQ+zHk63F7K/Q7XU7smz+IpcyELA7vSG/IFjd3mhT9B13B9SAh6dOgAygAUdzJi+4L1KLLo2HzqVCjeP6I2Zhdmwu2V/KDDp1Hjti33QqVSos4ceqdfk9MCgkfCPW36CTd/VB53w/3HLT9DkcMPhDd1a1+T04PxkA9wC2Pp9vX9kcut2nCi8MA1JKjUOuEPXp8Utw5Kow4rP97b/GdtShQcn9ws71UaCXg2tpMJjH32Nween+Fv02rbz5Mff4KFJ/SHDh1ljc3HI5gi43Gx1uDFrbC5cQoaAwO1jLoRKkgK+h0blWvC70X0gIODxibADG7QqCTW2jkeVnmeO7gAjBqs4FslIETpzDo/cbgdMoPXL2OFRti9bJK1I4eYyiqSlRatWKdKnqaHFHfL4NLS4I+oI7fDKmFmYjQMn3QT2vG5GDMtOhcMrwyOH/lXe4pFhbXHjYENL61ChEwmBgw0tSNCpYXfLoVsSjp9cIhnZZAvTodzm9MCk14Stt0YtwaRXd9jaIiGyY61VqfD3zT+02xn675t/wD0TLobd5cFfbyxAj5QEtJwQHH5R0BMj+6TC7vIgzaSHLESH9UlN0MEdpv+h2+uDUaNCiknfwfQG+VBBwCsQ8uT5yDUDkGrS4fnP97Z7Mn9z637Mn9QfLjlEffbUwSX74PIi5DFsdstQqby4bUQ2Tn5lJQC3jciGTXYh2ajFTy7ohqd/MSgofN3z/yqQbNQiUavG0WYnBrcTKhvsLnRPNEDnlfHKTQWQJOmk6RYsKLwwFeYELWQAdXYnsrubAsok6NSos7uQkahHskETuj4GDTyyDzeNyIZWc/JzpWHoBanwyD4k6tUhb42TqFfD4Qk907lL9iFZq4bTJ7DvqN0fBh0eGUdsTqQnGZCgUsOrETClJODOyy/EfVf39den2eVBVrIREAJ2ry9ky6nT6wM0qrDhK5p45o1jyVo1/lX8EyQYE9B8wgcpUadGi6MFydrOeYkq3jSF6xipYMtgJCPjAISdy8gWpl+YzemFVi2F/CJum7QyXNALd3yanF5YW9ywe2R8f7TZ/8vd4Wn95d49SQ9rixsqqbXzddC0FrkW/P7KXKik1rlvQmlxybA6PPAdb7Fpr/XD6vDA6fGG7Lzd0NJ6ic9s0IYcjWU2aCHCDE9PMmjDvkdaXDIsSWFaW64ZgLqm0J3um5xeJBnUmHdVX0gqFVrcMlSSDLVKQk56IuZd1RdOWUaGSQ9IEg5ZA1sTqq0OnNctARACXgl4af137V6afGnD93hwUj80Ob0h+7Y0Ob1ISNJjXeUhLLo2P+h7ak3lIVyddx7cHhnf1DThlZuGtNvvye31QaVqnV7mpfXfBY1Wu210H3h8vrAd5ZudXgiBkGWaXF5ckKSHQwBf7K1rt4UoRaOH2yew5OeD0OT24sTxcXa3F0t+PgiSEJB9AqkmPb5op8VqxIUW+HwCSRo1DMkGyJDg8vr8r1d6kh5qtHYm9wqBlAQ9tpzQYtUWUoZlp0IWAt20ajzz80FBr+lhqxPP/HwQdBJgk2Wcl2IMaPlq287Q7FTIwgcdJDw6dQCONLlg0qtPCDteZCTpoYMEJ1r7rLUnQaeCBMAHwOZwtxsGbQ43dCY91CoJtXY3nv90b9Bn/u7xFyHdpEOLO3RLZYvbC0nShAz4rijPYyUJEWZiC1KUzWaD2WyG1WpFcnLyGW3raL0dEIBTQtAXVlvDZ/cI+7dQx3bX2HDVcxs7XP+vOaPQNzPy1/JwowNWhwc2hwdmoxbJRq2/Jeq72mb86qXNHX7pv3XbcPiEwNz/rWgdCeXx+V93o1aF2Su3t14OgkCz04tn1/233ZCSaNDAqFK1nlyPN9Wf+GvxvOO/FpNNOsz9f/+Hi3skB4WG3dU2PP2LS1Btc2L2m9s7vLHrn2cMRqJWDavThUSDPqCFJEGnRrPTBbNBDxkCr2z4HjeP6hO0X38t24dbRmWjxe3DM//6Bg9PyQt6zz/yfiXmXtUPBq0Kr27sYDsb9+E3o7KhkyRofAJulRS0HZ1PwKuScF6aCTX1drgF8ODJcxXlWvDENXnQSa3znHl8LmhV+qBttS1v8ch48fM9+P34i4PKPLvuW/xubOttN14t+w53Xn5RUJnnP/svfjPyQggBfHOwHkP6pAeV+c/3tejXMw1JOhV0Qmr/e0EAbklAhdaTddl39YGT3tqcGNknFRpJgs0rQ/g8MOkMQduxu52QVFqoVYBZUsEpBR9HgxCwCh/0AAySusP6OIWMeocX5yXoOtzOoZbW++WVfPQtLm5ntOO31TY8MLEvfAC6qTquT6OvdSoAg0qCpFIFlRE+H5w+gUSNGlaXB9bjHaxPDBdmoxpmnRYqACoBuNrZL70AfBLgBaD3ueBs571h8LngUrWGJ5UA3O1sR3d8Oz4Ah6wO7D1qDxphl5OeiPOSDVAB0PgEnO28pw3H39MyAL3PA6dK204ZD1wqLVojQYjvheMtjEebXUE/BNpaM7sn6qFWAZIQaPb4AlrrACBRq4KQWvv9Pfb+1x2+pvMn94PsA3YfPoa8nmlBda48WI++Wak4Zndj8ZpvOvyReN/V/TDkgtSIv6M7Eun5m8HqNCxfvhxPPfUUqqurMWDAADz33HMYNWpURI9VOlh5BOAUAi7vjycQvUYFgyRBKzFYKWFfXTOWfrIHM0e202pRtg+zrsxFtiURQOjQBHQw50+uBU9My8P5aSbsPNiATIO2wxPDEacHkiSQrtd3eKI66nIhxaDHu/93EJMu6RlU5sMdh3DNwPMgVK2/kP948ii0XAsenToAeo0KTq8PBvggq9RB21H7ZDihghaAQer4RO4UrcO8fZBQdvLs9TYnRvZJgwoCbuFDYogTcLOQYUBrGHQf71x8YkDTCQBCoAU+JIfYjk3ISFap4T1+MmtvO5rjn53qejsqDx/DxVmpQdv6troBeT1SoAFaWzeCZuZvbd0wtjVmdPQjqPU8BqvPBbPU8etqEy4kq/RwCeBg0EnPi57JBuiPP5dbADaPN+iElqxVQycBMoBjTi9KPv4m6LV/YOLFSNVrACFDjY6PowwZaknd/r7bnCjs8+O+twjgD+10uH9iWj4SjpdxCnT4/jBIQINXRovLA71WE7RfLo8HCXotUjRq+EKElLa7UYgQgUiSAA8EnD5g/rvBly8fvSYPBhWghRT2NQUEECLkQmot6AgR3o0SYPcJJECGS6UJrrPPixaoYVIpUx8PJGiF6PA7yCNJcPkE/rXzUIffL1flZcGkkiCFqI+QAKtXhtPlQjdT8FWXRnsLDHo9uqkAp6Tu+L0hZDQD0EtqeNr5PGsF4BIysruf2fkWYLA6a9566y0UFRVh+fLlKCwsxIsvvoi//OUv+Prrr3H++eeHfbzSwcp+/APZXt8FE4OVIr4/aoNKUnd4nH1CRp/uydhfbw/qxD3y+ESJvdNMqG504L52bjgKtH6JLr5uIDSyL+xrCiBsGZdPhjdEnTVChqRS4/525iBqq8+iaXnQQYZddLwdkyQDUIetjwzgh0ZHUAfuwpw0zLoiFxeYDVBHsF+R7LtSZbqnmXD0qA32EMfRJGR4VWrsD7Fvvc0GaBSqkw9Ak+zrcJbuJLUECUCLEB32aUo4HhzuXx08lcKPr/0A6CCFrY8XCLvvPgD3tTO4oW1bT16bDzXCvz/cQoYPqhB9tWQYpfDvxUiOswvAvBB1XnRtPvQRbCeS5/IePz4dfi9My4MGAnYhhdhOa3KK1mcjku8XvSr8axHJdjQqddj3hgqt4b2j7SRIQLoC58JIz9+8e+wpWrJkCW655Rb89re/Rb9+/fDcc8+hV69eWLFiRdTr4kTwGwn4cYRQewOc6dRpVcEffODH46xVqXG40dHhyLgHV+/E4UYHbE5PyI61Nqcnotc0kjIiTJ2FSo1mT4gbu+6pQ7NHhhOht+OEOqL6OHyiw1FxSz/dA4dPKLbvSpUBAGeY4+hUtXbQDbVvTgX3zYXQ0yS4jpc5OXycuB0XgGZP6E7ezR5fZHWOYN9tYaYlsLnliN4fkqQOuV+SFNl7MZIyTWHq3OSWFXsuW5jPoc0jw4ngUBW4HSmqn41Ivl+U2k4k7w1XmOcKPV5Seey8fgrcbjfKy8tx//33ByyfMGECNm3a1O5jXC4XXK4fX1abzaZYfULdDqBtdAuduciOc+gyVocnbAdmm8Mbdk6bttdUiTLRrE+425q0eGSoJClq+x5pmUhe+860b/Yov/aR7Hu4aV+anB74Ihg1Gc33R1OYkZ5tAzvi7XMYj2WU/HxFC4PVKairq4Msy8jIyAhYnpGRgZqamnYfU1JSgkceeeSs1CfcMO+mMHdop8hEcpzDXVBvcnpaZ8UOIUGvVuy5Olt9wt0RvMUlh71BrJL7HlmdI/2Mxd++KfXaR7LvScbwNzQON7I02scwkjp31e+FzlZGqc9XNPFS4GmQpMAXWggRtKzNAw88AKvV6v87cOCAYvVIjuDDT2cukuMcSRmjTo3CnLR21xfmpMGoVSv2XJ2vPqFPHklGTVT3PdLPTlfdN+Ve+/D7nnD8hsbtGZmThgSdutMdw8jq3Nlei65aRpn3RjQxWJ0Ci8UCtVod1DpVW1sb1IrVRq/XIzk5OeBPKW0Tu7VnZE5a1O+P1FVFcpzNRm3IMubjozWLL88J+hJtnRE7F3qNKqLnUqpMNOuTqNdgVI6l3TKjcixI1Cu3X0qVASJ77eNx35R67SPZd61KwoKpA4K21dbhXquSOt0xjKTOne216KpllHpvRBNHBZ6ioUOHoqCgAMuXL/cv69+/P6655hqUlJSEfbySowIBYP/x4fsnToR44kg0UkYkxzmSMlX19oBJB/UaFWptThTmWPz31FPquTpjfR46eaqJnDQ8fhb2S6kyXXnflHztw+37gXq7f+LKZqeMRIMadpcX55mN6NVJj2Gkde5sr0VXLaPEe+NMcbqFs6RtuoUXXngBw4cPx0svvYSXX34Zu3btQu/evcM+XulgBQAHG1rQ5PS29g0waJFk0KBnSoIi26YfRXKc2+axaitjPmkeq0i3wzKdp0xnrBPLsAzLnP7n+XQxWJ1Fy5cvx+LFi1FdXY28vDw8++yzGD16dESPPRvBioiIiM4uBqtOisGKiIgo/nCCUCIiIqIoY7AiIiIiUgiDFREREZFCGKyIiIiIFMJgRURERKQQBisiIiIihTBYERERESmEwYqIiIhIIQxWRERERAqJ7i2fCW0T3dtsthjXhIiIiCLVdt4Od8MaBqsoa2pqAgD06tUrxjUhIiKiU9XU1ASz2dzhet4rMMp8Ph8OHz6MpKQkSJKk2HZtNht69eqFAwcO8B6EZxGPc3TwOEcPj3V08DhHx9k8zkIINDU1ISsrCypVxz2p2GIVZSqVCj179jxr209OTuaHNgp4nKODxzl6eKyjg8c5Os7WcQ7VUtWGndeJiIiIFMJgRURERKQQBqsuQq/X4+GHH4Zer491Vbo0Hufo4HGOHh7r6OBxjo7OcJzZeZ2IiIhIIWyxIiIiIlIIgxURERGRQhisiIiIiBTCYEVERESkEAarLmL58uXIzs6GwWBAQUEBNm7cGOsqdSkbNmzAlClTkJWVBUmS8M4778S6Sl1SSUkJLrvsMiQlJSE9PR3Tpk3D7t27Y12tLmfFihUYOHCgfxLF4cOH4+OPP451tbq8kpISSJKEOXPmxLoqXc6CBQsgSVLAX2ZmZkzqwmDVBbz11luYM2cOHnzwQWzfvh2jRo3CxIkTUVVVFeuqdRl2ux2XXHIJli1bFuuqdGnr16/HnXfeiS1btmDdunXwer2YMGEC7HZ7rKvWpfTs2ROLFi3Cf/7zH/znP//BFVdcgWuuuQa7du2KddW6rG3btuGll17CwIEDY12VLmvAgAGorq72/+3cuTMm9eB0C13A0KFDcemll2LFihX+Zf369cO0adNQUlISw5p1TZIkYfXq1Zg2bVqsq9LlHT16FOnp6Vi/fj1Gjx4d6+p0aampqXjqqadwyy23xLoqXU5zczMuvfRSLF++HI8//jgGDRqE5557LtbV6lIWLFiAd955BxUVFbGuClus4p3b7UZ5eTkmTJgQsHzChAnYtGlTjGpFpAyr1Qqg9aRPZ4csyygtLYXdbsfw4cNjXZ0u6c4778SkSZNw5ZVXxroqXdqePXuQlZWF7OxsXH/99fj+++9jUg/ehDnO1dXVQZZlZGRkBCzPyMhATU1NjGpFdOaEELj77rsxcuRI5OXlxbo6Xc7OnTsxfPhwOJ1OJCYmYvXq1ejfv3+sq9XllJaW4quvvsK2bdtiXZUubejQofj73/+Oiy66CEeOHMHjjz+OESNGYNeuXUhLS4tqXRisughJkgL+L4QIWkYUT4qLi7Fjxw6UlZXFuipdUt++fVFRUYHGxkasWrUKN910E9avX89wpaADBw7grrvuwtq1a2EwGGJdnS5t4sSJ/n/n5+dj+PDhuPDCC/G3v/0Nd999d1TrwmAV5ywWC9RqdVDrVG1tbVArFlG8mDVrFt577z1s2LABPXv2jHV1uiSdToecnBwAwJAhQ7Bt2zb86U9/wosvvhjjmnUd5eXlqK2tRUFBgX+ZLMvYsGEDli1bBpfLBbVaHcMadl0mkwn5+fnYs2dP1J+bfazinE6nQ0FBAdatWxewfN26dRgxYkSMakV0eoQQKC4uxttvv41PP/0U2dnZsa7SOUMIAZfLFetqdCnjxo3Dzp07UVFR4f8bMmQIbrjhBlRUVDBUnUUulwvffPMNevToEfXnZotVF3D33XejqKgIQ4YMwfDhw/HSSy+hqqoKt99+e6yr1mU0Nzdj7969/v/v27cPFRUVSE1Nxfnnnx/DmnUtd955J9588028++67SEpK8rfEms1mGI3GGNeu6/jDH/6AiRMnolevXmhqakJpaSk+//xzrFmzJtZV61KSkpKC+geaTCakpaWx36DC7rnnHkyZMgXnn38+amtr8fjjj8Nms+Gmm26Kel0YrLqAX/3qV6ivr8ejjz6K6upq5OXl4aOPPkLv3r1jXbUu4z//+Q8uv/xy///brtnfdNNNeO2112JUq66nbcqQsWPHBix/9dVXMXPmzOhXqIs6cuQIioqKUF1dDbPZjIEDB2LNmjUYP358rKtGdFoOHjyI6dOno66uDt27d8ewYcOwZcuWmJwHOY8VERERkULYx4qIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghDFZERBGYOXMmpk2bFutqEFEnx2BFRBRFHo8n1lUgorOIwYqI6AT//Oc/kZ+fD6PRiLS0NFx55ZW499578be//Q3vvvsuJEmCJEn4/PPPAQDz5s3DRRddhISEBPTp0wfz588PCE8LFizAoEGD8Ne//hV9+vSBXq+HEKLd57Hb7THaayJSiibWFSAi6iyqq6sxffp0LF68GNdeey2ampqwceNG3HjjjaiqqoLNZsOrr74KAEhNTQUAJCUl4bXXXkNWVhZ27tyJW2+9FUlJSbjvvvv82927dy/+93//F6tWrYJarUZNTU27zyOEiMl+E5FyGKyIiI6rrq6G1+vFz372M/Tu3RsAkJ+fDwAwGo1wuVzIzMwMeMxDDz3k//cFF1yAuXPn4q233goIVm63G//4xz/QvXt3AMBXX33V4fMQUXzjpUAiouMuueQSjBs3Dvn5+fjFL36Bl19+GQ0NDSEf889//hMjR45EZmYmEhMTMX/+fFRVVQWU6d27tz9Une7zEFF8YLAiIjpOrVZj3bp1+Pjjj9G/f38sXboUffv2xb59+9otv2XLFlx//fWYOHEiPvjgA2zfvh0PPvgg3G53QDmTyXRGz0NE8YPBiojoBJIkobCwEI888gi2b98OnU6H1atXQ6fTQZblgLJffPEFevfujQcffBBDhgxBbm4u9u/ff0bPQ0TxjX2siIiO27p1K/79739jwoQJSE9Px9atW3H06FH069cPTqcT//rXv7B7926kpaXBbDYjJycHVVVVKC0txWWXXYYPP/wwonAU6nmIKL4xWBERHZecnIwNGzbgueeeg81mQ+/evfHMM89g4sSJGDJkCD7//HMMGTIEzc3N+Oyzz3DNNdfg97//PYqLi+FyuTBp0iTMnz8fCxYsOO3nIaL4JgmO7yUiIiJSBPtYERERESmEwYqIiIhIIQxWRERERAphsCIiIiJSCIMVERERkUIYrIiIiIgUwmBFREREpBAGKyIiIiKFMFgRERERKYTBioiIiEghDFZERERECvn/0ZR0xEoBWjIAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n",
+    "# **2. Visualisation**\n",
+    "# Plotting a scatter plot to visualize the relationship  \n",
+    "sns.scatterplot(data=df, x='stars', y='price');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0234c8b5-55d2-4964-a8a5-65e919692bc1",
+   "metadata": {},
+   "source": [
+    "**The scatterplot of ratings and prices indicates 1) many products with prices between 0 to near $28000 did get any rating 2) Most of the prodcuts rated are within a window of prices 3) Few outliers for both prices and ratings should be removed**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "722eff9b-d1d0-4461-997f-5138f9711faa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1800x1500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n",
