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+{
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+ "id": "b683ba22-b884-46aa-af23-6c651dad05a2",
+ "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 the 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?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "0decf8f0-22ba-433c-a665-3f058538f849",
+ "metadata": {},
+ "outputs": [
+ {
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+ " reviews price isBestSeller boughtInLastMonth category \n",
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+ "metadata": {},
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+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import numpy as np\n",
+ "\n",
+ "%matplotlib inline\n",
+ "df = pd.read_csv(\"amz_uk_price_prediction_dataset.csv\")\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "49fdac83-1733-467b-92a8-f662b6519895",
+ "metadata": {},
+ "source": [
+ "### Part 1: Analyzing Best-Seller Trends Across Product Categories\n",
+ "\n",
+ "**Objective**: Understand the relationship between product categories and their best-seller status.\n",
+ "\n",
+ "1. **Crosstab Analysis**:\n",
+ " - Create a crosstab between the product `category` and the `isBestSeller` status.\n",
+ " \n",
+ " - Are there categories where being a best-seller is more prevalent? \n",
+ " \t\n",
+ " \t*Hint: one option is to calculate the proportion of best-sellers for each category and then sort the categories based on this proportion in descending order.*\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."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
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+ "metadata": {},
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+ "crosstab = pd.crosstab(df[\"category\"], df[\"isBestSeller\"])\n",
+ "crosstab"
+ ]
+ },
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+ "execution_count": 3,
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+ "crosstab[\"proportion\"] = crosstab[True] / (crosstab[True] + crosstab[False])\n",
+ "crosstab"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "ac9c61e5-1e95-4a5d-8cac-e585f5f99c7d",
+ "metadata": {},
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+ "isBestSeller False True proportion\n",
+ "category \n",
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+ "\n",
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+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "crosstab_sorted = crosstab.sort_values('proportion', ascending=False)\n",
+ "crosstab_sorted"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "398bdb14-2d2a-4f74-b0d8-f8d8baa3cfd4",
+ "metadata": {},
+ "source": [
+ "Yes, Grocery, Smart Home Security & Lighting and Health & Personal Care are more prevalent but the proportion is only 5.7% each"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "41285750-6aa9-4da1-bedc-ecda40ce5fe1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(np.float64(36684.23786636857), np.float64(0.0))"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from scipy.stats import chi2_contingency\n",
+ "chi2_statistic, chi2_p_value, _, expected_freq = chi2_contingency(crosstab)\n",
+ "\n",
+ "chi2_statistic, chi2_p_value"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9e01a9b0-fe80-4255-82b7-4b23d1fcf16a",
+ "metadata": {},
+ "source": [
+ "The null hypothesis of the Chi-square test is that the two categorical variables are independent. Given the extremely low ( p )-value, we reject the null hypothesis. This implies that there's a significant association between Category and isbestseller"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "66afbe88-c2be-4dff-a692-9a08c6e19fac",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.1222829439760564"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from scipy.stats.contingency import association\n",
+ "crosstab_clean = crosstab.drop(columns=['proportion'])\n",
+ "association(crosstab_clean, method=\"cramer\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2dbff108-c2cd-4b3a-91fd-72758e93b482",
+ "metadata": {},
+ "source": [
+ "- Interpretation: Cramer's V ranges from 0 to 1, where **0 indicates no association, and 1 represents a perfect association between the variables**\n",
+ "- The Cramér's V value of 0.122 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": 8,
+ "id": "b2ff6541-1ef8-4a4f-9c8e-8ed6a86de987",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "crosstab_clean.plot(kind=\"bar\", stacked=True);"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "665c0c36-de95-4c88-8b53-80d181779500",
+ "metadata": {},
+ "source": [
+ "### As we can since, since there are 296 this is totally unreadable, instead, we could see the top 10: "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "ba7c4691-f2bf-439e-a1b4-6d8277cc8191",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "top10 = crosstab_clean.div(crosstab_clean.sum(axis=1), axis=0)\n",
+ "top10 = top10.sort_values(True, ascending=False).head(10)\n",
+ "top10.plot(\n",
+ " kind='bar',\n",
+ " stacked=True,\n",
+ " figsize=(14, 7),\n",
+ " color=[\"Red\", \"Green\"]\n",
+ ")\n",
+ "plt.title(\"Top 10 Categories with Most Best-Sellers\", fontsize=14)\n",
+ "plt.xlabel(\"Category\", fontsize=12)\n",
+ "plt.ylabel('Proportion', fontsize=12)\n",
+ "plt.xticks(rotation=45, ha=\"right\")\n",
+ "plt.legend([\"Not Best-Seller\", \"Best-Seller\"], loc=\"upper right\")\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a2988f33-606c-4cff-8fb9-cd4f41955170",
+ "metadata": {},
+ "source": [
+ "### Part 2: Exploring Product Prices and Ratings Across Categories and Brands\n",
+ "\n",
+ "**Objective**: Investigate how different product categories influence product prices.\n",
+ "\n",
+ "0. **Preliminary Step: Remove outliers in product prices.**\n",
+ "\n",
+ "\tFor this purpose, we can use the IQR (Interquartile Range) method. Products priced below the first quartile minus 1.5 times the IQR or above the third quartile plus 1.5 times the IQR will be considered outliers and removed from the dataset. The next steps will be done with the dataframe without outliers.\n",
+ "\t\n",
+ "\t*Hint: you can check the last Check For Understanding at the end of the lesson EDA Bivariate Analysis for a hint on how to do this.*\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"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4539f23c-eb7b-4fce-8b70-d0c3d93649aa",
+ "metadata": {},
+ "source": [
+ "**Preliminary Step: Remove outliers in product prices.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "627a75ae-3699-41e3-bc59-3ad34d3d11e5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def tukeys_test_outliers(data):\n",
