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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "287a0f77-3901-492c-a743-fc05da9ae17d",
+ "metadata": {},
+ "source": [
+ "## Lab - EDA Bivariate Analysis: Diving into Amazon UK Product Insights Part II\n",
+ "\n",
+ "**Objective**: Delve into the dynamics of product pricing on Amazon UK to uncover insights that can inform business strategies and decision-making.\n",
+ "\n",
+ "**Dataset**: This lab utilizes the [Amazon UK product dataset](https://www.kaggle.com/datasets/asaniczka/uk-optimal-product-price-prediction/)\n",
+ "which provides information on product categories, brands, prices, ratings, and more from from Amazon UK. You'll need to download it to start working with it.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### Part 1: Analyzing Best-Seller Trends Across Product Categories\n",
+ "\n",
+ "**Objective**: Understand the relationship between product categories and their best-seller status.\n",
+ "\n",
+ "1. **Crosstab Analysis**:\n",
+ " - Create a crosstab between the product `category` and the `isBestSeller` status.\n",
+ " \n",
+ " - Are there categories where being a best-seller is more prevalent? \n",
+ " \t\n",
+ " \t*Hint: one option is to calculate the proportion of best-sellers for each category and then sort the categories based on this proportion in descending order.*\n",
+ "\n",
+ "\n",
+ "2. **Statistical Tests**:\n",
+ " - Conduct a Chi-square test to determine if the best-seller distribution is independent of the product category.\n",
+ " - Compute Cramér's V to understand the strength of association between best-seller status and category.\n",
+ "\n",
+ "3. **Visualizations**:\n",
+ "\t- Visualize the relationship between product categories and the best-seller status using a stacked bar chart.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+ "\n",
+ "**Objective**: Investigate how different product categories influence product prices.\n",
+ "\n",
+ "0. **Preliminary Step: Remove outliers in product prices.**\n",
+ "\n",
+ "\tFor this purpose, we can use the IQR (Interquartile Range) method. Products priced below the first quartile minus 1.5 times the IQR or above the third quartile plus 1.5 times the IQR will be considered outliers and removed from the dataset. The next steps will be done with the dataframe without outliers.\n",
+ "\t\n",
+ "\t*Hint: you can check the last Check For Understanding at the end of the lesson EDA Bivariate Analysis for a hint on how to do this.*\n",
+ "\n",
+ "1. **Violin Plots**:\n",
+ " - Use a violin plot to visualize the distribution of `price` across different product `categories`. Filter out the top 20 categories based on count for better visualization.\n",
+ " - Which product category tends to have the highest median price? Don't filter here by top categories.\n",
+ "\n",
+ "2. **Bar Charts**:\n",
+ " - Create a bar chart comparing the average price of products for the top 10 product categories (based on count).\n",
+ " - Which product category commands the highest average price? Don't filter here by top categories.\n",
+ "\n",
+ "3. **Box Plots**:\n",
+ " - Visualize the distribution of product `ratings` based on their `category` using side-by-side box plots. Filter out the top 10 categories based on count for better visualization.\n",
+ " - Which category tends to receive the highest median rating from customers? Don't filter here by top categories.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n",
+ "\n",
+ "**Objective**: Analyze how product ratings (`stars`) correlate with product prices.\n",
+ "\n",
+ "1. **Correlation Coefficients**:\n",
+ " - Calculate tsns.countplot(data=df, x='MSZoning', hue='SaleCondition');he correlation coefficient between `price` and `stars`.\n",
+ " - Is there a significant correlation between product price and its rating?\n",
+ "\t\n",
+ "2. **Visualizations**:\n",
+ " - Use a scatter plot to visualize the relationship between product rating and price. What patterns can you observe?\n",
+ " - Use a correlation heatmap to visualize correlations between all numerical variables.\n",
+ " - Examine if product prices typically follow a normal distribution using a QQ plot. \n",
+ "\n",
+ "---\n",
+ "\n",
+ "**Submission**: Submit a Jupyter Notebook which contains code and a business-centric report summarizing your findings. \n",
+ "\n",
+ "**Bonus**: \n",
+ "\n",
+ "- Do the same analysis without taking out the outliers. What are your insights?\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 112,
+ "id": "2a85f920-a2e5-47a2-8d72-facc8a580cf4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 113,
+ "id": "291e1a4c-0a9f-4686-8795-9fdda0dfb31d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plotting a scatter plot to visualize the relationship between 'price' and 'stars' (rating)\n",
+ "sns.scatterplot(data=df, x='stars', y='price');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f33fde2a-53cb-46b1-987d-031ee739604b",
+ "metadata": {},
+ "source": [
+ "The scatter plot between stars and price shows a widely dispersed distribution of points without any clear upward or downward trend. This indicates that product ratings do not strongly influence the price. Listings with both low and high prices appear across nearly all rating levels. This visual observation aligns with the Pearson (−0.0777) and Spearman (−0.0668) correlation values, which both suggest a very weak negative relationship between price and rating."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 130,
+ "id": "96564c98-37e4-416d-a078-cf12504d7e4d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import statsmodels.api as sm\n",
+ "\n",
+ "# Generating a Q-Q plot for 'price' to check if its distribution follows a normal distribution\n",
+ "sm.qqplot(df['price'], line='s');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cfd28a19-5e84-4238-8d94-5a2a5289af5f",
+ "metadata": {},
+ "source": [
+ "**Lower Tail (Left Side):** The points flatten near 0 and lie above the line. This means there are fewer extremely low values than a normal distribution would expect.\n",
+ "\n",
+ "**Upper Tail (Right Side):** The data points bend strongly upward and then flatten near ~100. This indicates many high values relative to a normal distribution. This is characteristic of right skewness (positive skew).\n",
+ "\n",
+ "**Middle Section:** The central points curve away from the straight line instead of following it. This indicates non-normal distribution in the main body of the data as well.\n",
+ "\n",
+ "\n",
+ "**Conclusion:**\n",
+ "The Q–Q plot indicates that the Price variable is not normally distributed. The data points deviate substantially from the reference line, particularly in the tails. The upper tail shows a strong upward deviation, suggesting the presence of high-price values and positive skewness. The lower tail flattens near zero, indicating that the distribution is bounded at the lower end. Overall, the distribution of Price appears to be right-skewed with heavier upper tail values. A log transformation may help reduce skewness and make the distribution closer to normal."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "fb947bab-1c8e-4787-a52c-af730127731f",
+ "metadata": {},
+ "source": [
+ "### CONCLUSION AND ANALYSIS: \n",
+ "\n",
+ "**Objective**: Understand the relationship between product categories and their best-seller status.\n",
+ "**Objective**: Investigate how different product categories influence product prices.\n",
+ "**Objective**: Analyze how product ratings (`stars`) correlate with product prices.\n",
+ "\n",
+ "\n",
+ "\n",
+ "Based on our analyses (chi-squared test and cramer's V value) we can conclude that even though product categories and their best-seller status are not independent, there is a weak association between the two variables, even if their relationship is statistically significant. There are certain product categories that are predominantely best-sellers \n",
+ "\n",
+ "\n",
+ "The Cramér's V value of 0.1222 suggests a weak association between the two variables. Though statistically significant, the strength of this relationship is not very strong in practical terms."
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python [conda env:base] *",
+ "language": "python",
+ "name": "conda-base-py"
+ },
+ "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/.ipynb_checkpoints/README-checkpoint.md b/.ipynb_checkpoints/README-checkpoint.md
new file mode 100644
index 0000000..59f47e1
--- /dev/null
+++ b/.ipynb_checkpoints/README-checkpoint.md
@@ -0,0 +1,75 @@
+## 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/Lab_Bivariate_analysis.ipynb b/Lab_Bivariate_analysis.ipynb
new file mode 100644
index 0000000..13c5929
--- /dev/null
+++ b/Lab_Bivariate_analysis.ipynb
@@ -0,0 +1,1031 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "287a0f77-3901-492c-a743-fc05da9ae17d",
+ "metadata": {},
+ "source": [
+ "## Lab - EDA Bivariate Analysis: Diving into Amazon UK Product Insights Part II\n",
+ "\n",
+ "**Objective**: Delve into the dynamics of product pricing on Amazon UK to uncover insights that can inform business strategies and decision-making.\n",
+ "\n",
+ "**Dataset**: This lab utilizes the [Amazon UK product dataset](https://www.kaggle.com/datasets/asaniczka/uk-optimal-product-price-prediction/)\n",
+ "which provides information on product categories, brands, prices, ratings, and more from from Amazon UK. You'll need to download it to start working with it.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### Part 1: Analyzing Best-Seller Trends Across Product Categories\n",
+ "\n",
+ "**Objective**: Understand the relationship between product categories and their best-seller status.\n",
+ "\n",
+ "1. **Crosstab Analysis**:\n",
+ " - Create a crosstab between the product `category` and the `isBestSeller` status.\n",
+ " \n",
+ " - Are there categories where being a best-seller is more prevalent? \n",
+ " \t\n",
+ " \t*Hint: one option is to calculate the proportion of best-sellers for each category and then sort the categories based on this proportion in descending order.*\n",
+ "\n",
+ "\n",
+ "2. **Statistical Tests**:\n",
+ " - Conduct a Chi-square test to determine if the best-seller distribution is independent of the product category.\n",
+ " - Compute Cramér's V to understand the strength of association between best-seller status and category.\n",
+ "\n",
+ "3. **Visualizations**:\n",
+ "\t- Visualize the relationship between product categories and the best-seller status using a stacked bar chart.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+ "\n",
+ "**Objective**: Investigate how different product categories influence product prices.\n",
+ "\n",
+ "0. **Preliminary Step: Remove outliers in product prices.**\n",
+ "\n",
+ "\tFor this purpose, we can use the IQR (Interquartile Range) method. Products priced below the first quartile minus 1.5 times the IQR or above the third quartile plus 1.5 times the IQR will be considered outliers and removed from the dataset. The next steps will be done with the dataframe without outliers.\n",
+ "\t\n",
+ "\t*Hint: you can check the last Check For Understanding at the end of the lesson EDA Bivariate Analysis for a hint on how to do this.*\n",
+ "\n",
+ "1. **Violin Plots**:\n",
+ " - Use a violin plot to visualize the distribution of `price` across different product `categories`. Filter out the top 20 categories based on count for better visualization.\n",
+ " - Which product category tends to have the highest median price? Don't filter here by top categories.\n",
+ "\n",
+ "2. **Bar Charts**:\n",
+ " - Create a bar chart comparing the average price of products for the top 10 product categories (based on count).\n",
+ " - Which product category commands the highest average price? Don't filter here by top categories.\n",
+ "\n",
+ "3. **Box Plots**:\n",
+ " - Visualize the distribution of product `ratings` based on their `category` using side-by-side box plots. Filter out the top 10 categories based on count for better visualization.\n",
+ " - Which category tends to receive the highest median rating from customers? Don't filter here by top categories.\n",
+ "\n",
+ "---\n",
+ "\n",
+ "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n",
+ "\n",
+ "**Objective**: Analyze how product ratings (`stars`) correlate with product prices.\n",
+ "\n",
+ "1. **Correlation Coefficients**:\n",
+ " - Calculate tsns.countplot(data=df, x='MSZoning', hue='SaleCondition');he correlation coefficient between `price` and `stars`.\n",
+ " - Is there a significant correlation between product price and its rating?\n",
+ "\t\n",
+ "2. **Visualizations**:\n",
+ " - Use a scatter plot to visualize the relationship between product rating and price. What patterns can you observe?\n",
+ " - Use a correlation heatmap to visualize correlations between all numerical variables.\n",
+ " - Examine if product prices typically follow a normal distribution using a QQ plot. \n",
+ "\n",
+ "---\n",
+ "\n",
+ "**Submission**: Submit a Jupyter Notebook which contains code and a business-centric report summarizing your findings. \n",
+ "\n",
+ "**Bonus**: \n",
+ "\n",
+ "- Do the same analysis without taking out the outliers. What are your insights?\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 112,
+ "id": "2a85f920-a2e5-47a2-8d72-facc8a580cf4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 113,
+ "id": "291e1a4c-0a9f-4686-8795-9fdda0dfb31d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " 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",
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+ "\n",
+ " reviews price isBestSeller boughtInLastMonth category \n",
+ "0 15308 21.99 False 0 Hi-Fi Speakers \n",
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+ "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 "
+ ]
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+ "execution_count": 113,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = pd.read_csv(\"amz_uk_price_prediction_dataset.csv\")\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 114,
+ "id": "9b44e58a-98dc-4033-a7cd-78d3023b8bb8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "category\n",
+ "Grocery 0.058135\n",
+ "Smart Home Security & Lighting 0.057692\n",
+ "Health & Personal Care 0.057686\n",
+ "Mobile Phone Accessories 0.042471\n",
+ "Power & Hand Tools 0.035339\n",
+ " ... \n",
+ "CD, Disc & Tape Players 0.000000\n",
+ "General Music-Making Accessories 0.000000\n",
+ "Snowboard Boots 0.000000\n",
+ "Boxes & Organisers 0.000000\n",
+ "eBook Readers & Accessories 0.000000\n",
+ "Name: True, Length: 296, dtype: float64"
+ ]
+ },
+ "execution_count": 114,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "crosstab_result = pd.crosstab(df['category'], df['isBestSeller'])\n",
+ "proportions = crosstab_result.div(crosstab_result.sum(axis=1), axis=0)\n",
+ "best_seller_rate = proportions[True]\n",
+ "best_seller_rate.sort_values(ascending=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "07e96339-bf77-4220-a84e-a30ad844eb10",
+ "metadata": {},
+ "source": [
+ "Grocery, Smart Home Security and Health & Personal care are the categories most prevalent in Best Sellers"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 115,
+ "id": "eac14644-a2ea-4698-9b8d-5e7dfb3c80c2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(np.float64(36540.20270061387), np.float64(0.0))"
+ ]
+ },
+ "execution_count": 115,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from scipy.stats import chi2_contingency\n",
+ "\n",
+ "\n",
+ "chi2_statistic, chi2_p_value, _, expected_freq = chi2_contingency(crosstab_result)\n",
+ "\n",
+ "chi2_statistic, chi2_p_value"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "62b2b18c-0d2e-4931-83ae-99517a0128d5",
+ "metadata": {},
+ "source": [
+ "The p-value is 0 (or near 0) suggesting that product category and best-seller status are NOT independent."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 116,
+ "id": "fa993ce0-ebd1-4246-bb44-69196e5aae33",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.1222829439760564"