+    "# **2. Visualisation**\n",
+    "# Plotting a correlation heatmap to visualize correlations between all numerical variables.\n",
+    "df_numerical =  df[['stars','reviews','price']]\n",
+    "correlation_matrix = df_numerical.corr()\n",
+    "\n",
+    "# Setting up the matplotlib figure with an appropriate size\n",
+    "plt.figure(figsize=(18, 15))\n",
+    "\n",
+    "# Drawing the heatmap for the numerical columns\n",
+    "sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\")\n",
+    "\n",
+    "plt.title(\"Correlation Heatmap for Selected Numerical Variables\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "id": "5c7c2721-9a4f-4146-981a-60a6ca09d13f",
+   "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",
+    "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n",
+    "# **2. Visualisation**\n",
+    "# Generating a Q-Q plot to see if product prices typically follow a normal distribution  \n",
+    "sm.qqplot(df['price'], line='s');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d3143fa4-0f76-4160-87a5-a291c4e6e07a",
+   "metadata": {},
+   "source": [
+    "from the QQ plot of price:\n",
+    "\n",
+    "Lower Tail: In the lower tail (left side of the plot), the data points follow the red line. This indicates a normal distribution.\n",
+    "Upper Tail: In the upper tail (right side of the plot), the data points deviate significantly from the red line, suggesting a long tail or skewness to the right. This indicates that there are more extreme high values than would be expected in a normal distribution.\n",
+    "Central Portion: The central portion of the data points align perfectly with the line, suggesting a normal distribution as well.\n",
+    "Conclusion:\n",
+    "The price data is not normally distributed. It appears to be right-skewed with potential outliers on the higher end and has right heavier tail than a normal distribution. This could influence decisions about data transformations or the types of statistical methods applied to the data. For instance, a log transformation could be considered to address the skewness and make the data more normally distributed."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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
+}