+ " Q1 = data.quantile(0.25)\n",
+ " Q3 = data.quantile(0.75)\n",
+ " IQR = Q3 - Q1\n",
+ "\n",
+ " # Define bounds for the outliers\n",
+ " lower_bound = Q1 - 1.5 * IQR\n",
+ " upper_bound = Q3 + 1.5 * IQR\n",
+ "\n",
+ " # Identify the outliers\n",
+ " outliers = data[(data < lower_bound) | (data > upper_bound)]\n",
+ "\n",
+ " return outliers"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "037c45ea-397a-45ae-aa08-f5ec5c597002",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "10 139.00\n",
+ "19 164.99\n",
+ "25 149.99\n",
+ "28 289.00\n",
+ "31 199.99\n",
+ " ... \n",
+ "2443619 166.99\n",
+ "2443627 152.58\n",
+ "2443638 108.77\n",
+ "2443641 166.99\n",
+ "2443643 158.99\n",
+ "Name: price, Length: 327688, dtype: float64\n"
+ ]
+ }
+ ],
+ "source": [
+ "data_series = df[\"price\"]\n",
+ "outliers = tukeys_test_outliers(data_series)\n",
+ "print(outliers)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "ec3fd619-15bf-42f1-8869-c885b0628080",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(2443651, 9)"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "bc1b2a0f-d510-415e-ba2d-31f5dbad1555",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Original rows: 2443651\n",
+ "Rows without outliers: 2115963\n"
+ ]
+ }
+ ],
+ "source": [
+ "df_clean = df[~df.index.isin(outliers.index)]\n",
+ "\n",
+ "print(f\"Original rows: {len(df)}\")\n",
+ "print(f\"Rows without outliers: {len(df_clean)}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3abffe6f-68ff-4a24-896e-7a56351178bb",
+ "metadata": {},
+ "source": [
+ "1. **Violin Plots**:\n",
+ " - Use a violin plot to visualize the distribution of `price` across different product `categories`. Filter out the top 20 categories based on count for better visualization.\n",
+ " - Which product category tends to have the highest median price? Don't filter here by top categories."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "6aa0c303-26a9-4ec9-8194-330d51c6fff2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import seaborn as sns\n",
+ "top20_categories = df_clean[\"category\"].value_counts().head(20).index # Index returns the name, we are interested in the name not the value!\n",
+ "df_top20 = df_clean[df_clean[\"category\"].isin(top20_categories)]\n",
+ "plt.figure(figsize=(14, 8))\n",
+ "sns.violinplot(data=df_top20, x=\"category\", y=\"price\")\n",
+ "plt.title(\"Price Distribution by Category (Top 20)\", fontsize=14)\n",
+ "plt.xlabel(\"Category\", fontsize=12)\n",
+ "plt.ylabel(\"Price\", fontsize=12)\n",
+ "plt.xticks(rotation=45, ha=\"right\")\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "75d1195f-91ea-43d1-a03d-a40670eb3fd2",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "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",
+ "Name: price, dtype: float64\n",
+ "\n",
+ "Desktop PCs has the higher median\n"
+ ]
+ }
+ ],
+ "source": [
+ "median_price_by_category = df_clean.groupby(\"category\")[\"price\"].median().sort_values(ascending=False)\n",
+ "print(median_price_by_category.head(5))\n",
+ "print(\"\")\n",
+ "print(\"Desktop PCs has the higher median\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "762f8340-0c84-4c98-90a4-20feeef99ca0",
+ "metadata": {},
+ "source": [
+ "2. **Bar Charts**:\n",
+ " - Create a bar chart comparing the average price of products for the top 10 product categories (based on count).\n",
+ " - Which product category commands the highest average price? Don't filter here by top categories."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "4ecbe6f9-b219-47ef-8951-740339ceffd3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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vmZ87d27duHHDNf4aifuEx1l3S5Ys0dWrVzV69Gi1a9dOzZs31+rVq1W0aFG31jPUoXc5HA6dOXNGuXPn1rx58zRv3jzVqFFDf//9t4oWLaopU6Zox44dql69uoYMGaLhw4frjTfeUKZMmZhV9HYMXvfjjz9ax44dbcSIEW7lV69eNTOz6Ohou3r1qtWsWdOqVatm0dHR3ggTMUybNs1+/PFHy5cvn/Xv3986duxoDofD9uzZY2Zmc+fOtQEDBtj8+fPt1KlTZmZ25MgRK1SokK1du9abof+nvfLKK5Y3b167evWqvfzyyxYSEmI+Pj72ySefuK13+fJlt8dvvfWW5ciRww4dOvQww8U9+Oqrr8zhcNiOHTts1apV9sgjj1jy5MmtW7dubuu98sor1rhxY7tw4YKXIoXTqVOn7PXXX7cSJUpYv379XOVLliyxPn36WHBwsFWtWtVef/11a9KkibVv3957wSIW5znIrl27zOFw2Pjx483M7PnnnzeHw2EvvfSS2/q9e/e2IkWK2NGjRx96rPifmOeO/fr1s/z581uOHDksS5Ys9vHHH9uVK1dc61y/ft0uXbpk1atXtwoVKtiNGze8FTZuEbMu1q1bZ35+fla5cmX76KOPLDw83MzMRo0aZSEhIbZv3z5vhYm72L59uz3yyCPmcDhs3LhxZmZ25coV1/I8efJYly5dvBUe4jBs2DALDAw0Pz8/mzJlipn977h663VDWFiYZcuWzQ4fPvyww0wUSEB52Y4dO+yxxx6z5MmT24ABA1zlzh+YS5cu2bx586xixYpWqFAhi4qKcluOh69kyZJWvXp1MzPr37+/pU2b1gIDA+3HH390W895ULp27ZqdOXPGateubWXLlrXr168/9JhhtnHjRsuePbutWLHCzMzWrl1rmTNntjRp0tjUqVPt3LlzsbaZPn26dezY0dKmTWu//vrrww0Yd3X06FEbPHiwjRkzxszMwsPDrVu3bpY+fXqbNm2aa52wsDBLkyaN/fbbb94MF2YWGRlpZjdPtHv16mWlS5e2d955x22dI0eO2BtvvGHPPvusORwOczgc9u2333ojXNzGhg0bbOHChW7nLdu2bbPKlStbSEiIffXVVzZ9+nTr2rWrBQUF2datW70YLWIaPHiwpU+f3rVPVa9e3UJDQ23nzp1mdvPm58iRI61ChQpWpEgRzjsTkG3btrn+P2rUKJs4caLt3bvXWrZsaWXKlLGQkBD75JNPbObMmda4cWObPn26mRnnnQnArY0Hzp8/b1OmTLEsWbLYs88+6yp37m/PP/+8tWvX7qHGiDv7+eefzeFwWJIkSWz27Nluy5z1O3v2bHvppZfs0Ucf5brhDkhAPWTOL2jMA9G8efMsb968VqxYMfv555/d1v/rr7/svffes86dO9u1a9fMzFz/4uFbsWKFPf744/bXX3+Z2c0DTf78+S137tw2YMAAO3bsmJndrN/o6Gi7cuWKffjhh1atWjUrWrSo64eFk4GHb+PGjRYQEGC//fabfffddxYcHGw//vijderUyXLmzGkff/yxKwnl3D9nzZpljRo1InGRAG3fvt3y5ctnuXPntuXLl7vKt27dap07dzY/Pz/LlSuXFS5c2HLmzMmJQAIQ83dv5syZ1r59e0ufPr2lSZPGBg0a5Lau8xg5bdo0q1ixorVp08aioqJoAZwAnD171ooVK2YOh8PatGnjKr9x44b99ttv1rRpU8uSJYsVKFDAatas6XbRjIfr/Pnzrv9HR0fbpUuXrEqVKjZ16lQzM/v6668tODjY1QLj+vXrdvXqVZs3b5716NGD884EZN++feZwOKx///7Wo0cPCw4Odp2bREVF2dmzZ61Pnz5WrVo1y5o1qzkcDnv66ae9HDVuNXz4cNeN0IiICJs6daoFBwfbiy++aGb/++0rUqSIderUyVth4v85zznOnj1rZjeTUEOHDrUkSZLYpEmT3Na9ceOGfffdd9akSRPbtWvXQ481MSEB9RDFvHvkTEQ4zZ492woXLmwtWrSwLVu2uC1zNqk1I3HhbatXrzaHw2ErV660zp07W+7cue3EiRM2cOBAK1y4sPXp08dOnDjhts3nn39ugwYN4kTOy6Kjo61jx46WPHlyS5Ikic2fP9+1rH379pYzZ04bP368Kwk1duxY+/vvv10tNpCw/PTTT9awYUMLCAiwWbNmuS27ePGi/fzzzzZmzBhbsmQJTaATmLfeestSp05tkyZNspkzZ1qVKlWsUKFCbt3xYh4np0yZYunTp491bIV3XL9+3b755hurUKGC5ciRwy5duhRrnQMHDtjFixfp8upFpUuXtuHDh7uVnTp1ynLkyGGHDx+2FStW2COPPOJKPl2+fNk++OAD1w02J847E4br16/b559/br6+vpYiRQr7888/zSz29cTBgwfthx9+sBo1alhISIirFRS8LzIy0mrWrGnJkiWzn376yczMLly4YFOnTrUUKVJY0aJFrWHDhvbCCy9Yrly5uF7wMmfy6csvv7Rq1arZzJkzXWX9+vWzJEmSuJL5ZmYTJkyw1atXx9onERsJqIckZvJp1KhRVr9+fatXr57bOCUzZ860okWLWsuWLeNsrs6d34ShT58+FhgYaEFBQa4m62Y3L6oKFy5sb731lp08edLMbiY2du/e7VqHE7mH691337WZM2e6Hk+aNMkcDof5+/u7xuty6tChg+XJk8e6du1qnTp1co0rhIRr48aNVq9ePcucObMtXbrUVc5+ljBFR0fb8ePHrWDBgq7xE8zMTp8+bZ06dbLHHnvMhg4d6ip3nsRduHDBcubM6dbSDQ9PXOceUVFRtnz5cnviiSesWLFirvEvnAl7zle87/vvv3eNJRpzfJIaNWpY+fLlLXny5DZ58mRX+dGjR61s2bJuv5nwvpjXD19//bWrC1DM7q/R0dGu3z3nvnf69GmrX7++dezY8eEGDJe4uq1GRERYs2bNLDg42DUmrDMJlStXLnvsscfcWo2ShPKuxYsXm7+/v40cOTJWq6b+/ftbkiRJrFevXtauXTtLnjw5PSbuEQmoh6x3796WNm1a6927t7388suWJUsWK1SokGug6unTp9tTTz1ldevWjXWBDO+oXLmyW1/ft99+2xwOhwUEBNjKlSvd1n377betaNGiVr16datYsaKlSZOGHw8vOXHihL322mtuPwZDhw61MWPGWLNmzSxZsmS2efNmt23CwsKsZs2aVqpUKbqNJCDOE+ojR47Yn3/+6brza3azJVSTJk2sQIEC9v3337utj4Tn8uXL9sQTT9jgwYPN7H91deHCBcuXL59lypTJunfv7rbN4MGDLVmyZLRk8wJn/fz88882evRo++ijj1xDBTiTUIULF7YSJUq4BtAlAex9Metg4MCB1rZtWzt+/LiZmU2dOtWyZctmlStXdq1z4cIFq1mzplWsWJH6S6COHj1q169ft2PHjtns2bPN19fX+vTpc8dtZsyYYVmzZnXdFIV3REREmNn/jqcRERH2wgsvWHBwsKslVHh4uE2dOtUyZszo1rWZ/dF7Tpw4YSVLlrT333/frTxmYvHDDz+0QoUKWcWKFRnqIR5IQD1Eu3btsuzZs7sNpvrnn39aoUKFrHjx4q6yCRMmWOvWrRnwMQE4e/asffzxx27dsGbPnm2bN2+2rl27WkBAgH3zzTdu24wbN846d+5srVu3diWf+AHxDucF0cqVK23OnDmu8n379tnzzz8fZxIqIiKCbiMJiPOEbdGiRVasWDHLmDGjlS9f3nr37u1aZ82aNdakSRMrVKiQLVmyxFuh4hZxjXkYERFhNWrUsIYNG9q5c+fclrVs2dIKFSpk3bp1cytfuHBhrK7p8DxnHSxYsMAyZMhgpUuXtsqVK1twcLB99dVXZva/JFTx4sUtd+7crhY38J6Y+86pU6dsyZIl5nA4rGfPnnbx4kW7dOmSvfnmm5Y3b14rWLCgNWzY0EqWLGkFCxZknMoEaubMmRYYGOhKVly/ft0mTZpkvr6+9vbbb7vW6969u3399deux127drWCBQu6DeWBh2vGjBmWPHlyO3jwoJn9b/88f/681a1b19KnT+9K6kdERNi0adMsc+bM9vzzz3stZtx0+PBhy5Qpky1evNhVFvP46rxOP3nypF28ePGhx5eYkYB6iNatW2epU6e2AwcOmNn/vsRbt2610NBQmzFjRqxtSEJ5n7Oehg4daqNGjXKVR0REWIcOHeJMQsVEC6iHJ679JTw83Dp06GChoaFu3X7+/PNPVxLKedeC/S1hWrJkiSVPntxGjRplW7dutXfeecccDoe9+uqrrnXWrl1rtWvXttKlS9ulS5doBeVlMfelgwcP2smTJ+3MmTNmdrM1jb+/v3Xs2NHVKiMqKsoaNWpkU6ZMcZsKHt61du1aS5cunY0fP97MzLZs2eKamdB5zhIVFWXffPONlS9fPtb4QXi4Yh73Xn/9dStRooSZmc2fP98cDod169bNrl69aleuXLFVq1ZZx44drVu3bjZixAjGqUzAoqOjrWLFipYtWzZbt26dmd08xk6aNMmSJElitWvXtjJlylju3Lld9RcZGWm1atWyTZs2eTP0/7x9+/ZZ2bJlLXv27K4klPP3cdGiRa7jqbPV/cWLF238+PGWJ08e18RGeDhuPW/cuXOnZcmSxRYtWmRm7sfGTZs22cSJEznXvE8koDwkri/kuXPnLGPGjDZy5Ei38jNnzthjjz1mH3/88cMKD/EUERFhPXr0sICAANeU72Y3fyg6dOhgyZIlY5pwL3P+oB89etS+/PJLt2Thzp07rUuXLpYnTx63WSv2799vTZo0MYfDwTThCUBcx80jR45Y1apVXfV5+vRpy5w5s1WqVMlSp05tHTp0cK27fv16O3LkyEOLF3GLWY9vv/22FShQwHLkyGG5c+d2tUT84YcfLHny5FamTBmrUqWKPfXUU/b444+7kk4kgx+uuD7vy5cv2+DBg61v375mdvNucJYsWaxNmzbWqVMn8/HxcTsxj2swcjw8Mfe7DRs2WKVKlVzJCrObMy47k1AxZ8eLiaSv9926L8ZsSVq5cmXLlCmTW70uX77cGjZsaJ06dXK1YHP+y3E0Ydi/f7+VL1/esmTJ4kpCmd1svd21a1cbPHiwW3Lj4sWLt91H4Vnr1q1zTcxgdnPMvFy5csXqxvr666/bCy+8QI+J+0QCygNuPeA7DypRUVHWsWNHq1ixolt3oMuXL1vRokVt4sSJDzVO3N6qVavsgw8+sNdee81Vdvz4cevfv78FBQXZRx995Cq/ePGivfrqq+ZwOGz9+vXeCPc/z7nP7dy500qWLGmtWrVyqzszsx07dtgrr7wSKwm1d+9ea9Wqlf3+++8PNWa4c9bhmTNnbMeOHa4m6devX7ehQ4fa7t277fjx4/bEE09Yhw4d7Pz589ahQwdzOBz20ksveTN03MagQYMsTZo0tmDBApszZ45169bNfHx8bMSIEWZ2s1v6gAEDrG3bttazZ0+6LHuJc9/766+/bMyYMdahQwfXoNW//fab/fTTT3bx4kUrU6aMtW3b1szMfvnlF/P19TWHw2Fz5871WuyIbebMmfb888/bc889Z9HR0RYVFeWqY2cSqmfPnrSuSOAmTpxo+/btMzP35OIzzzxjWbJksXXr1rmOlTGTFzH/T+sM74r5W3bixAkrX768Zc6c2b7//nvbsmWL1atXz+0mGq0PvevSpUvWrl07y5UrlysJdezYMStcuLBly5bNpk+fbtOnT7cuXbpYUFCQbd++3csRJ14koB6wWwcme+mll6xEiRL28ccf28GDB+3YsWNWv359K1KkiLVp08bGjRtnFStWtAIFCnDSnUBMmzbNnnjiCevbt6/rQsnpxIkT9vbbb8dKQl24cMHef/99fjy8wHmCtXPnTkuVKpW98cYbboNUL1682DUAZMwkVMzueNSbdzmPm7t27bJKlSrZs88+ay1btnSNJ+NcPnLkSKtVq5adPn3a9bhQoUJWoEABO3r0qHeCR5wuXrxo5cuXtw8//NCtfOTIkeZwOOzHH380s9gXSOyLD5dz39q+fbvlzZvX2rZta506dYp1V3f79u1WrFgx18yge/futSZNmtjAgQOZ9SeB6dy5s6VOndpy5sxpf//9t5ndvBB27mvO7ngxz2GQsFy8eNEyZ85s+fPnd3VrjTlhQ65cuax48eK2cuVKt+sOEk4JQ3R0tKsuZs6caa+88oqZ3Wyh/9xzz1nSpEktW7ZsVrhwYVdrNSQMv/32m7366qtWuHBhV9fzixcv2nPPPWf58+e3XLlyWaVKleg18Q+RgHpAbj3o9+rVy9KkSWM9e/a05s2bW44cOaxu3bq2c+dOO3nypA0fPtwKFixolSpVssaNGzPwYwLx2WefWWBgoM2YMcN14mZmNnz4cNdJtjMJlSJFCrfueE5cQD18p0+ftuLFi7vdSTIzGzZsmDkcDnvyySddF1Q7duywzp07W7p06eIcdw0Pl/PYuWPHDkuZMqX16dPHdu/eHee6rVu3ttKlS7se9+jRwwYNGsTgjwnM9evX7cyZM5YxY0ZXy95r16656vrZZ5+1pk2b2vXr1zleJgB//PGHpUmTxnr37u1q+WTmfl6zevVqczgctnr1ajMz69u3r1WuXJnuB152uy5WAwcOtMyZM1uPHj1csyzHTEL9+OOP7HsJSFyJo+PHj1vhwoWtUKFCtn//flf5lStXrFatWpY0aVKrX7/+wwwTcbhTN8cFCxZYUFBQrJvZP/30k/38889xtmDDwxHzM7+1e93u3butffv2bkkos5tDQpw5c8Z1Uxv3jwTUA+Q8CP3yyy+WM2dOW7NmjWvZkiVLrHr16ta4cWO3fr3OWbrMOAB522+//WZPPPFErLuCDRs2NIfDYXnz5rU//vjDzG4mofr3728Oh8M+//xzb4SLGNauXWuFChWyjRs3uso+++wzS548uX3yySeukzjnxdLWrVutZ8+erubt8K7Tp09biRIlrGvXrm7lt56Uz5s3z7JmzWpNmza1li1bWnBwsGufhPds2bLFli9f7mrV5NS0aVMrUaKE6wLY+RvXokULa9q06UOPE+6c3bNatWplzZs3v2PXnWvXrtmLL75oDofDChcubEFBQdwB9rKYF76//fab7d271y15HxYWZoULF7a33nrL1Wo0ZiLY+RjedWsCI2aLmBMnTliBAgWscOHC9ueff7rqq3Xr1rZv3z7GePKymJ//9u3b7ddff3UdF/ft22c5cuRwG08orvqi4cHDNWPGDLdj4JYtW6xs2bI2b948t/V+++03a9asmT322GM2bdq0hx3mv56P8I+EhYVp8ODBkiQfHx/XvxcuXFDSpEld69WsWVMdOnTQ0qVL9fvvv7vKAwICJElmJl9f34cYOW71119/KTo6WlWrVnWVDR48WNu2bdOWLVuUOnVq1a1bV3/88YfSp0+vl19+WRMmTFDdunW9GDUkadu2bTp06JAee+wxSTf3p+DgYK1evVrt27fX7NmzFR0draJFiyoqKkoFCxbUu+++q5w5c3o5ckjSkSNHFB4ersaNGys6OtpV7nA4JN2sT0mqUKGCunfvrsOHD+v06dNatWqVcufO7ZWYcdOUKVNUt25dderUSc8884wGDRrkWvbCCy8oadKk6tmzp8LDw+Xr66vr16/r0KFDevTRR70YNaSb+1eSJEm0efNm5cuXz+0c5NZ9z9fXV1OnTtX06dPVrl07bdmyRQULFvRK3LhZL85zzj59+qhhw4YqXbq0atSooTfeeEPSzfOXqlWr6ptvvtGYMWN06tQp+fr6uupWEuedXhYdHe2qx1GjRqlFixaqUKGC5s+fr5MnTyp9+vRatmyZoqOjVbFiRbVq1UplypTRL7/8ouzZs8vHx0c3btzw8rv4b4q5D/bt21cvvvii6tatqzZt2qhdu3bKkiWL5s2bpw4dOri2ca4fU5IkSR5azP91+/fv1+uvv67y5cu7yiIiIvTII49o/PjxWrRokas8b968euWVV3Tq1Cn16tVLkyZN8kLE/2LezH4ldqdOnbJGjRpZqVKl3FrNbNy40dKlS2dfffWVmbnfzciVK1espphIGN577z0LDQ11tUqLjo62rVu32okTJ8zs5mDxhQoVsjx58sRqfsldRO+aOnWqBQQEuM0ucqvRo0dboUKFXHeCkXBMmjTJ/P39XY/j6o5w8eJF+/XXX12PmXHL+z755BNLkiSJzZ071/744w8bM2aMpUqVytXiyezmQLolSpSwkJAQq1evnhUtWtSeeOIJjpkJxJkzZyxFihQ2YcKE264TGRlpXbp0ceueh4Rh2LBhljp1alu2bJl999139sknn1iyZMmsTZs2rnXCwsIsU6ZMd6xjeFdYWJilT5/eevXqZa+//rqlSJHC+vTpY3v37nWt07FjR2vWrJm1bNmSWe4SkKFDh1qaNGls7dq19vfff9vrr79uDofD7XyFsbkShsjISFuyZInlz5/fypcv76qXNWvWWMOGDa18+fK2cOFC1/q7d++2WrVqWa9evVxjseHBIAH1Dx08eNDatWtn5cuXtw8++MBV3rx5c0uXLp3t2rXLVXbmzBnLly+fzZo1ywuR4m4mTJhgPj4+cXbLch6kRo0aZdWrV7fw8PCHHR7u4ODBg5YpUyarVauWK4HoHMDaWXedOnWyF1980a3bKxKGr7/+2gIDA+2HH3647Qn12LFj7fnnn7fIyMiHHB3iMnPmTHM4HPbDDz+4yjZv3mwlS5a0SZMm2dChQ23btm1mdvMk7p133rHOnTvbO++840o+kYTyrujoaLt48aIVLFjQ6tWr55Y4jHnBtH37ditXrpwdOHDAG2HiNqKioqxevXo2aNAgt/LvvvvO/Pz8bOTIka6yTz75hK4+CdTs2bMte/bstmnTJjO7OYyHw+GwtGnTWpcuXdySUDFx/PS+yMhIe/75523mzJlmZvbll19acHCwffrpp2ZmnG8mIDHPLb/55ht78sknrUaNGq6y1atXW8OGDa1cuXI2depUu3DhgvXp08eaNWvmNiYwHgwSUPcp5g/50qVL7bnnnrO8efO6+vpevXrVatasaUFBQTZgwAAbPny4VatWzQoWLMiPRgJ1+vRpy5Ytm5UrV85VvzEvdi9fvmw1a9a01157zVsh4jaioqIsLCzM0qVLZy+99JLb/hkeHm5hYWGWNm1aZmtKoI4dO2Zp0qSxZs2auQ0o7rwIjo6Oti5dutjbb7/trRARw/Hjx61EiRKWP39+16xoZmZ16tSxlClTWrVq1Sx58uSWLVs2W7JkSZzPwcVwwuGcrGHMmDFug4o7978333zTatSowY0XL7u1FcWlS5csV65cbuckzousV155xerVqxerpSj7XcJy/fp1+/zzz129KBYvXmzBwcE2a9YsmzBhgjkcDuvVq5fbzWwzWtR4y62f+8WLFy1Xrly2aNEiW7p0qT3yyCOu68Br167