+ ]
+ },
+ "execution_count": 116,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from scipy.stats.contingency import association\n",
+ "association(crosstab_result, method=\"cramer\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d6de0376-b74a-4c07-918a-152e7ec47f71",
+ "metadata": {},
+ "source": [
+ "The Cramér's V value of 0.1222 suggests a weak association between the two variables. Though statistically significant, the strength of this relationship is not very strong in practical terms."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 134,
+ "id": "874ae327-3690-49d1-b9d4-f1428cb10f3b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'Category')"
+ ]
+ },
+ "execution_count": 134,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "proportions.head(20).plot(kind=\"bar\", stacked=True, figsize=(10,6))\n",
+ "plt.title(\"Best Seller Proportion by Category\")\n",
+ "plt.ylabel(\"Proportion\")\n",
+ "plt.xlabel(\"Category\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4e314d31-a3d4-4e27-b297-86a24f88b133",
+ "metadata": {},
+ "source": [
+ "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 118,
+ "id": "1a368a7f-2972-4332-bb6b-09b1c0dea22e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Q1 = df[\"price\"].quantile(0.25)\n",
+ "Q3 = df[\"price\"].quantile(0.75)\n",
+ "IQR = Q3 - Q1\n",
+ "\n",
+ "lower = Q1 - 1.5 * IQR\n",
+ "upper = Q3 + 1.5 * IQR\n",
+ "\n",
+ "df= df[(df[\"price\"] >= lower) & (df[\"price\"] <= upper)]\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 119,
+ "id": "da90fa20-20a5-4494-9089-07c6025997aa",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 119,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import seaborn as sns\n",
+ "sns.boxplot(x=df[\"price\"])\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 120,
+ "id": "3459d708-8a63-4a0d-bd89-58de1a4b27a8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "# Get top 20 categories by frequency\n",
+ "top_20_categories = df[\"category\"].value_counts().head(20).index\n",
+ "\n",
+ "# Filter dataframe\n",
+ "df_top20 = df[df[\"category\"].isin(top_20_categories)]\n",
+ "\n",
+ "# Plot\n",
+ "plt.figure(figsize=(12,6))\n",
+ "sns.violinplot(data=df_top20, x=\"category\", y=\"price\")\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.title(\"Price Distribution Across Top 20 Categories\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 121,
+ "id": "e4a44a9d-c956-4996-a44f-50587422bced",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "category\n",
+ "Desktop PCs 74.00\n",
+ "Boxing Shoes 69.79\n",
+ "Tablets 69.00\n",
+ "Graphics Cards 68.54\n",
+ "Motherboards 67.92\n",
+ " ... \n",
+ "Adapters 7.05\n",
+ "Make-up 7.00\n",
+ "Signs & Plaques 6.99\n",
+ "Arts & Crafts 5.99\n",
+ "Office Paper Products 4.37\n",
+ "Name: price, Length: 296, dtype: float64"
+ ]
+ },
+ "execution_count": 121,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.groupby(\"category\")[\"price\"].agg(\"median\").sort_values(ascending=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "03aca4a9-c408-4c37-99c5-eea7812db828",
+ "metadata": {},
+ "source": [
+ "Without filtering by top categories the product category with the highest mean is Motherboards with a median of 52.4"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 122,
+ "id": "9964041f-d3fa-4b09-bf32-410debd5c439",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Get top 10 categories by frequency\n",
+ "top_10_categories = df[\"category\"].value_counts().head(10).index\n",
+ "\n",
+ "# Filter dataframe\n",
+ "df_top10 = df[df[\"category\"].isin(top_10_categories)]\n",
+ "\n",
+ "sns.barplot(data=df_top10, x=\"category\", y=\"price\")\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 123,
+ "id": "0a74eb3f-d3a8-4ebb-b3f6-c63524fbde91",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "category\n",
+ "Motherboards 68.772432\n",
+ "Boxing Shoes 67.417803\n",
+ "Desktop PCs 66.915562\n",
+ "Tablets 66.552971\n",
+ "Graphics Cards 65.103509\n",
+ " ... \n",
+ "Bedding Accessories 8.835220\n",
+ "Adapters 8.750197\n",
+ "Signs & Plaques 8.210513\n",
+ "Arts & Crafts 8.006540\n",
+ "Office Paper Products 6.876369\n",
+ "Name: price, Length: 296, dtype: float64"
+ ]
+ },
+ "execution_count": 123,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.groupby(\"category\")[\"price\"].agg(\"mean\").sort_values(ascending=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8cccf6da-4dd1-4ab8-a7c3-a2b46d9eb771",
+ "metadata": {},
+ "source": [
+ "Without filtering by top categories the product category with the highest mean is Hockey Shoes with a mean of 46.5"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 124,
+ "id": "62197a4d-3995-4f35-8cf5-21206442d03e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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33KN1KIpinT8iIiIiosqD9+ekNM0T7suXL6Nfv35YunQpatSooXU4imEdbiIiIiKiyoP356QGzRPuESNGoEuXLnj88cdv2LegoAC5ubmSH3fkrA43ERERERFpg/fnpBRNF01bu3Ytfv31V/zyyy831X/mzJl4++23FY6KiIiIiIiIyHWaPeFOS0vDqFGjsHr1avj7+9/UvzN58mTk5OQIP2lpaQpHSURERERERHR7NEu4k5OTkZmZifDwcHh7e8Pb2xt79uxBfHw8vL29UVJSUu7f8fPzQ2BgoOTHHTm+B8L3QoiIiIiItMP7c1KKZlPKH3vsMfz222+SYy+//DJatGiBiRMnwsvLS6PIlME63ERERERElQfvz0kNmj3hNplMaNWqleSnatWqqFWrFlq1aqVVWIpinT8iIiIiosqD9+ekNM1XKSciIiIiIiLSo0qVcH///fdYsGCB1mEo5kbvgvBdESIiIiIi9fD+nJRWqRJuPXP8Y01ISBB+rtePiIiIiIjk98EHHwjbPXv2lNyf9+zZ02k/olulaR1uT+WYZDsu2KAX1y5naB1CpcdzRERERKSNvXv3Ctt9+/aVtPXt2xcbN24U+o0aNUrV2Eg/mHCTYk4ctGodAhERERERkWaYcJNiGrexwL9aiNZhVGrXLmfwiwkiIiIiIp1iwq2B6OhoybRyPU4nBwD/aiEIMIdqHQYRERERUTkdOnQQppV/8cUXkmnlX3zxhaQf0e1iwq0Sx/e0K0qyWeuPiIiIiEh5o0aNEhLujRs3Cu9sO+tHdLu4SrmKbpRMM9kmIiIiIlIP789JaUy4VcQ6f0RERERElQfvz0lpnFKuEmd1uJ21Ob7fTURERERE8tu0aZOw/dprr6Fjx47C/p49e7Bw4UKhX1RUlOrxkT4w4daAp9ThJiIifcjIPK91CJUez5H7O5ebr3UIlZ7eztHnn38ubIuTbfu+PeH+/PPPmXDTbWPCTURERE6ZTCb4+fpiVcJXWofiFvx8fWEymbQOg26RfZx/9vNfWofiFvQ4zmvUqOH0eGBgIHJzc1WOhvSGCTcRERE5FRQUhAUffIC8vDytQ5E4ffo04uPjMXLkSDRo0EDrcAQmkwlBQUFah0G3iOP81uhxnF+8eNHpcSbbJAcm3BrwlDrcRETk/oKCgirtzXWDBg3QpEkTrcMgHeA490z9+vUTppXv2bOn3Dvc4n5Et4sJt0pYh5uIiIiIqPKIiooSEu6FCxdi4cKFTqeR8/1tcgXLgqmIdf6IiIiIiCoPx/tvx2Sb9+fkKibcRERERERERApgwq2iG72rzXe5iYiIiIjU43j/7e/vf912olvFd7hV4vjHWtGiaY4LqhERERERkfxWrVolbA8aNAidO3cW9nfs2IFly5YJ/V588UXV4yN9YMKtAceE2nFBNSIiIiJXFRQU4MyZM7L8rtOnT0v+6ar69evDz89Plt9FdLs2b94sbIuTbfu+PeHevHkzE266bUy4iYiIiHTozJkziI2NlfV3xsfHy/J74uLiWOqKKg3HaeR2Pj4+KCoqUjka0hsm3EREREQ6VL9+fcTFxWkdhlP169fXOgQiwbVr15weZ7JNcmDCrQHH97Q5nZyIiIjk5ufnx6fIRNfRo0cPYVr5jh07yr3DLe5HdLuYcKvE8T3tipJsLphGRERElcnLL7+MvLw8Yd9kMmHFihUaRkQkjxdffFFIuJctWya8s+2sH9HtYlkwFd0omWayTURERJVJdHS0JNkGgLy8PM7OI93g/TkpjQm3iliHm4iIiNwF71vIE3Cck9KYcKvEWR1u+8/1+hERERGp7eWXXxa2mzRpIrlvEb8XLu5H5G727NkjbMfGxkrGuXiFf3E/olvFhFsDzupwExEREVUW4mnkjiudi/cdp5sTuZOFCxcK2/fff7+kTbwv7kd0q5hwExERERGRx2rUqJHT4yxfR3Jgwk1ERERERB7r5MmTTo+fOXNG5UhIj5hwa8DxPW2+t01ERESViclkErbF77I67ov7Ebmb1157Tdj++eefJW3ifXE/olvFOtwqYR1uIiIichcrVqwQ7lX++eefCu9bWI+b3FnHjh2F97Md1ypw7Ed0u/iEW0Ws80dERETugvct5Ak4zklpTLhVxDp/RERE5C5430KegOOclMaEWyWsw01ERETuYuTIkcJ269atJfctrVu3dtqPyN18/fXXwvaYMWMk43zMmDFO+xHdKr7DrQFndbiZaBMREVFlcfbsWWF76tSpkrapU6cK9y3ifkTuZvny5cL2Qw89JGl76KGHMH/+fKHf008/rWpslVlBQYFsK7ifPn1a8k9X1a9fH35+frL8Lrkw4SYiIiIiIo8VFBTk9HjNmjWRnZ2tcjSV35kzZ8pVL3BVfHy8LL8nLi4OTZo0keV3yYUJNxEREREReaysrCynx5lsO1e/fv3rruqupfr162sdQjlMuDUQHR0tmVbO6eRERERUmdSrV0+YLv7uu+9KppW/++67kn5E7mrgwIHCtPL9+/dLppXv379f0o/+x8/Pr9I9Ra7MmHCrhHW4iYiIyF3Ex8cL9yqHDx+u8L5FrmmgRFp4+umnhYR7/vz5mD9/vtNp5Hx/m1zBVcpVxDp/RERE5C5430KewHEcOybbHOfKiY6OLvejR0y4iYiIiIiISDUVJdd6TLqZcKvoRgNIjwOMiIiI3BPvW8gTOI7jtm3bXredXOdp1xa+w60Sx4FT0aJpjguqEREREalt+vTpwvaTTz6JIUOGCPtLlizBzp07hX5TpkxRPT4iORw+fFjYnjZtGu655x5h/8iRI3jnnXeEfq1bt1Y9Pj0S5z0+Pj5Ys2aNsB8TE4OioiKhn15yIibcGnAcPI4LqhFpqaCgAGfOnJHld50+fVryT1fVr18ffn5+svwu8mwc50TXd/DgQWFbnGzb9+0Jt7gfkbsRr7gvTrYd9999913dJH+ViTjZtu/rMSdiwk1EEmfOnEFsbKysv1OuVWzj4uJYhoJkwXFORER2jtPI7e655x4cOXJE5WhIb5hwE5FE/fr1ERcXp3UYTtWvX1/rEEgnOM6JiMju119/dXqcyTbJgQm3BhzfSdDj1AlyX35+fny6RrrHcU50fW3atBGmiy9ZsqTcO9zifkTuaurUqcK08iNHjpR7h1vcj+QXExNT7h1uPWLCrRLH97QrSrL5fgjpxWuvvYb09HRhv27duli4cKGGERHJr3///rh8+bKwX61aNaxcuVK7gIhkMmXKFOFeZefOncI72876Ebkr8UJo9gXSbtSPXCPOiYqKijwiJ2JZMBXdaODoaWCRZ4uOjpYk2wCQnp7O2RykK9HR0ZJkGwAuX77McU66wfsW8gQc5+rztHPOhFtFnlZzjjwTxzl5Ao5z8gQc5+QJOM7V52nnnAm3SpzV4bb/XK8fkTt57bXXhO177rlHMs7F70WJ+xG5m/79+wvbd9xxh2Sc33HHHU77Ebmb5cuXC9sWi0Uyzi0Wi9N+RO4mLS1N2F6wYIFknC9YsMBpP3KNeD2I5s2bS8558+bNnfZzd0y4NeCsDjeRHoinkU+bNk3SJt53nG5O5E7E08jnzJkjaRPvO043J3InX3/9tbDdvXt3SZt4X9yPyN2MHTsWAODl5YUGDRpI2ho0aAAvLy9JP3Jddna2sD19+nRJm3hf3M/dMeEmIiIiIqeMRt4qkn7ZbDYAQI8ePZy2d+nSRdKP6HbwKkpERERETpWWlmodApFiDAYDAGDz5s1O27dv3y7pR3Q7mHBrwPE9bb63TXpRt25dYduxvIZ4X9yPyN1Uq1ZN2J4wYYKkTbwv7kfkbp5++mlhe8uWLZI28b64H5G7mTdvHgCgpKQEp0+flrSdPn0aJSUlkn7kupo1awrbjmUFxfvifu6OdbhVwjrc5AkWLlwojO0jR45UOM5Zj5vc2cqVK4Wx/e+//1Y4zlmPm9zZwIEDhfezrVYrrFZrhf2I3FVoaKiwPXr0aHh5eaFLly7Yvn27kGw79iPXLFmyRPjc/Ouvvyr8DF2yZImaYSmKT7hV5Gk158gzcZyTJ+A4J0/AcU6eQDyOS0pKsGXLFkmyzXEuP0+7tjDhJiIiIiIiIlIAE24VeVqRd/JMHOfkCTjOyRM4jmPHdyo5zkkPxOPYy8sLPXv2FMqBObaTPDztM5QJt0ocB464yPv1+hG5k7feekvY7tSpk2Scd+rUyWk/InfzwQcfCNs9e/aUjPOePXs67UfkbsSrNo8cORIJCQlYsmQJEhISMHLkSKf9iNxNWlqasL1gwQKsW7cOffv2xbp167BgwQKn/cg1H374obDdq1cvyWdor169nPZzd0y4NeCYZOvtPQXyXL///ruwPWLECEmbeF/cj8jd7N27V9ju27evpE28L+5H5G5WrVolbD/88MOSNvG+uB+Ruxk7diyAsifbDRo0kLQ1aNBAeNJt70eu+/7774Xt3r17S9rE++J+7o4JNxERERE5VVFpHrPZrHIkRPKz2WwAgB49ejht79Kli6Qf0e1gwk1ERERETmVnZzs9npOTo3IkRPIzGAwAKn41Yvv27ZJ+RLeDCbcGHN/T5nvbpBetWrUSthctWiRpE++L+xG5mw4dOgjbX3zxhaRNvC/uR+RuXnzxRWH7hx9+kLSJ98X9iNzNvHnzAJSVAzt9+rSk7fTp00J5MHs/ct0jjzwibK9bt07SJt4X93N33loH4CkSEhIkiXVFSTbf5yZ39tZbbwlje/fu3di9e3eF/Yjc1ahRo4T3szdu3IiNGzdW2I/IXfXo0UN4Pzs+Ph7x8fEV9iNyV6GhocL26NGjb6ofuebVV18V3s9ev3491q9fX2E/veATbhV5WpF38kwc5+QJOM7JE3CckyfgOFefp51zJtwq8rSac+SZOM7JE3CckyfgOCdPIC5FdTvtdOs87drCKeUqcVaH21lbdHS07r7VIc+xdOlSYfuFF17As88+K+x/9dVXWL16tdBv8ODBaodHJIvly5cL2xaLBd27dxf2t2zZAqvVKvQbOHCg6vERycGxPrG4ZNLp06eF6bdpaWmcbktuKyMjQ1iB/KOPPkJwcLDQlpmZieHDh8NmsyEjIwMhISFahakrnnivyCfcGmAdbtKrb775RtgWX0Ad98X9iNzN119/LWyLk23HfXE/InfD+sTkCexfHAUEBEiSbQAIDg6Gv7+/pB+5zhPvFZlwExER3QajkR+hpF+sT0yeoKioCADQu3dvp+326eT2fkS3g3cLREREt6G0tFTrEIgUw/rE5Al8fHwAlC9PZWdfQdvej+h2MOHWAOtwk1499dRTwvZXX30laRPvi/sRuZunn35a2N6yZYukTbwv7kfkblifmDzBggULAAD5+fnIzMyUtGVmZuLatWuSfuQ6T7xX5KJpKmEdbvIEgwcPFt65Wb16tbDwhbN+RO5q4MCBwvvZVqtVWCTNWT8id8X6xOQJQkJCYDAYYLPZMHz4cKd9DAYDF0yTkSfeK2r6hPvjjz/GPffcg8DAQAQGBuKBBx7Q9SIznlZzjjwTxzl5Ao5z8gQc5+QJ7NPGb7edbp2nXVs0TbgbNGiAWbNmISkpCUlJSXj00UfRo0cP/PHHH1qGpRhPqzlHnonjnDwBxzl5Ao5z8gQc5+rztHOuacLdrVs3PPPMM2jWrBmaNWuG6dOno1q1akhMTNQyLEU4q8Nt/7lePyJ3Ip522KZNG8k4b9OmjdN+RO4mJiZG2K5Xr55knNerV89pPyJ3s2fPHmE7NjZWMs5jY2Od9iNyNyNGjBC2W7VqJRnnrVq1ctqPXDNs2DBhu2XLlpJz3rJlS6f93F2lWTStpKQEa9euxZUrV/DAAw847VNQUIDc3FzJjztiHW7SK/HCOlOmTJG0ifcdF+Ahcifi8jDx8fGSNvE+y8iQO1u4cKGwff/990vaxPvifkTuJiMjQ9h+6623JG3ifXE/cs358+eF7XfffVfSJt4X93N3mifcv/32G6pVqwY/Pz8MGzYMmzZtwl133eW078yZM2E2m4UfLtRBREREpJxGjRo5PV6/fn2VIyEick+aJ9zNmzfHoUOHkJiYiFdeeQUvvfQS/vzzT6d9J0+ejJycHOEnLS1N5WiJiIiIPMfJkyedHj9z5ozKkRARuSfNE25fX1+EhYUhIiICM2fOROvWrfHBBx847evn5yesaG7/cUesw0161aBBA2F7+vTpkjbxvrgfkbvx8fERtkeOHClpE++L+xG5m9dee03Y/vnnnyVt4n1xPyJ3Iy73db0p5SwLJp/atWsL21OnTpW0iffF/dxdpavDbbPZUFBQoHUYsmMdbvIECxYsEMb2wYMHKxznCxYsUDEqInmtWbNGGNtnz56tcJyvWbNGzbCIZNWxY0fh/ey4uDgAZdPIHZ9sd+zYUfXYiOSyaNEi4Rr++++/V3g9X7RokZph6donn3winOeUlJQKz/knn3yiZliK0vQJ9+uvv469e/fixIkT+O233zBlyhR8//336Nevn5ZhKcbTas6RZ+I4J0/AcU6ewHEcOybbHOekB7yeq8/TzrmmT7gzMjLw4osvIj09HWazGffccw927NiBJ554QsuwiIiIiIjIQxgMBthsNqfHiVyl6RPu5cuX48SJEygoKEBmZib++9//6jrZ9rQi7+SZHMdxQEDAdduJ3JHjOK5Ro8Z124nckXgcGwwGPPPMM5IEhOOc9KBXr15Csh0QEICXX35ZuHex2Wzo1auXluHpkuO1w7HylN6uLZXuHW69chw44qkSju92620aBXmOzz//XNgeMmQInnzySWF/586dWLJkidBPr6+OkP5t2rRJ2H7ttdck77Du2bNHeO9106ZNiIqKUj0+Ijn8+++/wvb777+Pxo0bAwAGDBiAEydOYPz48UK/O+64Q4sQiVyWkZEhJNsfffQRgoODAQBdunRBZmYmhg8fDpvNhoyMDC6cJpPdu3cL2xMmTEC7du2E/QMHDmDOnDlCv06dOqkenxKYcGvAMaF2XFCNyF2JExFxsm3ftyfcmzZtYsJNbkv8xZLjglHihaY+//xzJtzktiZMmACg7Mm2Pdm2a9y4sTAFd8KECXxQIFJQUCBbybTTp09L/umq+vXrw8/PT5bfpRejR48GUPZk255s2wUHB8Pf3x/Xrl3D6NGjuRCmTMQL0ImTbcf9RYsWMeEmIqqI4zRyOz8/P11WISDP5DiN3C4wMBC5ubkqR0OkjKefftrp8SeeeAI7d+5UOZrK78yZM4iNjZX1d8bHx8vye+Li4tCkSRNZfpdeFBUVAQB69+7ttL1Xr15YtWqV0I/k4ziN3K5u3bpIT09XORplMeEmItnl5+c7Pc5km/Tk4sWLTo8z2SY9+frrrzFgwIByx7/99lsNoqn86tevL5RRq2zq16+vdQiVjo+PD4qKirBu3Tp06dKlXPv69euFfiSvtLQ0p8f1lmwDTLg14fieNqeTk15ERUUJ08p37txZ7h1ucT8id9WvXz9hWvmePXvKvcMt7kfkrubMmYMJEybAZrPhxIkTkmnlJ06cEN57tb9vSWX8/Pz4FNmNLFiwACNGjEB+fj4yMzMl08ozMzNx7do1oR/JY8SIEcK08gMHDpR7h1vcTy+YcKvE8T3tipJsvgdF7qxfv35Cwr1kyRLhnW1n/YjcVVRUlJBwL1y4UHhn21k/InclXgjNvkDajfqRfJYtW4YdO3YI+507d8agQYM0jEifQkJChPUIhg8fDqPRiKCgIGRlZaG0tBRA2ToGXDBNPp06dRIS7ut9YaeX97cBjcuCeRpPK/JOnonjnDwBxzl5Ao5zbURHR0uSbQDYsWMHZ0QqxD5tHABKS0uRkZEhJNuO7SQPT7u2MOFWEetwkyfgOCdPwHFOnuBG9YdZn1h+jtcOcd1zZ+3kulmzZgnb9vMtPu/idpKHp32Gckq5SliHmzzBwYMHhe2pU6eidevWwv7hw4fx7rvvCv3atGmjenxEcvjpp5+E7cmTJyM8PFzYT05OxsyZM4V+DzzwgOrxEcmhovrEAFifWCHLli0Ttl988UX06NFD2N+8eTNWrVol9OP0cnkUFBQgKSkJ3t7esFqt8PX1FdoKCwthsViQlJSEgoICllSTyd9//y1sz5o1C2FhYcL+8ePHMWnSJKHfnXfeqXp8SmDCrQHW4Sa9mj59urAtTrYd96dPn84vlshtzZ07V9gWJ9uO+3PnzuU4F2F9YvfC+sTqE08jFyfb9n17wr1jxw4m3DKxWq0AgG7dukmSbQDw9fVFly5dsHnzZlitVgwePFiLEHVn8uTJwrY42Xbcnzx5sm4+Q5lwE5HsHJNtu7vvvht//PGHytEQKaOib97vuOMO/PvvvypHU/mxPrF7YX1i7ThOIyfl2EtQPfroo07bH3vsMWzevFmXpaq0VtE5f/jhh/HDDz+oHI2ymHATkewOHz7s9DiTbdIT8bQ4MSbbzrE+sXthfWLt2Kfyk/Lq1q2LI0eOYNeuXU4rqHz33XdCP5LXrl27MHz48HLH9ZZsA0y4NcE63KRXU6ZMEaaVHz58uNw73OJ+RO5q3LhxwrTy5OTkcu9wi/vR/7A+sXthfWL1de7cWZhWvnnz5nLvcIv7kTwsFgu++eYbbN26Fb169Sr3Dvf27duFfiSPmTNnCtPKjx8/Xu4dbnE/vWDCrRLW4SZPIF4Izb5AmrNp5FwwjdyZeCE0+w2Bs2nkXDCN3JljfWJ/f3/06tUL69evF5Jt1ieW16BBg4SEe9WqVcI72876kTz8/PwQERGBpKQkWCwWdOnSBY899hi+++47bN++HcXFxYiIiOAaDzISv45lXyDN2TRyvSyYBrAsmKo8reYceSbHceyYbHOckx44jmPHZJvjXDlff/01oqOjhZ+vv/5a65B0a/369cL7xNeuXcOqVaskyTbrE8uP94rqmzRpEiIiIlBcXIzNmzdj5MiR2Lx5s5Bs25NCko/jOHZMtvU2zplwExERkVuIjo7G8uXLJceWL1/OV7MUVNECXlzYi4jo5jDhVpGnFXknz+Q4jh966KHrthO5I8dx7LgyP8e5/BzPaVBQ0HXbyXXPP/88SktLAQAmkwlDhgyByWQCAJSWluL555/XMjxdchzH1atXv247uW7WrFlCLe6oqCgsXLgQUVFR8Pb2RlJSEmbNmqV1iLrjaZ+hfIdbJY4Dp6JF0xwXVCNyJykpKcL2e++9hxYtWgAAxowZg6NHj+KNN94Q+rVs2VKTGIlcdfDgQWF76tSp5RYHtK9fcPDgQa5XIBPxtPExY8ZIvsjbv38/5s+fL/R7+umnVY9Pj7KysoRk+5NPPkHt2rUBAE8++STOnz+PYcOGobS0FFlZWeW+/KDbs2HDBmH71VdfxSOPPCLsf//99/jwww+Ffs8995za4elSQUGBkGxbrVZh0bR+/fqhV69esFgsSEpKQkFBAd/jloknfobyCbcGHBNqJtikF1OnThW27cm2s31xPyJ3Y1+JHyj/rbx4X9yPXCOeRu44a0a87zjdnG7fmDFjAJQ92bYn23a1a9dG1apVJf3IdWvWrBG2xcm24764H7nGarUCALp16yZZoRwAfH19hZJ49n7kOk/8DGXCTUSyc7whtmvXrp3KkRApx/FGwe7uu+9WORLPUdGT1Jo1a6ocif4VFBQAAGJiYpy29+7dW9KP5OM4jdzOPp2f5JOeng4AePTRR522P/bYY5J+JB9P+gxlwk1Estu/f7/T4wcOHFA5EiLliGvLizmuzE/yycrKcno8Oztb5Uj0zz59tqKnqevWrZP0I/lcunTJ6fG8vDx1A/EAdevWBQDs2rXLaft3330n6Ufy8aTP0NtKuK9evYr8/Hxh/+TJk1iwYAF27twpW2B65vg+t94WBiDPZX/vBgCOHj0qaRPvi/sRuZspU6YI2443DOJ9cT9yzcCBA4Vtxy/0xPvifuQa+3vxeXl5OH/+vKTt/PnzuHLliqQfuU48m+D777+XtIn3K5p1QLfOYrEAALZu3YrCwkJJW2FhIbZv3y7pR67zxM/Q21o0rUePHujZsyeGDRuGS5cuoV27dvDx8cH58+cxb948vPLKK3LH6fYSEhLKLY5WUT8idyVeCM2+QNqN+hG5G/EiLtf78kgvi71UBk8//bTwfvb8+fMrTPK4YJp8goKCYDQaUVpaimHDhjntYzQauWCajJ577jlhRsGHH34oLJLmrB/Jw8/PDxEREUhKSsKLL76IgIAAFBcXw9vbG/n5+SgpKUFERARncsjIEz9Db+sJ96+//ooOHToAKEsQQ0JCcPLkSVitVsTHx8saoJ7cKJlmsk16wHFOnoDjXH085+r78ssvXWqnW8dxrr5JkybB29sbJSUlyMvLw9WrV5GXl4eSkhJ4e3tj0qRJWoeoO542zm8r4c7PzxcWbti5cyd69uwJo9GIyMhInDx5UtYA9YR1uMkTcJyTJ+jVq5dL7XTreG1RX58+fVxqp1vHca6+gQMHori4GAAQGBiIJk2aIDAwEABQXFzMV1UU4Gmfobc1pTwsLAxfffUVoqKi8M033wglITIzM4UBSlKsw02eIC0tTdhesGABGjRoIOyfPn0ao0ePFvqFhoaqHR6RLDIyMmCz2QAAH330EYKDg4W2zMxMDB8+HDabDRkZGQgJCdEqTF359ttvhe1x48bhgQceEPZ/+uknzJ07V+j3xBNPqB6fHl24cEFIQpYsWSJZCT47OxtDhgxBcXExLly4gFq1amkVpq4kJycL22+88QbuvfdeYf/QoUN47733hH7h4eFqh6dLeXl5yMnJAQCsXLkS1apVE9ouX76M/v37IycnB3l5eVwlXiae+Bl6W0+4p02bhvHjx6Nx48Zo166d8MG3c+dOXc23VwrrcJNejR07FgDg5eUlSbYBoEGDBvDy8pL0I3JH9i+OAgICJDcKABAcHAx/f39JP3Ld4sWLhW1xsu24L+5HrrFfp2vUqFGu7FrNmjVhNpsl/ch1M2fOFLbFybbjvrgfuWbatGkAgGbNmkmSbQCoVq0awsLCJP3IdZ74GXpbCXd0dDROnTqFpKQk7NixQzj+2GOPcbVKIg9m/8ayR48eTtu7dOki6UfkjoqKigD8rw6xI/tUOHs/kk9FpXm4cJf8rl69CgDo16+f03b7Stn2fiSfVq1aOT3eokULlSPRP3tJwYpej7Bf51l6UD6e+Bl6ywm3feW+8+fPo02bNjAa//cr7r//fl4MiDyYwWAAAGzevNlpu728hr0fkTvy8fEB8L86xI7Wr18v6UfySU9Pd3q8ovrcdPuqVKkCAPj888+dtttX07b3I/n8/vvvTo87ltsk19lnb6xdu9Zpu/067zjLg26fJ36G3nLC7e3tjUaNGqGkpESJeDwC63CTXs2bNw8AUFJSgtOnT0vaTp8+LVw37P2I3NGCBQsAlC0gmpmZKWnLzMzEtWvXJP3IdUOHDhW2f/rpJ0mbeF/cj1xjv05fvHix3NO97Oxs4b1XXs/lM3nyZGH70KFDkjbxvrgfueadd94BABw7dgyXL1+WtF2+fBnHjx+X9CPXeeJn6G0tmvbGG29g8uTJWL16Nb/xuUmsw02eQLwQ2vXeveGCaeTOQkJCYDAYYLPZMHz4cKd9DAaDbhZ7qQyeeOIJ4f1s+wJpFfUjedSqVQve3t4oLi7GkCFDnPbx9vbmgmkyEi+EZl8g7Ub9yDUmkwlmsxk5OTno378/atWqhcaNG+PEiRO4cOECAMBsNnPBNBl54mfobb3DHR8fj71796JevXpo3rw52rZtK/kh5zyt5hx5Jo5z8gT2KW+32063jtcW9VU0zfZm2+nWcZyrb/ny5fD19QVQtjp/cnKykGz7+vpi+fLlWoanS572GXpbCfezzz6L8ePHY/Lkyejbty969Ogh+SHnWFuRPAHHOXkCjnP18Zyrj3W41cdxrj6r1YrCwkIEBgaiRo0aCAgIQI0aNRAYGIjCwkJYrVatQ9QdTxvntzWl/M0335Q7Dt1jHW7yBH/88Yew/c477+Cuu+4S9v/880+hrMYff/yBu+++W/X4iORw8OBBYXvq1Klo3bq1sH/48GG8++67Qj+WypTHN998I2yPHTsWDz74oLD/448/Cu8Rf/PNN3jqqadUj0+PWIdbffaFRYGy17Lat28v7O/bt094p3X79u1C1Q9yTVFREbZt2waz2YzFixfD2/t/qVFxcTGGDh2Kbdu2ISYmRleLeGkpJSVF2H7vvfckC24fPXoUb7zxhtCvZcuWqsenhNt6wk2uYR1u0ivxl3HiZNtxn1/akTubPn26sC1Oth33xf3INUuXLhW2xcm24764H7mGdbjVt2LFCmFbnGw77ov7kWt27NiB0tJSxMTESJJtoGyNgj59+qC0tFRSBplcM3XqVGHbsbqVeF/cz93dVsJdUlKC999/H/fffz/q1KmDmjVrSn6IyLNFRkY6PR4REaFyJETKcUy27Th7QzkVLaLDJ6zyYx1u7dSuXdvp8Ro1aqgcif5lZGQAqHghOvtxez+Sz0MPPeT0eLt27VSORHm3lXC//fbbmDdvHp5//nnk5ORg7Nix6NmzJ4xGI9566y2ZQyQid5OYmOj0eFJSksqRECnn8OHDTo+LX60geVV002tf4Ijkwzrc2jl//rzT4xcvXlQ5Ev2zf4mXnJzstN1+XE8rZlcW+/fvd3r8wIEDKkeivNtKuD///HMsXboU48ePh7e3N2JiYrBs2TJMmzatwhtt+h/W4Sa9evvtt4XtP//8U9Im3hf3I3I3U6ZMEbYdk27xvrgfuWbw4MHC9o8//ihpE++L+5FrWIdbfS+//LKwvW/fPkmbeF/cj1zTuXNnGI1GrFmzRlizwK64uBhr166F0WhE586dNYpQf+zrnABl72yLiffF/dzdbS2adu7cOfznP/8BAFSrVk246Hbt2lVX8+3lxDrc5AnEU2ntC6RFRESUe7LNKbfkzsQLodlvCO6+++5yT7a5YJp8nnrqKeH97Hnz5mHevHmoVatWuSfbXDBNPo51uM1mM2JiYrBmzRrhvo91uOXVpUsX4f3sBQsWYMGCBahRo0a5J9tcME0+Pj4+6Nq1K7Zs2YKhQ4eiT58+CA8PR3JyMtauXYucnBx0796dC6bJSLwQmn2BtHbt2pV7sq2XBdOA23zC3aBBA6SnpwMAwsLCsHPnTgDAL7/8Aj8/P/mi0xnWViRP4DiOHZNtjnPSA8dx7Jhsc5zLz/GcOibbPOfyW7t2rbCQVE5ODj755BNJss063PJzHMeOyTbHufwsFgu6d++OvLw8LF68GEOGDMHixYuRl5eH7t27w2KxaB2i7jiOY8dkW2/j/LYS7qioKHz33XcAgFGjRmHq1Km48847YbFYMGDAAFkDJCIiIiJt+Pr63tJxIne0Z88elJaWSo6VlpZiz549GkWkf0aj8zS0ouPu7Lb+j2bNmoXXX38dQNnU6H379uGVV17B+vXrMWvWLFkD1BNPK/JOnkk8jg0GA5555hkYDAan7UTuSjyOfXx80Lt3b8mUQ45z+Tme0yeffPK67eQ6i8WC/Px8AEBoaCgmTZqE0NBQAEB+fj6f/CmA41x9AwcOFGZuNGvWDNOmTUOzZs0AlM3sGDhwoJbh6dLzzz8vfMFhMpkwZMgQmEwmAGVfdDz//PNahie723qH+4cffsCDDz4oTDNq164d2rVrh+LiYvzwww94+OGHZQ1SDxwvkOKpEo7vduttGgV5jn///VfYfv/999G4cWMAwIABA3DixAmMHz9e6HfHHXdoESKRy86cOSNsx8fHo169egCAXr164ezZsxg5cqTQr379+prEqDepqanCdlxcHJo0aQIAGDJkCP755x/ExsYK/Zo2bapJjHqTk5MjJNuffvopAgMDAZSty5Gbm4sBAwYgPz8fOTk5Qk1ucg3Hufry8vKEZHvlypWoVq0aAOCee+7B5cuX0b9/f+Tk5CAvL09ICMk1WVlZQrL9ySefCGXwnnzySZw/fx7Dhg1DaWkpsrKyEBQUpGWosrmtJ9ydOnUqt2IlUHZx7tSpk8tB6Z1jQs0Em/RiwoQJAMqebNuTbbvGjRsLT7rt/Yjc0ZgxYwCUPdm2J9t29erVE76Mtvcj102cOFHYtichzvbF/cg1kyZNAlD2ZNuebNsFBgYKXybZ+5HrOM7VZ1/gtVmzZkKybVetWjWEhYVJ+pHr7J+NJpOpXM352rVro2rVqpJ+enBbCbfNZpNMEbW7cOGCcJKIyHM9/fTTTo8/8cQTKkdCJD/7N/M9e/Z02t6jRw9JP5KP4/Rau0cffVTlSPQvNzcXANCvXz+n7TExMZJ+JB+Oc/XYHyD26dPHaXvv3r0l/ch1BQUFAP53DXFkP+f2fnpwSwl3z5490bNnTxgMBvTv31/Y79mzJ3r06IGnnnoKDz74oFKxEpGb+Prrr50e//bbb1WOhEh+9gVdNm7c6LR98+bNkn4kH3tVFEe7du1SORL9sz/V/vzzz522r1mzRtKP5MNxrp6aNWsCQIUr7q9bt07Sj1xnr2hlv4Y4sp9zPVW+uqW7AbPZDLPZDJvNBpPJJOybzWbUqVMHQ4YMwerVq5WKVTcc3+fmAhikF3PmzAFQNgvmxIkTkrYTJ07AZrNJ+hG5o/nz5wMAioqKcPbsWUnb2bNnUVxcLOlHrps9e7aw/c8//0jaxPvifuQa+yK4aWlp5Z5i5+bmCmsZcLFc+XCcq++dd94BABw7dgyXL1+WtF2+fBnHjx+X9CPX2T8b8/LycP78eUnb+fPnceXKFUk/PbilRdNWrFgBAAgKCsJbb72FgIAAAGU30l999RVatmxZbi4+lUlISCi3OFpF/YjclXghNPsCaTfqR+RuxAuh2RdIu1E/co14gSj7wlE36keuMZvNCAgIQH5+PgYMGABvb2/4+/vj2rVrwpdKAQEBXDBNRhzn6rM/QMzJyUH//v0RFhaG3r17Y926dUKybTabuWCajIKCgmA0GlFaWophw4bBYDCgSpUquHr1qvBgxmg06mbBNOA23+E+ePAgrFYrAODSpUuIjIzE3Llz8eyzz+Ljjz+WNUA9uVEyzWSb9IDjnDwBx7n6eM7VZ7/XA4Di4mJcvnxZSLYd20keHOfqW758ufDF0fHjxzF9+nRJsr18+XItw9OlL7/8Uti22WzIz88Xkm3Hdj247YS7Q4cOAMr+8ENCQnDy5ElYrVbEx8fLGqCesA43eYKKFh652XYid8Bxrj5+hqpvxIgRwraPj4/w46yd5MFxro3ly5djxYoVCA0NRdWqVREaGooVK1Yw2VbIja4deru23FYd7vz8fGFqxc6dO9GzZ08YjUZERkbi5MmTsgaoF+Jph61bt8bUqVOF/XfffReHDx8W+vFLC3JXFy5cEJ5+LFmyRLLISHZ2NoYMGYLi4mJcuHABtWrV0ipMIpdwnKuvotrnAFj7XCFXrlxBRkYGgLIn2fbXCIGy+0CLxYKMjAxcuXKFFWpk8tdffwnbM2bMQLNmzYT9Y8eO4fXXXxf6NW/eXPX49M5kMunqveHKyhOvLbf1hDssLAxfffUV0tLS8M033wjlCzIzM7laZQXEC+uIk23HfccFeIjcydixYwEANWrUKLeiZ82aNYUpW/Z+RO6I41x9rH2uvhkzZgAA2rRpI7khBsre3W7durWkH7luypQpwrY42XbcF/cjcjeeeG25rYR72rRpGD9+PBo3box27drhgQceAFD2tLtNmzayBkhE7uPq1asAbly31d6PyB1xnKuPtc/Vl5WVBaDiKczPPfecpB/J5+GHH3Z6nKV3SQ888dpyWwl3dHQ0Tp06haSkJOzYsUM4/thjj3EqBpEHq1KlCoAb12219yNyRxzn6mPtc/XZVwiuaJGuDRs2SPqRfH744Qenx3/88UeVIyGSnydeW277k6lOnTpo06aN5MPt/vvvR4sWLWQJTG/EU+DeffddSZt433GqHJE7mTdvHgDg4sWLyM7OlrRlZ2cjJydH0o/IHXGcq4+1z9Vnf1/44MGDyM/Pl7Tl5+cLa8/Y+5Hrpk+fLmwfO3ZM0ibeF/cjcjeeeG25rUXT6NbFx8cLUycOHz5c4TQKLphG7qxWrVrw9vZGcXExhgwZArPZjJiYGKxZs0ZIQry9vbmQFLk1jnP1OdY+9/b2Ro8ePbB582ZJmSoumCafqlWrIiQkBBkZGbBYLGjdujWee+45bNiwQbghDgkJ0c2iRpWBeCE0e7Lx4IMPlnuyzQXTyJ154rWFc69UxNqK5AnWrl0rLGCUk5ODTz75RJKErF27VsvwiGTBca4+8WdkcXExNmzYIEm2+Rkqv0WLFiEkJARA2cOCadOmSW6IFy1apGV4uuQ4jh2TbY5z5RQVFWHr1q1YtmwZtm7diqKiIq1D0i1Pu7bwCTcRya5Ro0ZITU11epxIL6pWrSok2Y7HifSiXbt22LZtm2RBOqPRiHbt2mkYlb4ZDAbYbDanx0kZVqu13DhftWoVunbtCovFomFk+pWXl3dLx90Zn3CrqKJp5DfbTuQOJk6ciNTUVBgMBnTs2BHvv/8+OnbsCIPBgNTUVEycOFHrEIlcNnDgQCHZbtasGaZNmyaU7cnJycHAgQO1DE+XxJ+Rfn5+eOGFF+Dn5+e0neRhtVqxZcsWmEwmDBs2DEuXLsWwYcNgMpmwZcsWWK1WrUPUnV69egnJdkBAAF5++WWhdJLNZkOvXr20DE+XOM7VZ7FYhPe3Q0NDMWnSJISGhgL4Xy1uPeETbpVMmDBB2L7//vsRGxsr7MfFxeHnn38W+s2ZM0f1+IjkcPXqVSHZXrVqFfz9/QEAr732GgYPHowXX3wRqampuHr1KldwJreVl5cnJNsrV65EtWrVAAD33HMPLl++jP79+yMnJwd5eXkwmUxahqob6enpwvaHH36IOnXqAACeffZZnDt3Dq+++qrQr27duprEqDdFRUXYtm0bzGYzFi9eLLxC8fjjj+ORRx7B0KFDsW3bNsTExMDHx0fjaPUhIyNDSLY/+ugjBAcHAwC6dOmCzMxMDB8+HDabDRkZGcJ0XHINx7n6cnJyhGT7008/RWBgIAAgIiICubm5GDBgAPLz85GTkwOz2axlqLLhE26V/Pvvv8K2ONl23Bf3I3I39kX/Hn74YSHZtvP390f79u0l/Yjc0bRp0wCUPdm2J9t21apVQ1hYmKQfuW706NEAyp5s25Ntuzp16sDX11fSj1y3Y8cOlJaWIiYmRkhC7Ly9vdGnTx+UlpZKysOSa+zjNyAgQEi27YKDg4XPVY5z+XCcq2/SpEkAyp5s25Ntu8DAQGHxS3s/PWDCTUSyOXfuHACgW7duTtvtx+39iNyRvRRYnz59nLb37t1b0o9cV1JSAgAVTqft2bOnpB+5LiMjAwAQHh7utN1+3N6PXGdfpMt+DXFkH/9czEs+HOfqy83NBQD069fPaXtMTIyknx4w4SYi2difPG3dutVpu/244xMqIndSs2ZNAKhwJfJ169ZJ+pHrvLy8AADr16932r5x40ZJP3KdfcpycnKy03b7cU5tlo99yrL9GuLIPv45tVk+HOfqsz/V/vzzz522r1mzRtJPD5hwq+SOO+4QtuPi4iRt4n1xPyJ3M3LkSADADz/8gGvXrknarl27hn379kn6Ebmjd955BwBw7NgxXL58WdJ2+fJlHD9+XNKPXLdgwQIAQEFBQbkZMufOnUNhYaGkH7muc+fOMBqNWLNmjaT8GlBWlm3t2rUwGo3o3LmzRhHqj3385ufnIzMzU9KWmZkpfK5ynMuH41x9s2bNAgCkpaWVe4qdm5uLM2fOSPrpARdNU8mcOXOEFVR//vnnCldT5YJp5M6qVKmCpk2bIjU1FS+88AL8/f2F8ib2G4WmTZtywTRyayaTCWazGTk5Oejfvz8CAgIQEBCA/Px8YSEYs9nMBdNkJF4Izb5A2o36kWt8fHzQtWtXbNmyBUOGDEHHjh0REhKCjIwM7NmzB7m5uejevTuftsooJCRE+MwcPny40z4Gg4FPW2XEca4+s9ksfGYOGDAARqMRRqMRpaWlQlm2gIAA3SyYBvAJt6oSEhJcaidyB7Nnz4bRWHZpuXbtGq5evSok20ajEbNnz9YyPCJZLF++XBjn+fn5OH/+vJBsG41GLF++XMvwdImfoeqzWCzCysFbt27FsmXLsHXrVuTm5iIiIkJ3pXsqg4pem7jZdrp1HOfqE5daKy0tRXFxsaQGut5KsTHhVhHrcJMnGDhwoOQbytq1aws1REtLS1mfmHRh4sSJwjivUqWK8AOUjXPWm5ff888/71I73brExEQkJyejbdu2eOaZZ/D444/jmWeeQdu2bZGcnIzExEStQ9Sdvn37utROt47jXH3iLzGMRiO8vLyEL7Ed2/WAU8pVIr75ioyMxPjx44X9999/X/hjnjhxIp8AktuqqD4xANYnJt2oqN48UDarg/Xm5ZeVlSV8wfHJJ5+gdu3aQtv58+cxbNgwlJaWIisrC0FBQVqFqSslJSWwWq0IDw9HbGys5Ga4tLQUcXFxsFqtuO+++7hYnUwuXrworEewbNkyVK9eXWi7dOkSBg0ahMLCQly8eBE1atTQKEp94ThXX0V1uAGwDje5JjU1VdgWJ9uO++J+RO6G9YnJE7DevPrGjBkDoOz9eXGyDQC1a9dG1apVJf3IdSkpKcjMzETPnj0lSQhQ9kQqKioKmZmZSElJ0ShC/bHfDwYHB0uSbQCoXr26MPYd7yPp9nGcq491uImIXMD6xOQJWG9efQUFBQD+V5/Vkf3aYu9Hrrt06RKAsptiZxo2bCjpR667cuUKAOCFF15w2m6fTm7vR67jOFcf63ATEbmA9YnJE7DevPr8/PwA/K8+qyP7tcXej1xnf8KalpbmtP3UqVOSfuQ6+0yN1atXO23/4osvJP3IdRzn6mMdblJM06ZNhe33339f0ibeF/cjcjesT0yegPXm1Td//nwAZetEnD9/XtJ2/vx54YmfvR+5rmXLlggODsbGjRslqwcDZe+2btq0CcHBwWjZsqVGEeqP/X4wMzOz3BPVS5cuCWPf8T6Sbh/HufpYh5sUM3v2bGEV8sTExApXJOeCaeTOHOsTO8P6xOTuHOvNO8N68/IKCgoS6rQOGzbMaR+j0cgF02Tk5eUFi8WCuXPnYsaMGcjOzhYWvKxZsyYOHz6McePGcSEpGdWoUQO+vr4oLCzEoEGDnPbx9fXlgmkyEo/zV155BRcuXBDaatWqhezsbI5zmTnW4XaGdbhlNHPmTNx3330wmUwIDg7Gs88+i7/++kvLkBTFGqLkCW5Uf5j1iUkPbvTlKL88ld+XX37pUjvdusjISAQGBuLQoUM4deoULl68iFOnTuHQoUMIDAxEZGSk1iHqjn3a+O22062LjIyEzWaTJNsAcOHCBdhsNo5zBdyozjbrcMtoz549GDFiBBITE/Htt9+iuLgYTz75pG4Xg2AdbvIEHOfkCTjO1cdzrr4RI0YIpR7DwsLw/PPPC9UmcnJyMGLECC3D0yWOc/U5nlPHd+R5zuXnaeNc0ynlO3bskOyvWLECwcHBSE5OxsMPP6xRVMpwHDjip9nitujoaD7pJre1d+9eYXvixIm47777hP1ffvlFeOq3d+9edOjQQfX4iOSwfv16YXvEiBHo1KmTsL97924sWrRI6NerVy/V49OjFStWCNv9+/dH165dhf1t27Zh5cqVQr+XX35Z7fB06cqVK8jIyABQ9rQpICAAAPD8888jPz8fFosFGRkZuHLlChfxkol9HAPAyy+/jC5dugj727dvF/4OVq5cWeFrW3RrxItfjho1SnJvsnfvXnzwwQdCv4oqU9CtOXDggLD9+uuvo23btsL+r7/+ihkzZgj92rVrp3p8SqhUi6bZv0WtaAXjgoIC5ObmSn7ckWNCzQSb9ML+wQRAkmw77ov7Ebkb+4rYACTJtuO+uB+5Zvv27cK2ONl23Bf3I9fYb3rbtGkjJNt2AQEBaN26taQfuW7btm3CtjjZdtwX9yPXfPbZZ8K244MA8b64H7lmzpw5wrY42XbcF/dzd5Um4bbZbBg7dizat2+PVq1aOe0zc+ZMmM1m4aeimnlEpK077rjD6XH+zZKeVLSgS7Vq1VSOxHN4ezufmGcwGFSORP+ysrIAVDy187nnnpP0I/n4+Pg4PW40Vprbdt2pVauW0+MsB6ac5s2bOz2ux4pNleYv99VXX8WRI0cqrLEJAJMnT0ZOTo7wU1HNPCLS1r///uv0OP9mSU/ss7IcOZbEI/kUFxc7PW6z2VSORP/sK75XNAtvw4YNkn4kn6KiIqfHHctWkXwcF0yzcyzPRvKpaKHs1NRUlSNRXqVIuF977TVs2bIFu3fvRoMGDSrs5+fnh8DAQMmPO3L8tlhvCwOQ5xo1apSw/csvv0jaxPvifkTupnfv3sL27t27JW3ifXE/cs31ptNebxou3b7XX38dAHDw4EHk5+dL2vLz83H48GFJP3Ld9V6PuN5rFXT7XnrpJWFbvA6N4764H7lmwoQJwvavv/4qaRPvi/u5O4NNw6+FbTYbXnvtNWzatAnff/897rzzzlv693Nzc4Wav+6QfN9MYq2H97n/+ecfxMbGokWHCQgwcwrx9eTnpOHo3jmIi4tDkyZNtA5HFo7jPDQ0tNyTbT2N816D3kRQ3cZah1OpZaWfwPplb+t6nFerVq3ck209jPPKxPGcGwyGck+2ec7lNWLECGHhtNatW+O5557Dhg0bhGQ7JCREWCSQ5OE4zu3158U4zuXleM6rV69e7sk2z7m8HM9506ZNyz3Zruzn/FbyUE2fcI8YMQKrV6/GF198AZPJhHPnzuHcuXO4evWqlmEphnW4yRM4jmM9JttEjuOYybbyHM8pk23lLVq0CCEhIQCAw4cPY9q0aUy2FeY4jplsK8/xnDLZVp7jOXW3ZPtWaZpwf/zxx8jJycEjjzyCunXrCj9c2ZXIvXXv3v2WjhO5o4iIiFs6Tq4bP378LR0n17Vr167conQGg0E35XoqI15b1Mf7FvV50jjXNOG22WxOf/RaW9Bx+kSVKlWu207kjqxWK7Zs2QKz2Yxhw4Zh6dKlGDZsGMxmM7Zs2QKr1ap1iEQumzVrFpKSkuDt7Y2oqCgsXLgQUVFR8Pb2RlJSEmbNmqV1iLqTmJiIuXPnIiIiAjNmzMCqVaswY8YMREREYO7cuUhMTNQ6RN2xX88DAwMl1/PAwEBezxXCa4v6eN+iPk8b55Vi0TRPsHr1amF78ODBSEhIwKpVq5CQkIDBgwc77UfkboqKirBt2zaYzWYsXrwYjz/+OGrUqIHHH38cixcvhtlsxrZt2ypcgZXIHRQUFAg3ClarFf369UPdunXRr18/WK1W4YahoKBA61B1o6SkBFarFeHh4YiNjUWzZs1QpUoVNGvWDLGxsQgPD4fVakVJSYnWoeoGr+fq47VFfRzn6vPEcc6EWyVfffWVsP3UU09J2sT74n5E7mbHjh0oLS1FTExMuXq53t7e6NOnD0pLS7Fjxw6NIiRynf1pR7du3eDr6ytp8/X1FVbK5lMR+aSkpCAzMxM9e/YsV4vYaDQiKioKmZmZSElJ0ShC/eH1XH28tqiP41x9njjOmXCrzHEauZ3jgCNyR/bVbMPDw52224/b+xG5o/T0dADAo48+6rT9sccek/Qj19kXMQoNdV75omHDhpJ+5Dpez9XHa4v6OM7V54njnAm3yipagb2wsFDlSIjkZ1/NNjk52Wm7/bi9H5E7qlu3LgBg165dTtu/++47ST9yXfXq1QGUr3pgd+rUKUk/ch2v5+rjtUV9HOfq88RxzoRbJc8++6yw/c0330jaxPvifkTupnPnzjAajVizZg2Ki4slbcXFxVi7di2MRiM6d+6sUYRErrNYLACArVu3lvuytLCwENu3b5f0I9e1bNkSwcHB2LhxY7kySaWlpdi0aROCg4PRsmVLjSLUH17P1cdri/o4ztXniePc+8ZdSA4vvPCC8H720qVLsXTp0gr7EbkrHx8fdO3aFVu2bMGAAQPg6+uLoqIi+Pj4oLCwEPn5+ejevTt8fHy0DpXotvn5+SEiIgJJSUmwWCxo164dmjZtitTUVBw4cADFxcWIiIiAn5+f1qHqhpeXFywWC+bOnYsZM2YgOzsbeXl5MJlMqFmzJg4fPoxx48bBy8tL61B1Q3w9Hzp0KDp06IA6derg3Llz2Lt3L3Jycng9l5n42tKvXz8EBwfDaDSitLQUmZmZsNlsvLbIjONcfY6foS1atECNGjVw8eJFHD16VJefoUy4VZSQkHDd0l96K/JOnslisWDHjh3Iz89Hfn6+pM3X11dX31iS55o0aRImTpyI1NRU7N+/H/v37xfamjZtikmTJmkYnT5FRkYiMDAQhw4dEo5dvHgRp06dgtlsRmRkpHbB6ZTFYsHZs2eRlJSEbdu2SdoiIiJ4PVfApEmTYLFYkJ+fX+694YCAAF5bFMBxrr5JkyZhxIgRyMjIwO+//y5pCwkJ0d0455RyFd2ozjbrcJMeDBw4UJgiVLt2bURERKB27doAyqYKDRw4UMvwiGSRmJiIf/75B23atEG7du3QqlUrtGvXDm3atME///zDmtAKGDFiBHJycgAAYWFheP755xEWFgYAyMnJwYgRI7QMT5cSExORnJyMtm3b4plnnsETTzyBZ555Bm3btkVycjLHuQImTpyI/Px8GAwG1KlTB3feeSfq1KkDg8GA/Px8TJw4UesQdYfjXH1WqxUZGRkwmUy4++67cdddd+Huu++GyWRCRkaGrlYoB/iEWzW7d+8WtidMmIB27doJ+wcOHMCcOXOEfp06dVI9PiI55OXlCTfEK1euRLVq1YS2y5cvo3///sjJyRGmghK5I8ea0OIyVaWlpYiLi4PVasV9993HKc4yuXLlivC0z2q1IiAgAADw/PPPIz8/HxaLBRkZGbhy5QqqVq2qZai6wXGuvqtXryI1NRUGgwGrVq2Cv7+/0Hbt2jW8+OKLSE1NxdWrVyusekO3huNcfY61z8Xl2IqLizF06FBs27YNMTExupnKzyfcKlm0aJGwLU62HffF/YjczbRp0wAAzZo1kyTbAFCtWjXhaZS9H5E7Yk1o9c2YMQMA0KZNGyHZtgsICEDr1q0l/ch1HOfqi4+PBwA8/PDDkmQbAPz9/dG+fXtJP3Idx7n6PLH2ORNulVVUQ1RPS9+T58rOzgYA9OnTx2l77969Jf2I3BFrQqsvKysLQMWvXj333HOSfuQ6jnP1nTt3DgDQrVs3p+324/Z+5DqOc/V5Yu1zJtwqq6iGqJ6Ku5PnqlmzJgBg7dq1TtvXrVsn6UfkjlgTWn1BQUEAKl5cdMOGDZJ+5DqOc/XVqVMHQFm5JGfsx+39yHUc5+rzxNrnTLhVIl7M5cCBA5I28T4XfSF39s477wAAjh07hsuXL0vaLl++jOPHj0v6Ebkj1oRW3+uvvw4AOHjwYLnqB/n5+Th8+LCkH7mO41x9I0eOBAD88MMPuHbtmqTt2rVr2Ldvn6QfuY7jXH2eWPuci6appFOnTsL72fYF0urWrVvuyTYXTCN3ZjKZYDabkZOTg/79+yMsLAy9e/fGunXrhGTbbDZzwTRya+Ka0HFxcYiKikLDhg1x6tQpbNq0CcnJyawJLbOqVasiJCQEGRkZsFgsaN26NZ577jls2LBBSLZDQkK4YJqMOM7VV6VKFTRt2hSpqal48cUX0b59e3Tr1g1bt27Fvn37YLPZ0LRpUy6YJiOOc/U51j7v06cPwsPDkZycjLVr1+qy9rnBZrPZtA7iduXm5go394GBgVqHc1M8oQ73P//8g9jYWLToMAEBZufvxFCZ/Jw0HN07B3FxcWjSpInW4chm4MCBwmrlYmazGcuXL9cgIvnZx3mvQW8iqG5jrcOp1LLST2D9srd1N84TExOxYsUKXLhwQThWq1YtvPzyy6wJrRB73VZHISEhXHRUIYmJiVi5ciXOnz8vHKtduzb69+/Pca6QiRMnIjU1tdzxpk2bYvbs2RpEpH+JiYmwWq3IzMwUjgUHB8NisXCcK8RqtWLr1q0Qp6IGgwHdunVzi9rnt5KH8gk3EcmuY8eOTi+iHTt21DAqInl9//33kmQbAC5cuIDvv/+eN2ikG8eOHSu30GV2djaOHTvGcU66ERkZifvuuw8pKSm4dOkSqlevjpYtW/LJtsIMBkO5e0U94jvcKnJ8ut22bdvrthO5I6vVii1btiAwMBDDhg3D0qVLMWzYMAQGBmLLli2wWq1ah0jkslmzZiEpKQne3t6IiorCwoULERUVBW9vbyQlJWHWrFlah6g74qfbbdq0wfTp09GmTRsAZavZcg0U+dmv5yaTSXI9N5lMvJ4rxP502/4l9fvvv4+OHTvCYDAgNTUVEydO1DpE3fLy8kKrVq3Qvn17tGrVism2gjzt2sIn3Cqxv2MGlNUgvueee4T9I0eOCItIHT58WKgnSuRuioqKsG3bNpjNZixevFior/j444/jkUcewdChQ7Ft2zbExMTo6t0c8iwFBQVCsm21WuHr6wsA6NevH3r16gWLxYKkpCQUFBTAz89P42j14cqVK0KybbVahVrcU6ZMQX5+PiwWCzIyMnDlyhW+xy0TXs/Vd/XqVSHZXrVqlVCL+7XXXsPgwYPx4osvIjU1FVevXuV73OS2PPHawifcKnn33XeFbXGy7bgv7kfkbnbs2IHS0lLExMQIF1A7b29v9OnTB6WlpdixY4dGERK5zv7Ne7du3YRk287X1xddunSR9CPXzZgxA0DZk217sm0XEBAgfFFt70eu4/VcffHx8QCAhx9+WEi27fz9/dG+fXtJPyJ35InXFibcKnOcRm7nmIQTuSP7E6jw8HCn7fbjzhY9InIX9uoSjz76qNP2xx57TNKPXJeVlQWg4levnnvuOUk/ch2v5+o7d+4cgLIv85yxH7f3I3JHnnhtYcKtsl9//dXp8SNHjqgcCZH8QkJCAADJyclO2+3H7f2I3FHdunUBALt27XLa/t1330n6keuCgoIAVFzNY8OGDZJ+5Dpez9VXp04dAMDWrVudttuP2/sRuSNPvLYw4VbJ1KlThW3H5Fq8L+5H5G46d+4Mo9GINWvWoLi4WNJWXFyMtWvXwmg0onPnzhpFSOQ6e7mSrVu3orCwUNJWWFiI7du3S/qR615//XUAwMGDB5Gfny9py8/PF9ZJsfcj1/F6rr6RI0cCAH744Qdcu3ZN0nbt2jXs27dP0o/IHXnitYWLpqlEvBCafYG0G/Ujcjc+Pj7o2rUrtmzZgiFDhqBjx44ICQlBRkYG9uzZg9zcXHTv3l03i2CQZ/Lz80NERASSkpJgsVjQrl07NG3aFKmpqThw4ACKi4sRERHBBdNkVLVqVeFaYrFYULduXYSGhiItLU2Yuh8SEsIF02Qkvp4PHToUHTp0QJ06dXDu3Dns3bsXOTk5vJ7LrEqVKsK15IUXXkCNGjXg5+eHgoICXLx4EUBZLW4umEbuzBPvFZlwqyghIeG6pb8qmipH5E4sFgvOnj2LpKSkctPiIiIi+NSPdGHSpElC+Z79+/dj//79QlvTpk0xadIkDaPTp0WLFsFisSA/Px/p6emSd+QDAgKwaNEiDaPTJ/H1fNu2bZI2Xs+VMXv2bPTt2xeFhYVCkm3n6+uL2bNnaxQZkXw87V6RCbeKblRnOzo6mkk3ub3ExEQkJyejbdu2qFOnDgoLC+Hr64tz584hOTkZiYmJiIyM1DpMIpckJibin3/+QZs2beDr6yuUoyosLMShQ4c4zhVgtVqRn58Pk8mEgIAAoexafn4+8vLyYLVadXeTpjXH63lRURF8fHx4PVfQxIkThVdVatSoAV9fXyH5LiwsxMSJE5l0k9vztHtFJtwqSUlJEbbfe+89tGjRQtg/evQo3njjDaFfy5YtVY+PSA4lJSWwWq0IDw9HbGwsjMb/LRNRWlqKuLg4WK1W3HffffDy8tIwUqLbx3GuvorqtgJl7/zpsW6r1jjO1VdRHW6g7B1u1uEmPfDEawsXTVOJeDE0cbLtuM9F08idpaSkIDMzEz179pRcQAHAaDQiKioKmZmZki+giNwNx7n6PLFuq9Y4ztXHOtzkCTzx2sKEW2UPPfSQ0+Pt2rVTORIi+V26dAkAEBoa6rS9YcOGkn5E7ojjXH2eWLdVaxzn6mMdbvIEnnhtYcKtMvHCOmIHDhxQORIi+VWvXh0AkJaW5rT91KlTkn5E7ojjXH2eWLdVaxzn6mMdbvIEnnhtYcKtknfffVfYPnr0qKRNvC/uR+RuWrZsieDgYGzcuBGlpaWSttLSUmzatAnBwcFcp4DcGse5+jyxbqvWOM7Vxzrc5Ak88drCRdNUIh409gXSbtSPyN14eXnBYrFg7ty5mDlzJnx8fJCfn4+AgAAUFRXh0KFDGDdunG4WwSDPJB7n7777LtLS0oRFjEJDQ/H7779znMtMXLd10KBB8PHxEVYpLyoqwuXLl3VXt1Vr4nE+a9YshISECKuUZ2Rk4ODBgxznMnOsw12zZk1hlfLs7GwArMOtpJKSEqSkpODSpUuoXr06WrZsyfGtAPG1Zfr06Th+/DiuXbsGf39/hIWF4ciRI7q7tjDhVhHrcJMniIyMRJMmTXDw4MFybU2bNtVVmQfyXJGRkfDx8cFvv/0mHCsoKMClS5fg6+vLca4Ai8WCHTt24PLly8Kx/Px8AGX1iVkSTH6RkZEIDw9HUlJSubaIiAiOcwWI63Dbk2w71uFWTmJiIqxWKzIzM4VjwcHBsFgsHOcKiIyMhJeXFw4fPiwcu3LlCg4fPgxvb2/dnXNOKVfRzdThJnJ3s2bNQmpqKry9vdG+fXu89NJLaN++Pby9vZGamopZs2ZpHSKRyywWi1ArNygoCN26dUNQUBAAoLCwkMmfAgYOHCic89q1a+O+++5D7dq1AZSd84EDB2oZni5ZrVYkJSUhMDAQ3bp1w6BBg9CtWzcEBgYiKSkJVqtV6xB1R1yHu2bNmggODkbNmjUBQKjDTfJKTEzE3Llz0bBhQ8yYMQOrVq3CjBkz0LBhQ8ydOxeJiYlah6g7ffv2FV4Pql69Op555hnhne3i4mL07dtXw+jkxyfcKpkzZ46w3bVrV/Tv31/YX7lyJbZt2yb0mzBhgtrhEcmioKAASUlJ8Pb2htVqha+vr9BmT0KSkpKEqaBE7ignJ0d4svrpp58iMDAQAPDSSy8hNzcXAwYMQH5+PnJycmA2m7UMVTfy8vKQk5MDoOwzs1q1akLb5cuX0b9/f+Tk5CAvLw8mk0mrMHXlerXP+/Xrx9rnCmAdbvVVVBO6WbNmiI2N1WVNaK1dvHhR+FJp2bJlQqI9YMAAXLp0CYMGDUJhYSEuXryIGjVqaBipfPiEWyXiVcjFybbjPlcrJ3dmf9rRrVs3SbINlE2F69Kli6QfkTuaNGkSgLKSJvZk2y4wMBD169eX9CPXTZs2DUDZTbA42QaAatWqISwsTNKPXMfa5+pjHW71eWJNaK2NHz8eQNmUfceVyKtXry7MXLL30wMm3EQkm/T0dADAo48+6rT9sccek/Qjcke5ubkAyp7yORMTEyPpR66zv8vap08fp+29e/eW9CPXsfa5+liHW32eWBNaa1euXAEAvPDCC07b7dPJ7f30gAk3Ecmmbt26AIBdu3Y5bf/uu+8k/Yjckf2p9ueff+60fc2aNZJ+5Dr7O6xr16512r5u3TpJP3Ida5+rj3W41eeJNaG1VrVqVQDA6tWrnbZ/8cUXkn56wIRbJe3atRO2V65cKWkT74v7Ebkb+0JRW7duFd7PsSssLMT27dsl/YjckX3hv7S0tHJPsXNzc3HmzBlJP3LdO++8AwA4duyYZJVyoOwd7uPHj0v6ketY+1x9rMOtPk+sCa21999/HwCQmZlZbubApUuXcP78eUk/PeCiaSqZMGGCsAr5tm3bhEXSnPUjcld+fn6IiIhAUlISLBYLunTpgsceewzfffcdtm/fjuLiYkRERHDBNHJrZrMZAQEByM/Px4ABA1C/fn3ExMRgzZo1QrIdEBDABdNkZDKZYDabkZOTg/79+yMsLAy9e/fGunXrhGTbbDZzwTQZiWufDx06FH369EF4eDiSk5Oxdu1a5OTksPa5zMR1uF988UW0b98e3bp1w9atW7Fv3z7YbDbW4ZaZuCZ0XFwcoqKi0LBhQ5w6dQqbNm1CcnKy7mpCa61GjRpCfflBgwahdu3a6Nu3L7744gsh2fb19dXNgmkAYLDZbDatg7hdubm5wgewu0zd84Q63P/88w9iY2PRosMEBJidvxNDZfJz0nB07xzExcWhSZMmWocjm1mzZlVYt1UvC0nZx3mvQW8iqG5jrcOp1LLST2D9srd1N84tFouwWrlYQEAAFwZUyMCBA4XVysXMZjOWL1+uQUT6Z7VasW3bNsnTP6PRiK5du3K2kkImTpyI1NTUcsebNm3KOtwKSUxMxGeffYasrCzhGOtwK8teb96Rr6+vMK28MruVPJRPuIlIdpMmTUJBQQGsVivS09NRt25dWCwWPtkmXbFarcjJycGkSZOQm5uLwMBAzJo1i0+2FdSxY0ds2bLF6XFShsViQUxMDHbs2IGMjAyEhISgc+fOfLKtoKioKKxYsQIXLlwQjtWqVQtRUVEaRuV53PiZpFsYOXIkli5dKvkS1Ww2Y/DgwRpGpQwm3CpyfLpt/1ZE3K6Xp9xEfn5+urxoEomZzWZ8/PHHWofhEaxWK7Zs2QKz2YyYmBhhevOaNWuEJJxPXJXh4+NT4crZJK/ExETMnTsX4eHhGDduHEJDQ5GWloaNGzdi7ty5GDduHJ+4ykx8zseMGcNzrgLxOe/Zs6fuzzkXTVPJ+vXrhe0RI0YgISEBy5cvR0JCAkaMGOG0HxEREQFFRUXYtm0bzGYzFi9ejMcffxw1atTA448/jsWLF8NsNmPbtm0oKirSOlSi21ZSUgKr1Yrw8HDExsaiWbNmqFKlCpo1a4bY2FiEh4fDarWipKRE61B1g+dcfZ54zplwq8ResgQAOnXqJGkT74v7EREREbBjxw6UlpYiJiYG3t7SyXne3t7o06cPSktLsWPHDo0iJHJdSkoKMjMz0bNnTxiN0lt0o9GIqKgoZGZmIiUlRaMI9YfnXH2eeM6ZcKusonf7qlWrpnIkRERE7iEjIwMAEB4e7rTdftzej8gd2UskhYY6X3C2YcOGkn7kOp5z9XniOWfCrTJnq6sCKFdXlIiIiMqEhIQAAJKTk52224/b+xG5o+rVqwMA0tLSnLafOnVK0o9cx3OuPk8850y4VdK7d29he/fu3ZI28b64HxEREQGdO3eG0WjEmjVrUFxcLGkrLi7G2rVrYTQa0blzZ40iJHJdy5YtERwcjI0bN0rKsAFAaWkpNm3ahODgYLRs2VKjCPWH51x9nnjOuUq5Snr16iW8n71o0SIsWrSown5ERET0Pz4+PujatSu2bNmCIUOGoGPHjggJCUFGRgb27NmD3NxcdO/enaWqFFJSUoKUlBRcunQJ1atXR8uWLeHl5aV1WLrj5eUFi8WCuXPnYvbs2bj33nvh5+eHgoICHDp0CL/++ivGjRvHcy8j8TmPi4tDVFQUGjZsiFOnTmHTpk1ITk7mOZeZ+JzPnDkTvr6+uHLlCqpWrYrCwkIcOnRId+ecCbeKEhISypUGc2wnIiKi8iwWC86ePYukpCRs3bpV0hYREcGSYApJTEyE1WpFZmamcCw4OBgWi0VXZXsqi8jISHTr1g3btm2TvEJhNBrRrVs3nnMFREZGYty4cbBarZgyZYpwPDg4WHflqSqLyMhINGnSBAcPHizX1rRpU92dcybcKrrR0+tevXqxLBgREZETiYmJSE5ORtu2bVGnTh0UFhbC19cX586dQ3JyMhITE3V3k6Y1ca3c0aNH675WbmWQmJiIrVu3om3btuWecG/duhXNmjXjOVdAZGQk7rvvPs7kUMmsWbOQmpoKb29vREZGIiwsDMePH0diYiJSU1Mxa9YsTJo0SeswZcOEWyUZGRmw2WwAgI8++gjBwcFCW2ZmJoYPHw6bzYaMjAwu+kJERCTiWLdVXEqmtLQUcXFxsFqtuO+++3iDLJOKzrm9Vi7PufyuN86feuopnnOFeXl5oVWrVlqHoXsFBQVISkqCt7c3rFYrfH19hbbCwkJYLBYkJSWhoKAAfn5+GkYqHy6appLRo0cDAAICAiTJNlA2ZcXf31/Sj4iIiMp4Yt1WrfGcq4/nnDyB1WoFAHTr1k2SbAOAr68vunTpIumnB0y4VVJUVASg4lXI7dPN7f2IiIiojCfWbdUaz7n6eM7JE6SnpwMAHn30Uaftjz32mKSfHjDhVol95VT7SuWO7O9uc4VVIiIiKU+s26o1nnP18ZyTJ6hbty4AYNeuXU7bv/vuO0k/PWDCrZIFCxYAAPLz8yUrfQJl73Bfu3ZN0o+IiIjKeGLdVq3xnKuP55w8gb2ixNatW1FYWChpKywsxPbt2yX99IAJt0pCQkJgMBgAAMOHD8cLL7yAzZs344UXXsDw4cMBAAaDgQumERERObDXbU1OTkZcXBz++usvXL16FX/99Rfi4uKQnJwMi8XChaRkxHOuPp5z8gR+fn6IiIhAcXExLBYLVq1ahbNnz2LVqlWwWCwoLi5GRESEbhZMAwCDzb50thvKzc2F2WxGTk4OAgMDtQ7npvTq1QvOTrnBYNBNSbB//vkHsbGxaNFhAgLMzt9DojL5OWk4uncO4uLi0KRJE63DoVtgH+e9Br2JoLqNtQ6nUstKP4H1y97mOCeXsSa0+njO1ZeYmIjPPvsMWVlZwjGec9KbWbNmISkpqdzxiIgItygJdit5KMuCqWz9+vXIyMjA6NGjUVRUBB8fHyxYsIBPtomIiG6AtXLVx3OuvmPHjuH8+fOSY1lZWTh27BgTbtKNRx55BCdPnpR8sRQUFIRHHnlEu6AUwoRbAyEhIVizZo3WYRAREbkd1spVH8+5eqxWK7Zs2QKz2YyYmBiEh4cjOTkZa9aswZYtWwDo691W8kyJiYmYO3cuwsPDMWbMGISGhiItLQ0bN27E3LlzMW7cOF19ucR3uImIiIiINFZUVIRt27bBbDZj8eLFePzxx1GjRg08/vjjWLx4McxmM7Zt28YSsuTWSkpKYLVaER4ejtjYWDRr1gxVqlRBs2bNEBsbi/DwcFitVpSUlGgdqmyYcBMRERERaWzHjh0oLS1FTEwMvL2lk1C9vb3Rp08flJaWYseOHRpFSOS6lJQUZGZmomfPnjAapamo0WhEVFQUMjMzkZKSolGE8mPCTURERESksYyMDABAeHi403b7cXs/Ind06dIlAEBoqPOFlRs2bCjppwdMuImIiIiINGZfQDc5Odlpu/04F9old1a9enUAQFpamtP2U6dOSfrpARNuIiIiIiKNde7cGUajEWvWrEFxcbGkrbi4GGvXroXRaETnzp01ipDIdS1btkRwcDA2btyI0tJSSVtpaSk2bdqE4OBgtGzZUqMI5ceEWwMlJSX4/fffsW/fPvz++++6WhSAiIiIiG6dj48PunbtipycHAwdOhTffvstsrOz8e2332Lo0KHIyclB165d4ePjo3WoRLfNy8sLFosFycnJiIuLw19//YWrV6/ir7/+QlxcHJKTk2GxWHRVepBlwVSWmJgIq9WKzMxM4VhwcDAsFouulr8nIiIioltjL/m1bds2LF68WDhuNBrRvXt3lgQjXYiMjMS4ceNgtVoxZcoU4XhwcLDuSoIBTLhVJa45N3r0aN3XnCMiIiKiW2OxWBATE4MdO3YgIyMDISEh6Ny5M59sk65ERkbivvvuQ0pKCi5duoTq1aujZcuWunqybceEWyWONefsy+Dba87FxcXBarXivvvu0+VAIyIiIqKb4+Pjg27dumkdBpGivLy80KpVK63DUBzf4VaJJ9acIyIiIiIi8mRMuFXiiTXniIiIiIiIPBkTbpV4Ys05IiIiIiIiT8aEWyWeWHOOiIiIiIjIk3HRNJXYa87NnTsXzz//fLl2g8GAcePGccE00o1vvvkGS5cuFfYHDx6Mp556SsOIiOQ3d+5c/PTTT8L+Aw88gHHjxmkYkf4NGDAAubm5wn5gYCA+/fRTDSPSv4yMDIwePRpFRUXw8fHBggULEBISonVYujZ27Fhh9iNQ9urhvHnzNIxI/9auXYuEhARhPzo6Gn369NEwIv374osvsHHjRmG/Z8+e6Nu3r4YRKYNPuFUUGRkJm83mtM1ms7EkGOlGdHS0JNkGgKVLlyI6OlqjiIjkFx0dLUm2AeCnn37iOFdQdHS0JNkGgNzcXJ5zBfXq1QsjRoxAUVERAKCoqAgjRoxAr169NI5Mv6KjoyXJNlD26iHHuXKio6MlyTYAJCQk8JwrKDo6WpJsA8DGjRt1ec41Tbh/+OEHdOvWDfXq1YPBYMBXX32lZTiKu9EA0uMAI8/jOI4dn4JwnJMe8HquPp5z9fXq1Ut4UBAQEICXX34ZAQEBAMoeFDDplh/Hufocz6nJZLpuO7nO8ZxWrVr1uu3uTtOE+8qVK2jdujU+/PBDLcNQhePASUhIEH6u14/InXzzzTfC9tixY5GQkIBFixYhISEBY8eOddqPyN3MnTtX2O7evbvket69e3en/cg1AwYMELabNm0qOedNmzZ12o9ck5GRISTbH330EaxWK7p06QKr1YqPPvoIQFnSnZGRoWWYuiL+nAwPD5eM8/DwcKf9yDVr164Vtl955RUkJCRgxYoVSEhIwCuvvOK0H7nmiy++ELaHDh2KhIQEfPbZZ0hISMDQoUOd9nN3mibcTz/9NN577z307NnzpvoXFBQgNzdX8uOOnE1ZIdID8TTyBx98UNIm3necbk7kTsTTyC0Wi6RNvO843Zxun/jzfvbs2ZI28b673hdURqNHjwZQ9mQ7ODhY0hYcHAx/f39JP3KdeBr55MmTJW3ifcfp5nT7xPfgjz32mKRNvM97dfmIp5E/8cQTkjbxvuN0c3fmVu9wz5w5E2azWfipqKY1EWmrosV0atWqpXIkRER0O+zvbPfu3dtpu306ub0fkTtznEZuZ3+FguTnOI3czv5lnp64VcI9efJk5OTkCD8V1bQmIm1VNMXwwoULKkdCRES3w8fHBwCwbt06p+3r16+X9CNyZ3l5eU6P5+fnqxyJ57hy5YrT49euXVM5EuW5VcLt5+eHwMBAyY87cnxPm+9tk14MHjxY2P7xxx8lbeJ9cT8id/PAAw8I21arVdIm3hf3I9eIP+8nTpwoaRPvu+t9QWW0YMECAGUJR2ZmpqQtMzNTuCm29yPXNWzYUNieOXOmpE28L+5HrhHfg3/33XeSNvE+79XlI36V+Ntvv5W0ifdv9pVjd2CwVVSnSmUGgwGbNm3Cs88+e9P/Tm5uLsxmM3JyctziQ/Zm/lj18I7IP//8g9jYWLToMAEBZk77v578nDQc3TsHcXFxaNKkidbhyMJxnNeqVavck209jfNeg95EUN3GWodTqWWln8D6ZW/repw7o4dxXpnwnKtPvEq5v78/evXqhfXr1wvJtsFgEJ50kzw4ztXneM4DAgLKPdnmOZeX4zn39/cv92S7sp/zW8lD3eoJt7u70cCp7AOL6GY4jmM9JttEvJ6rj+dcfevXr4fBYABQNs1z1apVTLYVxnGuPsdzymRbeY7n1N2S7VulacJ9+fJlHDp0CIcOHQIA/Pvvvzh06JCuV1+saADpbWCRZ0tISCg3bXzw4MEc56QrCQkJ5aaNP/DAAxznCkpISCj3JCEwMJDnXEHr16/HokWLhHe1fXx8sGjRIibbCkpISCg3bbxhw4Yc5wpKSEhw+sonz7lyEhISyk0b79mzpy7PubeW//GkpCR06tRJ2LfXFXzppZewcuVKjaJSnh4HEpGjp556Ck899ZTWYRApaty4cVqH4HE+/fRTrUPwOCEhIVizZo3WYXiUefPmaR2Cx+nTpw/69OmjdRgepW/fvujbt6/WYShO04T7kUceQSV5hZyIiIiIiIhIVnyHm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgBTLiJiIiIiIiIFMCEm4iIiIiIiEgB3loHQET6FB0dXe5YQkKCBpEQKYfjXH085+rjOVcfzzl5Ak8Z53zCTUSyc3YBvd5xInfEca4+nnP18Zyrj+ecPIEnjXPNE+6PPvoId9xxB/z9/REeHo69e/dqHRIRueBGF0o9XkjJ83Ccq4/nXH085+rjOSdP4GnjXNOEe926dRg9ejSmTJmCgwcPokOHDnj66adx6tQpLcMiotvkeIFMSEgQfq7Xj8idcJyrj+dcfTzn6uM5J0/gieNc03e4582bh4EDB2LQoEEAgAULFuCbb77Bxx9/jJkzZ5brX1BQgIKCAmE/Nzf3pv47//77L9LS0lyO9+rVqzh58qTLv0cJjRo1QpUqVVz+PaGhobjjjjtkiAi4lnfO5d9RWlKEwqvZMkQjP98qNWH08nHpd8hxjiorxwtnQkKCri6edieP/4aL59Nd+h0lJcW4kndJnoBkVtVUHV5ern1U5F46L1M0lY+njPPKhOdcfTzn6vOEc87785sn5/15ZeIJ4xzQMOEuLCxEcnIyJk2aJDn+5JNP4scff3T678ycORNvv/32Lf+3VqxYgT///PO24vQ0d911F9555x2XfofJZIKvrx9OHFolU1T65uvrB5PJpHUYdItMJhOMRi/8/P1GrUNxC0ajF8c5EREJeH9+8+S4PyftaJZwnz9/HiUlJQgJCZEcDwkJwblzzp/6TZ48GWPHjhX2c3NzERoaesP/1ssvv8xv0G7SzZzPGwkKCsIHHyxAXl6ey7+rsLAQmZmZLv8eJQQHB8PX19fl32MymRAUFCRDRKSmoKAgzJgxHWfPnnX5dxUXFyM7u3LO5KhZsya8vV3/qKhXrx7HORERCXh/fvPkuD8n7WheFsxgMEj2bTZbuWN2fn5+8PPzu+X/xh133KHLaRiVWVBQkGw31y1atJDl95C6oqOjJVOF9DhFKCwsDGFhYVqHQRryhHFe2fCcq4/nXH2ecM55f06eMM4BwGCz2Wxa/IcLCwsREBCA9evXIyoqSjg+atQoHDp0CHv27Lnh78jNzYXZbEZOTg4CAwOVDJeIbtLNXCz1WGORPAvHufp4ztXHc64+nnPyBHoY57eSh2q2Srmvry/Cw8Px7bffSo5/++23ePDBBzWKiohcdaMLZGW/gBLdDI5z9fGcq4/nXH085+QJPG2ca1oWbOzYsVi2bBk+/fRTpKSkYMyYMTh16hSGDRumZVhE5KKKLpR6u4CSZ+M4Vx/Pufp4ztXHc06ewJPGuWZTyu0++ugjxMXFIT09Ha1atcL8+fPx8MMP39S/yynlREREREREpKZbyUM1T7hdwYSbiIiIiIiI1OQW73ATERERERER6RkTbiIiIiIiIiIFMOEmIiIiIiIiUgATbiIiIiIiIiIFMOEmIiIiIiIiUgATbiIiIiIiIiIFMOEmIiIiIiIiUgATbiIiIiIiIiIFMOEmIiIiIiIiUgATbiIiIiIiIiIFMOEmIiIiIiIiUgATbiIiIiIiIiIFeGsdgCtsNhsAIDc3V+NIiIiIiIiIyBPY8097Pno9bp1w5+XlAQBCQ0M1joSIiIiIiIg8SV5eHsxm83X7GGw3k5ZXUqWlpTh79ixMJhMMBoPW4dyS3NxchIaGIi0tDYGBgVqH4xF4ztXHc64+nnP18Zyrj+dcfTzn6uM5Vx/Pufrc9ZzbbDbk5eWhXr16MBqv/5a2Wz/hNhqNaNCggdZhuCQwMNCtBpce8Jyrj+dcfTzn6uM5Vx/Pufp4ztXHc64+nnP1ueM5v9GTbTsumkZERERERESkACbcRERERERERApgwq0RPz8/vPnmm/Dz89M6FI/Bc64+nnP18Zyrj+dcfTzn6uM5Vx/Pufp4ztXnCefcrRdNIyIiIiIiIqqs+ISbiIiIiIiISAFMuImIiIiIiIgUwISbiIiIiIiISAFMuImIiIiIiIgUwISbiIiIiIiISAFMuDVSUlKCQ4cO4eLFi1qHols7duzAvn37hP1Fixbh3nvvRd++fXneFXTp0iUsW7YMkydPRnZ2NgDg119/xZkzZzSOTJ8+++wzbN++XdiPjY1F9erV8eCDD+LkyZMaRqZf/fv3xw8//KB1GB4lLS0Np0+fFvZ//vlnjB49GkuWLNEwKiJyd7y2aCM1NRVvvPEGYmJikJmZCaDsvv2PP/7QODJlMOFWyejRo7F8+XIAZcl2x44d0bZtW4SGhuL777/XNjidmjBhAnJzcwEAv/32G8aNG4dnnnkG//zzD8aOHatxdPp05MgRNGvWDLNnz8b777+PS5cuAQA2bdqEyZMnaxucTs2YMQNVqlQBAPz000/48MMPERcXh9q1a2PMmDEaR6dPeXl5ePLJJ3HnnXdixowZ/DJJBX379sXu3bsBAOfOncMTTzyBn3/+Ga+//jreeecdjaMjInfFa4v69uzZg//85z84cOAANm7ciMuXLwMou4d88803NY5OGUy4VZKQkIDWrVsDALZu3Yp///0XR48exejRozFlyhSNo9Onf//9F3fddRcAYMOGDejatStmzJiBjz76CF9//bXG0enT2LFj0b9/f/z999/w9/cXjj/99NN8IqiQtLQ0hIWFAQC++uorREdHY8iQIZg5cyb27t2rcXT6tGHDBpw5cwavvvoq1q9fj8aNG+Ppp59GQkICioqKtA5Pl37//Xfcf//9AIAvv/wSrVq1wo8//ogvvvgCK1eu1DY4HeNsDu0kJSVh1apVWL16NZKSkrQOR7d4bVHfpEmT8N577+Hbb7+Fr6+vcLxTp0746aefNIxMOUy4VXL+/HnUqVMHAPB///d/6NWrF5o1a4aBAwfit99+0zg6ffL19UV+fj4A4L///S+efPJJAEDNmjWFJ98kr19++QVDhw4td7x+/fo4d+6cBhHpX7Vq1XDhwgUAwM6dO/H4448DAPz9/XH16lUtQ9O1WrVqYdSoUTh48CB+/vlnhIWF4cUXX0S9evUwZswY/P3331qHqCtFRUXw8/MDUHY97969OwCgRYsWSE9P1zI0XeNsDvWdPn0aHTp0wP33349Ro0Zh5MiRuP/++9G+fXukpaVpHZ7u8Nqivt9++w1RUVHljgcFBQn3M3rDhFslISEh+PPPP1FSUoIdO3YIN8X5+fnw8vLSODp9at++PcaOHYt3330XP//8M7p06QIAOHbsGBo0aKBxdPrk7+/v9MuMv/76C0FBQRpEpH9PPPEEBg0ahEGDBuHYsWPCOP/jjz/QuHFjbYPzAOnp6di5cyd27twJLy8vPPPMM/jjjz9w1113Yf78+VqHpxt33303PvnkE+zduxfffvstOnfuDAA4e/YsatWqpXF0+sXZHOobMGAAioqKkJKSguzsbGRnZyMlJQU2mw0DBw7UOjzd4bVFfdWrV3f6ZcbBgwdRv359DSJSHhNulbz88st4/vnn0apVKxgMBjzxxBMAgAMHDqBFixYaR6dPH374Iby9vZGQkICPP/5Y+CP++uuvhQsqyatHjx545513hBsxg8GAU6dOYdKkSXjuuec0jk6fFi1ahAceeABZWVnYsGGDcIOQnJyMmJgYjaPTp6KiIuE1lUaNGmH9+vUYM2YM0tPT8dlnn2Hnzp1YtWoV3/+T0ezZs7F48WI88sgjiImJEV7R2rJlizAdlJTB2Rzq2rt3Lz7++GM0b95cONa8eXMsXLiQrwkpgNcW9fXt2xcTJ07EuXPnYDAYUFpaiv3792P8+PGwWCxah6cIg81ms2kdhKfYsGEDTp06hV69eglPWD/77DNUr14dPXr00Dg6Itfl5uYKT/jy8vJQr149nDt3Dg888AD+7//+D1WrVtU6RN05deoUGjRoAKNR+v2pzWZDWloaGjZsqFFk+lW7dm2UlpYiJiYGgwcPxr333luuz8WLF9G2bVv8+++/6geoUyUlJcjNzUWNGjWEYydOnEDVqlU5g0YF6enpsFqt+PTTT3HmzBk899xzSE9Px+7duxEXF8dFGmXSvHlzrFq1qlyy9/PPP6Nv3744fvy4RpHpV0XXloCAAAQHB2sYmT4VFRWhf//+WLt2LWw2G7y9vVFSUoK+ffti5cqVupz5y4RbBUVFRXjyySexePFiNGvWTOtwPIaXlxfS09PLXSwvXLiA4OBglJSUaBSZ/u3atQu//vorSktL0bZtW+EVCpIfx7n6Vq1ahV69ekkWBiRlPfroo9i4cSOqV68uOZ6bm4tnn30Wu3bt0iYwnSsqKsKWLVuwYsUK7Ny5E/fccw8GDRqEfv36wWQyAQDWrl2LV155heU2ZbJ582bMmDEDixYtQnh4OAwGA5KSkvDaa69h4sSJePbZZ7UOUXeKi4vx/fffIzU1FX379oXJZMLZs2cRGBiIatWqaR2erthsNpw6dQpBQUE4d+6ccK/Ypk0b3HnnnVqHpxgm3CoJCgrCjz/+qOvBVNkYjUacO3euXCJy9uxZNG3alAtKyay4uBj+/v44dOgQWrVqpXU4HqOicX7y5EncdddduHLlikaREcmnonGemZmJ+vXr831ihXA2h/pq1KiB/Px8FBcXw9vbGwCEbcdZYtnZ2VqEqCsnT55E586dcerUKRQUFODYsWNo0qQJRo8ejWvXruGTTz7ROkRdKS0thb+/P/744w+Pyom8tQ7AU1gsFixfvhyzZs3SOhTdi4+PB1D2/vCyZcsk306WlJTghx9+4HvzCvD29kajRo34RFUl9lryBoMB06ZNQ0BAgNBWUlKCAwcOOL05ptvTs2fPm+67ceNGBSPxLEeOHBG2//zzT0m1A/sipHpdZKcymD9//g1nc9SoUYPJtowWLFigdQgeZdSoUYiIiMDhw4cli6RFRUVh0KBBGkamT0ajEXfeeScuXLjAhJvkV1hYiGXLluHbb79FREREuW8p582bp1Fk+mNfGdhms+GTTz6RvAvi6+uLxo0b8xtLhbzxxhuYPHkyVq9ejZo1a2odjq4dPHgQQNk4/+233yS1LH19fdG6dWuMHz9eq/B0x2w2C9s2mw2bNm2C2WxGREQEgLJF6i5dunRLiTnd2L333guDwQCDwYBHH320XHuVKlWwcOFCDSLzDLt378azzz5bLuG+cuUKXnvtNXz66acaRaZfL730ktYheJR9+/Zh//79ks9QAGjUqBHL4CkkLi4OEyZMwMcff+wxMyI5pVwlnTp1qrDNYDDw/TOZbNmyBZ07d4avry86deqEjRs3ShbBIGW1adMGx48fR1FRERo1alTui6Vff/1Vo8j0JT4+HoMHD0aVKlXw8ssv44MPPkBgYKDWYXmMiRMnIjs7W/KFXklJCYYPH47AwEDMmTNH4wj14+TJk7DZbGjSpAl+/vlnyeJovr6+CA4O1uUCO5VFRWtEnD9/HnXq1EFxcbFGkenXqVOnrtvOhTDlVbNmTezbtw933XUXTCYTDh8+jCZNmmDfvn147rnnkJGRoXWIuiN+bcLX1xdVqlSRtOvxVQkm3KQrXl5eOHfuHIKCgiq8USDlvP3229dtf/PNN1WKRN+8vb1x9uxZIdngOFdXUFAQ9u3bJynbA5TVm3/wwQdx4cIFjSIjkkdubi5sNhtq1KiBv//+W/JFR0lJCbZu3YpJkybh7NmzGkapT0ajEQaDocJ2vrYlr969e8NsNmPJkiUwmUw4cuQIgoKC0KNHDzRs2BArVqzQOkTd+eyzz67brsdZHpxSroHTp0/DYDDwvTMFBAUFITExEd26dYPNZrvuhxbJjwm1OurVq4cNGzbgmWeegc1mw+nTp3Ht2jWnffk0RH7FxcVISUkpl3CnpKSgtLRUo6j0bebMmQgJCcGAAQMkxz/99FNkZWVh4sSJGkWmT9WrVxem8jurrmIwGG74BSvdHvvrQnZFRUU4ePAg5s2bh+nTp2sUlX7Nnz8fnTp1wl133YVr166hb9+++Pvvv1G7dm2sWbNG6/B0SY8J9Y3wCbdKSktL8d5772Hu3Lm4fPkyAMBkMmHcuHGYMmVKuRq6dHveeustvPPOOzeVaPNbYnJXS5YswWuvvXbd6Zz2L5w4zuU3duxYrFy5Eq+//joiIyMBAImJiZg1axYsFgvX5FBA48aN8cUXX+DBBx+UHD9w4AD69OnDRbtktmfPHthsNjz66KPYsGGDZE0OX19fNGrUCPXq1dMwQs+zfft2zJkzB99//73WoejO1atXsWbNGkk50379+pWb6kzyu3r1arkqE3p8RY4Jt0omT56M5cuX4+2338ZDDz0Em82G/fv346233sLgwYP5raWMjh49iuPHj6N79+5YsWJFubqtdj169FA3MA9QUlKC+fPn48svv8SpU6dQWFgoadfjezlaycvLw8mTJ3HPPffgv//9r2R1VbHWrVurHJn+lZaW4v3338cHH3yA9PR0AEDdunUxatQojBs3ju8UK8Df3x8pKSm44447JMf/+ecf4ckUye/kyZNo2LAhZ4tVAn///Tfuvfdelnokt3flyhVMnDgRX375pdNXsPT4oIBTylXy2WefYdmyZejevbtwrHXr1qhfvz6GDx/OhFtGLVq0QIsWLfDmm2+iV69eknJJpKy3334by5Ytw9ixYzF16lRMmTIFJ06cwFdffYVp06ZpHZ6umEwmtGrVCitWrMBDDz0EPz8/rUPyGEajEbGxsYiNjUVubi4AfX4jX5mEhoZi//795RLu/fv380mrgk6ePImTJ09W2P7www+rGI1nsF9T7Gw2G9LT0/HWW295VBklJW3ZsgVPP/00fHx8sGXLluv2Fd+3kzxiY2Oxe/dufPTRR7BYLFi0aBHOnDmDxYsX67Z8Mp9wq8Tf3x9Hjhwp9y7UX3/9hXvvvRdXr17VKDIi+TRt2hTx8fHo0qULTCYTDh06JBxLTEzEF198oXWIRLLJysrCX3/9BYPBgObNm6N27dpah6Rbs2fPxpw5czBnzhyhPNh3332H2NhYjBs3DpMnT9Y4Qn1y9rqb+Gm3Hp9Eac3Zomk2mw2hoaFYu3YtHnjgAY0i0w+j0Yhz584hODj4uq908rUsZTRs2BBWqxWPPPIIAgMD8euvvyIsLAyrVq3CmjVr8H//939ahyg7PuFWSevWrfHhhx8iPj5ecvzDDz/klE8ZtW3bFt999x1q1KiBNm3aXHcaHEtUye/cuXP4z3/+AwCoVq0acnJyAABdu3bF1KlTtQxNV2rWrIljx46hdu3aqFGjxnXHOafxy89eg9hqtQqLpHl5ecFisWDhwoWcVaOA2NhYZGdnY/jw4cKrKv7+/pg4cSKTbQVdvHhRsm9fwGvq1KmcmaeQ3bt3S/aNRiOCgoIQFhYGb2/etstBvLglF7pUX3Z2tjBbKTAwULhPad++PV555RUtQ1MM/3JVEhcXhy5duuC///0vHnjgARgMBvz4449IS0vT5Tc5WunRo4cwtfbZZ5/VNhgP1KBBA6Snp6Nhw4YICwvDzp070bZtW/zyyy+c8iyj+fPnw2QyAQAWLFigbTAeaOzYsdizZw+2bt2Khx56CACwb98+jBw5EuPGjcPHH3+scYT6YzAYMHv2bEydOhUpKSmoUqUK7rzzTl5XFGY2m8sde+KJJ+Dn54cxY8YgOTlZg6j0rWPHjlqH4DGKiorw5JNPYvHixU5X4ydlNGnSBCdOnECjRo1w11134csvv8T999+PrVu3VrjukrvjlHIVnT17FosWLcLRo0dhs9lw1113Yfjw4Xz/jHRj0qRJCAwMxOuvv46EhATExMSgcePGOHXqFMaMGaPbd3PIs9SuXRsJCQl45JFHJMd3796N559/HllZWdoERqSSlJQU3HfffULVFVJGYGAgDh06hCZNmmgdim4FBQXhxx9/5PvxKpo/fz68vLwwcuRI7N69G126dEFJSQmKi4sxb948jBo1SusQZceEm3QvLy8P4mFuNBpRrVo1DSPyHAcOHMD+/fsRFhbGhUcU9scff0jeNfPy8sLdd9+tYUT6FRAQgOTkZLRs2VJy/I8//sD999/PVYQV0KlTp+u+OrFr1y4Vo/EcR44ckezbF/CaNWsWioqKsH//fo0i8wwmkwmHDx9mwq2gcePGwcfHhw8ENHTq1CkkJSWhadOmun3NllPKVXTp0iUsX74cKSkpMBgMuOuuuzBgwACnU7bo9h06dAhTpkzB9u3bAQD16tVDfn6+0G4wGPDTTz/hvvvu0ypEj9GuXTu0a9dO6zB0ae/evRg7dix++eUXAEBkZCTy8/OFL5cMBgO++eYbPP7441qGqUsPPPAA3nzzTVitVvj7+wMoqyX69ttvc0Ejhdx7772S/aKiIhw6dAi///47XnrpJW2C8gD33nsvDAYDHJ/NREZG4tNPP9UoKiL5FBYWYtmyZfj2228RERGBqlWrStrnzZunUWSeo2HDhmjYsKHWYSiKT7hVkpSUhKeeegpVqlTB/fffD5vNhqSkJFy9elV4z5XkMXDgQISFhQkL6ZhMJixevBj169eHzWbDp59+CpvNhlWrVmkcqX4kJydj/Pjx2Lx5c7nySDk5OXj22WexYMEC3X5zqYWYmBg88MADGDlyJICycb59+3Y0atQINpsN8fHxOHnyJDZs2KBxpPrz+++/o3Pnzrh27Rpat24Ng8GAQ4cOwd/fH9988w1nFqjorbfewuXLl/H+++9rHYouOZYEsy/gZf+iiZT1yiuv4N1332UFBAV16tSpwjaDwcDZMzLatWsXXn31VSQmJjq9V3zwwQfxySefoEOHDhpFqBwm3Crp0KEDwsLCsHTpUmGVyeLiYgwaNAj//PMPfvjhB40j1I8WLVpg6dKlwh+s45SsAwcO4Pnnn79ubVG6NX379kXLli0rXIl8+vTpSElJwerVq1WOTL/CwsKwevVqREZGAig/zg8ePIguXbrg7NmzWoapW1evXsXq1asla3L069cPVapU0To0j3L8+HHcf//9XI2fdOnatWv8coN0o3v37ujUqRPGjBnjtD0+Ph67d+/Gpk2bVI5MeZxSrpKkpCRJsg0A3t7eiI2NRUREhIaR6U9aWppkaso777wj+Xa4bt26yMjI0CI03Tpw4AAmTZpUYXv37t2xfPlyFSPSvzNnzqBu3brC/meffYY6deoI+zVr1sSFCxe0CM0jVKlSBYMHD9Y6DI/3008/MSFR2JUrV7Bnzx6cOnVKKMlmZ59hQ/IpLS3F9OnT8cknnyAjIwPHjh1DkyZNMHXqVDRu3BgDBw7UOkTdOn36NAwGA+rXr691KLp0+PBhzJ49u8L2J598UrezlZhwqyQwMBCnTp1CixYtJMfT0tKE8j4kDz8/P5w+fRqNGjUCgHLfpKWlpbFOrszOnDlz3XFcrVo1pKenqxiR/plMJvz777/COO/Zs6ek/d9//y03ZYvkceHCBdSqVQtA2fVk6dKluHr1Krp164aHH35Y4+j0yXF82xfvSkpKqnBmDbnu4MGDeOaZZ5Cfn48rV66gZs2aOH/+PAICAhAcHMyEWwHvvfcePvvsM8TFxUm+1PvPf/6D+fPnM+GWWWlpKd577z3MnTtXWHXfZDJh3LhxmDJlCoxGo8YR6kdGRgZ8fHwqbPf29tZtlQ+OIpX07t0bAwcOxLp165CWlobTp09j7dq1GDRoEGJiYrQOT1fatGmDr776qsL2jRs3ok2bNuoF5AGCgoLw119/Vdh+9OhRvoMms3bt2sFqtVbYvnLlSi5YJ7PffvsNjRs3RnBwMFq0aIFDhw7hvvvuw/z587FkyRI8+uij17320O0zm82Sn5o1a+KRRx7B//3f/+HNN9/UOjzdGjNmDLp164bs7GxUqVIFiYmJOHnyJMLDw3X7JEprVqsVS5YsQb9+/eDl5SUcv+eee3D06FENI9OnKVOm4MMPP8SsWbNw8OBB/Prrr5gxYwYWLlzIL/NkVr9+ffz2228Vth85ckQyc09XbKSKgoIC28iRI22+vr42o9FoMxqNNj8/P9vo0aNt165d0zo8XUlISLB5e3vbPvzwQ1tJSYlwvLi42BYfH2/z8fGxrV+/XsMI9ad///629u3bO20rLS21tW/f3ta/f3+Vo9K3Xbt22YxGo238+PG2jIwM4XhGRoZt7NixNi8vL9t3332nYYT607lzZ1vXrl1te/futQ0dOtRWv35928svv2wrKSmxlZSU2IYPH25r166d1mESycZsNtuOHj0qbP/55582m81mS0xMtDVv3lzL0HTL39/fduLECZvNZrNVq1bNlpqaarPZbLY//vjDVrVqVS1D06W6devaNm/eXO74V199ZatXr54GEenXq6++amvVqpXt6tWr5dry8/NtrVq1sr322msaRKY8Lpqmsvz8fKSmpsJmsyEsLIxTmxUyceJEzJkzByaTCU2aNIHBYEBqaiouX76MsWPHYs6cOVqHqCupqakIDw9H8+bNMW7cODRv3hwGgwEpKSmYO3cujh07hqSkJISFhWkdqq589NFHGDNmDIqLixEYGAiDwYCcnBx4e3tj7ty5ePXVV7UOUVdq166NXbt24Z577sHly5cRGBiIn3/+WViH4+jRo4iMjMSlS5e0DZRIJkFBQdi/fz+aNWuG5s2bIz4+Hk899RSOHj2Ktm3bSkpukjwiIiIwevRovPDCC5LFMN9++23897//xd69e7UOUVf8/f1x5MgRNGvWTHL8r7/+wr333ourV69qFJn+ZGRkoG3btvDy8sKrr74quVdctGgRSkpK8OuvvyIkJETrUGXHd7hVFhAQgP/85z9ah6F7s2fPRlRUFNasWYO///4bQNlK8TExMcKqziSfpk2b4r///S/69++PPn36wGAwAICwevO3337LZFsBw4cPR7du3ZCQkCCM8zvvvBPR0dEIDQ3VODr9yc7OFhamq1atGqpWrYqaNWsK7f/f3r3H5Xz//wN/XKWQzohEKTmlUpbzYUsU5RSbY+TMMA3fho+VwzCMZbRpjomRwzCMiDAxcqpYRVLyUU1KJCq6rt8fu7l+uxbms3Vdr3pfj/vt5nbrer3e2mPdPp9r17PX6/V8mZmZobCwUFQ8yTEzM1O+l/wddilXD1dXV1y+fBnNmjWDu7s7goOD8fDhQ2zbto2fZdRk/vz5GDlyJO7fvw+5XI59+/bh5s2biIiIwOHDh0XHk5zWrVsjNDQUa9asURkPDQ3lVaYVrF69ejh//jw+/vhjzJ07F6/WfGUyGby8vPDdd99JstgGeC2YWv21ycvb7Nu3T41JiDQnPj4eqampUCgUaNasGVxcXERHIqoQOjo6+P3331G3bl0AfzTWSUxMhK2tLYA/fnvfoEEDlJWViYwpGVu3blV+nZeXh8WLF8PLywsdO3YE8EeH8mPHjiEoKOiN18zQv3P58mUUFhbC3d0dubm58Pf3R2xsLOzt7bFlyxYWJGpy7NgxLF26FFeuXIFcLkebNm0QHBwMT09P0dEk58yZM/Dx8YG1tTU6duwImUyG8+fP4969ezhy5Igk74SuDB49eoTbt29DoVCgadOmMDMzEx1JrVhwq9GYMWOUXysUCuzfvx8mJibK7YdXrlxBQUEBBg4ciC1btoiKSURE70BHRwe9e/dG9erVAQCHDh1C9+7dUatWLQBASUkJoqKiWHCrwaBBg+Du7l7umERoaChOnDjBZnUkGffu3XvjDqULFy5wl54aZGVl4dtvv0VKSopyZ96UKVPQoEED0dFIIlhwa8js2bORn5+PsLAwZdfJsrIyTJkyBcbGxjxTTERUyf35l6hvw1+gVjxDQ0PEx8eXO5qSmpoKV1dX5XU+VPFevnyJ06dPIy0tDcOHD4eRkRGysrJgbGwMQ0ND0fEkp0WLFjh37pzy6sFXzp07Bx8fH/aIIKqCeIZbQzZv3ozY2FiVKx50dXUxc+ZMdOrUiQU3EVElx0JanNq1a2P//v0IDAxUGT9w4EC5woQqzt27d9GrVy9kZmaipKQEPXv2hJGREVasWIHi4mKEhYWJjig5Xbt2haenJ06fPg0jIyMAwC+//IK+fftiwYIFYsNJUFRUFAwNDdGlSxcAwLfffosNGzbAwcEB3377reS3OpNm8B5uDXn58iWSk5PLjScnJ0MulwtIREREVDUsXLgQc+bMgY+PDxYvXozFixejT58+mDt3LhYuXCg6nmQFBATAzc0Njx49Qs2aNZXjvr6+OHnypMBk0rV+/XrY2trCx8cHxcXFOHXqFHx8fLBo0SL2KlCDwMBAPHnyBABw/fp1zJw5E97e3rhz5w5mzpwpOB1JBVe4NWTMmDEYO3Ysbt++rTx/c+HCBSxbtuydtynS/45b4UjqRo8ejbFjx6Jbt26ioxCpzejRo9GyZUusWbMG+/btU56zPHfuHNq3by86nmTFxsbi3Llz0NfXVxm3sbHB/fv3BaWSNplMhp07d8LHxwceHh5ITEzEl19+yWse1SQ9PR0ODg4AgB9//BF9+/bF0qVLcfXqVXh7ewtOJz0vXrzAxIkTERQUBDs7O9FxNIYFt4asXLkS9evXR0hICLKzswEAlpaW+OyzzzBr1izB6aSJW+HEKCgoQFxcHB48eFBu98aoUaMEpZKuwsJCeHp6olGjRhgzZgz8/f1hZWUlOhZRhWvfvj1++OEH0TG0ilwuf20TwP/+97/K7c707yUmJpYbmz9/PoYNGwY/Pz9069ZN+Yyzs7Om40mavr6+8j75EydOKD+nmJubK1e+qeLo6elh//79CAoKEh1Fo9g0TYBX/wc2NjYWnETaBgwYACMjI2zatAm1a9dGQkIC7OzscObMGYwfP155bzFVnEOHDmHEiBEoKiqCkZGRyh26MpmMd+WqSV5eHrZv347w8HDcuHEDPXr0wLhx49C/f3/o6emJjkdUIcrKynDgwAEkJydDJpPBwcEB/fr1U+mNQhVryJAhMDExwfr165XX4NWtWxf9+/eHtbU1+xpUEB0dHchkMvz5I/mfX7/6WiaT8RaECtavXz+Ulpaic+fO+OKLL5Ceng4rKyscP34c06ZNw61bt0RHlJwxY8bAyclJq7bss+DWkO7du2Pfvn0wNTVVGX/y5AkGDBiAmJgYMcEkrE6dOjh37hyaN28OIyMjZcGdkZEBBwcH5W80qeI0a9YM3t7eWLp0KQwMDETH0UrXrl3D5s2bsXHjRhgaGsLPzw9TpkxB06ZNRUfTCiUlJcprw6ji3L59G97e3rh//z6aN28OhUKBW7duoVGjRvj555/RpEkT0RElKSsrC+7u7tDV1UVqairc3NyQmpqK2rVr4+zZs7CwsBAdURLu3r37zs/a2NioMYn2yczMxJQpU3Dv3j1Mnz4d48aNAwDMmDEDZWVlWLNmjeCE0rNkyRKsXLkSHh4eeO+995RXa74yffp0QcnUhwW3hujo6CAnJ6fcf5wePHgAKysrvHjxQlAy6TI3N0dsbCwcHBxUCu7Y2FgMGjQIv//+u+iIklOrVi1cv35dq87lVCbZ2dmIiIjA5s2bcf/+fQwaNAjZ2dk4deoUVqxYwYY7Fax///7o2rUrRowYAUtLS+Tm5qJ///44f/686GiS4+3tDYVCgR9++AHm5uYA/tjZ4efnBx0dHfz888+CE0rX8+fPsXPnTly9ehVyuRxt2rTBiBEjVJqoERG9K1tb2zfOyWQy3LlzR4NpNIMFt5q9OnPj4uKCmJgY5QcF4I/tcVFRUfj++++RkZEhKKF0cSuc5g0cOBBDhw7F4MGDRUfRGi9evMDBgwexZcsWHD9+HM7Ozhg/fjxGjBihPGMZGRmJjz/+GI8ePRKcVlo++eQT3LhxAxcvXsSkSZNw8OBBGBsb49q1a6KjSU6tWrVw4cIFODk5qYwnJCSgc+fOvIdbTfLy8pTXrmVmZmLjxo14/vw5+vXrh65duwpOJ21JSUnIzMxEaWmpyni/fv0EJZKmq1evQk9PT/ne8tNPP2HLli1wcHDAggULyjUMJPon2DRNzVxcXCCTySCTydC9e/dy8zVr1sTatWsFJJO+kJAQuLu7w8HBAcXFxRg+fDhSU1NRp04d7Ny5U3Q8SfLx8UFgYCCSkpLg5ORU7vwwPyhUPEtLS8jlcgwbNgxxcXFwcXEp94yXl1e54yz07716746MjMTw4cNhaGiIy5cvC04lTdWrV0dhYWG58adPn/IDsRpcv34dffv2xb1799C0aVNERkaiV69eKCoqgo6ODkJCQrB3714MGDBAdFTJuXPnDnx9fXH9+vVy57gB8Ax3BZs0aRLmzJkDJycn3LlzB0OHDoWvry/27NmDZ8+eYfXq1aIjkgRwhVvN7t69C4VCATs7O8TFxaFu3brKOX19fVhYWLDhixpxK5xm6ejovHGOzV7UY9u2bfjoo49Qo0YN0VEkb9q0aXBxccH48eOVY2lpaejSpQv69OmDxMRE+Pj4IDg4WGBKaRo1ahSuXr2KTZs2oV27dgCAixcvYsKECXjvvfcQHh4uNqDE9O7dG9WqVcPs2bOxfft2HD58GJ6enti4cSOAP3Z3XLlyBRcuXBCcVHr69u0LXV1dbNiwQfnZMS8vD7NmzcLKlSu5s6CCmZiY4OrVq2jSpAmWL1+OmJgYHDt2DOfOncPQoUNx79490RElYebMmfjiiy9Qq1atv22W9vXXX2soleaw4CYiInoHrxp0vbqWJzs7G507d0b//v0REhKC6OhoTJkyhTcgqEFBQQH8/f1x6NAh5c6Zly9fol+/fggPD4eJiYnghNJSp04dxMTEwNnZGU+fPoWxsTHi4uLg5uYGAEhJSUGHDh1QUFAgNqgE/flnb2Jigri4ODRv3hwxMTGYNWsWj6xUMGNjY1y5cgVNmzZFz5490adPHwQEBCAzMxPNmzfH8+fPRUeUBHd3d+zfvx+mpqZwd3d/43MymUySjaS5pVxDIiIi3jrP+4krxsGDB9/5WW5vJqm4dOkS9uzZ89rzfvv27ROUSnry8vJgaGgIAHj06BG8vLwwcuRILFy4EADQpEkT3L9/X2RESVIoFHj8+DF27tyJrKwsJCcnQ6FQwMHBAfb29qLjSVJ+fj7q168PADA0NEStWrVUetCYmZm9dos//XtlZWXK95k6deogKysLzZs3h42NDW7evCk4nfS4ublh8eLF6NGjB86cOYN169YBANLT01GvXj3B6aTj1KlTr/1aW7Dg1pCAgACV1y9evMCzZ8+gr68PAwMDFtwV5K/nyf56r+WrMYDnoCrKmjVrMHHiRNSoUeNvr8+Q4lUPokVGRmLUqFHw9PREdHQ0PD09kZqaipycHPj6+oqOJyktWrTA4sWLMXz4cHz22WcYMGCAstgGgHPnzvHKHjVQKBRo2rQpfvvtNzRt2pRFtoa8+m/lm16Tejg6OiIxMRF2dnZo3749VqxYAX19faxfv543gKjB6tWrMWLECBw4cADz5s1Tvr/s3bsXnTp1EpyOpIJbygVKTU3Fxx9/jMDAQHh5eYmOIzknTpzA7NmzsXTpUnTs2BEymQznz5/H559/jqVLl6Jnz56iI0qCra0tLl++jNq1a2vlVQ+iOTs7Y9KkSZg6dary+jtbW1tMmjQJlpaWKgUh/TtRUVEYNGgQqlWrBk9PT8THxyM0NBQuLi745ZdfMHXqVMyYMQNz584VHVVyWrVqhU2bNqFDhw6io2gFHR0d9O7dW3mn/KFDh9C9e3flfbklJSWIioriL67V4NixYygqKsLAgQNx584d9OnTBykpKahduzYiIyPh4eEhOqJWKC4uhq6ubrnmr1QxtG1nHgtuwS5fvgw/Pz+kpKSIjiI5jo6OCAsLQ5cuXVTGz549i4kTJyI5OVlQMqKKU6tWLfz2229o3Lgx6tSpg1OnTsHJyQnJycno3r07srOzRUeUlJKSEgB/dM1euHAhli1bhtLSUigUCgwdOhQRERGoVo2bxyrazz//jGXLlmHdunVwdHQUHUfyxowZ807P8XpNzcjPz4eZmRl3GahJQUEB9u7di7S0NAQGBsLc3BxXr15FvXr1YGVlJTqe5Pzdzjwpvq/wU4Fgurq6yMrKEh1DktLS0l7bSMfExIT3nqtJYmKisqHUXx04cIBXyKiBubm58iyllZUVbty4AScnJxQUFODZs2eC00nPqxU/AJg/fz4CAgJw8+ZNWFlZoWHDhgKTSZufnx+ePXuG1q1bQ19fv9xNE/n5+YKSSZMUP/BWdmPHjn2n5zZv3qzmJNolMTERHh4eMDU1RUZGBiZMmABzc3Ps378fd+/e/dseTPS/W7p0KUJCQpQ787755huVnXlSxIJbQ/7azEuhUCA7OxuhoaHo3LmzoFTS1rZtW3z66afYvn278v/AOTk5mDVrlvJaGapYXl5eOHfuXLlzZj/++CNGjRqFoqIiQcmkq2vXroiOjoaTkxMGDx6MgIAAxMTEIDo6mlsPNcDU1BTt27cXHUPyQkJCuLpHkhYeHg4bGxu4urqW6z1D6jNz5kyMGTMGK1asgJGRkXK8d+/eGD58uMBk0pWWlgYfHx8Af/wSu6ioCDKZDDNmzED37t0leRSOBbeGvK6ZV926ddG9e3esWrVKTCiJ27x5M3x9fWFjYwNra2sAQGZmJpo1a4YDBw6IDSdRH3/8MTw8PHD+/HnlLzl27dqFsWPH8p5cNQkNDUVxcTEAYO7cudDT00NsbCwGDhyIoKAgwemIKsawYcPw8uVL5RliIqmZPHkyIiMjcefOHYwdOxZ+fn4qneFJPS5duoTvv/++3LiVlRVycnIEJJI+bdyZxzPcJGkKhQLR0dFISUlRXiPTo0cPrpSoUUBAAE6cOIGzZ88iKioK48ePx7Zt2zBo0CDR0Yioinn48CH8/f1x/PhxyOVytG/fHtu3b2e3ZpKkkpIS7Nu3D5s3b8b58+fh4+ODcePGwdPTk59b1KRevXqIioqCq6ursvGonZ0djh8/jnHjxuHevXuiI0rO8OHD4ebmhpkzZ2LJkiX45ptv0L9/f0RHR6NNmzZsmkb/3sOHDyGTyVC7dm3RUYjUZuTIkbh48SLu37+PHTt2oH///qIjScqTJ0/e+VljY2M1JiFSrwkTJuDQoUOYPn06atSogbCwMNjY2CA6Olp0NCK1unv3LsLDwxEREYEXL14gKSlJeT83VZyJEyciNzcXu3fvhrm5ORITE6Grq4sBAwagW7duWL16teiIkpOfn4/i4mI0aNAAcrkcK1euRGxsLOzt7REUFAQzMzPRESscC24NKCgowLx587Br1y48evQIAGBmZoahQ4di8eLFMDU1FRtQwoqKinDmzJnXXjvAO6Erxl/7EwB/3DM/Y8YMeHp6ol+/fsrxP39N/5yOjs47r3bw2h6qyqytrREWFgZvb28AQEpKChwdHfH8+XNe10OSlpmZifDwcISHh6O0tBQpKSksuNXgyZMn8Pb2xm+//YbCwkI0aNAAOTk56NixI44cOcJjLFQhWHCrWX5+Pjp27Ij79+9jxIgRaNmyJRQKBZKTk7Fjxw40atQI58+fl+Rvc0S7du0avL298ezZMxQVFcHc3BwPHz6EgYEBLCwseCd0BdHR0Xmn52QyGYu/CnLmzBnl1xkZGZgzZw5Gjx6Njh07AgB+/fVXbN26FV9++SX8/f1FxZS0goICxMXF4cGDB5DL5Spzo0aNEpRKeqpVq4Z79+6pdK41MDBAcnIybGxsBCYjqnh/3lIeGxuLPn36YMyYMejVq9c7/7eW/pmYmBhcvXoVcrkcbdq0QY8ePURHkpx33Z0nxZ15LLjV7NNPP8XJkydx4sQJ1KtXT2UuJycHnp6e8PDwQEhIiKCE0vXBBx+gWbNmWLduHUxNTZGQkAA9PT34+fkhICAAAwcOFB2R6F/z8PDA+PHjMWzYMJXxHTt2YP369Th9+rSYYBJ26NAhjBgxAkVFRTAyMlLZbSCTyXhFVQXS1dVFTk4O6tatqxwzNjZGQkICbG1tBSYjqlhTpkxBZGQkrK2tMWbMGPj5+fH4IUnK3+3OUygUkl2cYcGtZo0bN8b3338PLy+v185HRUVh8uTJvBdaDUxNTXHx4kU0b94cpqam+PXXX9GyZUtcvHgR/v7+SElJER2R6F8zMDBAQkICmjZtqjJ+69YtuLi4SLbjp0jNmjWDt7c3li5dCgMDA9FxJE1HRweOjo6oVu3/X6qSmJiIFi1aQF9fXzl29epVEfGIKoyOjg6sra3h6ur61qJEig2lRJo+fTrs7e3LHTMMDQ3F7du3eYa7Av15d55CoYC3tzc2btwIKysrlefef/99TUdTO14LpmbZ2dlo1arVG+cdHR157YCa6OnpKf+jVa9ePWRmZqJly5YwMTFBZmam4HTScvHiReTn56N3797KsYiICMyfPx9FRUUYMGAA1q5di+rVqwtMKU2NGjVCWFhYuesFv//+ezRq1EhQKmm7f/8+pk+fzmJbA+bPn19ujE0YSYpGjRrFTuQC/Pjjj6/tRdOpUycsW7aMBXcF+mshrauriw4dOmjFrRMsuNWsTp06yMjIQMOGDV87n56ezi1DauLq6orLly+jWbNmcHd3R3BwMB4+fIht27bByclJdDxJWbBgAT744ANlwX39+nWMGzcOo0ePRsuWLfHVV1+hQYMGWLBggdigEhQSEoJBgwbh2LFj6NChAwDgwoULSEtLw48//ig4nTR5eXnh8uXLWvEhQbTXFdxEUhQeHi46glbKy8uDiYlJuXFjY2M8fPhQQCKSIm4pV7Nx48bh9u3biI6OVtn+BvzRHMPLywtNmjTBpk2bBCWUrsuXL6OwsBDu7u7Izc2Fv7+/8tqBLVu2oHXr1qIjSoalpSUOHToENzc3AMC8efNw5swZxMbGAgD27NmD+fPnIykpSWRMyfrvf/+L7777TuW++cmTJ3OFuwL9eQUkNzcXixYtwpgxY+Dk5FSuWza78RMRVQ2Ojo6YPHkypk2bpjK+du1arFu3jp9b1OjP955LHQtuNfvvf/8LNzc3VK9eHVOnTkWLFi0AAElJSfjuu+9QUlKCy5cv84MxVWk1atRAamqq8n/HXbp0Qa9evfD5558D+KOTtpOTEwoLC0XGJPrH2I2fiEh6Nm/ejGnTpiEwMBDdu3cHAJw8eRKrVq3C6tWrMWHCBMEJpcvIyAiJiYla0QCTW8rVrGHDhvj1118xZcoUzJ07F69+vyGTydCzZ0+Ehoay2KYqr169ekhPT0ejRo1QWlqKq1evYuHChcr5wsJC3pmrRryiSv3++nMlIqKqb+zYsSgpKcGSJUvwxRdfAPij4fG6dev4388K9tfbgYqLizF58uRyd51LsTEgV7g16NGjR0hNTQUA2Nvbw9zcXHAiacvLy0NwcDBOnTr12kKEV/dUnEmTJuH69etYvnw5Dhw4gK1btyIrK0t5jOKHH37A6tWrcenSJcFJpYdXVGleREQEhgwZUq4JYGlpKSIjI/khjYioCsrNzUXNmjVhaGgoOookjRkz5p2e27Jli5qTaB4LbpKs3r17Iy0tDePGjUO9evXKdf/09/cXlEx6cnNzMXDgQJw7dw6GhobYunUrfH19lfMeHh7o0KEDlixZIjClNPGKKs3T1dVFdnY2LCwsVMbz8vJgYWHBLeVqVlxcjBo1aoiOQUQSkJ6ejpcvX5a7WjM1NRV6enpo3LixmGAkKSy4SbKMjIwQGxvL5mga9PjxYxgaGkJXV1dlPD8/H4aGhuUaB9K/V6tWLVy/fl0rmo5UFjo6Ovj9999Rt25dlfGEhAS4u7tzV4EayOVyLFmyBGFhYfj9999x69Yt2NnZISgoCI0bN8a4ceNERySiKuj999/H2LFjyy3CbN++HRs3bsTp06fFBCNJebcuMERVUIsWLfD8+XPRMbSKiYlJuWIbAMzNzVlsq8mrK6pI/VxdXdGmTRvIZDJ4eHigTZs2yj+tW7dG165d0aNHD9ExJWnx4sUIDw/HihUrVN5LnJycsHHjRoHJiKgqu3btGjp37lxuvEOHDoiPj9d8IJIkNk0jyfruu+8wZ84cBAcHw9HRsVzTLmNjY0HJiP6dP19R5ePjg8DAQCQlJfGKKjUbMGAAACA+Ph5eXl4q5/z09fXRuHFjDBo0SFA6aYuIiMD69evh4eGByZMnK8ednZ2RkpIiMBkRVWUymey1N6g8fvyYx4OownBLeSVQUlJSrvkO/XupqakYNmwYrl27pjKuUCh4dQ9VabyiSqytW7diyJAhPEesQTVr1kRKSgpsbGxU7m5NSkpCu3bt8PTpU9ERiagK6tOnDwwMDLBz507lDr2ysjIMGTIERUVFOHr0qOCEJAVc4daw/v37o2vXrhgxYgQsLS2Rm5uL/v374/z586KjSc6IESOgr6+PHTt2vLZpGlFVxSuqxGLDRc1r1aoVzp49CxsbG5XxPXv2wNXVVVAqIqrqVqxYgW7duqF58+bo2rUrAODs2bN48uQJYmJiBKcjqWDBrWHW1tb4+eefERwcjEmTJuHgwYPc2qwmN27cwLVr19C8eXPRUYjUhldUaV5ZWRlCQkKwe/duZGZmorS0VGWeTdMq3vz58zFy5Ejcv38fcrkc+/btw82bNxEREYHDhw+LjkdEVZSDgwMSExMRGhqKhIQE1KxZE6NGjcK0adN4fS9VGG4pFyQyMhLDhw+HoaEh7t69CzMzM9GRJKdbt24IDg5mEyOSNF5RpXnBwcHYuHEjZs6ciaCgIMybNw8ZGRk4cOAAgoODMX36dNERJenYsWNYunQprly5ArlcjjZt2iA4OBienp6ioxGRxOTl5WHbtm349NNPRUchCWDBrWbTpk2Di4sLxo8frxxLS0tDly5d0KdPHyQmJsLHxwfBwcECU0rTnj17sGDBAgQGBr62mZSzs7OgZEQVh1dUaV6TJk2wZs0a+Pj4wMjICPHx8cqxCxcuYMeOHaIjSsrLly+xZMkSjB07Fo0aNRIdh4gkSqFQ4Pjx49i0aRN++uknGBsbIzc3V3QskgAW3GrWqFEj/Pzzz8riLjs7G507d0b//v0REhKC6OhoTJkyBampqYKTSs/rGkvJZDI2TSNJcHV1hUwmQ0JCAlq1aoVq1f7/CaGysjKkp6ejV69e2L17t8CU0lSrVi0kJyfD2toalpaW+Pnnn9GmTRvcuXMHrq6uePz4seiIkmNoaIgbN26gcePGoqMQkcRkZGRg8+bNCA8Px/379zF8+HD4+/vD3d39tVedEv2veIZbzfLy8pRXxzx69AheXl4YOXIkFi5cCOCPlZL79++LjChZ6enpoiMQqQ2vqBKnYcOGyM7OhrW1Nezt7XH8+HG0adMGly5d4o0TatKjRw+cPn0ao0ePFh2FiCSgpKQE+/btw8aNG3H+/Hn07t0bX3/9NYYNG4a5c+fCwcFBdESSEBbcataiRQssXrwYw4cPx2effYYBAwYoi20AOHfuXLmuq1Qx+HMlKZs/fz7KyspgY2MDLy8vWFpaio6kNXx9fXHy5Em0b98eAQEBGDZsGDZt2oTMzEzMmDFDdDxJ6t27N+bOnYsbN27gvffeQ61atVTmed88Ef0vrKys4ODgAD8/P+zdu1fZS2nYsGGCk5EUcUu5mkVFRWHQoEGoVq0aPD09ER8fj9DQULi4uOCXX37B1KlTMWPGDMydO1d0VEk4ePDgOz/LD2gkBTVq1EBycjJsbW1FR9FaFy5cwPnz52Fvb8/3FTV5293zPCJERP8rMzMzODs7w8/PD0OGDFHeGKSnp4eEhASucFOFYsGtASUlJQCA6tWrY+HChVi2bBlKS0uhUCgwdOhQREREqJy/pH/urx/KXp3Z/vPrV/gBjaSgbdu2WLZsGTw8PERHISIiqhKKi4vx448/YtOmTbhw4QJ69+6tLL7j4+NZcFOFYsEtQEFBAW7evAkrKys0bNhQdBzJOnHiBGbPno2lS5eiY8eOkMlkOH/+PD7//HMsXboUPXv2FB2R6F87fvw4Zs+ejS+++OK1W21f/daeKk5eXh5q164NALh37x42bNiA58+fo1+/fujatavgdERE9L9IS0vDli1bsHXrVty/fx/Dhg3D6NGj0b17dzZNowrBgpsky9HREWFhYejSpYvK+NmzZzFx4kQkJycLSkZUcf68q+PPOzjYjb/iXb9+HX379sW9e/fQtGlTREZGolevXigqKoKOjg6Kioqwd+9eZUM7qjiLFi166zyv1iSif0sul+PYsWPYtGkTDh06BCMjIzx8+FB0LJIAFtwkWTVr1kRcXBycnJxUxhMTE9G+fXs8f/5cUDKiinPmzJm3zr///vsaSiJ9vXv3RrVq1TB79mxs374dhw8fhqenJzZu3AgA+OSTT3DlyhVcuHBBcFLpcXV1VXn94sULpKeno1q1amjSpAmuXr0qKBkRSVFubi62bduGmTNnio5CEsCCmySrW7du0NPTw/bt25UdnHNycjBy5EiUlpb+baFCRPRnderUQUxMDJydnfH06VMYGxsjLi4Obm5uAICUlBR06NABBQUFYoNqiSdPnmD06NHw9fXFyJEjRcchIiJ6LRbcJFm3b9+Gr68vbt68CWtrawBAZmYmmjVrhgMHDsDe3l5wQqJ/JjExEY6OjtDR0UFiYuJbn3V2dtZQKunT0dFBTk4OLCwsAABGRkZISEiAnZ0dAOD3339HgwYNuI1fg27cuIE+ffogIyNDdBQiIqLXYmtskix7e3skJiYiOjoaKSkpUCgUcHBwQI8ePVTOuhJVNS4uLsrCz8XFpVw3/ld4hrvi/fW9g+8lYhUUFODx48eiYxAREb0RC24NiYqKgqGhobKB17fffosNGzbAwcEB3377LczMzAQnlCaZTAZPT094enqKjkJUYdLT01G3bl3l16Q5o0ePRvXq1QH8ca3M5MmTlZ3hX10BSRVvzZo1Kq8VCgWys7Oxbds29OrVS1AqIiKiv8ct5Rri5OSE5cuXw9vbG9evX0fbtm0xc+ZMxMTEoGXLltiyZYvoiJJ08uRJnDx5Eg8ePIBcLleZ27x5s6BURFQVjRkz5p2e4/t5xbO1tVV5raOjg7p166J79+6YO3cujIyMBCUjIqlKS0tDkyZNRMcgCWDBrSGGhoa4ceMGGjdujAULFuDGjRvYu3cvrl69Cm9vb+Tk5IiOKDkLFy7EokWL4ObmBktLy3JbP/fv3y8oGVHF4Z3QRERE/46xsTG6du2KsWPHYtCgQYiNjcXAgQPx4MED0dFIArilXEP09fXx7NkzAMCJEycwatQoAIC5uTmePHkiMppkhYWFITw8nN1rSZL+7k7okJAQ3glNkvH48WOUlZXB3NxcZTw/Px/VqlWDsbGxoGREJAWbN2/Gb7/9hlmzZmHJkiVISUmBn5+f6FgkETqiA2iLLl26YObMmfjiiy8QFxcHHx8fAMCtW7fQsGFDwemkqbS0FJ06dRIdg0gtPvvsMzg5OeHMmTP44IMP0KdPH3h7e+Px48d49OgRJk2ahGXLlomOSVQhhg4disjIyHLju3fvxtChQwUkIqKqLC8vDw8fPlS+/vDDDzF//nwEBQUhISEB1apVw4IFC8QFJEnhlnINyczMxJQpU3Dv3j1Mnz4d48aNAwDMmDEDZWVl5RrC0L83e/ZsGBoaIigoSHQUogrHO6FJm5ibm+PcuXNo2bKlynhKSgo6d+6MvLw8QcmIqCry8fHBkCFDlDtOAeDw4cMYPHgwwsLCcPLkSejr62PDhg0CU5JUcEu5hlhbW+Pw4cPlxkNCQgSk0Q7FxcVYv349Tpw4AWdnZ+jp6anMf/3114KSEf17+fn5qF+/PoA/ekTUqlVLZbutmZkZCgsLRcUjqlAlJSV4+fJlufEXL17g+fPnAhIRUVV24cIFrF69Wvn67Nmz8PPzw/bt2zFw4EC0aNEC/fv3FxeQJIUFt4bo6uoiOzsbFhYWKuN5eXmwsLDgXblqkJiYCBcXFwDAjRs3VOZ4dy5JAe+EJm3Rtm1brF+/HmvXrlUZDwsLw3vvvScoFRFVVS9fvlT+su7atWsYOnQodu3aBS8vLwCAqakpnj59KjIiSQgLbg150879kpIS6OvraziNdjh16pToCERqxTuhSVssWbIEPXr0QEJCAjw8PAD8ce3jpUuXcPz4ccHpiKiq6dChA8aNGwcvLy989913+Pzzz5XFNgBERkaWO8JC9E+x4FazV2ezZTIZNm7cCENDQ+VcWVkZfvnlF7Ro0UJUPCKqovz9/VVev66b6p/PphFVZZ07d8avv/6Kr776Crt370bNmjXh7OyMTZs2oWnTpqLjEVEV891332HChAm4ePEiFi1ahDlz5iA3NxcuLi745ZdfsH79euzatUt0TJIINk1TM1tbWwDA3bt30bBhQ+jq6irn9PX10bhxYyxatAjt27cXFVHSLl26hD179iAzMxOlpaUqc/v27ROUioiIiIgqi5iYGMydOxeJiYmwsrLCZ599hokTJ4qORRLBgltD3N3dsX//fpiamoqOojUiIyMxatQoeHp6Ijo6Gp6enkhNTUVOTg58fX2xZcsW0RGJiOgNnjx5orxf+8mTJ299lvdwExFRZcUt5Rrw4sUL3L17F1lZWSy4NWjp0qUICQnB1KlTYWRkhG+++Qa2traYNGkSLC0tRccjIqK3MDMzUzYbNTU1fW1TQIVCAZlMxsajRERUabHg1gA9PT2UlJSwg7CGpaWlwcfHBwBQvXp1FBUVQSaTYcaMGejevTsWLlwoOCEREb1JTEyM8qo7NsEkIqKqigW3hnzyySdYvnw5Nm7ciGrV+GPXBHNzc+U9xFZWVrhx4wacnJxQUFCAZ8+eCU5HRERv8/7777/2ayIioqqElZ+GXLx4ESdPnsTx48fh5OSkvLrnFTbwqnhdu3ZFdHQ0nJycMHjwYAQEBCAmJgbR0dHKa2WIiKhySkxMfOdnnZ2d1ZiEiIjon2PTNA0ZM2bMW+fZwKvi5efno7i4GA0aNIBcLsfKlSsRGxsLe3t7BAUFwczMTHREIiJ6Ax0dHchkMuU57bfhGW4iqigFBQXsuUQVigU3ERERVTp3795Vfn3t2jX83//9HwIDA9GxY0cAwK+//opVq1ZhxYoVGDBggKCURFSVLV++HI0bN8aQIUMAAIMHD8aPP/6I+vXr48iRI2jdurXghCQFLLg1LDc3Fzdv3oRMJkOzZs1Qt25d0ZEk5++uj3mF18gQEVUN7dq1w4IFC+Dt7a0yfuTIEQQFBeHKlSuCkhFRVWZnZ4ft27ejU6dOiI6OxuDBg7Fr1y7s3r0bmZmZOH78uOiIJAE8w60hRUVF+OSTTxAREQG5XA4A0NXVxahRo7B27VoYGBgITigdb7o+5hVeI0NEVLVcv34dtra25cZtbW2RlJQkIBERSUF2djYaNWoEADh8+DAGDx4MT09PNG7cGO3btxecjqSCBbeGzJw5E2fOnMGhQ4fQuXNnAEBsbCymT5+OWbNmYd26dYITSsefr49RKBTw9vbGxo0bYWVlJTAVERH9Uy1btsTixYuxadMm1KhRAwBQUlKCxYsXo2XLloLTEVFVZWZmhnv37qFRo0aIiorC4sWLAfzx+ZELM1RRuKVcQ+rUqYO9e/figw8+UBk/deoUBg8ejNzcXDHBtICRkRESEhJgZ2cnOgoREf0DcXFx6Nu3L+RyufJMZUJCAmQyGQ4fPox27doJTkhEVdG0adNw+PBhNG3aFNeuXUNGRgYMDQ2xa9cuLF++HFevXhUdkSSAK9wa8uzZM9SrV6/cuIWFBe+EJiIieot27dohPT0d27dvR0pKChQKBYYMGYLhw4eXu2aTiOhdhYSEoHHjxrh37x5WrFgBQ0NDAH9sNZ8yZYrgdCQVXOHWEA8PD9SuXRsRERHK7XDPnz+Hv78/8vPzceLECcEJpYsr3EREREREJIKO6ADa4ptvvsH58+fRsGFDeHh4oEePHmjUqBHOnz+Pb775RnQ8yfu7O1yJiKhy27ZtG7p06YIGDRoorwwLCQnBTz/9JDgZEVVlr3tvWb16Nd9bqMJwS7mGODo6IjU1VWU73NChQzFixAjUrFlTdDxJGThwoMrr4uJiTJ48udy2w3379mkyFhER/UPr1q1DcHAwPv30UyxevFjZzMjMzAyrV69G//79BSckoqroz+8tS5YsUb63mJqa8r2FKgy3lJPkjBkz5p2e27Jli5qTEBFRRXBwcMDSpUsxYMAAlWNCN27cwAcffICHDx+KjkhEVRDfW0gTuMKtQTdv3sTatWuRnJwMmUyGFi1aYNq0aWjRooXoaJLCQpqISFrS09Ph6upabrx69eooKioSkIiIpIDvLaQJPMOtIXv37oWjoyOuXLmC1q1bw9nZGVevXoWTkxP27NkjOh4REVGlZWtri/j4+HLjR48ehYODg+YDEZEk8L2FNIEr3Bry2WefYe7cuVi0aJHK+Pz58zF79mx89NFHgpIRERFVboGBgZg6dSqKi4uhUCgQFxeHnTt34ssvv8TGjRtFxyOiKorvLaQJPMOtIQYGBkhMTIS9vb3KeGpqKlq3bs27uImIiN5iw4YNWLx4Me7duwcAsLKywoIFCzBu3DjByYioKuN7C6kbC24N8fb2xkcffVSuodeWLVsQGRmJY8eOCUpGRERUuZWUlODly5eoVasWHj58CLlcDgsLC9GxiEhC+N5C6sIt5RrSr18/zJ49G1euXEGHDh0AABcuXMCePXuwcOFCHDx4UOVZIiIibffw4UP4+/vj+PHjkMvlaN++PbZv3w47OzvR0YhIQnJzc3Hz5k3IZDLo6OigTp06oiORhHCFW0N0dN6tP51MJlPeAUhERKTNJkyYgEOHDmH69OmoUaMGwsLCYGNjg+joaNHRiEgCioqK8MknnyAiIgJyuRwAoKuri1GjRmHt2rUwMDAQnJCkgAU3ERERVUrW1tYICwuDt7c3ACAlJQWOjo54/vw59PT0BKcjoqpu0qRJOHHiBEJDQ9G5c2cAQGxsLKZPn46ePXti3bp1ghOSFLDgJiIiokqpWrVquHfvHiwtLZVjBgYGSE5Oho2NjcBkRCQFderUwd69e/HBBx+ojJ86dQqDBw9Gbm6umGAkKbyHW80uXryIo0ePqoxFRETA1tYWFhYWmDhxIkpKSgSlIyIiqrwUCgWqVVNtN1OtWjXl1k8ion/j2bNnqFevXrlxCwsL3iBEFYYr3GrWu3dvfPDBB5g9ezYA4Pr162jTpg1Gjx6Nli1b4quvvsKkSZOwYMECsUGJiIgqGR0dHTg6OqoU3YmJiWjRogX09fWVY1evXhURj4iqOA8PD9SuXRsRERGoUaMGAOD58+fw9/dHfn4+Tpw4ITghSQELbjWztLTEoUOH4ObmBgCYN28ezpw5g9jYWADAnj17MH/+fCQlJYmMSUREVOksXLjwnZ6bP3++mpMQkRTduHEDvXr1QnFxMVq3bg2ZTIb4+HjUqFEDx44dQ6tWrURHJAlgwa1mNWrUQGpqKho1agQA6NKlC3r16oXPP/8cAJCRkQEnJycUFhaKjElEREREpHWeP3+O7du3IyUlBQqFAg4ODhgxYgRq1qwpOhpJBO/hVrN69eohPT0djRo1QmlpKa5evaryG/vCwkJ2WiUiIiIiEqBmzZqYMGGC6BgkYSy41axXr16YM2cOli9fjgMHDsDAwABdu3ZVzicmJqJJkyYCExIRERERaadbt27h9OnTePDgQbmGjMHBwYJSkZRwS7ma5ebmYuDAgTh37hwMDQ2xdetW+Pr6Kuc9PDzQoUMHLFmyRGBKIiIiIiLtsmHDBnz88ceoU6cO6tevD5lMppyTyWRsyEgVggW3hjx+/BiGhobQ1dVVGc/Pz4ehoaFKt1UiIiIiIlIvGxsbTJkyRXmbEJE6sOAmIiKiKis/Px/m5uaiYxBRFWRsbIz4+HjY2dmJjkISpiM6ABEREdG7cHZ2xtSpU3HlyhUAf5y97NChg+BURFRVffTRRzh+/LjoGCRxbJpGREREVYK/vz9u3LgBd3d3eHh44OzZs2jbtq3oWERUhaxZs0b5tb29PYKCgnDhwgU4OTmVuzlo+vTpmo5HEsQt5URERFQpveoYrKOjuiFv165dGDZsGAwNDZGRkcEt5UT0zmxtbd/pOZlMhjt37qg5DWkDFtxERERUKQ0ePBju7u74+OOPlWNxcXHo0aMHAgMD8euvv6Jly5ZYtWqVwJRERERvxoKbiIiIKqV69erh9OnTaNmyJQAgOTkZ3bp1w+eff46AgACcPXsWfn5+uHv3ruCkRCQFL1++RHFxMQwNDUVHIQlh0zQiIiKqlIqKipTXad69exe9e/fG8uXLERAQAACwtLTEw4cPRUYkoiroyJEj2LZtm8rYkiVLYGhoCFNTU3h6euLRo0eC0pHUsOAmIiKiSsnFxQWffvopNm7ciPfffx9TpkzB2LFjlfNRUVGwt7cXmJCIqqKVK1fiyZMnytfnz59HcHAwgoKCsHv3bty7dw9ffPGFwIQkJdxSTkRERJXS5cuXMWTIEOjq6qJfv37YunUrFi9eDBcXF/zyyy9YuHAhvv76a0ycOFF0VCKqQiwsLHDs2DG4uroCAGbOnImkpCRERUUB+GMFPCAgAKmpqSJjkkTwWjAiIiKqlNzc3JCWlqZ87eTkhLlz5yInJwc1a9ZEQEAAi20i+p8VFhaidu3aytexsbH48MMPla9btWqFrKwsEdFIgrilnIiIiKoEf39/3L9/H9nZ2Xj06BGWLl0qOhIRVUENGjRAcnIyAODp06dISEhA586dlfN5eXkwMDAQFY8khivcREREVGXIZDLUq1dPdAwiqsI+/PBDfPrpp/jPf/6DI0eOoH79+ujQoYNy/vLly2jevLnAhCQlLLiJiIiIiEhrzJ8/H1lZWZg+fTrq16+P7du3K29EAICdO3eib9++AhOSlLBpGhEREREREZEa8Aw3ERERERERkRqw4CYiIiIiIiJSAxbcREREVOlt27YNnTt3RoMGDXD37l0AwOrVq/HTTz8JTkZERPRmLLiJiIioUlu3bh1mzpwJb29vFBQUoKysDABgamqK1atXiw1HRET0Fiy4iYiIqFJbu3YtNmzYgHnz5ql0EnZzc8P169cFJiMiIno7FtxERERUqaWnp8PV1bXcePXq1VFUVCQgERFJXUREBNLS0kTHIAlgwU1ERESVmq2tLeLj48uNHz16FA4ODpoPRESSN3r0aDg4OOCTTz4RHYWquGqiAxARERG9TWBgIKZOnYri4mIoFArExcVh586d+PLLL7Fx40bR8YhIguRyOTIyMnDs2DHRUaiKkykUCoXoEERERERvs2HDBixevBj37t0DAFhZWWHBggUYN26c4GRERERvxoKbiIiIKq2XL1/ihx9+gJeXF+rXr4+HDx9CLpfDwsJCdDQiquKePHny2nGZTIbq1atDX19fw4lIilhwExERUaVmYGCA5ORk2NjYiI5CRBKio6MDmUz2xvmGDRti9OjRmD9/PnR02PqK/hme4SYiIqJKrX379rh27RoLbiKqUOHh4Zg3bx5Gjx6Ndu3aQaFQ4NKlS9i6dSs+//xz5ObmYuXKlahevTr+85//iI5LVRRXuImIiKhS27NnD+bMmYMZM2bgvffeQ61atVTmnZ2dBSUjoqrMw8MDkyZNwuDBg1XGd+/eje+//x4nT57Etm3bsGTJEqSkpAhKSVUdC24iIiKq1F63lVMmk0GhUEAmk6GsrExAKiKq6gwMDJCQkICmTZuqjKempqJ169Z49uwZ0tPT0apVKzx79kxQSqrquKWciIiIKrX09HTREYhIgho2bIhNmzZh2bJlKuObNm1Co0aNAAB5eXkwMzMTEY8kggU3ERERVWo8u01E6rBy5Up89NFHOHr0KNq2bQuZTIZLly4hJSUFe/fuBQBcunQJQ4YMEZyUqjJuKSciIqJKLSIi4q3zo0aN0lASIpKajIwMhIWF4datW1AoFGjRogUmTZqExo0bi45GEsGCm4iIiCq1v27nfPHiBZ49ewZ9fX0YGBggPz9fUDIiIqK345ZyIiIiqtQePXpUbiw1NRUff/wxAgMDBSQiIqkoKChAXFwcHjx4ALlcrjLH3TNUEbjCTURERFXS5cuX4efnx+t6iOgfOXToEEaMGIGioiIYGRlBJpMp52QyGXfPUIUof88GERERURWgq6uLrKws0TGIqIqaNWsWxo4di8LCQhQUFODRo0fKPyy2qaJwhZuIiIgqtYMHD6q8VigUyM7ORmhoKBo1aoSjR48KSkZEVVmtWrVw/fp12NnZiY5CEsYz3ERERFSpDRgwQOW1TCZD3bp10b17d6xatUpMKCKq8ry8vHD58mUW3KRWLLiJiIioUvtrIyMioorg4+ODwMBAJCUlwcnJCXp6eirz/fr1E5SMpIRbyomIiIiISOvo6Ly5nZVMJkNZWZkG05BUsWkaERERVWoffvghli1bVm78q6++wkcffSQgERFJgVwuf+MfFttUUbjCTURERJVa3bp1ERMTAycnJ5Xx69evo0ePHvj9998FJSMiIno7nuEmIiKiSu3p06fQ19cvN66np4cnT54ISEREVdWaNWswceJE1KhRA2vWrHnrs9OnT9dQKpIyrnATERFRpda2bVv07dsXwcHBKuMLFizAoUOHcOXKFUHJiKiqsbW1xeXLl1G7dm3Y2tq+8TmZTIY7d+5oMBlJFVe4iYiIqFILCgrCoEGDkJaWhu7duwMATp48iZ07d2LPnj2C0xFRVZKenv7ar4nUhSvcREREVOn9/PPPWLp0KeLj41GzZk04Oztj/vz5eP/990VHIyIieiMW3EREREREpHXKysoQHh6OkydP4sGDB5DL5SrzMTExgpKRlHBLORERERERaZ2AgACEh4fDx8cHjo6OkMlkoiORBHGFm4iIiCodc3Nz3Lp1C3Xq1IGZmdlbPwjn5+drMBkRSUWdOnUQEREBb29v0VFIwrjCTURERJVOSEgIjIyMAACrV68WG4aIJElfXx/29vaiY5DEcYWbiIiIiIi0zqpVq3Dnzh2EhoZyOzmpDQtuIiIiqvTkcjlu37792sZG3bp1E5SKiKqagQMHqryOiYmBubk5WrVqBT09PZW5ffv2aTIaSRS3lBMREVGlduHCBQwfPhx3797FX9cJZDIZysrKBCUjoqrGxMRE5bWvr6+gJKQtuMJNRERElZqLiwuaNWuGhQsXwtLSstzWz79+gCYiIqosWHATERFRpVarVi0kJCSwuRERVaju3btj3759MDU1VRl/8uQJBgwYwHu4qULoiA5ARERE9Dbt27fH7du3RccgIok5ffo0SktLy40XFxfj7NmzAhKRFPEMNxEREVVqn3zyCWbNmoWcnBw4OTmVa2zk7OwsKBkRVUWJiYnKr5OSkpCTk6N8XVZWhqioKFhZWYmIRhLELeVERERUqenolN+QJ5PJoFAo2DSNiP5nOjo6yl4QryuFatasibVr12Ls2LGajkYSxBVuIiIiqtTS09NFRyAiCUlPT4dCoYCdnR3i4uJQt25d5Zy+vj4sLCygq6srMCFJCVe4iYiIiIiIiNSAK9xERERUJSQlJSEzM7Nck6N+/foJSkREVV1aWhpWr16N5ORkyGQytGzZEgEBAWjSpInoaCQRLLiJiIioUrtz5w58fX1x/fp15dltAMozmDzDTUT/xLFjx9CvXz+4uLigc+fOUCgUOH/+PFq1aoVDhw6hZ8+eoiOSBHBLOREREVVqffv2ha6uLjZs2KA8c5mXl4dZs2Zh5cqV6Nq1q+iIRFQFubq6wsvLC8uWLVMZnzNnDo4fP46rV68KSkZSwoKbiIiIKrU6deogJiYGzs7OMDExQVxcHJo3b46YmBjMmjUL165dEx2RiKqgGjVq4Pr162jatKnK+K1bt+Ds7Izi4mJByUhKyt+zQURERFSJlJWVwdDQEMAfxXdWVhYAwMbGBjdv3hQZjYiqsLp16yI+Pr7ceHx8PCwsLDQfiCSJZ7iJiIioUnN0dERiYiLs7OzQvn17rFixAvr6+li/fj3s7OxExyOiKmrChAmYOHEi7ty5g06dOkEmkyE2NhbLly/HrFmzRMcjieCWciIiIqrUjh07hqKiIgwcOBB37txBnz59kJKSgtq1a2PXrl3o3r276IhEVAUpFAqsXr0aq1atUu6cadCgAQIDAzF9+nRlY0aif4MFNxEREVU5+fn5MDMz4wdiIqoQhYWFAAAjIyPBSUhqWHATERERERERqQHPcBMREVGlNHbs2Hd6bvPmzWpOQkRS4erq+s47Y3gtGFUEFtxERERUKYWHh8PGxgaurq7ghjwiqggDBgwQHYG0DLeUExERUaU0ZcoUREZGwtraGmPHjoWfnx/Mzc1FxyIiInpnvIebiIiIKqXvvvsO2dnZmD17Ng4dOoRGjRph8ODBOHbsGFe8iegfe/ToEdauXYsnT56Um3v8+PEb54j+CRbcREREVGlVr14dw4YNQ3R0NJKSktCqVStMmTIFNjY2ePr0qeh4RFQFhYaG4pdffoGxsXG5ORMTE5w9exZr164VkIykiAU3ERERVQkymQwymQwKhQJyuVx0HCKqon788UdMnjz5jfOTJk3C3r17NZiIpIwFNxEREVVaJSUl2LlzJ3r27InmzZvj+vXrCA0NRWZmJgwNDUXHI6IqKC0tDU2bNn3jfNOmTZGWlqbBRCRl7FJOREREldKfm6aNGTMGkZGRqF27tuhYRFTF6erqIisrC9bW1q+dz8rKgo4O1yWpYrBLOREREVVKOjo6sLa2/tt7c/ft26fBVERU1bm7u6N9+/ZYtmzZa+dnz56NuLg4nDp1SsPJSIq4wk1ERESV0qhRo95aaBMR/RPTpk3D0KFD0bBhQ3z88cfQ1dUFAJSVleG7775DSEgIduzYITglSQVXuImIiIiISKvMmzcPX375JYyMjGBnZweZTIa0tDQ8ffoUgYGBb1z9JvpfseAmIiIiIiKtExcXhx9++AG3b9+GQqFAs2bNMHz4cLRr1050NJIQFtxEREREREREasD2e0RERERERERqwIKbiIiIiIiISA1YcBMRERERERGpAQtuIiIiIiIiIjVgwU1ERERERFrp5cuXOHHiBL7//nsUFhYCALKysvD06VPByUgq2KWciIiIiIi0zt27d9GrVy9kZmaipKQEt27dgp2dHT799FMUFxcjLCxMdESSAK5wExERERGR1gkICICbmxsePXqEmjVrKsd9fX1x8uRJgclISqqJDkBERERERKRpsbGxOHfuHPT19VXGbWxscP/+fUGpSGq4wk1ERERERFpHLpejrKys3Ph///tfGBkZCUhEUsSCm4iIiIiItE7Pnj2xevVq5WuZTIanT59i/vz58Pb2FheMJIVN04iIiIiISOtkZWXB3d0durq6SE1NhZubG1JTU1GnTh388ssvsLCwEB2RJIAFNxERERERaaXnz59j586duHr1KuRyOdq0aYMRI0aoNFEj+jdYcBMRERERERGpAbuUExERERGRVjh48OA7P9uvXz81JiFtwRVuIiIiIiLSCjo6qj2jZTIZ/loOyWQyAHhtB3Oi/xW7lBMRERERkVaQy+XKP8ePH4eLiwuOHj2KgoICPH78GEePHkWbNm0QFRUlOipJBFe4iYiIiIhI6zg6OiIsLAxdunRRGT979iwmTpyI5ORkQclISrjCTUREREREWictLQ0mJiblxk1MTJCRkaH5QCRJXOEmIiIiIiKt061bN+jp6WH79u2wtLQEAOTk5GDkyJEoLS3FmTNnBCckKWDBTUREREREWuf27dvw9fXFzZs3YW1tDQDIzMxEs2bNcODAAdjb2wtOSFLAgpuIiIiIiLSSQqFAdHQ0UlJSoFAo4ODggB49eig7lRP9Wyy4iYiIiIiIiNSgmugAREREREREIhQVFeHMmTPIzMxEaWmpytz06dMFpSIp4Qo3ERERERFpnWvXrsHb2xvPnj1DUVERzM3N8fDhQxgYGMDCwgJ37twRHZEkgNeCERERERGR1pkxYwb69u2L/Px81KxZExcuXMDdu3fx3nvvYeXKlaLjkURwhZuIiIiIiLSOqakpLl68iObNm8PU1BS//vorWrZsiYsXL8Lf3x8pKSmiI5IEcIWbiIiIiIi0jp6enrIbeb169ZCZmQkAMDExUX5N9G+xaRoREREREWkdV1dXXL58Gc2aNYO7uzuCg4Px8OFDbNu2DU5OTqLjkURwSzkREREREWmdy5cvo7CwEO7u7sjNzYW/vz9iY2Nhb2+PLVu2oHXr1qIjkgSw4CYiIiIiIiJSA57hJiIiIiIiIlIDnuEmIiIiIiKtk5eXh+DgYJw6dQoPHjyAXC5Xmc/PzxeUjKSEBTcREREREWkdPz8/pKWlYdy4cahXr56yYzlRReIZbiIiIiIi0jpGRkaIjY1lczRSK57hJiIiIiIirdOiRQs8f/5cdAySOK5wExERERGR1rl06RLmzJmD4OBgODo6Qk9PT2Xe2NhYUDKSEp7hJiIiIiIirWNqaorHjx+je/fuKuMKhQIymQxlZWWCkpGUsOAmIiIiIiKtM2LECOjr62PHjh1smkZqwy3lRERERESkdQwMDHDt2jU0b95cdBSSMDZNIyIiIiIirePm5oZ79+6JjkESxxVuIiIiIiLSOnv27MGCBQsQGBgIJyenck3TnJ2dBSUjKWHBTUREREREWkdHp/xmX5lMxqZpVKHYNI2IiIiIiLROenq66AikBbjCTURERERERKQGXOEmIiIiIiKtcPDgwXd+tl+/fmpMQtqCK9xERERERKQV/npu+9WZ7T+/foVnuKki8FowIiIiIiLSCnK5XPnn+PHjcHFxwdGjR1FQUIDHjx/jyJEjaNOmDaKiokRHJYngCjcREREREWkdR0dHhIWFoUuXLirjZ8+excSJE5GcnCwoGUkJV7iJiIiIiEjrpKWlwcTEpNy4iYkJMjIyNB+IJIkr3EREREREpHW6desGPT09bN++HZaWlgCAnJwcjBw5EqWlpThz5ozghCQFLLiJiIiIiEjr3L59G76+vrh58yasra0BAJmZmWjWrBkOHDgAe3t7wQlJClhwExERERGRVlIoFIiOjkZKSgoUCgUcHBzQo0cPlW7lRP8GC24iIiIiIiIiNagmOgAREREREZEIJ0+exMmTJ/HgwQPI5XKVuc2bNwtKRVLCgpuIiIiIiLTOwoULsWjRIri5ucHS0pLbyEktuKWciIiIiIi0jqWlJVasWIGRI0eKjkISxnu4iYiIiIhI65SWlqJTp06iY5DEseAmIiIiIiKtM378eOzYsUN0DJI4nuEmIiIiIiKtU1xcjPXr1+PEiRNwdnaGnp6eyvzXX38tKBlJCc9wExERERGR1nF3d3/jnEwmQ0xMjAbTkFSx4CYiIiIiIiJSA57hJiIiIiIiIlIDnuEmIiIiIiKtdOnSJezZsweZmZkoLS1Vmdu3b5+gVCQlXOEmIiIiIiKtExkZic6dOyMpKQn79+/HixcvkJSUhJiYGJiYmIiORxLBgpuIiIiIiLTO0qVLERISgsOHD0NfXx/ffPMNkpOTMXjwYFhbW4uORxLBgpuIiIiIiLROWloafHx8AADVq1dHUVERZDIZZsyYgfXr1wtOR1LBgpuIiIiIiLSOubk5CgsLAQBWVla4ceMGAKCgoADPnj0TGY0khE3TiIiIiIhI63Tt2hXR0dFwcnLC4MGDERAQgJiYGERHR8PDw0N0PJII3sNNRERERERaJz8/H8XFxWjQoAHkcjlWrlyJ2NhY2NvbIygoCGZmZqIjkgSw4CYiIiIiIiJSA24pJyIiIiIirfHkyZN3es7Y2FjNSUgbcIWbiIiIiIi0ho6ODmQy2RvnFQoFZDIZysrKNJiKpIor3EREREREpDVOnTql/FqhUMDb2xsbN26ElZWVwFQkVVzhJiIiIiIirWVkZISEhATY2dmJjkISxHu4iYiIiIiIiNSABTcRERERERGRGrDgJiIiIiIirfa2JmpE/wabphERERERkdYYOHCgyuvi4mJMnjwZtWrVUhnft2+fJmORRLHgJiIiIiIirWFiYqLy2s/PT1AS0gbsUk5ERERERESkBjzDTURERERERKQGLLiJiIiIiIiI1IAFNxEREREREZEasOAmIiIiIiIiUgMW3ERERERERERqwIKbiIiIiIiISA1YcBMREVVxCxYsgIuLi+gYRERE9BcsuImIiKhCvXjxQnQEIiKiSoEFNxERUSUgl8uxfPly2Nvbo3r16rC2tsaSJUsAALNnz0azZs1gYGAAOzs7BAUFKYva8PBwLFy4EAkJCZDJZJDJZAgPDwcAPH78GBMnToSFhQWMjY3RvXt3JCQkqPxzFy9eDAsLCxgZGWH8+PGYM2eOymq5XC7HokWL0LBhQ1SvXh0uLi6IiopSzmdkZEAmk2H37t344IMPUKNGDaxfvx7GxsbYu3evyj/r0KFDqFWrFgoLC9XwEyQiIqp8WHATERFVAnPnzsXy5csRFBSEpKQk7NixA/Xq1QMAGBkZITw8HElJSfjmm2+wYcMGhISEAACGDBmCWbNmoVWrVsjOzkZ2djaGDBkChUIBHx8f5OTk4MiRI7hy5QratGkDDw8P5OfnAwB++OEHLFmyBMuXL8eVK1dgbW2NdevWqeT65ptvsGrVKqxcuRKJiYnw8vJCv379kJqaqvLc7NmzMX36dCQnJ8PX1xdDhw7Fli1bVJ7ZsmULPvzwQxgZGanrx0hERFSpyBQKhUJ0CCIiIm1WWFiIunXrIjQ0FOPHj//b57/66ivs2rULly9fBvDHGe4DBw4gPj5e+UxMTAx8fX3x4MEDVK9eXTlub2+Pzz77DBMnTkSHDh3g5uaG0NBQ5XyXLl3w9OlT5feysrLC1KlT8Z///Ef5TLt27dC2bVt8++23yMjIgK2tLVavXo2AgADlM3FxcejUqRMyMzPRoEEDPHz4EA0aNEB0dDTef//9f/qjIiIiqlK4wk1ERCRYcnIySkpK4OHh8dr5vXv3okuXLqhfvz4MDQ0RFBSEzMzMt37PK1eu4OnTp6hduzYMDQ2Vf9LT05GWlgYAuHnzJtq1a6fy9/78+smTJ8jKykLnzp1VnuncuTOSk5NVxtzc3Mp9n1atWiEiIgIAsG3bNlhbW6Nbt25vzU1ERCQl1UQHICIi0nY1a9Z849yFCxcwdOhQLFy4EF5eXjAxMUFkZCRWrVr11u8pl8thaWmJ06dPl5szNTVVfi2TyVTmXrfx7XXP/HWsVq1a5f7e+PHjERoaijlz5mDLli0YM2ZMub9HREQkZVzhJiIiEqxp06aoWbMmTp48WW7u3LlzsLGxwbx58+Dm5oamTZvi7t27Ks/o6+ujrKxMZaxNmzbIyclBtWrVYG9vr/KnTp06AIDmzZsjLi5O5e+92qYOAMbGxmjQoAFiY2NVnjl//jxatmz5t/9efn5+yMzMxJo1a/Dbb7/B39//b/8OERGRlHCFm4iISLAaNWpg9uzZ+Oyzz6Cvr4/OnTsjNzcXv/32G+zt7ZGZmYnIyEi0bdsWP//8M/bv36/y9xs3boz09HTEx8ejYcOGMDIyQo8ePdCxY0cMGDAAy5cvR/PmzZGVlYUjR45gwIABcHNzwyeffIIJEybAzc0NnTp1wq5du5CYmAg7Ozvl9w4MDMT8+fPRpEkTuLi4YMuWLYiPj8cPP/zwt/9eZmZmGDhwIAIDA+Hp6YmGDRtW+M+OiIioMuMKNxERUSUQFBSEWbNmITg4GC1btsSQIUPw4MED9O/fHzNmzMC0adPg4uKC8+fPIygoSOXvDho0CL169YK7uzvq1q2LnTt3QiaT4ciRI+jWrRvGjh2LZs2aYejQocjIyFB2Px8xYgTmzp2L//u//0ObNm2Qnp6O0aNHo0aNGsrvPX36dMyaNQuzZs2Ck5MToqKicPDgQTRt2vSd/r3GjRuH0tJSjB07tuJ+WERERFUEu5QTERGRUs+ePVG/fn1s27atQr7fDz/8gICAAGRlZUFfX79CvicREVFVwS3lREREWurZs2cICwuDl5cXdHV1sXPnTpw4cQLR0dEV8r3T09Px5ZdfYtKkSSy2iYhIK3FLORERkZZ6te28a9eueO+993Do0CH8+OOP6NGjx7/+3itWrICLiwvq1auHuXPnVkBaIiKiqodbyomIiIiIiIjUgCvcRERERERERGrAgpuIiIiIiIhIDVhwExEREREREakBC24iIiIiIiIiNWDBTURERERERKQGLLiJiIiIiIiI1IAFNxEREREREZEasOAmIiIiIiIiUoP/B93owQcA4FX7AAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(12,6))\n",
+ "\n",
+ "sns.boxplot(data=df_top10, x='category', y='stars', palette=\"coolwarm\", hue='category', legend=False);\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 125,
+ "id": "e227e287-091c-4c61-b7f7-17eebc6a0726",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "category\n",
+ "Luxury Food & Drink 4.544140\n",
+ "Grocery 4.469414\n",
+ "Laptop Accessories 4.449600\n",
+ "Health & Personal Care 4.439549\n",
+ "Arts & Crafts 4.432942\n",
+ " ... \n",
+ "Boxing Shoes 0.160470\n",
+ "Motorbike Handlebars, Controls & Grips 0.134289\n",
+ "Motorbike Electrical & Batteries 0.105697\n",
+ "3D Printing & Scanning 0.094067\n",
+ "CD, Disc & Tape Players 0.048834\n",
+ "Name: stars, Length: 296, dtype: float64"
+ ]
+ },
+ "execution_count": 125,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.groupby(\"category\")[\"stars\"].agg(\"mean\").sort_values(ascending=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "05117e92-1453-41cd-92ae-d1570753473b",
+ "metadata": {},
+ "source": [
+ "Without filtering by top product categories the category with the highest average rating is Luxury Food & Drink with an average rating of 4.54"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6282ba76-def6-4665-a65c-c69531d96ff1",
+ "metadata": {},
+ "source": [
+ "### INVESTIGATING THE INTERPLAY BETWEEN PRODUCT PRICES AND RATINGS\n",
+ "\n",
+ "#### 1. CORRELATION COEFFICIENTS: "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 127,
+ "id": "fb953338-1f03-4dec-88a9-645b5c36acbf",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "np.float64(-0.0776729987818131)"
+ ]
+ },
+ "execution_count": 127,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Calculating the Pearson correlation coefficient between 'stars' and 'price' columns\n",
+ "correlation_pearson = df['price'].corr(df['stars'])\n",
+ "correlation_pearson"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 128,
+ "id": "9e526895-53f1-49d0-808e-ffeeaad8f568",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "np.float64(-0.06679697280768324)"
+ ]
+ },
+ "execution_count": 128,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Calculating the Spearman correlation coefficient between 'stars' and 'price' columns\n",
+ "correlation_spearman = df['price'].corr(df['stars'], method=\"spearman\")\n",
+ "correlation_spearman"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e06dbb82-33b8-4a92-b4e4-478e64186d55",
+ "metadata": {},
+ "source": [
+ "- **Pearson Correlation**: \\(-0.0777\\)\n",
+ "- **Spearman Correlation**: \\(-0.0668\\)\n",
+ "\n",
+ "**Insights:**\n",
+ "\n",
+ "The Pearson correlation (−0.0777) and Spearman correlation (−0.0668) both indicate a very weak negative relationship between product price and rating.\n",
+ "This suggests that price has little to no meaningful influence on rating in the dataset.\n",
+ "The slightly higher Spearman value may indicate minor non-linear effects or the presence of outliers, but the relationship remains extremely weak overall."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "20c20ed0-00f1-4037-a97b-862fe28d5549",
+ "metadata": {},
+ "source": [
+ "#### 2. VISUALISATIONS "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 129,
+ "id": "b81153f6-56dc-49b6-a54a-d34b635245a9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Plotting a scatter plot to visualize the relationship between 'price' and 'stars' (rating)\n",
+ "sns.scatterplot(data=df, x='stars', y='price');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f33fde2a-53cb-46b1-987d-031ee739604b",
+ "metadata": {},
+ "source": [
+ "The scatter plot between stars and price shows a widely dispersed distribution of points without any clear upward or downward trend. This indicates that product ratings do not strongly influence the price. Listings with both low and high prices appear across nearly all rating levels. This visual observation aligns with the Pearson (−0.0777) and Spearman (−0.0668) correlation values, which both suggest a very weak negative relationship between price and rating."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 130,
+ "id": "96564c98-37e4-416d-a078-cf12504d7e4d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df_numerical = df.select_dtypes(include=\"number\")\n",
+ "\n",
+ "\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": 131,
+ "id": "48615ee9-8681-4272-8053-ec696cb20d0d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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IiGQ6rwg9e/aYc3f27jXHr7xiLkiYI4e1dXk5j9idXUREso79f8W77FpuGXqSk2H8eKhe3Qw9BQvCsmXw0UcKPW5AHR8REclUzT/8ySXXccvQ89df0KEDrF5tjlu0MFdjLljQ0rLk/6njIyIimcZVt7jcMvR89RVUqGCGnhw5YOpUc+8thR63oo6PiIhkiiwbeuLj4dVXzUfTAapVgzlzoFQpa+uSG1LHR0REMlyWDT0bNkDFimbo8fGBN9+En39W6HFj6viIiEiGypKh5+pVGDYMRo0yJzMXK2bupl6njtWVyS0o+IiISIa5k9Azsvm9PF/3HhdW4yIHDpiPqW/bZo7btYNJk8ztJ8Tt6VaXiIhkiA37T93R590u9BgGfPIJVK5shp68eWH+fJg5U6HHg6jjIyIiGaLNrF9u+7NudVsL4ORJePFFWLLEHDdsaG42WqSIpWWJ89TxERERl7uTW1xuF3qWL4fy5c3Q4+cH48bBypUKPR5KHR8REXGpLBN6Ll0yNxKdPNkclytnPqZeoYK1dckdUcdHRERcJsuEnh07oGrV/w89vXrB1q0KPVmAgo+IiLhElgg9SUnw7rtQowb8/jsULmze1powAQICrK5OXEC3ukRE5I65crd1yxw9Cm3bwk//7iX25JPmthP581tbl7iUOj4iInJH7jT0uEW359rcnZ9+gly5IDLS3HtLoSfLUcdHREQsY3noOXsWunWDefPMca1a8PnnUKKEtXVJhlHHR0REbptHz+tZu9bcZ2vePPD1heHDYf16hZ4sTh0fERG5LR47r8duh8GDYexYczXme+4x99mqUcPqyiQTKPiIiIjTPHZez/795j5bu3aZ486dYfx4c16PeAXd6hIREad4ZOgxDHMj0apVzdCTPz8sWmTuvaXQ41XU8RERkUxjSeiJjoZOnWDFCnPctClMnw6FCmV+LWI5j+n4FCtWDJvNlurVrVs3ADp06JDqvZo1a1pctYhI1uJxk5kXLzb32VqxwlyAcNIkc+8thR6v5TEdn61bt5KUlOQY7927l4cffpinn37acaxp06ZERkY6xn5+fplao4iI3Fimh54LF6B3b5g2zRxXqmSu1VOmTObWIW7HY4JPgQIFUozfffddSpQoQb169RzH/P39CQsLy+zSRES8wu12ezI99GzZAm3awKFDYLOZG40OHw7+/plbh7glj7nV9V8JCQnMnj2bTp06YbPZHMfXrl1LwYIFKVWqFJ07d+bkyZO3vJbdbic+Pj7FS0REUvKI0JOYaAacOnXM0BMeDj/+CKNHK/SIg0cGn8WLF3Pu3Dk6dOjgONasWTPmzJnDjz/+yLhx49i6dSsPPfQQdrs9zWuNGjWK4OBgxys8PDyDqxcREZc7fBjq1oUhQ8yNRp97Dnbvhvr1ra5M3IzNMAzD6iKc1aRJE/z8/FiyZMlNz4mOjiYiIoIvvviCJ5544qbn2e32FOEoPj6e8PBw4uLiyJ07t0vrFhHxRG7d7TEMmDEDevQw5/Xkzg0ffwzPP5/x3y1uJT4+nuDg4Fv+/vaYOT7XHD16lB9++IGFCxemeV6hQoWIiIjg4MGDaZ7n7++Pv1qgIiKe5/Rp6NIFrv0+qFsXZs2CiAhr6xK35nG3uiIjIylYsCCPPJL2f0mcPn2a48ePU0iPLIqI3Da37fasXGk+pr5wIWTLBqNGmfN5FHrkFjwq+CQnJxMZGUn79u3Jlu3/m1UXLlygX79+bNq0iSNHjrB27VpatGhBSEgIjz/+uIUVi4h4LrcMPVeuQK9e0KSJuTDhffeZT3ENGGBuNCpyCx51q+uHH37g2LFjdOrUKcVxX19ffv31V2bNmsW5c+coVKgQDRo0YP78+QQFBVlUrYiI53LLDUj37DHn7uzbZ45feQXGjIEcOaytSzyKR05uzkjpnRwlIpJVud3qzMnJMHEiDBwICQlQsCBERkLz5q7/LvFYWXZys4iIeJG//oL27c35OwAtWpirMRcsaG1d4rE8ao6PiIhkLLfq9nz1FVSoYIaeHDlg6lT45huFHrkj6viIiAjgRqEnPh5efdV8NB2genWYPRtKlXLdd4jXUsdHRETcx4YNULGiGXp8fODNN2HjRoUecRl1fERExPpuz9WrMGyYuR5PcjIUK2Z2eerUufNri/yHgo+IiNw2l4SeP/4wd1Pfts0ct28PH3xgbj8h4mK61SUi4uUsW6jQMMwJy1WqmKEnb1748ktz7y2FHskg6viIiHgxy0LPyZPw4otwbbPphg3NwFOkyJ1dV+QW1PEREZHMtWyZuc/WkiXg5wfjx5t7byn0SCZQx0dExEtlerfn0iXo1w8+/tgclysHc+aYa/WIZBJ1fEREJONt327O5bkWenr3hq1bFXok0yn4iIh4oUzr9iQlmY+o16xpPr1VuLB5W2v8eAgIuK0aRO6EbnWJiHiZTAs9R45Au3bw00/m+Mknzae48ue/re8XcQV1fERExLUMw1x8sGJFM/TkymXupv7VVwo9Yjl1fEREvEiGd3vOnoVXXoEvvjDHtWqZIejuu2/re0VcTR0fEREvcSfbUqTLmjVml+eLL8DXF4YPh/XrFXrErajjIyLiBTJ0Ly67HQYPhrFjzdtc99xjdnlq1Ljt7xTJKAo+IiJZXIaGnv37oXVr2LXLHHfubD6xlSvXbX+nSEbSrS4REXGeYcCkSVC1qhl6QkJg8WL45BOFHnFr6viIiGRhGdLtiY6Gjh3h++/NcdOm5lNbYWG3/V0imcXpjs+OHTv49ddfHeNvvvmGxx57jDfeeIOEhASXFiciIm5m8WJzn63vvzcXIJw0CZYvV+gRj+F08OnatSsHDhwA4M8//+S5554jR44cfPXVV/Tv39/lBYqISOZL1e25cMGcv/P443D6NFSqZG5D0b072GyW1ChyO5wOPgcOHKBSpUoAfPXVV9StW5e5c+cyY8YMFixY4Or6RETkNrlszZ4tW8ygM22aGXL69zePlSlz50WKZDKng49hGCQnJwPwww8/0Lx5cwDCw8OJjY11bXUiIpKpUoSexERzLZ46deDwYQgPhx9/hNGjwc/PuiJF7oDTk5urVavGiBEjaNSoEevWrePjf3fajYqKIjQ01OUFioiI826n25Mi9Bw+DG3awObN5rhVK5g8GfLkcU2BIhZxuuMzceJEduzYQffu3Rk0aBD33HMPAF9//TW1a9d2eYEiIuKcO1qh2TDMJ7QqVTJDT+7cMGcOzJ2r0CNZgtMdnwoVKqR4quuaMWPG4Ovr65KiRETEAqdPQ5cusHChOa5bF2bNgogIa+sScaHbWsDw3LlzTJs2jYEDB3LmzBkA9u/fz8mTJ11anIiIOOe2JzQ/lN18TH3hQsieHd5915zPo9AjWYzTHZ89e/bQsGFD8uTJw5EjR+jcuTP58uVj0aJFHD16lFmzZmVEnSIikgH8ExN4fe0MGP2teeC++8xbW1WqWFqXSEZxuuPTp08fOnbsyMGDBwkICHAcb9asGevXr3dpcSIikn7OdntKn/yTb2f2otP2f0NPt27m2jwKPZKFOd3x2bp1K1OnTk11/K677iImJsYlRYmISMaxGcm8sHUxr62fhX9SIoSGwvTp8O/yJCJZmdMdn4CAAOLj41Md/+OPPyhQoIBLirqRoUOHYrPZUrzC/rNEumEYDB06lMKFCxMYGEj9+vXZt29fhtUjIuJO0tvtCYuPZfb8N3lzzXQz9LRoAXv2KPSI13A6+LRs2ZLhw4dz9epVAGw2G8eOHWPAgAE8+eSTLi/wv8qWLUt0dLTj9d+ny9577z3Gjx/Phx9+yNatWwkLC+Phhx/m/PnzGVqTiIjV0ht6HvntJ76f3o06R/dwKbs/TJ0K33wDBQtmcIUi7sPp4DN27FhOnTpFwYIFuXz5MvXq1eOee+4hKCiId955JyNqdMiWLRthYWGO17UOk2EYTJw4kUGDBvHEE09Qrlw5Zs6cyaVLl5g7d26G1iQiYqX0hJ5c9kuMWzqOj74dTbD9IrsKleSRDh+Yj65rny3xMk7P8cmdOzcbNmzgxx9/ZMeOHSQnJ1OlShUaNWqUEfWlcPDgQQoXLoy/vz81atRg5MiR3H333URFRRETE0Pjxo0d5/r7+1OvXj1+/vlnunbtetNr2u127Ha7Y3yj23giIu4oPaGn2l/7mLB0POFx/5Bk8+Gjmk/zQZ1WHBrTMhMqFHE/Tgefax566CEeeughV9aSpho1ajBr1ixKlSrFP//8w4gRI6hduzb79u1zTKq+fsuM0NBQjh49muZ1R40axbBhwzKsbhERK2RLSqTXxrm8vPlrfI1kjgWH0vt/fdleRBuLindLV/D54IMP0n3BHj163HYxaWnWrJnjz+XLl6dWrVqUKFGCmTNnUrNmTcCcb/RfhmGkOna9gQMH0qdPH8c4Pj6e8PBwF1YuIuJ6aXV77j79FxOWjqNizEEAvi7XkKGNunLBPwdwg93XRbxIuoLPhAkT0nUxm82WYcHnejlz5qR8+fIcPHiQxx57DICYmBgKFSrkOOfkyZO33DjV398ff3//jCxVRCRzGAbP717Bmz9OI8dVO+cCcvFGk+4sv+8BqysTcRvpCj5RUVEZXYfT7HY7v/32Gw8++CDFixcnLCyMVatWUblyZQASEhJYt24do0ePtrhSERHXulG3J//Fc4z+7n0aHd4KwIaIivR9pDf/BIWkOE/dHvF2tz3HJ7P169ePFi1aULRoUU6ePMmIESOIj4+nffv22Gw2evXqxciRIylZsiQlS5Zk5MiR5MiRg+eff97q0kVEXOZGoafB4a28t/x9Clw6h903G+/V68D0ao9i2FI+uKvQI5LO4NOnTx/efvttcubMmWI+zI2MHz/eJYVd76+//qJVq1bExsZSoEABatasyebNm4n4dwO9/v37c/nyZV555RXOnj1LjRo1WLlyJUFBQRlSj4iI1QKuXmHQmum03bkcgN9DIujVoh+/Fyye6lyFHhGTzTAM41YnNWjQgEWLFpEnTx4aNGiQ5rlr1qxxWXFWiI+PJzg4mLi4OHLnzm11OSIiDv/t9pSLOcT7S8ZS4sxfAEyr1pIx9dpjz+aX6nMKPeIN0vv7O10dn/+GGU8PNiIinuha6PFJTuKlLQvovWEO2ZOTiMmVj37Ne7OheGWLKxTxDE6v3NypU6cbbgNx8eJFOnXq5JKiREQktSJx/zBv3hv0Xz+L7MlJLC9Vm6adPkwz9KjbI5JSum51/Zevry/R0dEUvG5vl9jYWMLCwkhMTHRpgZlNt7pExN0Ue30pj+1fy/CVH5M74RIX/AIZ2qgrX5drmOaWEwo94k1ceqvr2gUNw8AwDM6fP09AQIDjvaSkJJYvX54qDImIyJ2p0Gs+H6yczKO/rQdg212l6f2/vhzPE2ZxZSKeKd3BJ0+ePNhsNmw2G6VKlUr1vs1m09YPIiKutGYNK6Z3p/D5WBJtPrxfpxWTaz1Dko/vLT+qbo/IjaU7+KxZswbDMHjooYdYsGAB+fLlc7zn5+dHREQEhQsXzpAiRUS8it0OgweTPGYshTGIyluIXv/rx+7C96br4wo9IjeX7uBTr149wFzFOTw8HB8fp+dFi4jIrezbB61bw+7d+ABzKzZhxEMvcskv0OrKRLIEp1dujoiI4Ny5c/zyyy+cPHmS5OTkFO+3a9fOZcWJiHgNw4APP4T+/eHKFU4H5mZAsx6sKlnTqcuo2yOSNqeDz5IlS2jdujUXL14kKCgoxe7nNptNwUdExFnR0dCxI3z/PQBri1fltea9OJUrr1OXUegRuTWng0/fvn3p1KmTYy8sERG5A4sWQefOcPo0BAQw+MEOfF75kTQfUxeR2+d08Pn777/p0aOHQo+IyJ24cAF69YLPPjPHlSrRqGoXDoUUva3Lqdsjkj5Oz1Bu0qQJ27Zty4haRES8w+bNUKmSGXpsNnj9dU6tWn/boUdE0s/pjs8jjzzCa6+9xv79+ylfvjzZs2dP8f6jjz7qsuJERLKUxER45x14+21ISoLwcPj8c6hXj+r/2YDUWer2iKSf01tWpPUYu81mIykp6Y6LspK2rBCRDHH4MLRpY3Z7AFq1gsmTIU+eFLuuO0uhR8Tk8i0rrrn+8XUREUmDYUBkJPToARcvQnCwGXiefx5AoUckkzkdfEREJJ1On4YuXWDhQnNcty7MmgUREYBCj4gVbiv4XLx4kXXr1nHs2DESEhJSvNejRw+XFCYi4tFWroQOHcw1erJnN+f19OsHvuY+Wwo9ItZwOvjs3LmT5s2bc+nSJS5evEi+fPmIjY0lR44cFCxYUMFHRLzb5cswYAB88IE5vu8+mDMHqlRxnHInoUdE7ozTj7P37t2bFi1acObMGQIDA9m8eTNHjx6latWqjB07NiNqFBHxDLt3Q/Xq/x96unWD7dtdGnrU7RG5M04Hn127dtG3b198fX3x9fXFbrcTHh7Oe++9xxtvvJERNYqIuLfkZBg3Du6/39xkNDQUli0z9976z2KvCj0i1nM6+GTPnt2xP1doaCjHjh0DIDg42PFnERGvcfw4NGpkzt9JSIBHH4U9e6B5c6srE5EbcHqOT+XKldm2bRulSpWiQYMGvPXWW8TGxvL5559Tvnz5jKhRRMQ9ffkldO0K586ZnZ2JE+HFF1Pts+WKOT3q9oi4htMdn5EjR1KoUCEA3n77bfLnz8/LL7/MyZMn+eSTT1xeoIiI24mLg3bt4NlnzdBTvTrs3GluNqrQI+LWnF65OavTys0ikqYNG8wVmI8eBR8fGDQIBg82H1m/jkKPSObJsJWbRUS8UkICDBsG775rTmYuXtzcZ6tOnRuertAj4p6cDj7Fixd3TG6+kT///POOChIRcTt//AGtW5uPpoO5MOH778NN/qtSoUfEfTkdfHr16pVifPXqVXbu3MmKFSt47bXXXFWXiIj1DAOmToU+fcyFCfPmhU8+gaeeuulHFHpE3JvTwadnz543PP7RRx+xbdu2Oy5IRMQtnDwJL7wAS5ea44YNYeZMuOuum35EoUfE/Tn9VNfNNGvWjAULFrjqciIi1lm6FMqXN//Xzw/Gjzf33lLoEfF4Lpvc/PXXX5MvXz5XXU5EJPNdumQuRPjxx+a4XDmYO9cMQTfhqn23FHpEMsdtLWD438nNhmEQExPDqVOnmDx5skuLExHJNNu3mxOY//jDHPfuDSNHQkDATT+i0CPieZwOPo899liKsY+PDwUKFKB+/frcd999rqorlVGjRrFw4UJ+//13AgMDqV27NqNHj+bee+91nNOhQwdmzpyZ4nM1atRg8+bNGVaXiHi4pCR47z146y1ITITChc25PI0apfkxhR4Rz+R08BkyZEhG1HFL69ato1u3blSvXp3ExEQGDRpE48aN2b9/Pzlz5nSc17RpUyIjIx1jPz8/K8oVEU9w5Ai0bWsuSgjw5JPmU1z586f5MYUeEc/ldPD5+++/WbBgAQcOHMDPz497772XZ555hrx582ZEfQ4rVqxIMY6MjKRgwYJs376dunXrOo77+/sTFhaW7uva7XbsdrtjHB8ff+fFioh7MwyYMwe6dYP4eMiVy9xJvV27VFtO/JerAg8o9IhYxamnuiZPnkyJEiXo1asXc+bMYfr06bz88ssUKVKEefPmAeacn507d2ZIsf8VFxcHkGpC9dq1aylYsCClSpWic+fOnDx5Ms3rjBo1iuDgYMcrPDw8w2oWETdw9iy0amV2euLjoXZt2L0b2rdX6BHxAuneq2vZsmW0bNmSXr160bdvX8dGpdHR0YwZM4YPP/yQH3/8kcmTJ3Pffffx1ltvZVjRhmHQsmVLzp49y08//eQ4Pn/+fHLlykVERARRUVEMHjyYxMREtm/fjr+//w2vdaOOT3h4uPbqEsmK1qwxuzp//QW+vjBkCAwcCNnSbn4r9Ii4v/Tu1ZXu4FOvXj0efPBBRowYccP333zzTcaNG0dYWBhr164lIiLi9ipPh27durFs2TI2bNhAkSJFbnpedHQ0ERERfPHFFzzxxBPpurY2KRXJgux2ePNNGDfOvM11zz3mra7777/lRxV6RDxDen9/p/tW186dO2nbtu1N32/bti12u51169ZlaOh59dVX+fbbb1mzZk2aoQegUKFCREREcPDgwQyrR0Tc3L59UKMGjB1rhp7OnWHnToUeES+V7snNycnJZM+e/abvZ8+encDAQIoWLeqSwq5nGAavvvoqixYtYu3atRQvXvyWnzl9+jTHjx933JYTES+SnGxOWO7f3+z4hITAtGnQsmWaH3Nl2LlGoUfEfaQ7+JQtW5ZvvvmG3r173/D9xYsXU7ZsWZcVdr1u3boxd+5cvvnmG4KCgoiJiQEgODiYwMBALly4wNChQ3nyyScpVKgQR44c4Y033iAkJITHH388w+oSETcUHQ0dO8L335vjZs1g+nRI44lPBR4R75Du4PPKK6/w8ssv4+/vT5cuXcj272TAxMREpk6dyptvvpmhKzd//O8S8vXr109xPDIykg4dOuDr68uvv/7KrFmzOHfuHIUKFaJBgwbMnz+foKCgDKtLRNzMokXm7azTp81Vl8eOhVdeybQntkCBR8SdpXtyM0C/fv0YP348QUFBlChRAoDDhw9z4cIFevTowYQJEzKs0Myiyc0iHurCBejZ0+zsAFSubE5gLl36ph9Rl0ck63D5U13XbN68mXnz5jkmDJcsWZJWrVpRs2bNO6vYTSj4iHigzZuhTRs4fNjs7PTvD8OHmzur34RCj0jWkt7f306v3FyzZs0sE3JExMMlJsI778Dbb5t7boWHw+efQ716Nzw9I8LONQo9Ip7B6eAjIuIWDh0yuzxbtpjj55+Hjz6CPHlSnJaRYQcUeEQ8jVNbVoiIWM4wzHk8lSqZoSc42JzLM2eOQo+I3JI6PiLiOWJjoWtXWLjQHNetC7NmwX8WTc3osHONQo+IZ1LHR0Q8w8qVUKGCGXqyZ4fRo+HHHxV6RMQpt9XxSUxMZO3atRw+fJjnn3+eoKAgTpw4Qe7cucmVK5eraxQRb3b5MgwYAB98YI7vu8+8rVWlSqYFnf9S6BHxbE4Hn6NHj9K0aVOOHTuG3W7n4YcfJigoiPfee48rV64wZcqUjKhTRLzR7t3QurW53xYwo8r/eLd+B658GQ1fZl7oUdgRyTqcDj49e/akWrVq7N69m/z58zuOP/7447z44osuLU5EvFRyMowfD4MGQUIChIbS4cGXWVuiWqaWocAjkvU4HXw2bNjAxo0b8btuYbCIiAj+/vtvlxUmIl7q+HFo3x7WrAFg1T01eL1ZD87kCM7UMhR6RLImp4NPcnIySUlJqY7/9ddf2hNLRO7M/Pnw0ktw7hyXsvsz/KHOfFGxSZr7bLmaAo9I1ub0U10PP/wwEydOdIxtNhsXLlxgyJAhNG/e3JW1iYiXKN/7SxaUewieew7OnWNXoZI07/ABX1RqqtAjIi7l9F5dJ06coEGDBvj6+nLw4EGqVavGwYMHCQkJYf369RQsWDCjas0U2qtLJGNd/yRW9eN7mbB0PEXiT5Jk8+HDWs8wqfZzJPpmzjJjCjsiWUOG7dVVuHBhdu3axbx589ixYwfJycm88MILtG7dmsDAwDsqWkSyphs9dp496So9N87j5c1f42skcyw4lF7/68eOIjffTd1VFHZEvJfTHZ+sTh0fkTuTnrV1Spw+zoSl46gQcwiAr8o1YlijLlzwz5HR5Sn0iGRRLu34fPvtt+n+4kcffTTd54pI1pGuxQQNg9a7vuPNHz8jMNHOuYBcDGzSne/ueyBDa1PYEZFr0hV8HnvssXRdzGaz3fCJLxHJOm53teT8F88x+rv3aXR4KwA/RVSi3yO9+CcoxJXlpaLQIyL/la7gk5ycnNF1iIgbcfVWEA8d+oXR331AgUvnsPtm4716HZhe7VEMm+u3C1TQEZG0aHd2EQEyZoPPgKtXePPHz2iz6zsAfitQjF4t+vFHgWIu+w4FHRFxxm0Fn9WrVzNhwgR+++03bDYb9913H7169aJRo0aurk9EXCSzN/QsF3OI95eMpcSZvwCYVq0lY+q1x57N7xafTD+FHhFxltPB58MPP6R379489dRT9OzZE4DNmzfTvHlzxo8fT/fu3V1epIg4z4qdywF8kpN4acsCem+YQ/bkJGJy5aPvI33YWKzSHV9bQUdE7pTTj7PfddddDBw4MFXA+eijj3jnnXc4ceKESwvMbHqcXTyFVcEmLUXi/mH80nHc/9d+AJbdW4c3mnQnLvDOt7NR6BGRtGTYAobx8fE0bdo01fHGjRvz+uuvO3s5EfkPdwwz6WIYPL5vDcNXfUxQwmUu+AUypNFL5jYUt7nlhIKOiGQEp4PPo48+yqJFi3jttddSHP/mm29o0aKFywoTyYo8NtikIfeVC4z8/iP+9/tPAGy7qzS9/9eX43nC0n0NhRwRySxOB5/SpUvzzjvvsHbtWmrVqgWYc3w2btxI3759+eCDDxzn9ujRw3WViriZrBhinFXr6G7GLZtA4fOxJNp8mPjA83xc82mSfHxv+VmFHRGxgtNzfIoXL56+C9ts/Pnnn7dVlJU0x8e7Kcykj1/iVfr+9Dmdf1mEDwZ/5i1M7//1ZXfhe294vkKOiGS0DJvjExUVdUeFiWQGBZiMU/LUUT5YMobSp44AMLdiU0Y89AKX/FJvUqzAIyLuRgsYitv6YUc0L365w+oy5F82I5n225cycG0k/klXOR2Ym9eb9eSHkjUUcETEYzgdfAzD4Ouvv2bNmjWcPHky1XYWCxcudFlxkvW0eX8ZG6KtrkKcVfD8aX45PBdWf28eaNaM/NOnMy0s/ROYRUTcgdPBp2fPnnzyySc0aNCA0NBQbLf5qKqnSko2+CXqDCfPX6FgUAD3F8+Hr4/thu9VjcjL9qNnOXn+CiE5/cEGJ+OvcOZiAnly+HHukvm/Zy7aOXMpgRNnL6f6PsMwOHXeTuxFO4Zh4Ofri/1qImcvXyUxySApOZnkZEg0wDAgyQCnJm2JpOHIu4/AokXQuQ+cPg0BATBuHLz88m0/pi4iYiWng8/s2bNZuHAhzZs3z4h6XGLy5MmMGTOG6OhoypYty8SJE3nwwQfv+Lor9kYzbMl+ouOuOI4VCg5gSIsyAKne87FBslKIuLE0b1GdPw8vvADTp5vjypVhzhwoXTpzihMRyQBOB5/g4GDuvvvujKjFJebPn0+vXr2YPHkyderUYerUqTRr1oz9+/dTtGjR277uir3RvDx7R6puSkzcFV6afeN5KAo94m7SPRdn82Zo0wYOHzY7O/37w/Dh4Oe6fbZERKzg9OPsM2fOZMWKFUyfPp3AwNRPcVitRo0aVKlShY8//thxrHTp0jz22GOMGjXqlp+/0eNwSckGD4z+MUU3R8Qd3fEk48REGDHCfCUlQdGiMGsW1KvnmgJFRDJIhj3O/vTTTzNv3jwKFixIsWLFyJ49e4r3d+yw7imchIQEtm/fzoABA1Icb9y4MT///PMNP2O327Hb7Y5xfHx8qnN+iTqj0COWybQnpg4dMrs8W7aY4+efh48+gjx5Muf7RUQygdPBp0OHDmzfvp02bdq43eTm2NhYkpKSCA0NTXE8NDSUmJiYG35m1KhRDBs2LM3rnjyv0CMZx/JHwQ3DnMfTsydcvAjBwTB5shl8RESyGKeDz7Jly/j+++954IEHMqIel7g+jBmGcdOANnDgQPr06eMYx8fHEx4enuKcgkEBri9SsiTLQ4yzYmOhSxfzyS0wb2nNmmXe4hIRyYKcDj7h4eFuu5VDSEgIvr6+qbo7J0+eTNUFusbf3x9/f/80r3t/8XwUCg4gJu6KHhX3Qh4XZtLr+++hY0eIjobs2c15PX37gu+t99kSEfFUTgefcePG0b9/f6ZMmUKxYsUyoKTb5+fnR9WqVVm1ahWPP/644/iqVato2bLlbV/X18fGkBZleHn2DmykXCfnv+Pr3xP3kmUDjLMuX4YBA+DahsKlS5uPqVeubG1dIiKZwOmnuvLmzculS5dITEwkR44cqSY3nzlzxqUFOmv+/Pm0bduWKVOmUKtWLT755BM+/fRT9u3bR0RExC0/n9ascK3jYz2Flzu0axe0bg3795vj7t1h9GjIkcPSskRE7lSGPdU1ceLEO6krwz377LOcPn2a4cOHEx0dTbly5Vi+fHm6Qs+tNC1XiIfLhN105ebr39PKzWlrUBQiX1GQyRTJyTB+PLzxBly9CqGhEBkJzZpZXZmISKZyuuOT1aU3MYp4jOPHoX17WLPGHLdsCZ9+CgUKWFuXiIgLZVjH578uX77M1atXUxxTWBBxI/Pnw0svwblz5u2siRPhxRe1z5aIeC0fZz9w8eJFunfvTsGCBcmVKxd58+ZN8RIRNxAXB23bwnPPmaGnenVzfk/nzgo9IuLVnA4+/fv358cff2Ty5Mn4+/szbdo0hg0bRuHChZk1a1ZG1CgizvjpJ6hYEWbPBh8fGDwYNm6EkiWtrkxExHJO3+pasmQJs2bNon79+nTq1IkHH3yQe+65h4iICObMmUPr1q0zok4RuZWEBBg2DN5915zMXLy4GX5q17a6MhERt+F0x+fMmTMUL14cMOfzXHt8/YEHHmD9+vWurU5E0uf3382AM3KkGXo6djRvbSn0iIik4HTwufvuuzly5AgAZcqU4csvvwTMTlAebWYokrkMA6ZMgSpVYPt2yJsXvvrK3HtLDxqIiKTidPDp2LEju3fvBsx9rq7N9enduzevvfaaywsUkZv45x9o0QJeftlcjblRI/j1V3jqKasrExFxW3e8js/Ro0fZvn07JUqUoGLFiq6qyzJax0c8wtKl0KkTnDoF/v7mvJ4ePczJzCIiXihT1vEBiIiIcMmqyCKSDhcvQr9+5u0tgPLlzX22ype3ti4REQ+R7v883LJlC999912KY7NmzaJ48eIULFiQLl26YLfbXV6giPxr2zZzLs+10NO7N/zyi0KPiIgT0h18hg4dyp49exzjX3/9lRdeeIFGjRoxYMAAlixZwqhRozKkSBGvlpRkPq1VqxYcOACFC8OqVebeWwEBVlcnIuJR0h18du3aRcOGDR3jL774gho1avDpp5/Sp08fPvjgA8cTXiLiIkeOQP36MGgQJCaaE5d//dWcyCwiIk5Ld/A5e/YsoaGhjvG6deto2rSpY1y9enWOHz/u2upEvJVhwOefQ4UKsGEDBAXBzJnw5ZeQL5/V1YmIeKx0B5/Q0FCioqIASEhIYMeOHdSqVcvx/vnz58mePbvrKxTxNmfPmntstWsH58+bixDu3m2Otc+WiMgdSXfwadq0KQMGDOCnn35i4MCB5MiRgwcffNDx/p49eyhRokSGFCniNX780ezyfPkl+PrC22/DunXm9hMiInLH0v04+4gRI3jiiSeoV68euXLlYubMmfj5+Tnenz59Oo0bN86QIkWyPLvdnMczbpw5LlnS3Gfr/vutrUtEJItxegHDuLg4cuXKha+vb4rjZ86cIVeuXCnCkCfSAoaS6fbuhdat4dpTk126mE9s5cxpbV0iIh4kwxYwDA4OvuHxfJpwKeKc5GSYNAlef93s+ISEwGefwaOPWl2ZiEiWdccrN4vIbThxwtxBfeVKc9ysmbmxaFiYtXWJiGRx2thHJLMtXGhOYF650lyA8KOPYNkyhR4RkUygjo9IZjl/Hnr1Mjs7YG4/MXs2lC5taVkiIt5EHR+RzLB5M1SubIYemw0GDIBNmxR6REQymTo+IhkpMRFGjDBfSUlQtCjMmgX16lldmYiIV1LwEckohw5BmzawZYs5bt0aPvwQ8uSxtCwREW+mW10irmYY5mPplSqZoSc4GObONefzKPSIiFhKHR8RV4qNhc6dYfFic1yvnnlrq2hRS8sSERGTOj4irvL991C+vBl6smeH0aNh9WqFHhERN6KOj8idunzZfErrgw/McenSMGeO+RSXiIi4FQUfkTuxa5c5aXn/fnPcvbvZ6cmRw9KyRETkxnSrS+R2JCfD2LHm7un790NoKCxfbu69pdAjIuK21PERcdbx49C+PaxZY45btoRPP4UCBaytS0REbskjOj5HjhzhhRdeoHjx4gQGBlKiRAmGDBlCQkJCivNsNluq15QpUyyqWrKkL74w99las8bs7Hz6KSxapNAjIuIhPKLj8/vvv5OcnMzUqVO555572Lt3L507d+bixYuMHTs2xbmRkZE0bdrUMQ4ODs7sciUriosz5+/Mnm2O77/f/HPJktbWJSIiTvGI4NO0adMUYebuu+/mjz/+4OOPP04VfPLkyUOYdrkWV1q/Htq2hWPHwMcHBg2CwYPNR9ZFRMSjeMStrhuJi4sjX758qY53796dkJAQqlevzpQpU0hOTk7zOna7nfj4+BQvEQASEuCNN6B+fTP0FC8OP/0Ew4cr9IiIeCiP6Phc7/Dhw0yaNIlx48alOP7222/TsGFDAgMDWb16NX379iU2NpY333zzptcaNWoUw4YNy+iSxdP8/ru5z9b27ea4Y0d4/30ICrK2LhERuSM2wzAMq7586NChtwwdW7dupVq1ao7xiRMnqFevHvXq1WPatGlpfnbcuHEMHz6cuLi4m55jt9ux2+2OcXx8POHh4cTFxZE7d+50/pNIlmEYMGUK9O1rLkyYNy988gk89ZTVlYmISBri4+MJDg6+5e9vS4NPbGwssbGxaZ5TrFgxAgICADP0NGjQgBo1ajBjxgx8fNK+U7dx40YeeOABYmJiCA0NTVdN6f2Lkyzon3/ghRdg2TJz3KgRzJgBd91laVkiInJr6f39bemtrpCQEEJCQtJ17t9//02DBg2oWrUqkZGRtww9ADt37iQgIIA82hFbbmXJEjP0nDoF/v7w7rvQo4c5mVlERLIMj5jjc+LECerXr0/RokUZO3Ysp06dcrx37QmuJUuWEBMTQ61atQgMDGTNmjUMGjSILl264O/vb1Xp4u4uXjRva02dao7Llzf32Spf3tq6REQkQ3hE8Fm5ciWHDh3i0KFDFClSJMV71+7UZc+encmTJ9OnTx+Sk5O5++67GT58ON26dbOiZPEE27aZ+2wdOGCO+/SBd96Bf2+tiohI1mPpHB93pDk+XiApybyVNXQoJCaac3hmzoSGDa2uTEREbpNHzPERyXRRUeZihBs3muOnnjJvc91gTSgREcl6NHNTvINhwOefQ8WKZugJCjK7PF9+qdAjIuJF1PGRrO/MGXj5ZTPkANSube6zVby4tXWJiEimU8dHsrYffzR3U//yS8iWDUaMgHXrFHpERLyUOj6SNdnt5mai17Y1KVnSfEy9enVr6xIREUsp+EjWs3ev+Zj6nj3muGtXMwDlzGltXSIiYjnd6pKsIznZ3Ei0WjUz9ISEwDffmHtvKfSIiAjq+EhWceIEdOgAq1aZ4+bN4bPP4N+VvUVEREAdH8kKFi40t5hYtcpcdfmjj2DpUoUeERFJRR0f8Vznz0OvXjB9ujmuUsV8TL10aUvLEhER96WOj3imTZugUiUz9NhsMGCAeUyhR0RE0qCOj3iWxERzLZ4RI8w9t4oWNVdkrlvX6spERMQDKPiI5zh0CNq0gS1bzHHr1vDhh5Anj6VliYiI59CtLnF/hgHTppm3trZsgeBgmDvXnM+j0CMiIk5Qx0fcW2wsdO4Mixeb43r1YNYs8xaXiIiIk9TxEfe1YoX5mPrixZA9O4weDatXK/SIiMhtU8dH3M/ly/D66zBpkjkuXdrcZ6tyZWvrEhERj6eOj7iXXbvMLSeuhZ5XX4Xt2xV6RETEJRR8xD0kJ8OYMXD//bB/P4SGwvLl8MEHEBhodXUiIpJF6FaXWO/4cWjXDtauNcctW8Knn0KBApaWJSIiWY86PmKtL76AChXM0JMjhxl4Fi1S6BERkQyhjo9YIy4OunUzJy2DeYtr9mwoWdLaukREJEtTx0cy3/r1Zpdnzhzw8YG33oINGxR6REQkw6njI5knIQGGDoV33zVXY777brPLU6uW1ZWJiIiXUPCRzPH77+beWjt2mOOOHeH99yEoyNq6RETEq+hWl2Qsw4CPP4YqVczQky8ffP01TJ+u0CMiIplOHR/JOP/8A506mevxADRqBDNmwF13WVqWiIh4L3V8JGMsWWLus7V8Ofj7w8SJ8P33Cj0iImIpdXzEtS5ehL59YepUc1y+vPn0Vvny1tYlIiKCOj7iStu2mXN5roWePn3gl18UekRExG0o+MidS0qCd94xH0s/cMC8nfXDDzBuHAQEWF2diIiIg8cEn2LFimGz2VK8BgwYkOKcY8eO0aJFC3LmzElISAg9evQgISHBooq9RFQU1KsHb74JiYnw9NOwZw80bGh1ZSIiIql41Byf4cOH07lzZ8c4V65cjj8nJSXxyCOPUKBAATZs2MDp06dp3749hmEwadIkK8rN2gwDPv8cuneH8+fNR9M//BDatgWbzerqREREbsijgk9QUBBhYWE3fG/lypXs37+f48ePU7hwYQDGjRtHhw4deOedd8idO3dmlpq1nTkDL78MX35pjuvUMUNQ8eLW1iUiInILHnOrC2D06NHkz5+fSpUq8c4776S4jbVp0ybKlSvnCD0ATZo0wW63s3379pte0263Ex8fn+IlaVi92txn68svIVs2GDHC3FldoUdERDyAx3R8evbsSZUqVcibNy+//PILAwcOJCoqimnTpgEQExNDaGhois/kzZsXPz8/YmJibnrdUaNGMWzYsAytPUuw22HQIHPCMkCpUuY+W9WrW1uXiIiIEyzt+AwdOjTVhOXrX9u2bQOgd+/e1KtXjwoVKvDiiy8yZcoUPvvsM06fPu24nu0Gc0sMw7jh8WsGDhxIXFyc43X8+HHX/4N6ur174f77/z/0dO1qbj+h0CMiIh7G0o5P9+7dee6559I8p1ixYjc8XrNmTQAOHTpE/vz5CQsLY8uWLSnOOXv2LFevXk3VCfovf39//P39nSvcWyQnw6RJ8PrrZscnJAQ++wwefdTqykRERG6LpcEnJCSEkJCQ2/rszp07AShUqBAAtWrV4p133iE6OtpxbOXKlfj7+1O1alXXFOxNTpyADh1g1Spz3Ly5GXpuMrlcRETEE3jEHJ9NmzaxefNmGjRoQHBwMFu3bqV37948+uijFC1aFIDGjRtTpkwZ2rZty5gxYzhz5gz9+vWjc+fOeqLLWQsXQufO5tNbAQHmLa6XX9Zj6iIi4vE8Ivj4+/szf/58hg0bht1uJyIigs6dO9O/f3/HOb6+vixbtoxXXnmFOnXqEBgYyPPPP8/YsWMtrNzDnD8PPXtCZKQ5rlLFnMBcurS1dYmIiLiIzTAMw+oi3El8fDzBwcHExcV5V6do0yZo0wb+/NPs7Lz+OgwbBn5+VlcmIiJyS+n9/e0RHR/JQFevmmvxjBhhTmYuWtRcjLBuXasrExERcTkFH2926JDZ5bn2NFybNua2E8HB1tYlIiKSQTxq5WZxEcOAadOgUiUz9AQHw7x5ZqdHoUdERLIwdXy8TWys+cTW4sXmuH59mDnTvMUlIiKSxanj401WrIDy5c3Qkz07vPce/PCDQo+IiHgNdXy8weXL5lNakyaZ49KlYe5c81aXiIiIF1HHJ6vbtQuqVv3/0PPqq7B9u0KPiIh4JQWfrCopCcaMMTcX/e03c6uJ5cvhgw8gMNDq6kRERCyhW11Z0bFj0L49rF1rjlu2hE8/hQIFLC1LRETEaur4ZDVffAEVKpihJ2dO87H1RYsUekRERFDHJ+s4dw66d4c5c8zx/feb+2yVLGlpWSIiIu5EHZ+sYP16qFjRDD0+PvDWW7Bhg0KPiIjIddTx8WQJCTBkCIweba7GfPfdZpenVi2rKxMREXFLCj6e6vffoXVr2LHDHHfsCO+/D0FB1tYlIiLixnSry9MYBkyeDFWqmKEnXz74+muYPl2hR0RE5BbU8fEk//wDnTqZ6/EAPPwwREbCXXdZW5eIiIiHUMfHUyxZYu6ztXw5+PvDxInm3lsKPSIiIummjo+7u3gR+vaFqVPNcfny5tNb5ctbW5eIiIgHUsfHnW3dCpUr/3/o6dsXfvlFoUdEROQ2Kfi4o6QkeOcdqF0bDh40b2f98AOMHQsBAVZXJyIi4rF0q8vdREVB27awcaM5fvppmDLFfHpLRERE7og6Pu7CMGDWLHMF5o0bzUfTZ86E+fMVekRERFxEHR93cOYMvPQSfPWVOa5TBz7/HIoXt7YuERGRLEYdH6utXm3upv7VV5AtG4wYYe6srtAjIiLicur4WOXKFRg0CMaPN8elSpn7bFWvbm1dIiIiWZiCjxX27oXnn4dffzXHXbvCuHGQM6e1dYmIiGRxutWVmZKTzRWXq1UzQ0+BAvDtt+ZTWwo9IiIiGU4dn8xy4gR06ACrVpnj5s3NjUVDQy0tS0RExJuo45MZFiwwV1tetQoCA83d1ZcuVegRERHJZOr4ZKTz56FnT3MHdYAqVcx9tu67z9q6REREvJQ6Phnl55+hUiUz9NhsMHAgbNqk0CMiImIhjwg+a9euxWaz3fC1detWx3k3en/KlCmZW+zVqzBkCDz4IPz5JxQtaq7LM3Ik+Pllbi0iIiKSgkfc6qpduzbR0dEpjg0ePJgffviBatWqpTgeGRlJ06ZNHePg4OBMqREwNxRt2xa2bDHHbdrAhx9CZtYgIiIiN+URwcfPz4+wsDDH+OrVq3z77bd0794dm82W4tw8efKkOPdW7HY7drvdMY6Pj3e+QMOAzz6DXr3g4kUz6EyZAs895/y1REREJMN4xK2u63377bfExsbSoUOHVO91796dkJAQqlevzpQpU0hOTk7zWqNGjSI4ONjxCg8Pd66YU6fg8cehc2cz9NSvD3v2KPSIiIi4IZthGIbVRTirefPmACxfvjzF8REjRtCwYUMCAwNZvXo1b731FgMHDuTNN9+86bVu1PEJDw8nLi6O3Llzp13IihXQsSPExED27PDOO9C3L/h4ZJ4UERHxWPHx8QQHB9/y97elwWfo0KEMGzYszXO2bt2aYh7PX3/9RUREBF9++SVPPvlkmp8dN24cw4cPJy4uLt01pesv7vJl6N/fnL8DULo0zJ1rPsUlIiIimS69wcfSOT7du3fnuVvcEipWrFiKcWRkJPnz5+fRRx+95fVr1qxJfHw8//zzD6GuWizw9Gnzia3ffjPHr74Ko0ebCxOKiIiIW7M0+ISEhBASEpLu8w3DIDIyknbt2pE9e/Zbnr9z504CAgLIkyfPHVR5nXz5zLV4zp411+j5zxNkIiIi4t484qmua3788UeioqJ44YUXUr23ZMkSYmJiqFWrFoGBgaxZs4ZBgwbRpUsX/P39XVeEzQaffmpuOFqggOuuKyIiIhnOo4LPZ599Ru3atSldunSq97Jnz87kyZPp06cPycnJ3H333QwfPpxu3bq5vpD8+V1/TREREclwHvlUV0ZK7+QoERERcR/p/f2t565FRETEayj4iIiIiNdQ8BERERGvoeAjIiIiXkPBR0RERLyGgo+IiIh4DQUfERER8RoKPiIiIuI1FHxERETEayj4iIiIiNdQ8BERERGvoeAjIiIiXsOjdmfPDNf2bI2Pj7e4EhEREUmva7+3b7X3uoLPdc6fPw9AeHi4xZWIiIiIs86fP09wcPBN37cZt4pGXiY5OZkTJ04QFBSEzWazuhyXiI+PJzw8nOPHj5M7d26ry/FK+hm4B/0crKefgfWy6s/AMAzOnz9P4cKF8fG5+UwedXyu4+PjQ5EiRawuI0Pkzp07S/2f3BPpZ+Ae9HOwnn4G1suKP4O0Oj3XaHKziIiIeA0FHxEREfEaCj5ewN/fnyFDhuDv7291KV5LPwP3oJ+D9fQzsJ63/ww0uVlERES8hjo+IiIi4jUUfERERMRrKPiIiIiI11DwEREREa+h4OOl7HY7lSpVwmazsWvXLqvL8SpHjhzhhRdeoHjx4gQGBlKiRAmGDBlCQkKC1aVlaZMnT6Z48eIEBARQtWpVfvrpJ6tL8hqjRo2ievXqBAUFUbBgQR577DH++OMPq8vyaqNGjcJms9GrVy+rS8l0Cj5eqn///hQuXNjqMrzS77//TnJyMlOnTmXfvn1MmDCBKVOm8MYbb1hdWpY1f/58evXqxaBBg9i5cycPPvggzZo149ixY1aX5hXWrVtHt27d2Lx5M6tWrSIxMZHGjRtz8eJFq0vzSlu3buWTTz6hQoUKVpdiCT3O7oW+++47+vTpw4IFCyhbtiw7d+6kUqVKVpfl1caMGcPHH3/Mn3/+aXUpWVKNGjWoUqUKH3/8seNY6dKleeyxxxg1apSFlXmnU6dOUbBgQdatW0fdunWtLserXLhwgSpVqjB58mRGjBhBpUqVmDhxotVlZSp1fLzMP//8Q+fOnfn888/JkSOH1eXIv+Li4siXL5/VZWRJCQkJbN++ncaNG6c43rhxY37++WeLqvJucXFxAPr/vAW6devGI488QqNGjawuxTLapNSLGIZBhw4deOmll6hWrRpHjhyxuiQBDh8+zKRJkxg3bpzVpWRJsbGxJCUlERoamuJ4aGgoMTExFlXlvQzDoE+fPjzwwAOUK1fO6nK8yhdffMGOHTvYunWr1aVYSh2fLGDo0KHYbLY0X9u2bWPSpEnEx8czcOBAq0vOktL7c/ivEydO0LRpU55++mlefPFFiyr3DjabLcXYMIxUxyTjde/enT179jBv3jyrS/Eqx48fp2fPnsyePZuAgACry7GU5vhkAbGxscTGxqZ5TrFixXjuuedYsmRJin/ZJyUl4evrS+vWrZk5c2ZGl5qlpffncO1fOidOnKBBgwbUqFGDGTNm4OOj/w7JCAkJCeTIkYOvvvqKxx9/3HG8Z8+e7Nq1i3Xr1llYnXd59dVXWbx4MevXr6d48eJWl+NVFi9ezOOPP46vr6/jWFJSEjabDR8fH+x2e4r3sjIFHy9y7Ngx4uPjHeMTJ07QpEkTvv76a2rUqEGRIkUsrM67/P333zRo0ICqVasye/Zsr/kXjlVq1KhB1apVmTx5suNYmTJlaNmypSY3ZwLDMHj11VdZtGgRa9eupWTJklaX5HXOnz/P0aNHUxzr2LEj9913H6+//rpX3XbUHB8vUrRo0RTjXLlyAVCiRAmFnkx04sQJ6tevT9GiRRk7diynTp1yvBcWFmZhZVlXnz59aNu2LdWqVaNWrVp88sknHDt2jJdeesnq0rxCt27dmDt3Lt988w1BQUGOuVXBwcEEBgZaXJ13CAoKShVucubMSf78+b0q9ICCj0imW7lyJYcOHeLQoUOpAqcasBnj2Wef5fTp0wwfPpzo6GjKlSvH8uXLiYiIsLo0r3BtGYH69eunOB4ZGUmHDh0yvyDxarrVJSIiIl5DsylFRETEayj4iIiIiNdQ8BERERGvoeAjIiIiXkPBR0RERLyGgo+IiIh4DQUfERER8RoKPiIiIuI1FHxEvMiRI0ew2Wzs2rXL6lKcUqxYMSZOnOiy69WvX59evXq57HpWstlsLF68GPDcn69IZlLwEckibDZbmi9P2BpgxowZ5MmTJ9XxrVu30qVLl0yt5fLlywwZMoR7770Xf39/QkJCeOqpp9i3b1+m1nHN0KFDqVSpUqrj0dHRNGvWLPMLEvFQ2qtLJIuIjo52/Hn+/Pm89dZb/PHHH45jgYGBnD171orSSEpKwmaz4eNze/+tVaBAARdXlDa73U6jRo04duwY48aNo0aNGvzzzz+MGjWKGjVq8MMPP1CzZs1MrelmtLGtiHPU8RHJIsLCwhyv4OBgbDZbqmPX/PnnnzRo0IAcOXJQsWJFNm3alOJaP//8M3Xr1iUwMJDw8HB69OjBxYsXHe+fPXuWdu3akTdvXnLkyEGzZs04ePCg4/1rnZulS5dSpkwZ/P39OXr0KAkJCfTv35+77rqLnDlzUqNGDdauXQvA2rVr6dixI3FxcY4u1dChQ4HUt7rOnTtHly5dCA0NJSAggHLlyrF06VIATp8+TatWrShSpAg5cuSgfPnyzJs3z6m/y4kTJ7Jp0yaWLl3KM888Q0REBPfffz8LFiygdOnSvPDCC44NZW902+yxxx5L0WGbPXs21apVIygoiLCwMJ5//nlOnjzpeH/t2rXYbDZWr15NtWrVyJEjB7Vr13YE1xkzZjBs2DB2797t+LuZMWMGkPJW143s37+f5s2bkytXLkJDQ2nbti2xsbGO97/++mvKly9PYGAg+fPnp1GjRil+1iJZjYKPiBcaNGgQ/fr1Y9euXZQqVYpWrVqRmJgIwK+//kqTJk144okn2LNnD/Pnz2fDhg10797d8fkOHTqwbds2vv32WzZt2oRhGDRv3pyrV686zrl06RKjRo1i2rRp7Nu3j4IFC9KxY0c2btzIF198wZ49e3j66adp2rQpBw8epHbt2kycOJHcuXMTHR1NdHQ0/fr1S1V7cnIyzZo14+eff2b27Nns37+fd999F19fXwCuXLlC1apVWbp0KXv37qVLly60bduWLVu2pPvvZ+7cuTz88MNUrFgxxXEfHx969+7N/v372b17d7qvl5CQwNtvv83u3btZvHgxUVFRN7z1OGjQIMaNG8e2bdvIli0bnTp1Aszd5fv27UvZsmUdfzfPPvvsLb83OjqaevXqUalSJbZt28aKFSv4559/eOaZZxzvt2rVik6dOvHbb7+xdu1annjiCbR3tWRphohkOZGRkUZwcHCq41FRUQZgTJs2zXFs3759BmD89ttvhmEYRtu2bY0uXbqk+NxPP/1k+Pj4GJcvXzYOHDhgAMbGjRsd78fGxhqBgYHGl19+6fh+wNi1a5fjnEOHDhk2m834+++/U1y7YcOGxsCBA9OsOyIiwpgwYYJhGIbx/fffGz4+PsYff/yR7r+P5s2bG3379nWM69WrZ/Ts2fOm5wcEBNz0/R07dhiAMX/+/Jteq2XLlkb79u1vev1ffvnFAIzz588bhmEYa9asMQDjhx9+cJyzbNkyAzAuX75sGIZhDBkyxKhYsWKqawHGokWLDMP4/5/vzp07DcMwjMGDBxuNGzdOcf7x48cNwPjjjz+M7du3G4Bx5MiRm9YqktVojo+IF6pQoYLjz4UKFQLg5MmT3HfffWzfvp1Dhw4xZ84cxzmGYZCcnExUVBQHDx4kW7Zs1KhRw/F+/vz5uffee/ntt98cx/z8/FJ8z44dOzAMg1KlSqWoxW63kz9//nTXvmvXLooUKZLqOtckJSXx7rvvMn/+fP7++2/sdjt2u52cOXOm+zvSYvzbDfHz80v3Z3bu3MnQoUPZtWsXZ86cITk5GYBjx45RpkwZx3k3+7kULVr0tmrdvn07a9asIVeuXKneO3z4MI0bN6Zhw4aUL1+eJk2a0LhxY5566iny5s17W98n4gkUfES8UPbs2R1/ttlsAI5fxsnJyXTt2pUePXqk+lzRokU5cODADa9pGIbjWmBOpv7vODk5GV9fX7Zv3+64LXXNjX4x30xgYGCa748bN44JEyYwceJEypcvT86cOenVqxcJCQnp/o6SJUuyf//+G773+++/AziCl4+PT6pbQ/+95Xfx4kUaN25M48aNmT17NgUKFODYsWM0adIkVU1p/VxuR3JyMi1atGD06NGp3itUqBC+vr6sWrWKn3/+mZUrVzJp0iQGDRrEli1bKF68+G1/r4g7U/ARkRSqVKnCvn37uOeee274fpkyZUhMTGTLli3Url0bMCcUHzhwgNKlS9/0upUrVyYpKYmTJ0/y4IMP3vAcPz8/kpKS0qyvQoUK/PXXXxw4cOCGXZ+ffvqJli1b0qZNG8D85X/w4ME0a7teq1atGDRoELt3704xzyc5OZkJEyZQrVo1R6emQIECKZ6oS0pKYu/evTRo0AAwg1JsbCzvvvsu4eHhAGzbti3dtVyTnr+b61WpUoUFCxZQrFgxsmW78b/ubTYbderUoU6dOrz11ltERESwaNEi+vTp43SNIp5Ak5tFJIXXX3+dTZs20a1bN3bt2sXBgwf59ttvefXVVwGzG9KyZUs6d+7Mhg0b2L17N23atOGuu+6iZcuWN71uqVKlaN26Ne3atWPhwoVERUWxdetWRo8ezfLlywHz6a0LFy6wevVqYmNjuXTpUqrr1KtXj7p16/Lkk0+yatUqoqKi+O6771ixYgUA99xzj6OL8dtvv9G1a1diYmKc+jvo3bs3999/Py1atOCrr77i2LFjbN26lSeffJKDBw86nqgCeOihh1i2bBnLli3j999/55VXXuHcuXOO94sWLYqfnx+TJk3izz//5Ntvv+Xtt992qp5rfzdRUVHs2rWL2NhY7Hb7LT/TrVs3zpw5Q6tWrfjll1/4888/WblyJZ06dSIpKYktW7YwcuRItm3bxrFjx1i4cCGnTp1yKiSKeBoFHxFJoUKFCqxbt46DBw/y4IMPUrlyZQYPHuyYcwIQGRlJ1apV+d///ketWrUwDIPly5enuFVzI5GRkbRr146+ffty77338uijj7JlyxZHJ6R27dq89NJLPPvssxQoUID33nvvhtdZsGAB1atXp1WrVpQpU4b+/fs7uiGDBw+mSpUqNGnShPr16xMWFsZjjz3m1N9BQEAAq1evpl27dgwcOJASJUpw//33s3fvXvbu3UvZsmUd53bq1In27dvTrl076tWrR/HixR3dHjA7QjNmzOCrr76iTJkyvPvuu4wdO9apegCefPJJmjZtSoMGDShQoEC6HtEvXLgwGzduJCkpiSZNmlCuXDl69uxJcHAwPj4+5M6dm/Xr19O8eXNKlSrFm2++ybhx47QgomRpNuP6m9MiIpLKd999x+OPP87YsWNTPNovIp5FHR8RkXRo1qwZ3333HWfOnEmxAKCIeBZ1fERERMRrqOMjIiIiXkPBR0RERLyGgo+IiIh4DQUfERER8RoKPiIiIuI1FHxERETEayj4iIiIiNdQ8BERERGvoeAjIiIiXuP/AACHHUwrIFEqAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import statsmodels.api as sm\n",
+ "\n",
+ "# Generating a Q-Q plot for 'price' to check if its distribution follows a normal distribution\n",
+ "sm.qqplot(df['price'], line='s');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cfd28a19-5e84-4238-8d94-5a2a5289af5f",
+ "metadata": {},
+ "source": [
+ "**Lower Tail (Left Side):** The points flatten near 0 and lie above the line. This means there are fewer extremely low values than a normal distribution would expect.\n",
+ "\n",
+ "**Upper Tail (Right Side):** The data points bend strongly upward and then flatten near ~100. This indicates many high values relative to a normal distribution. This is characteristic of right skewness (positive skew).\n",
+ "\n",
+ "**Middle Section:** The central points curve away from the straight line instead of following it. This indicates non-normal distribution in the main body of the data as well.\n",
+ "\n",
+ "\n",
+ "**Conclusion:**\n",
+ "The Q–Q plot indicates that the Price variable is not normally distributed. The data points deviate substantially from the reference line, particularly in the tails. The upper tail shows a strong upward deviation, suggesting the presence of high-price values and positive skewness. The lower tail flattens near zero, indicating that the distribution is bounded at the lower end. Overall, the distribution of Price appears to be right-skewed with heavier upper tail values. A log transformation may help reduce skewness and make the distribution closer to normal."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "fb947bab-1c8e-4787-a52c-af730127731f",
+ "metadata": {},
+ "source": [
+ "### CONCLUSION AND ANALYSIS: \n",
+ "\n",
+ "This analysis explored how product category, price, and customer ratings relate to product performance and best-seller status. Results show that categories such as Grocery, Smart Home Security & Lighting, and Health & Personal Care have the highest proportion of best-selling products, indicating strong demand in these segments. However, statistical testing reveals that while category influences bestseller likelihood, the strength of this relationship is relatively weak, suggesting that additional factors such as product quality, brand reputation, and marketing likely play a significant role.\n",
+ "\n",
+ "The analysis also demonstrates that product category strongly influences pricing, with technology-related categories such as Desktop PCs, Tablets, Graphics Cards, and Motherboards commanding the highest prices, while categories like Arts & Crafts and Office Paper Products operate in lower price ranges. Additionally, product ratings show little correlation with price, indicating that customer satisfaction is not primarily determined by how expensive a product is. Overall, successful products appear to depend on a combination of category positioning, competitive pricing, and strong customer value, rather than any single factor alone."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "aa15308d-56cb-4951-827b-d56f1018cbfd",
+ "metadata": {},
+ "source": [
+ "### BONUS: "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 133,
+ "id": "be4a0e9c-e9ea-46f6-9d1e-defd21fdb50a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df1 = pd.read_csv(\"amz_uk_price_prediction_dataset.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 135,
+ "id": "dcf8f47e-6002-4b12-b128-07ba843e99dc",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.boxplot(x=df[\"price\"])\n",
+ "\n",
+ "\n",
+ "# Get top 20 categories by frequency\n",
+ "top_20_categories1 = df1[\"category\"].value_counts().head(20).index\n",
+ "\n",
+ "# Filter dataframe\n",
+ "df1_top20 = df1[df1[\"category\"].isin(top_20_categories1)]\n",
+ "\n",
+ "# Plot\n",
+ "plt.figure(figsize=(12,6))\n",
+ "sns.violinplot(data=df1_top20, x=\"category\", y=\"price\")\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.title(\"Price Distribution Across Top 20 Categories\")\n",
+ "plt.show()\n",
+ "\n",
+ "\n",
+ "\n",
+ "df1.groupby(\"category\")[\"price\"].agg(\"median\").sort_values(ascending=False)\n",
+ "\n",
+ "# Get top 10 categories by frequency\n",
+ "top_10_categories1 = df1[\"category\"].value_counts().head(10).index\n",
+ "\n",
+ "# Filter dataframe\n",
+ "df1_top10 = df1[df1[\"category\"].isin(top_10_categories1)]\n",
+ "sns.barplot(data=df1_top10, x=\"category\", y=\"price\")\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.show()\n",
+ "\n",
+ "df1.groupby(\"category\")[\"price\"].agg(\"mean\").sort_values(ascending=False)\n",
+ "\n",
+ "\n",
+ "plt.figure(figsize=(12,6))\n",
+ "sns.boxplot(data=df1_top10, x='category', y='stars', palette=\"coolwarm\", hue='category', legend=False);\n",
+ "plt.xticks(rotation=90)\n",
+ "plt.show()\n",
+ "\n",
+ "df1.groupby(\"category\")[\"stars\"].agg(\"mean\").sort_values(ascending=False)\n",
+ "\n",
+ "\n",
+ "# Calculating the Pearson correlation coefficient between 'stars' and 'price' columns\n",
+ "correlation_pearson1 = df1['price'].corr(df1['stars'])\n",
+ "correlation_pearson1\n",
+ "\n",
+ "\n",
+ "# Calculating the Spearman correlation coefficient between 'stars' and 'price' columns\n",
+ "correlation_spearman1 = df1['price'].corr(df1['stars'], method=\"spearman\")\n",
+ "correlation_spearman1\n",
+ "\n",
+ "\n",
+ "# Plotting a scatter plot to visualize the relationship between 'price' and 'stars' (rating)\n",
+ "sns.scatterplot(data=df1, x='stars', y='price');\n",
+ "\n",
+ "df1_numerical = df1.select_dtypes(include=\"number\")\n",
+ "\n",
+ "\n",
+ "correlation_matrix1 = df1_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_matrix1, annot=True, cmap=\"coolwarm\")\n",
+ "\n",
+ "plt.title(\"Correlation Heatmap for Selected Numerical Variables\")\n",
+ "plt.show()\n",
+ "\n",
+ "\n",
+ "# Generating a Q-Q plot for 'price' to check if its distribution follows a normal distribution\n",
+ "sm.qqplot(df1['price'], line='s');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "089a4b7f-95f5-4e48-82cf-ace513598259",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python [conda env:base] *",
+ "language": "python",
+ "name": "conda-base-py"
+ },
+ "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
+}