ZsGHD7Ntvv/VGqLiFs+6WL19urVu3tqJFi5rD4bAqVaq4lq1du9batm1ryZIls9y5c1uaNGlsy5YtXoz634sE1D/Us2dPq1atmlWsWNGCg4MtZ86cbt3xevXqZeXKlbOSJUtakyZNmO0uAYuKirIRI0ZYypQp7emnn3Y7Ef/zzz9jJRA5AUgYnPUQERFh7du3t9SpU1vu3Lnt/ffft65du1rDhg0tffr0bs2hkXA4j4UTJkwwPz8/69ixo6vbq9nNO4h9+vSxbNmy2Z49e7wVJm6xYMECq1GjhtWpU8d27dplzZo1s3z58rkGQT5//rylS5fOmjVrxrEygYpZLy+++KIFBATY4MGDXYn63bt3W8+ePS116tRuiUY8fDHv3h88eNCVWOrXr58VLVrUNmzY4LZ+79697ZlnnmHfS2Diqo+DBw/a0aNH7fjx4/bUU0/Z8OHDzczs3Llzlj59evP19Y1zxmV4z6BBg2zevHkWFRVlrVu3tmeffdaCg4Ptk08+ca1z+PBhq127tk2ePNmLkSKmpUuXWpIkSezDDz+0L7/80t5++23Lli2bVahQwbVvHj9+3DZs2GBz5sy547Ae+GcYffAfmDVrliZMmKDvv/9e+fLl06lTp9SnTx9NmzZNDodDr776qoYOHarz588rMDBQSZMmlcPh0PXr1xn40YvMzG0QTmeZn5+f2rVrp6tXr2rUqFHKkiWLnnnmGZ0/f17h4eHy8fHRpk2b5Ovrqxs3bjBwYALhcDgUHR2toKAgjRgxQmXLltWsWbM0fvx4BQUFqUKFClq9ejWDVSdQzv2oQYMGOnPmjPr166eff/5ZZcuWVZIkSbR//3799NNPWrp0qXLlyuXlaOE8fjZo0EA+Pj4aN26cqlSpIl9fX23fvl3BwcGKiopScHCwqlevrvPnz+vGjRv85iVAMX8HR4wYoRQpUqhv37567733lCJFCqVIkULR0dH64YcflD9/fi9G+t8Wc6Dq/v37a9euXercubPKly/v+n0bM2aMoqOjVapUKYWHh2vz5s3Knj17rHMdeE/Mejx9+rSioqKUMWNGZcmSRZK0a9cuXbx4UUWLFpUknTt3Ts8//7xKlCihF154wWtx/9d9+eWXqlOnjutc89y5c5ozZ45mzJghPz8/1alTRw0aNFDlypVVp04dSTfrt3379oqIiNBLL73k5XcA6eb+t2TJEjVu3Fhdu3aVJFWvXl1FihRRly5dVL16dS1dulQZMmRQhgwZVKJECS9H/O/mMPv/KU5wV84fD+e//fr103fffaeNGze61tm3b586duyovXv3KiwsTO3bt3d7jriSH3h4Yn7+165dk5+fn2uZs16vXr2qXbt2afLkyTp06JDSpEmjkiVLqm3btkqSJAkJxAQq5smdJJ08eVJp06ZlhslE5OrVq1q/fr3eeecdnTp1So888ohKlSqljh07kkBMQGIeR7/66iuNGDFCSZIk0fDhw1W4cGFJN+vy6aefVtmyZfXee+95M1zof3X2ww8/6MaNG26zvcb07bff6uDBgzp8+LBKly6twoULKzQ09CFHi7j07t1bU6ZM0dixY1W+fHmlS5dO0s0L5FGjRmnnzp3KmjWrrl27phs3bmjz5s3y8/PjvDMBiFkHgwYN0pdffqkzZ84oXbp06t27typXrqzdu3erZs2aeuONN1SkSBGNHDlSkvT1119LEjc+veDbb79VrVq19P7776tHjx6SpCtXrih//vyaM2eOihcvLkmaPn26unXrpscff9x1w+XKlSvauHGj/Pz8qLsEonnz5tqzZ49+/vlnV9mNGzcUFham4cOHq2TJklq3bp0XI/zvIAF1j2Je3O7evVuPP/64PvnkE40fP15LlixRaGioa51ly5apYcOGSps2rQYPHsydiwRo2rRp2r9/vwYMGOB2YnDridqtSSp+RLzDWS87duzQmTNndOrUKTVo0CDWlNIx1731XyQsd6qXGzduKDo6WkmSJJHD4aD+EqCY9bd48WKNHTtWfn5+GjRokAoXLqyaNWvq6NGj2rx5s3x9fdkPE4A1a9aodu3a+vTTT/Xcc8+5/ZZRPwnbDz/8oFatWumLL75Q0aJFde3aNZ08eVJ//fWXChcurGvXrmnlypX65ZdflDlzZr388svy9fXlhlkCM3DgQI0bN06jR4/W008/rQoVKsjhcGjx4sXKkSOHBg4cqFGjRillypRKly6dVq9eTRLRy8aOHatu3bpp6NCh6tGjh65evar8+fNrwYIFypcvn+s8Zc2aNdq1a5cOHjyovHnzqlmzZty0TmBmz56t4cOHa8CAAapVq5Zrn5o9e7bGjBmjpEmTasqUKcqWLZt3A/0PIAF1D+bPn6+zZ8+qQ4cO6t69uzZt2qQVK1Zo27ZtKl++vF5//XWFhYXJ399fkrR8+XJ98MEHqly5srp27erWKgPeFx0drVatWmn//v1as2aNpNgn3/zYJxzOuli4cKG6deum0NBQHTlyRBkyZFDfvn1Vt25d9rEEzlmHu3bt0rFjxxQaGqp8+fLdcd3bPUbCEbNuFi1apHHjxsnf319HjhzRpUuXtHPnTu7+JhDHjh3T+PHjlTRpUvXt29fb4eAubj3uLVu2TGFhYfr888914cIFzZo1S3PnzpUkpUqVSvPnz1eOHDncnoP9LuG4ceOG/v77b9WtW1c9e/ZUgwYN9MMPP6h+/foaPny42rVr51p3165d8vHxUZ48eeTj40MCIwEYO3asOnfurHfffVfNmjXTs88+q8WLFytr1qyS/re/3lpX7IPe4ayPY8eO6fr160qaNKkyZMigU6dOqXHjxkqWLJnatWununXrSpJ69eqlS5cuadiwYUqePLmXo/+P8OgIU/8SAwcONIfDYdWqVbOgoCDX1NJmZtOnTzeHw2E9evSwZcuW2d69e61GjRrWpUsX14BmDDiecDgH8jxy5IilT5/eJkyY4OWIcC/Wr19vadKksalTp5qZ2f79+83hcLhmG0HCt3DhQkuePLnlypXLHA6HvfPOO3b06FFvh4V7EB0d7TZ47u3+v2jRIsufP7+VKFHCNeEGs74+fOPHj7elS5ea2c362b17t2XNmtUyZsxoI0eO9HJ0uJuYA44fP37cbty4YRs2bLBMmTJZlSpVLGXKlNa6dWubNm2aLV261B577DFm2kqAIiMj3WYhPHDggOXMmdOuXr1q3333nduMaRcvXrRx48bZuXPn3J4j5ncB3jVmzBjz8fGxV155xbJmzWpZsmSxWrVqWc2aNa106dJWunRp+/DDD70d5n+e85xk4cKFlidPHsuZM6c98sgj1qNHDzt27JgdPnzYnn76aStYsKDlzZvXqlWrZsmSJbOdO3d6OfL/FlLq9+Ctt97SvHnztHz5cvXt21dPPvmkq7vdiy++qICAAPXp00czZ86Uv7+/UqVKpcWLF7u6/5D9TjicLWVSp06tunXr6qefftLLL78ca/wgeM/u3buVPXt2V4tCSfr9999Vvnx5tWjRQrt371atWrXUpk0bdejQQZJ0+fJlJUuWzFshIw7R0dGu7nNHjx7VsGHD9MEHH6h27dr6+uuv9dprryk8PFxdu3ZVpkyZvB0ubrFs2TIdOXJErVq1cmuJceXKFQUGBrruMMbs5lq3bl2lS5dOTz31FF0PvMDMdOTIEX3xxRcaO3aspJsDjefJk0fNmzfX+++/rw0bNuj48eMKCQnxcrSIS8xzkYEDB2rXrl3q1auXSpQooYkTJ2rnzp165ZVXVLFiRaVMmVIRERFKnjw5rUQTmAULFmjWrFn666+/1KBBA7355pvKnDmzgoOD1bx5cy1dulQffPCBXn75ZUnSiRMnNHPmTGXOnFm1atVyPQ/npQ/f7a4HXn31VTkcDnXq1EkFChRQs2bNFBAQoBs3bujSpUtKliyZXn31VS9EjJgcDodWrlypZs2aaejQoSpSpIh2796t999/XydOnNCIESM0Z84cbdy4UUuXLlWaNGn0wQcfKG/evN4O/b/Fu/mvhOvWuw4vv/yytW3b1nx8fNym2XS2bjp06JBt377dVqxY4Srjzm/CMXLkSOvWrZvt2bPHVbdffvml+fn52U8//eTl6OD01VdfmcPhsLlz51pkZKSr/LXXXrNGjRrZtWvXLHPmzNauXTtXPc6aNctGjBjhrZBxi71797o9/v77723gwIHWunVrt7vB06ZNs6CgIOvZs6cdOXLkYYeJO5g4caJlyJDB3nzzTdu/f7+rfMiQIdaqVSu3fdPp1t9MWv56z+XLl83MbNOmTbZo0SJXeb9+/SwkJMSGDh1qJ0+e9FZ4uAdvvPGGZciQwWbOnGnHjh2Ltfzq1at29uxZq1mzppUqVYr9LQH55JNPLEWKFPbaa69Z165dLUmSJDZmzBgzM3vvvfcsXbp0Vq9ePdf6ly9ftlq1almVKlWoRy+L+Tv25Zdf2rRp0+zTTz91W2fChAnmcDjs448/jvM5uPbzHmf9de/e3erWreu27Ouvv7bs2bNb37593cpjtuLGw8OtydtwZr+nTp2qAgUKaMKECZKkTJky6ZVXXpEktW/f3tW66e+//1bBggVd2zPtdMIREREhM9P8+fO1adMmpU2bVu+9956qVq2qjh076pNPPlHBggXp95sA1K5dW82aNVOHDh3k4+Oj2rVrKyAgQPXr11fLli2VKlUqvfTSSxo7dqzs/4evW79+vU6fPq1Lly5Rh1723nvvaf369ZoxY4arLjZt2qR+/fopU6ZMOnPmjGvK6ZdeekkOh0PdunXTpUuX9OabbzLbVgKwdu1ade/eXdOnT3eNjyDd/E27cuWKDh06pIiICNcMk86WF7feMablr/f4+/srIiJC3bt3l4+Pj3x8fFSnTh31799fUVFRGjt2rBwOh1q2bOmaSQ0Jx/fff68ZM2boq6++UrFixRQdHa1Tp07p8OHDSpcunTJnzqyhQ4dq9erVunjxotauXaskSZIw3kwCMHHiRHXu3Fnz5s1TvXr1JEmnTp3SjRs3dPHiRTVq1Ej79u3TunXrVLNmTWXOnFm///67zp8/r82bNytJkiS0yPeSmJ97WFiYpk+frmzZsmnv3r36/PPPNWzYMD355JN6+eWXdeXKFXXt2lVHjx7VgAED3PY7rv0ePue5yMGDB5U9e3ZdunRJN27ckHRzMilfX1/VqlVL+/fvV//+/dW9e3elSpWKSW68ybv5r4Tt0qVLliFDBitRooT99NNPrizpwIEDzdfX10aNGmX79++3evXq2bPPPmtmZFITgtv1mY+IiLDZs2dbtWrVLFu2bNaoUSN75plnrHz58nbixIk7bgvPc44ZY2bWsmVLS5UqlX3++ed25coVO3nypLVs2dKyZ89ukyZNMjOzY8eOWZ8+fezRRx+13377zVthI4b9+/fb77//bmZmZ86ccZWPGzfOHA6HDRo0yMLDw922mTBhgmXOnJkWGQnE1KlT7cknn3SrP6fIyEh7/PHH7b333nMr53cvYdqwYYNVrlzZatas6dYSKiwszHLkyGH9+vWz06dPezFCxGXRokVWsmRJO3funG3dutXefPNNy5Ejh2XPnt1q1Khhp0+ftlWrVtngwYNdrS1odeF9K1asMIfDYQMGDHArL1iwoBUoUMCSJ09uNWvWtAEDBti8efPs2WeftZYtW9rbb79NPSYgI0aMsNDQUPvll1/M7GYre4fDYeXKlbNff/3V9Xs3dOhQK1u2LL9/CcS8efMsadKkdvjwYfvoo4/M39/fdT7q3K8WL15s+fPnt7///tubocLMSEDFENdB5OTJk1agQAErW7asWxJq2LBh5nA4LF++fFagQAG3i2d4T8wE0k8//WTz5s2z7du3uxJMTvPnz7d+/fpZihQpzOFwWOfOnR92qLiFc9/atGmTfffdd+bv72/ZsmWz+fPnm5nZ9u3brVWrVpY6dWrLnj27FS1a1LJnz26//vqrN8PG/4vZdWDNmjX2zDPPuA2M6zxmvv/++xYREeG27a1JKXjPvHnzXMnCyZMn28iRI23SpEk2fPhwe/vtt61p06b2zDPP2NixY2348OF26tQpb4cMu30ScMOGDVaxYsVYSaguXbpY/vz540w04uGJ66bXqlWrzOFwWI0aNSx16tTWsmVLmzp1qs2bN8+yZMlia9ascVufblsJw549e6xcuXL27LPP2qZNm8zMrEGDBvbYY4/ZnDlz7JtvvrEnnnjCChUqFGe3c+rRO5YuXWqzZ882M7Pz589bhw4dbMaMGWZmtmDBAkuZMqWNHDnScubMaeXKlbNNmza59lvncZcklHc4P/cLFy7YG2+8YR988IGZ3bxZVrduXQsNDbVdu3a51u/Ro4cVK1bMzp8/741wEYPD7P/7scDl/PnzSpkypatJ36lTp1SxYkWlSpVKw4cPV8mSJeVwOLRx40ZFRETo6aefZsDVBMBidAfp3bu35s6dKzNTihQpVLJkSfXo0UN58uRx22bfvn0aM2aMdu7cqdmzZ+vRRx/1Ruj4f1999ZUaNGigAQMG6OzZs9q6das2bdqkSZMmqVGjRjp37pz+/PNPrVq1Snnz5lWBAgWUOXNmb4cNue9/+/fvV5UqVfT444+re/fueuaZZyRJw4YNU1hYmEaMGKHWrVsrODg41rbwvmnTpmnmzJm6fPmyChQooIiICEVERChJkiTas2ePdu/erRw5cihDhgxatWoV3X68zLn/rFmzRmvWrNGpU6f07LPP6qmnntIjjzyijRs3qnfv3kqWLJk6dOigOnXqSJJOnz7Nb54Xxezys2vXLl24cEGZM2dWxowZtW7dOn377bcqWLCgKlWqpDRp0ujChQsqX7683nvvPVWpUsXL0SMue/fuVZcuXZQkSRKdP39eV65c0YIFC5QtWzZJ0q+//qpixYpp4cKFri568J6ffvpJ5cqVU9GiRfXaa6+padOm+vHHH5UvXz4dP35czz33nLp06aIuXbros88+U4sWLZQ3b1598cUXyp07tyTOXx6muD7rdevWqXnz5goJCdEHH3ygp556SpL022+/qW/fvvr2229dE6Ns2bJFK1euVKFChbwQPdx4K/OVUI0YMcLKlCkTayDdU6dOWbZs2axMmTK2evVqBlxNYGLefRg2bJhlzJjRVq1aZWY37/SmTJnS6tev78qER0dHu+ps7969lixZMvv8888ffuBwuXjxopUqVcp69OjhVt6sWTMLCgqy+fPnuw1ijYTnq6++silTppiZ2Z9//mlPPvmkVa1a1ZYvX+5a5/333zeHw2EfffQRdw0TmJj10b9//1iDeJrdHBzZ2WLUuT5dl73HWQcLFiywoKAga9KkiZUoUcLKlCljb7zxhqt1obM7XtmyZe2bb75x2xYPX8zPvk+fPpYrVy7LmTOnZcmSxbp16+bWQiYqKsrCw8OtRo0aVrp0ac43E7g9e/ZY5cqVLTg42ObNm2dmN4+R0dHRtnnzZnviiSds7dq1Xo4SZmZffPGFORwOK1++vD377LM2Z84c17IxY8bY008/7Wrl+9lnn9mrr75qL7zwAvugFzjPM06fPm1bt261lStXmpnZ5s2brUyZMubv7+/qNhnz3GTq1Kn25ptv2qBBg2zPnj3eCR6xkIC6xc6dOy158uRWp04dVxLK+aX/4osvzMfHx4oWLWrbtm3zZpj4fzFnp4iOjrbDhw9b9erVbdasWWZm9s0331iKFCmsRYsWli9fPmvQoIH98ccfrvWddVuuXDnXLCXwjitXrliRIkVs+PDhZuY+JlTZsmUtd+7cNnPmTLt69aq3QkQM69ats3PnzpnZzX3p6tWr9swzz9hnn33mWud2SagPP/zQrVk0Eg7niduQIUPsiSeecJvx7sqVK1a1alXr06ePq4zkk/etX7/esmTJYhMnTjQzswMHDljy5Mktd+7c1qlTJ1cSas2aNVa7dm07dOiQN8NFDCNGjLD06dPbjz/+aGZmLVq0sNSpU9v69evN7ObvYP/+/a1s2bJWvHhx1+8iF8AJ2759+6xatWpWo0YNW716tau8du3aVrFiRY6bCUjz5s2tQoUK1qBBA6tYsaJNnz7dzMz69u1refLksePHj1t4eLjVrl3b7TqBffDhce4vO3bssGLFilmmTJksadKk9uyzz9q1a9dsy5YtVqRIEcuePburWznjqSVs/+kE1I4dO2zp0qX2/vvv2/Lly10Jp927d1vKlCmtZs2abi2hPv/8c3v55ZetadOmHHgSgHXr1pnD4bBOnTq5yqKjo2358uV24sQJ+/nnny1jxow2duxYMzPr2rWrPfLII1a+fHnbt2+fa5vPPvvMHA6HKzEF76ldu7aVLl3a9dh5sv3yyy+br6+vZc2aNdb4QXi4oqOjbdOmTXEOKl6kSBHX2AnOY6QzCVWzZk1XywskfBEREZY1a1YrU6aMffbZZzZx4kSrVq2aPfnkk5zYeYkzOeg8BjofT58+3dq2bWtmNycCyJkzp7Vs2dJ69epljz76qPXs2dOVLL5y5crDDxyxOFth169f30aNGmVmN6d9T5EihY0bN87MzJX8Xb16tb355psMVJ3I7Nmzx6pXr241a9a0NWvWWIMGDSx37tyu8xqSUN7lvJk5Y8YMa9u2rW3YsMEaNGhg5cqVsy+//NJOnTplISEhFhISYjly5GC8Xy9x7idbtmyxZMmSWY8ePWzp0qU2evRoS5EihTVt2tTMbt6IKVWqlOXPn981uUbMG2hIWP6zCajJkydbnjx5LE+ePJY6dWpLmjSpZc6c2b766isz+18Sqk6dOvbtt9/a0aNH7dlnn7XRo0e7noMklHdFRUXZ/PnzLXny5NaxY0dXufNH5c0337TGjRu7DkDDhg2zChUqWN++fd1++M+ePUvy6SGL2f0gZl2sXbvWHn/8cWvRooXb+t27d7e1a9fa8ePHH1aIuIuRI0ear6+vDRkyxDWjSPHixV0Dj9+4ccN1obRv3z7LkiWL1a9fn26UiYBz/9y2bZuVKlXK0qVLZ8WLF7eXXnqJFhhedubMGUubNq1b69/w8HD77bffLDIy0qpUqWKtWrUys5sn39myZbMMGTJY9+7dXd2A4B23fvYXLlywIkWK2LZt22z16tX2yCOP2CeffGJmN89jPvroI1u3bp3bNux3icuePXusVq1a5ufnZ3ny5HEdP0kiesePP/7oainqdOzYMcuYMaNNmjTJjh8/bg0aNLCyZcva119/bX///beNHj3aPv74YxLAXrRv3z7z8/OzgQMHusqioqKsU6dOljlzZjt37pxFR0fb2rVrrUyZMlawYEFmVk7g/pMJqBkzZlhAQIDNmjXL/vrrL1dZpUqVzM/PzzUW0O7du61AgQKWKVMmCw0NtaJFi5L9TiBiJi2++OIL8/Pzs759+7qt061bNytVqpQdO3bMzG7ORjJ+/Hi3vsGczD18zs9/+fLl1qVLF6tdu7bNmjXL/v77b7t+/bpNmjTJcufObUWLFrW+fftakyZNLCAgwK3VGh4+5z4X847Shx9+6Jp2+ujRo1ayZMnbzkp4+PBh+/PPPx9KrLi9+zl5/vPPP+38+fOufZcTcO+5dOmSde/e3ZImTWrTpk0zs/8dU/fs2WOPP/64a/zDQ4cOWd26de2tt96i252X/V979x0Wxdm2cfi3VBXB3rBr7L2TRJMYo7H3rhF7gr33Eguo2LvGGsurxppYImIh9t6NGjU2UEQsSFFgl/n+8GMjMXnfFHVRrvM4ckRmZ9Z7BXZnrnme+3nxnOXFz7LGjRsb7733nuHi4mL9fhrG8xWYP/74Y2sgJW+vixcvGt27d1eAYWO7d+82TCaTYTKZjM8//9yYO3euce7cOcMwDGPVqlVGnTp1jPDwcOP8+fNGo0aNjI8//thYuXJlgufQNcObZ7FYjIkTJxqpU6c2vL29Ezw2a9Yso2DBgtaVzuPi4oyDBw8aRYoUMd5//33ddEnEktySbXfu3GHmzJlMnz6dFi1aYPz/IoCtWrWiUKFCDB48mHbt2pEvXz6KFy/Orl27OH/+PJGRkdSoUUOr3SUChmFYV47x9fXl9u3bpEyZEh8fHyIjI5k6dSoAJUqUYN++fVSvXh2TyUR0dDRr1qzBZDIleA55s0wmE5s2bcLT05PatWuTM2dOvvzySzp06EDPnj1p164dxYsXx9fXl0OHDuHs7MyRI0fImzevrUtPsuJXa7px4wb+/v6UKlWKsmXL0rNnT0wmE7179waer6r1xRdf8OGHH2I2m4mKisLBwYE8efIwatQoG7+KpO3Ro0ekSZPG+tm1cuVKbt26RebMmWnRogXJkiUDEq4yE/99z5Mnj/V5DMPQ558NpUiRgpEjR+Li4kLbtm1xcnKiefPmAFgsFkwmEwcPHqRw4cIsWrSIqKgoevfuTZo0aWxcedL14mp3Y8aM4aeffqJHjx7UrVuXHj160Lt3b1KkSEGbNm0wDIPHjx/Ttm1bzGYzHTt2tHH18m8VLFiQGTNmAOj6wYayZ89OpUqVcHBwICYmhp9//plhw4YxbNgwDMMgMjKS06dPU7FiRUaPHk3Xrl05ePAgLVu2tD6HVnx98+zs7GjZsiXR0dGsWLGCyMhIvL29uXfvHkOHDqV///5kypQJeH594eHhwaJFi8iUKZOu8xIxkxGfwCQRV69epXLlymzYsIFy5coBCU8OduzYQatWrejduzdDhgx56XiLxaI3oERizJgxzJgxg6VLl2I2mzl16hTjx4+nQ4cOzJ49G3i+nPiNGzeIjo5m9OjRODg46HtoY6dOnaJhw4YMGTKETp06AeDq6oqDgwMNGzZk6NCh1gtei8WCxWLBycnJliUnafHvj+fOnaNx48YUKVKETp06WYNdgOnTp9O7d2/y5cuHh4cHefLkISIigkePHuHq6moNFcU2mjZtSmxsLHPmzCFLliwMHz6cKVOmUL58eX766ScaNWrEiBEjKFasmK1LlRe8eG4Czy9e7e3trb93FStW5ODBg6xYsYKWLVsSFRVF37592blzJ9HR0cTExLBt2zZKly5tq5cgLxg6dCjffPMN3377LYULFyZXrlxER0ezcuVKpkyZQlhYGHny5OHZs2eYzWYOHz6Mo6OjzllEXpFffvmFwYMHExsbS8+ePbFYLMyfP5+nT5+yfft26tWrx7p167C3t+fGjRvkyJFDIUYiERwczDfffMOaNWuoXLkymzdvpk6dOsyaNQvAOqAk/vNREjlbDb2ylcOHDxsmk8k4ceJEgu0vDtGLX45TEq+oqCijWrVqxtixY63bIiMjjW+//dawt7c3+vTp84fHaeiz7e3cudM6XfLGjRtGzpw5jV69ehlr1qyxNpX//e+n2NbFixeNNGnSGIMGDTKCgoL+cJ85c+YYJpPJ8PX1VePHRMbPz89wdnY22rZtaxw/ftyoVq2acezYMcMwDOPChQtGlixZjHr16iVY3VXD1hOHmzdvWptUG8ZvU7kmTJhgZMiQwWjatKlhMpmMJUuWGIbxvEH5zp07jXXr1llbDIjtnTt3zihSpIi1R55h/PY7FhMTY/z666/GqFGjjLFjxxqLFi2yTvXROYvIq3Xp0iWjevXqRrVq1YyLFy8aZrPZuHDhgtGhQwfj9OnThmH8eZ9Ssa27d+8ao0aNMrJly2YUK1bMul3vk2+fJBdA/fLLL0batGmNwYMHGxEREQkei3+TqV27doKm1pL4PH361MifP7/RvXv3BNsjIiKMxo0bGyaTyWjfvr2NqpPfe/HD/O7du8bFixeN2NhYo0GDBka7du2sKzMVK1bMcHBwMPr27asQI5GIiooyGjdubHTt2jXB9piYGOP27dvGhQsXrNsmTpxoODo6GkOGDLGuuiW2Fd+3MCAgwHBwcDDq1Klj1K9fP8FqkmfPnjXc3d2N+vXrG2fPnrVVqfI7ZrPZGDhwoJE/f35jwoQJ1u3e3t5G2rRpDX9/fyM2NtYYNmyYYTKZjKVLl9qwWvlvAgICjDRp0iR4v4z3ZxdP6jcj8nr88ssvRrVq1Yxq1aoZe/fuTfCYAqfELT6EKlSokDF8+HDrdn3f3i5Jblxhvnz5qFu3LrNmzcLf35/o6GjrY3Z2doSHh/P48WMKFiwI/DakT2wnLi7upW3JkiWjTZs2HDhwgP3791u3u7i4UKhQIapWrUpgYOAfHitvTvzvT0REhHVb5syZKViwIJGRkQQFBfHxxx+TLFkyoqKi8PDwYMqUKXz11VeadpdIODg4EBwcbH1PBPDz82PAgAEUKVKE2rVrU7lyZQzDoF+/fowaNYq5c+disVhsWLXEc3R0BODjjz9m3759+Pv7s3fvXm7fvg08/x0tVqwYfn5+nDx5ki5dunDt2jVbliz/z97enu7du1OjRg02bNjAvHnzmDhxIlOmTGHFihV89tlnODg4MGjQIEaMGEG7du1Ys2aNrctO8l4874j/c7JkyXBzcyMkJOSlxzZu3Mjq1atfeh5NuxN5PfLly8esWbOws7PDx8cnwXWEptwlbpkzZ6Zz5840b96cTZs20bdvX0Dft7dNkvpuxX/YT548mTJlytCxY0cWLVpkPRG/ffs2LVq0IDIyki5dugCaS2pL8eFF/JvK8ePHCQgI4NmzZwBUrVqVVKlSMXv2bH766ScAwsLCOH36NE2bNsXPzw87OzuFUDZkMpnYvHkzn332GTVr1mTQoEHWx0JCQrh//z7Xr1/n+PHjjB8/nr179+Lp6cl7771nw6rlRU+fPiU0NJSzZ89y6dIlxo0bR8+ePbl9+zZjxoxh2LBhBAYGWhuRDx48mGvXrpEuXTobV5607dixg2PHjgEwYMAAJkyYgIeHB7t37yY8PJzx48dz584d66IMRYsWZdOmTaRLl47cuXPbuHqJlzVrVgYNGkS5cuWYNm0aQ4YM4bvvvqNGjRqYzWbg+Y2Xfv36MXbsWPVas7EX+3bNmzePVatWER4eTpkyZUiZMiWjRo0iMDAQeH5uEx0dzbJlyzh69KgtyxZJcvLly8eMGTOwt7end+/enD171tYlyZ/4/WCQzJkz8+WXX1KzZk0OHDjA/fv3bVSZ/FNJrgl5vFu3btGzZ082b95MihQpyJgxI25ubqRIkYI9e/ao8aONffnllzRs2JBq1aphMpno378/S5cuxTAMXFxcmDNnDrVq1cLf359JkyZx9uxZ3N3diYqKwtHRkZMnT+Lg4JBgRSd5806cOMFnn32Gl5cXd+/e5dSpU2TKlAk/Pz8Apk2bxvDhw8mUKRNRUVFs2bJFDXMTod27d/P555+TNWtWHj58yMSJE6lSpQrvvfcesbGx1K5dmyxZsrB06VIA/d7Z2L179+jQoQO3bt2iRIkSrFmzhmPHjlGiRAkAfvrpJ6pWrUqrVq3w9vbG3d39pe/Z7xtgi23du3cPHx8fAgICaNOmjfWu74uraun3LvEYMGAAy5cvZ+DAgTRr1owsWbJw7do1PvnkE9zd3alfvz5p06ZlzZo13L9/n1OnTml1NBEbuHjxIgsXLmTixIn6zLOh+M+vkydPcvr0aeD5CpIffPDBnx4TEhKCnZ0d6dOnf0NVyqvyzgZQf/XkedOmTQQGBvL06VOKFCnC559/jr29vZZKtbEiRYoQFRXF0qVLefr0Kf3792fq1Knkzp2bwYMHs3//fqZMmULz5s25efMm586d46effiJz5sz07NlTq93Z0IsXQfv372f37t2MGDGCp0+fsnv3bvr160fmzJnZs2cPAIcPH8bBwYEsWbKQNWtWW5Yu/8Xt27cJCQkhZ86cCT7s4+LiaN68OQUKFGD06NGARo4mBsePH6dx48YEBQWxdOlSWrVqRWxsLCaTCQcHB/bu3UvVqlVp3bo1I0eOJEeOHLYuWf6H4OBgvL29OXbsGA0aNGDgwIGAVudNbFasWEG/fv3Yvn07JUuWBH77XHzw4AFfffUVN2/exM7Ojvfee48lS5bopqdIIqAbL7a1fv16unbtSqFChUiePDkBAQFMnz7dumK2vDveuQDq1q1b1hPp33+Yv/jG8t/eZHQSYDsvfl8qV65MUFAQHTt2JDo6muHDh1v3a9WqFXv27GHKlCnUrVuXFClSJHgeBYi2EX+SffDgQa5du8auXbtwc3NjxowZAMTExODv70+/fv3Ili0b/v7+Nq5Y/o2YmBjGjBnD4sWLCQgIIF++fLYuKcmL/x28ePEiX331FSaTicjISGbOnImHhwcWi4W4uDgcHR3Zt28fH3/8MaNHj2bYsGG2Ll3+gvgQ6tSpU1SpUoVRo0bZuiT5nREjRnDp0iXWrFmDxWLBwcEhwbmNYRg8e/aMmJgYUqVKBeicRUSStrNnz1K1alW+/vprvLy8OHPmDKVKlaJnz55MnTrV1uXJK/ZOxbwrV66kTZs2rF27FvitgeOSJUuIiIhIEDj9t4Rb4ZPt2NnZERsbC8CePXvIlSsXgwYN4uLFiwnmAK9cuZJPP/2UgQMHsnr1amtfqHg6kbMNk8nE999/T+XKlRkzZgw7d+4kICDA2oTcycmJatWqMWXKFM6dO0f9+vVtW7D8YytWrKB///4sWLCALVu2KHyysfhed/Gjz/LkyYO/vz/e3t5ky5aNLl26cPjwYezt7XF0dMQwDCpVqsT58+cT9GaTxC1z5swMHTqUfPnycfDgQR48eGDrkpKsP+svefHiRe7evWsdbRgfPpnNZo4cOUJERATJkye3hk+GYeicRUSStFu3blGqVCm8vLy4efMmtWvXxsvLyxo+/frrrzauUF6ldyaAWrlyJV9++SUdOnSwDnmG571LJk+ezNatWwGtapeYnT9/Hni+atOcOXO4dOkSO3bsoGbNmvj5+bFr164EK2utWLGCIkWKsHnzZpIlS2arsoXfTsQjIiJYu3YtCxcu5NChQyxfvpxnz57x+eefW1ecdHR0pEqVKixfvpzJkyfbsmz5hy5fvmxdwGHPnj2UKlXK1iUlaS+Orjh37hynT5/m+vXrODk58eGHH9K1a1dy5sxJ9+7dOXToEABNmjRh1qxZFC5cGAcHB2tDa0n8MmfOzPjx41mxYoWa/dtQZGRkgq/jz08aNmxIcHAwq1atAn674Xnv3j1Gjx7N8ePHExynKcsiktTEX48fPXqUK1euEBUVxdOnTzl79iyVKlWiZs2azJw5E4B9+/YxefJk7t27Z8uS5RV6J6bghYWFUbt2bapUqcLXX3+d4DGz2UzHjh15/PgxmzZtAn77odeHfuJx7tw56taty5dffsmDBw+YMWMGZ86csS79/sknn3D9+nW+/fZbKlWq9KdTK+XNOX78OAUKFMDV1RV4/gHRvXt3MmbMiK+vLyVLlsQwDE6ePEmLFi3IkCEDe/bswcnJycaVy6sQEhKCs7Oz9S6+2MaLPdeGDx/O999/z71798ifPz/Vq1dn6NChAOzatYt58+axY8cOChQoQEhICFeuXMHR0dGW5Yu8lZYsWcKAAQMYO3YsOXPmpHr16tbHfvnlF3r37o3FYqFhw4a0a9eOq1evMnDgQEJCQjhw4IBG2otIkrd9+3ZatmzJqlWrcHZ2pmvXrgQHB9OgQQMWLlxo3a9Xr17cvn2bxYsX65zzHfFOXLXHxMRw48YNYmNjefjwoXX748ePcXBwsDZ8PHz4MPB8lIbCp8QlXbp0dO7cmQkTJvDNN9/w888/U7BgQZ4+fQpAQEAAuXPnpm3btuzfvz/BSCg7O7s/HQovr55hGBw4cIDy5cuzaNEi6/S6PHnyEBcXx86dO3n06BHwPOQtU6YMq1ev5tGjR5QqVYqYmBhbli+vSMaMGXUikAjEf5aNHj2a+fPnM23aNA4dOkTBggUZPnw4gwcPBrDeoJk+fTp16tTh6tWrODo6auSTyD+wZ88eoqKiOHPmDCNHjqRJkybs3buX8PBw8ufPz/jx48mSJQtff/01GTJkoFGjRoSEhLBv3z7s7e0TnMOIiCQ1Dx8+ZOfOnQwePJjPP/+cTz75hNq1a/Po0SNKlizJr7/+yq1bt6wrio4ePVrnnO+Qd2IEFMCoUaNYuHAhKVOmpFChQly/fp0HDx5Yl2c8efIkqVOnxs3NjQYNGqihWSLx4uilTZs20aJFCzJnzkznzp2tF07Pnj2zTrGrUqUKe/fu5ejRo5r2Y2OjRo3Cx8eHiRMn4unpSapUqQgKCqJmzZrY29uzadOmBCtrHT16lC5durBu3Tpy5cplu8JF3jEnT56kR48ejBkzhsqVK+Pn50eTJk2oWbMm27Zto2fPnowZM+al47Tghsg/c/DgQRYvXsyXX35J+vTp6dy5M66urly/fp1x48ZRvnx50qZNy61btzhy5AgZM2akYsWKWmVZRJK8EydO8Pnnn5M5c2ZGjRpFo0aNrI9169aNnTt3EhgYSOHChXny5AmrV69O0F5H3n5vfQD14vSDgwcP0r59e8aOHUvevHmJiooCIDAwkG7dutG/f39MJhO9e/fWh38i06NHD1KmTEmdOnUICAjg22+/pUWLFowcORJIeKHUu3dvJk2apAsnG3nx5Nnb25tRo0Yxffp0WrRoQerUqQkKCqJq1aq4uLiwfv36BCFUdHQ0zs7Otipd5J0UFRXFrFmz8PLy4vjx47Rq1YpRo0bRokULmjdvzrZt2+jSpQuzZs2ydaki74R79+5Rp04dGjVqxMCBA4HnF1XlypUjf/78pE+fngYNGtCoUaMEN1wU+oqIPO+Vt2nTJkaPHk3//v0TXBucO3eO27dvkzFjRrJnz06mTJlsWKm8Dm99AAW/hVA3btygfv36fPvtt5QoUcL6+NWrV+ncuTMLFiwgb968gJa8tbUXRz5duHCB2rVrs2LFCj788EOCg4OZN28ea9asoWXLlgwfPhx4vrRx69atyZ8/P6ATOVuJ/33bs2cPT548oV27dhiGwejRo/H09MTNzc0aQqVOnZr//Oc/GvEk8ors2rWLs2fPcvfuXYYPH27twRb/mda1a1fs7OyYNGkSzs7O9OnTh9OnT+Pm5saGDRvUL0/kX4r/DNy4cSP9+/dn7969uLu7U7x4cbJly0aPHj04d+4cAwcOpEOHDixYsMDWJYuI2Ny5c+cIDw/ngw8+AJ4vhuLv78+KFSv4/PPP1ZMyCXknAqgXlSlThrRp07Jhwwbg+Z3hdu3aYTab2b59u06+bSwyMhIXFxfr1xMmTODhw4fExsYyZcoU6/Y7d+6wYMECVqxYQZkyZQgPD+fcuXNcv35doVMisHXrVurVq8e4ceMwm81cunSJlStXMmXKFNq2bYubmxt37tyhTJkyFC5cGD8/PwW+Iv/SwoULGTp0KMWKFePnn3/Gzc2Nc+fOWU/azGYzH330EXnz5rWuQPnFF19Qt25dvvjiC0CLNoi8KoGBgXh5edGwYUOmTZuGq6sr33//vXVlwuDgYDJkyKBzFhFJ0gzD4MGDB1SqVIkiRYrQr18/PDw8AKhbty6HDh3i22+/pVq1arpWSCLeme9y/En1okWLqF27NkWLFsXV1RU3NzdiY2M5ePCgtVm1Tr5to3r16hQrVoyJEycCz6djXb58maVLl1KtWjXgtxUK3d3d8fLyIlu2bKxbt4506dJx7do17O3t9T20sdjYWGbNmkX79u3p37+/dXvOnDnp06cPdnZ2tG7dGnd3d06ePElUVJQ+UET+pfnz59OtWze+++47qlatyt27d6lcuTKnT5+mbNmymEwmHBwcaNasGb6+vjRr1ozbt28TFRVFy5Ytgefvr3rvFHk1smXLRokSJejQoQOVK1fmhx9+sN5gs1gsZM6c2fpnhVAiklSZTCbSp0/P+PHjGTlyJHPmzMEwDN5//31++OEH6tatS8eOHZkzZw61a9fWNUMS8NaMgHoxdAgLC/uvnfBDQkKYMWMGTk5O5M6dm5YtW6rxYyJw7tw58ufPj7OzMzExMTg5OREaGsrEiROZMmUKa9asoWHDhsTFxWEymRKsVBg/5F3fQ9syDAOLxUKVKlXw8PBgwoQJxMbGWkdgNGvWjICAAAYMGGBtyioi/86mTZto2LAh33//PXXq1AHg6dOnlCxZkipVqnDx4kUaNWpEo0aNcHJyYvny5ezevZssWbIwa9YsHB0ddREs8grFn5OGhITQqlUrqlSpwqBBg2xdlohIohB/3fb06VOSJ09u3b5161YGDBhAmTJl6Nq1KxUqVADgk08+ISgoiNOnTyeYKSPvprfiVuiL4dPEiROZNGkSFy9e/MN9DcMgY8aMjB07lhEjRvDFF19Yl7xVcGFbxYoVw9nZmUmTJlG7dm3Cw8NJnz49gwcPpnPnzjRv3tw6TTI+F42LiwOep+eGYeh7aGPxoyyKFCnC2rVrefLkCY6OjsTGxgKQJ08eLBYL48eP1/LuIq9AdHQ0fn5+5MmTh19//dW6vVWrVoSHh+Pq6kqKFCno06cPM2bMIF26dPTq1YsffviB+fPn4+joiNlsVvgk8grFn5OmTZuWXLlysWPHDhtXJCKSeJhMJgICAhg8eDBXrlyxbq9Vqxa+vr789NNPTJ48maNHjwIQEBDA7t27FT4lEW9FABX/QT9gwAAmTpxIgQIFSJs2bYJ9XgwqXhQfZOjkO/Hw8PDg8OHDdOrUifDwcFKnTo23tzcdO3akfv36+Pn5Wb/nL04X+f33Vl6/+N+fwMBAbty4YV1ZsmfPnmTIkIGmTZsSHh5uHQEVGxvLqlWruHTpEmnSpLFZ3SLvCmdnZ0aMGEHt2rVZvXo106dPp0mTJly/fp39+/czYcIEtm7dSvPmzVm8eDGhoaEJjldwL/L33Llzx/pni8WS4LEXv47/3Ro5ciQBAQEsX778jdUoIpLYXb16lcWLF/PNN99w7do16/ZatWoxcuRIfvzxR3x9fTly5AgA2bNnt1Wp8oa9FQEUwMqVK1mxYgW7du2idevWZMqUicjISG7cuAFg7e/0ewotbGvXrl1MnTqVAQMGEB4eDkDFihXZuXMn/v7+tG/f3hpC+fj40LFjR2rUqMHhw4dtXLnA89+f9evXU61aNcqWLUvbtm3ZvHkzBQoUYPjw4Tx8+JDChQvz5ZdfUq9ePWbPnk327NmtTVhF5N/LkiULgwYNomzZskyfPp3du3ezZcsW8uTJYw2FK1asSM6cOV/6HNRnoMhft3LlSpo0acLOnTsTTFtdsmQJ8PxmZvyNGZPJRFxcHKlTp2batGm0aNHCZnWLiNha/Hvj5cuXCQsLo2PHjsyaNYtVq1Yxe/bsBCFUmjRpyJcvH/fu3SNHjhy2Klls5K0JoIKDgylZsiTFihXjypUrTJs2jRIlStCoUSO8vLwA1Fw1kVm4cCEtW7Zk69atrFixgnLlylmnapUvX55t27axa9euBCHUmDFj8PX1pWzZsjauXgAuXrxIv3796Ny5M9OnT+fhw4dMmjSJVatWUbt2bdauXUuTJk0ICQkhRYoUHDt2jIIFC9q6bJF3TubMmRk2bBh16tQhd+7crFq1CoAUKVJgNptZt24defLkIUOGDDauVOTttHLlSry8vGjbti25c+e2hk/Hjx/nq6++Yt68eUDCUNfOzo6UKVPSo0cPHBwcNPVcRJKk+J5PmzZtokaNGsyePZuoqCjatGnDmDFj+O6775g9ezYnT54E4NSpU7Rr146tW7eSJUsWG1cvb1qibEJ+8+ZNsmXLhr29PTNmzKB79+7MnDmTGTNm8NFHH3Ho0CFKlixJoUKFSJYsGQsXLuSHH37QhW8i8mcrNm3YsIFy5cpZT+AOHz5MrVq1+Oyzz1iwYAFubm7W51DDcdv6+eefWbduHREREfj6+gJw7do1hgwZwp07d+jUqRNt2rQBfpsCqxBY5PUKDg7G29ubo0eP0qRJE/r160fdunW5du0aZ86cwcHBwXoiKCJ/zaNHj6hevTp16tRh2LBhCR6LjIxk3LhxhISEMH/+fEAjC0VEfs/Pz4/69eszffp0PvvsM/LkyWN9bNmyZUyaNInIyEjSp0/PxYsXOXDgAMWKFbNhxWIrie5qcd++fdSoUQN/f3969epFr169uHPnDj169KBFixY8ffqUvn374u3tzYgRI/j0009JmTIlTk5Oti5d/t+mTZvw8vJiw4YNNGjQgJQpU5ItWzZcXFxYunQplStXZtasWdy4cQMPDw+2bdvG2rVrrSFHPIVPtmEYBk+ePOGrr75i8uTJCRof582bF29vb9zd3fn222+ZNWsW8Dx4Uvgk8vplzpyZoUOHUqFCBTZu3EimTJm4fPkyp0+fto7A0MWxyN9jZ2dHbGwsDx8+JCQkxLo9LCyMFClSUKxYMQICArh8+bJ1ZScREXnObDazbNkyOnXqROfOna3hU/zMlzZt2jBv3jz69etHzZo1OX78uMKnJCzRjYAyDINatWpx4sQJnj59yu7duxNMx4qJicHJyQnDMHj69CnNmjUjJiaGH3/8URfAiUB0dDS9evXC39+f7t2707NnTwAaNmzI4cOH+eKLLzh//jz+/v7069ePkSNH4uzszM8//0yBAgXULD4ROXHiBAMHDuT27dv4+vpSr14962PXrl2jW7du2Nvbs3LlSlKlSmXDSkWSnuDgYAYOHMj9+/f5/vvvravdKbgX+We6dOnCL7/8wqVLl8iTJw9xcXFcu3aNuLg4SpcujZ+fH66urmTOnJmGDRsybtw4W5csIvLG9e/fH8MwmDRpknVbVFQUZcuWpXnz5owYMeKlkdgRERGkTJnSFuVKIpRoAqi4uDhrgDRjxgzGjh1LmjRpmDx5MlWqVCF58uTWH+aIiAgWLlzIjh07uHv3LkePHsXR0THBc4jt3L17lwkTJnDkyBGaN2/O/v37uXr1KuvXr7cm4m3atGHHjh2cP3+e9OnTW4/VBZRt/NmUnRMnTtCvXz9SpkzJV199Ra1atayPXb9+HScnJ7JmzfomSxWR//fo0SNSpUqFnZ2d3jtF/qEXzx2PHTtG586dmTRpEu+99x43b97EycmJx48f07lzZ5o2bUrWrFnp3r27ft9EJMkxDIONGzeSJ08eSpYsmeCx5s2bExsby6JFi0idOrX12uLChQusW7eOPn364OrqapvCJVFJFGmNYRjWD/8BAwawZs0a9u/fT6FChRg2bBibN28mOjraeoGcMmVK7OzsyJUrF8eOHbPe+VX4lDj81RWbcuTI8dISxzqhe/PiPyD27duHj48PvXr1Yvfu3URERFCmTBnGjx9PREQEc+bM4ccff7Qelzt3boVPIjaUJk0a6wqweu8U+WdeXEU5V65chIWFERsbS86cOfnoo4/w8PAga9as5M+fn169etG7d281HBeRJOfevXuYTCYaNmxIyZIl8fPzo2vXrtbHy5Urx7lz51ixYgVhYWHW6/bVq1ezbt06TV0WK5snNi+OvNi/fz9btmxh3Lhx5M+fn7Vr15ItWzZ8fHzYsmWL9cN+1KhR9OjRgzlz5uDg4IDFYtHJdyLzV1dsypgxo40rTdrif/82bNhArVq1OH/+PIcPH2bEiBGMGTOGJ0+eUKFCBcaPH09MTAw+Pj7s2LHD1mWLyAt080Xk34n/HUqWLBmZM2dm5cqVXLp0ibi4OIKDgxk8eDB2dna4u7tbj9F5p4gkFatXryZXrlycOHHCuu3x48fMnTuXHj16ANC3b18+++wz5s+fT7NmzejVqxdNmzZlxowZLF++XNd8YpVopuCtX7+eTZs2kSFDBqZMmUJ0dDTOzs6YzWYaNGhAYGAgn332GefPn+fAgQM8evRI/YLeAlqxKfE7fPgwzZo1Y8SIEXTo0IGbN29SpEgRsmbNSrVq1fD29sbNzY39+/czYcIE5syZQ/bs2W1dtoiIyN/yV843Dhw4QI0aNciePTuxsbGkSZOGuLg4Dh48qHYPIpIkRUZGUq9ePa5du8b69espXbo0cXFxbNiwgTZt2libjAMsWLCAU6dOcfbsWYoUKUKPHj0oUqSIjV+BJCaJIoC6e/cuHTp04PDhw3z++efW0TLxIZTFYqFr164EBwdjMpn47rvvdBLwFgkODsbHx4cTJ05w9epVUqdOzfnz59U09w2LP/EODw/H1dXV+vXy5cvZt28f33zzDdevX6dq1apUqlSJTJkysXjxYjw9PRk6dCipU6fm2bNnJEuWzNYvRURE5G958Zzx0aNHpEmT5k/3OX/+PDt27CAsLIxChQrRpEkT7O3tdc4iIklO/PtibGwsDRo04OzZs3z//feUKlWKuLg41q1bR9u2bfH09GTu3LnW42JjY7G3t9e1urzEJgFU/IXvi3eijh8/jq+vLwEBAUyZMoXWrVsDv616B8/T1xQpUmAymXQS8JbRik2Jw4MHDyhYsCA+Pj506tQJgCdPnhAUFETevHmpXbs22bJlY/HixcTExFCgQAGePXtGy5YtmThxIiaTSaPVRETkrfJi+DR16lRu3bqFl5cX+fPn/6/7vshisWjkvYgkOfHviSdPnuTWrVs0bNiQokWLsnTpUutIqPgQqmPHjsyYMcPWJUsi98av/l/8YH/8+DGOjo64uLhQtmxZhgwZgmEYzJ8/HycnJ5o2bYqTk5M1qHBxcQGeB1gKLt4umTNnZtq0aVqxycaSJ09OmzZt6NatG87OzrRp0wZXV1cKFSrElStXuH37NsOGDQOeNxssUaIExYsXp1OnTrqDISIib6X4z6/+/fuzbNkypk+fjrOzc4J94m+K/tlnncInEUmK7Ozs2LhxI23atKFHjx40b96cM2fOUL9+fTZt2kTp0qVp3LgxdnZ2NG3alGTJkuHr62vrsiURe6MJwIur3cU3Fn/69Cnp0qVj+vTplCxZkqFDh+Lj48Ps2bOxs7OjcePGLwUVGoHxdoof7q4Vm2wnRYoUjBw5EhcXF9q2bYuTkxPNmzcHnt/dNZlMHDx4kMKFC7No0SKioqLo3bv3H05VEBEReVusWrWK1atXs337dkqVKgU8H2V/69Yt3nvvvZdG5ouIyPMpy8OHD6dPnz6MGjUKgKCgIDw9PWnQoAEbN26kdOnSNGjQgPXr11OoUCEbVyyJ3Rsd0hD/oT5y5EimTJlCmzZt8PT0BKBixYps27aNkiVL0q9fP9zd3RkxYgS7d+9+kyXKG6CRNG9G/LLS8cxmM4Zh4ObmxujRo/nggw9o2bIl//nPfwDIkSMHH3/8MYsWLaJ06dLMmzeP8ePHK3wSEZG3XnzQVKpUKS5fvsy0adMoWbIkFStW5OuvvwZ0g1NE5PcsFgtRUVHWRuKGYZA1a1aWLFmCs7MznTt35ujRo9jb29OgQQMKFixo44olsXvjPaDu3btHtWrV6N+/v7XPE4CnpyebN2/mwoULZMmShUOHDvHjjz8ycuRIDXsW+Ydu3brFpk2brEukxk+B9fX1ZdKkSVSuXJm1a9eyePFi2rZtS3h4OEePHuXx48eUKVOGXLly2fYFiIiI/E1/NJJp+fLljBkzhhIlSnDhwgVKlixJoUKFSJs2LT169ODcuXMULlzYRhWLiCRe5cuXJ3fu3KxZswZ4/h5rsVho1KgRmzdvpnDhwpw4ceKlqc0if+SNz4N69uwZd+7cwd3dHfityfjSpUspWbIk06ZNY8KECbz//vu8//77gBo/ivwTFouFOXPmsHHjRp49e8aAAQOws7PDx8eHyZMns2bNGj755BPy589P+/btMZlMeHp6UqVKFVuXLiIi8o+82Gs0KCgIgFSpUtGoUSMeP37Mjh076Nu3L5UrVyZPnjwcP36cChUqkDJlSluWLSJic/HhfVhYGCaTibi4OFKnTk2PHj3w9fVl1KhRjBw5EpPJhIODAzly5GDnzp0UKFBA4ZP8Za81gPqjO1A5c+YkV65cLFy4kE8//dTaZByeN6qO//OLFD6J/H329vZ0796dZ8+esWHDBtzc3AgPD2fKlCmsWLGCzz77DIBBgwZhb29Pu3btSJYsGc2aNbNx5SIiIn/fi71Gv/76a3bt2sWVK1coV64cdevWpXv37nh5eeHg4EBcXByRkZGMGjUKFxcXsmXLZuPqRURsJ/66ffPmzcydO5erV69SunRpPv30Uzp37sylS5fYsGEDJ0+epGbNmhw9epQNGzbQt29fsmbNauvy5S3y2prxxMXFWcOnhw8f8uDBA+tjXbp04fLlywwdOhQABwcH7O3tiYiIwM3N7XWVJJLkZM2alUGDBlGuXDmmTZvGkCFD+O6776hRo4Y17HVxcaFfv36MHTuW4sWL27hiERGRfyb+vPPrr79m5syZDBs2jK1bt+Lk5GQ993RwcCAyMpLVq1dTr149AgMD2bZtG3Z2di/1ThQRSSpMJhNbt26ladOmVKlShenTp5MxY0a++uorzp49S58+fRg8eDCPHj1i7ty5XLx4kT179qhdh/xtr70H1LBhw/D39+fatWs0atSIOnXqULt2bcaOHcvKlStxc3OjQoUKHD9+nLCwMM6cOaMV0kResXv37uHj40NAQABt2rShb9++wPPG5PG/b1r9R0RE3nahoaE0a9aMvn37UrNmTfz8/GjSpAlTpkyhY8eOmM1mYmNjmTVrFiEhIYwbNw4HB4cEn4ciIu+y35/zx8XF8ezZM9q1a0fp0qUZOHAgoaGhlCpVivr16zNz5swEx4eHh+Pg4EDy5MnfdOnyDnjln7Qvzr2fOXMmCxYsYMyYMYSHh7Nr1y6GDx9OWFgYw4YN48MPP2TBggWEhoZSrlw5Jk+ejIODg3o+ibximTJlYvDgwcTFxbF27VrMZjMDBw5M8Pum8ElERN52FouFq1evkidPHrZs2UKLFi2YOHEiHTt2JDo6mgULFlCjRg169eqFo6Oj9RiFTyKSFMRfq0dGRmJnZ0dUVBTp0qXDZDJx+fJlvvjiC+7evUu5cuWoWbOmNXz67rvvyJo1Kx9++CGurq42fhXyNnvln7bx4dPp06e5efMm06ZNo0WLFgDUrl2befPmMW3aNPLly0flypWpXLlyguN1B0rk9cicOTNDhw7F29ubzZs3ExUVxahRoxT2iojIWyn+Lv6Ld/Pj4uLIkSMHs2fPZsWKFUycOJGvvvoKgOvXr+Pv70/u3LnJmzev9Xn0OSgiSUF8+HTx4kUGDhzIjRs3iI2NZcKECdStW5ccOXJw7NgxevToQc2aNZk/fz4A9+/fx8/Pj48++oj333/fer0v8k+8sp+e6Oho65+PHDlC6dKlmTp1KhEREdbtBQoU4KuvvrIu9f5HFD6JvD7xIVS+fPk4ePBggt5sIiIib4sXe41GRUURExMDQJYsWahRowazZ8+mYcOG1vDpyZMn9O3bl8jISKpXr26zukVEbCE+fDp9+jQeHh64u7tTvXp1cubMSf369Tl+/DjNmzdnzJgx5MiRgxkzZljfY6dNm8a+ffv4+OOPFT7Jv/ZKekDt2LGDs2fPUrlyZcqUKQPAokWL6NSpE61atWLy5MlkzJjRun/dunVJlSoVy5Yt07QfERu4d+8e8HxqnoiIyNvkxXYPvr6+bN++nWfPnuHu7s6MGTNwd3dn0KBBTJ06lYYNGwJw584dHj16xIkTJ3B0dEzwHCIiScHFixcpWbIko0ePZuDAgQBcu3aN2rVrU6BAATZt2sTw4cMZP348nTt3xmQyERERwaZNmwgICKBkyZK2fQHyTvjXn7xLliyhffv2/Prrr7yYZXXo0IFZs2axcuVK5syZw507dwCIiIjg9u3bZMuWTeGTiI1kypRJ4ZOIiLyV4oOj4cOHM3HiRGrWrEnNmjW5evUqHh4eHDp0iPHjxzN79mzSpk2Lk5MTtWrV4uTJkzg6OmI2mxU+iUiS8mLrjebNmwPPW9/kzZuXIkWKkCxZMgDGjBnDnDlzePjwIRcuXCB16tQcPHhQ4ZO8Mv9qBNTq1avp0KEDS5YsoXr16ri5ub20z5QpU+jXrx/ly5enZMmSBAcHc+PGDY4ePYqTk9O/Kl5EREREkp5bt27x+eefM3bsWBo1amTdXr16dS5fvszPP/9M8uTJXxrppIVuRCSp+uGHH1i4cCH3799n3rx5lChRgl9//ZVixYoxadIkvLy8rPvGxsbi6Oio90x55f7x7Z+QkBDmzp2Lr68vTZs2tYZPERERHD16lAMHDgDQp08fZs2axdGjR7l06RJNmzbl9OnTODk5ERsb+2pehYiIiIgkGc+ePSM0NJQcOXIAWHtArV+/HpPJxNSpU//wOF1IiUhSEz/epG7dunTp0oU0adLQvXt3duzYwWeffUabNm2s4ZPFYgGwrhKq90x51f7V+OP79++TNWtW69dz586lXbt2eHh40KxZMz788EMMw6BLly7Mnj2bffv2cevWLZ49ewb89oMtIiIiIvJH/miwfv78+UmdOjXLly8HwMnJCbPZjL29Pe7u7tZASlPtRCSpi18tFJ6PEu3RowcpU6akVq1alClThrlz52IYBnFxcQqc5LX7V0vOPXnyhK1bt+Lm5sacOXO4fPkyFStWxM/Pj7CwMAYOHMiYMWMYMWIEXl5exMbG0q9fPyIjI+nfv/8fTtkTEREREYGEDcfv3buHs7MzqVOnBqBLly4sX74cX19fBgwYgIODA3Z2dsTGxpIiRQobVi0ikrjEh1Amk4nq1atbezEHBgZy8eJFChUqRFxcnI2rlKTgX/WA2rVrF40aNSJdunS4uroyZcoUihcvTvr06Xn06BGffvop9erV4+uvv7YeM2HCBCZMmMCVK1dIly7dq3gNIiIiIvIOWb16NRUqVCB37tzA84bjO3bsICgoiD59+tCiRQtSpEjB2LFj+f7778mbNy+lS5dm3759PHjwgDNnzuDg8K/us4qIvHPiQyiA7du3M2PGDMLDw5k9ezbFixe3cXWSFPyrAAqeT8OLiIiwniDEe/ToEfXq1aN169Z07tw5QQOzR48ekSZNmn/z14qIiIjIO2jz5s00aNCAoUOH0r17d7Zt22YdVX/hwgXWrl1LrVq1GDZsGGnTpsXf3585c+bg4uJCxowZmT17Ng4ODmqeKyJJxu8XXIi/xP+jVedfDKF27NjBqFGjcHFxYcuWLTg6Omqlenmt/nUA9Ufu379Pu3btCA0N5cCBA9YP//gf9hd/6EVEREREXjR58mSmTZtGt27dCA0NpUKFCjRu3BiAlStXMnbsWCpVqkT//v3Jly/fS8ebzWaNgBKRJCE+fLp+/TonT55MsDLoH+0HCUOoXbt2kT9/frJnz/7Gapak65V+MoeGhrJw4UL2799PSEiINXyKvwMV/0Ou8ElEREREfi88PBxXV1f69u1LXFwc06dPJyIigsKFC1v3adWqFSaTiTFjxuDg4ECHDh0oU6aM9XHDMBQ+iUiSEB8qnT17lnr16uHh4UHBggUpUqQIAN999x1r165l7dq1CUZIvTgopEqVKrYqX5KgV7o0SGBgIAcOHOC9997j4MGDODo6WlckERERERH5M35+fsyYMYPdu3cD0L9/f0aMGIHZbLaupByvZcuWjBgxgtWrV1v3j6cbnSKSVNjZ2REUFEStWrXw9PRkyZIl1vDJbDbz6NEj7t27x/Hjx4GEq4rqvVJs4ZXeHipZsiTLly8nVapUmEwmLBaL7kCJiIiIyH+1ZMkShg4dSosWLXBxcbFu79y5M0+fPsXX15fs2bPTqVMnsmXLBkCLFi1Inz49n376qa3KFhGxuV9++YUUKVLQrFkzkiVLZt3u4OBAy5YtWbx4MVu3bqVs2bLW0EktccRWXnk6FL80rmEYGvkkIiIiIv/V6tWr6datG4sXL6ZGjRq4ubkleLxnz55ER0czY8YMgAQhVNWqVQHUcFxEkqynT59y9epVtm3bxs2bN4mNjSV16tSEhIQQGxtLxYoV2bFjByVKlMBsNlO5cmWtRi8281qakIuIiIiI/DeGYfDgwQOaN29OgwYN6Nq1q/WxR48ecfHiRZ48eUL16tUBmDhxIrNmzbKukJchQwZblS4ikqhMmDCBQ4cOcePGDbJkyYLJZOLRo0dERkbi4uLCkSNHSJs2LU5OTuzfv588efLYumRJojQ/TkRERETeOJPJhIODA8HBwaRMmdK6ffbs2ezZs4cNGzaQKlUqChQowOHDh+nfvz+RkZGcPn2a9OnT27ByEZHEIb4J+cCBA5k7dy7ffPMN69evJ0WKFFgsFkwmE9OnTydHjhzMmzcPs9ms8F5sSgGUiIiIiNjEs2fPANi7dy+pUqVixYoVXL58mcqVK7Njxw4cHR1p0aIFAwYMwNfXl6+//trau0Q9TEQkqbOzs7OGUBkzZsRkMvH48WNSpEhhnZZ89epVnJyccHNz01RlsTlNwRMRERERm9mxYwedO3fG2dkZV1dXJk+eTNGiRUmXLh3h4eHUqlWLDz/8kHHjxlmPUfgkIpLQkydPKFSoEMWKFaNbt244ODjg5+fH0qVL2b9/v3V1PBFb0ggoEREREbGJuLg4qlWrxpEjRzCbzWTNmvWlxwFr0/F4Cp9ERH5jsVhwc3PD39+fhg0b0q5dO1KnTo27uzsBAQEKnyTR0AgoEREREUkUXpxeFxISQvv27QkNDeXgwYOaOiIi8jvx0+/gt/fPqKgoLl++TJo0aUiTJg2pUqWycZUiv1EAJSIiIiKJxv3791m0aBF79+7lwYMH7N+/H0dHRywWi0IoEUly4oOlY8eOcfz4cWJjYylQoACff/55gschYSAlkhjpp1NEREREEo2goCBrv5IDBw7g6OiI2WxW+CQiSZLJZGL9+vVUr16d7du3s3nzZrp27Ur//v2tj8dT+CSJnXpAiYiIiEiiYBgGJUuWZMWKFaROnRp43tvEwUGnrCKSNP3888/07NmTsWPH4uXlxalTp/joo48wm80J9tPiDPI2UEQqIiIiIq9cfAPxvyP+4ik+fDIMQyOfRCRJu3v3LtmzZ8fLy4sbN25Qv359WrduzdSpUwE4ffo0oMUZ5O2gAEpEREREXrn4qSBnzpz5x8+hCyoRSWriWzQfPnyYS5cuERMTQ6pUqTh37hwfffQR1atXZ9asWQAcPXqUZcuWcevWLVuWLPKXKYASERERkVfmxZFPx48fp1SpUqxZs+al/SwWy5ssS0TkrWAymfDz8+Ojjz4iKCiItGnTcvToUcqXL0/NmjWZP3++dWToypUruXz5Mm5ubjauWuSv0YR6EREREXklDMOwjnyaOXMmoaGhALRq1YqYmBi++OIL677xF1C7du2iQoUKpEyZ8s0XLCKSyDx48IDz588zduxYqlSpAoCvry+dO3cme/bsnD9/HicnJxYsWMDy5cvZu3evddqySGKnAEpEREREXon4KXPDhg1j4cKFTJs2jTlz5nDgwAE8PT2xWCy0bdsWeD5SasuWLdSvX5/Dhw9Tvnx5NdEVkSTt0qVLFC1aFHd3d0aOHGnd3rFjRyIjI/H29mbGjBlkzpyZuLg4du3aRdGiRW1YscjfYzLiJ5mKiIiIiPxLoaGhVKtWja5du9KhQwfrtsmTJzNhwgRWrFhBy5Ytrfu3aNECR0dHli1bZquSRUQSjUGDBuHr68uQIUP4+uuvE6wC+ssvv3D//n1SpEhBtmzZyJAhgw0rFfn7NAJKRERERF4Zs9nMtWvXEvSCSp8+PT169CAgIIDWrVtjMplo0aIFAO3btyc4ONhW5YqI2NyJEycAKFOmDOPHj8cwDHx9fSlatCjNmze37pc/f37y589vqzJF/jUFUCIiIiLyj8TFxVl7PsXLnDkz9evXZ926dXz22Wfkzp0bgCxZslCsWDFMJhNffPEFadKkoXr16lSuXNl6h19T8EQkKTEMg2fPnlG/fn1y587NtGnTKF26NBMmTCA2NhZPT0/s7Oxo2rSprUsVeSW0Cp6IiIiI/G0vhk9XrlzhwoUL1sdq167NkydPmDp1Krdv3wYgKiqK+/fv07t3b5o0acI333xDRESEtRk5oPBJRJIUk8lE8uTJ2bVrF3fv3mXo0KHW0VBTpkyha9eutG/fnuXLl9u4UpFXQz2gREREROQfGzhwIGvWrOHRo0d4eHgwefJkihYtyty5c1m2bBmhoaGULVuWS5cuAXDq1Cl69erFyZMn2bt3r42rFxF5s+JHekZHR+Ps7Gz9+urVq3z22WcULFgQHx8fSpcuDcCXX37J999/z5UrV3B1dbVx9SL/jkZAiYiIiMhfZrFYrH9eu3YtGzZsYMqUKaxfv57AwEA8PT05fPgwXl5eTJs2jfbt22MYBtWqVePw4cMAhIWFkSdPHqKjo231MkREbMJkMuHv74+npyc3b97EZDJhGAbvvfceO3fu5PTp0wwcONA6Emr+/PmcOXNG4ZO8EzQCSkRERET+p/Dw8AQXQN9//z2XL1/GxcWFrl27Wvf55JNPAJg5cyYeHh7Y2dlZ7/A/ePCACRMmsGDBAg4cOEDhwoVt8VJERGzq4MGDVKxYkVatWuHj40P27Nmt05p37NhB7dq1+eSTT5gwYQKlSpWydbkir4xGQImIiIjIf9W4cWM2b94MPO/9FB4eTpMmTRg0aBC3bt2y7ufq6kpAQAAmk4k+ffrg7+9PXFwcJpOJkJAQxowZw86dO9mzZ4/CJxFJMuLHfJw7d47AwEA++OADDh8+zLp16xg4cCC3bt2y9tQzDIOPPvqIu3fvki5dOluWLfLKKYASERERkf+qfPnyNG7cGIBnz57h6urKzZs3yZs3L35+fpw/f966r6urK3v27CEoKIh169ZZL6oyZsxI79692bZtGyVLlrTFyxAReePiR4Bu3LiR2rVrM2HCBMLCwihfvjw//fQTGzduZPDgwZw4cQKLxcLBgwepWrUqx48fJ0eOHLYuX+SV0hQ8EREREflDL650BzBr1iwiIyNp27YtmTJlIigoiDJlylC4cGFmz55NoUKFrPtGRUXh7OyMvb299QJMRCQp+P173o4dO6hXrx5z5syhSpUq5MiRw/r+euzYMRo3boyDgwPJkyfn7t277Nq1S0G9vJMUQImIiIjIX9KxY0f8/PwYOHAgTZo0IVOmTAQGBlK2bFmKFCnC7NmzKViwYIJjLBYL9vb2NqpYRMS2LBYLXl5eODs7M3PmTGvwZDabsbe3t66AFxAQQGRkJDVr1iRfvny2LlvktVAAJSIiIiIv+f3op3i9evXi+++/p3fv3jRr1swaQlWoUIF06dKxefNmcubMaYOKRURsa+zYsZw+fZp169ZZR0HFxsbi4eGBh4cHs2fPBhKOkHr8+DGpU6e2YdUib456QImIiIjIS+LDpyNHjnD69GmuX78OwLRp06hduzZTp05lzZo13Lt3j2zZsnHw4EFy5sxJtmzZbFm2iIhNWCwWSpUqxejRowGsAVNcXBylSpUiJCSEkJAQ62OGYXD58mUGDRpk3S7yrlMAJSIiIiIADB8+nP/85z/Wr/v27UuTJk346KOP6Nq1K4sXLwZg5syZ1K5dm+nTp7N27Vru3r1Lzpw52bx5M/b29lgsFlu9BBERm7C3t6dWrVoULlyYn376iRo1agDg7OzMBx98wNatW1m+fDnBwcHWY1atWsW+ffswm822KlvkjXKwdQEiIiIiYntXrlzhwIED7N+/H1dXV7JkycK2bdtYvXo1oaGhbNy4kTlz5hAVFUW3bt2YOXMmdnZ2DBgwgMyZM9O4cWPrtBL1fBKRpMowDB49esSpU6eoW7cuP/zwA+3bt+fu3buMHz+egIAAUqZMicViYceOHQQEBODu7m7rskXeCPWAEhERERHg+XS7yZMnExYWRt68ecmQIQOjRo0C4PLly0yfPp3Dhw/ToUMHunbtCsDUqVPp0aOHQicRkf8XFRXFzp076dOnD++99x7bt28HYPXq1Zw7d45jx45RrFgxOnToQOHChW1crcibowBKREREJIkzm804ODwfGH/27FlGjRrF3r17qVevHgsXLrTuFx9CxS8bPnDgQOtjWu1ORJKi+JGfV65cISIigrRp05IzZ05iYmL48ccf6du3b4IQKv4YwzD+cKEHkXeZfuJFREREkrDAwEBr+DRz5kzSpEnD8OHD+eCDD/D392fdunXWfQsUKECvXr3Ily8fly5d4sX7mAqfRCQpMplMbNiwAQ8PDxo3bkyRIkX49ttvcXJyolatWkyePJmrV69St27dBMcofJKkSCOgRERERJKo48ePU758efbs2cPGjRtZvnw5R48eJW/evJw4cYJx48bx4MEDevToQYMGDazH3b59m6xZs2JnZ5dgOXERkaQi/r3v9u3bVK1alT59+lCyZEm2bdvG6NGjmTRpEn369MFsNvPjjz/i6elJtWrVWL16ta1LF7EZBVAiIiIiSVjv3r1ZuHAhJpOJgwcPUrRoUeuF1ZEjR5g4cSKhoaH06tWL+vXrJzg2Li5Od/FFJMnatWsXv/zyCz///DMzZ860bp88eTL9+/e3hlCxsbHs3LmTfPny8d5779mwYhHb0hmDiIiISBKWK1cuIiMjMZvN3Lt3D8A6oqlChQr079+fjBkzMmTIEPbu3ZvgWIVPIpKU/fDDD3Tt2pX9+/cTFhZm3d63b18mTpzI4MGD8fb2xtHRkRo1aih8kiRPI6BEREREkpDfT5mLjY3l5s2bzJw5k4ULF7J69Wrq1KmTYHTT6dOn+e677xgzZox6PYmI/D/DMBgzZgyjRo1i2bJltGrVKsHj3t7eTJkyhStXrpA2bVobVSmSeCiAEhEREUkiXgyV7t+/z5MnT8ibN6/18c6dO7Ny5UrWrl1LzZo1ARg4cCDdu3cnW7ZsgFa7E5GkKT68/6MV7Hr37s3cuXNZvnw5TZo0SXDcw4cPFT6J/D8HWxcgIiIiIq/fixdMI0eOZPv27Vy4cIHKlStTuXJl+vTpwzfffIPJZKJ+/foMGDCAvXv3cv/+fby9va3Po/BJRJKa+PBp586drFq1ipCQED788EN69OhBihQpmDp1KoZh8MUXX2BnZ0ejRo2sxyp8EvmNJu6LiIiIvMPiB7vHT7sbO3Yss2bNonv37ixdupTUqVPzn//8h4EDBwIwf/58Bg8ezMGDB3F3d+fs2bM4ODhgsVhs9hpERGzJZDKxadMmGjdujNlsxsPDg1GjRtGnTx+uXLkCwLRp0+jatStNmjTh+++/t3HFIomTpuCJiIiIvKMePXpEmjRpsFgs2NnZERoaSoMGDejUqROenp4AhIaG8s0337Bu3TqGDx9OgwYNAHj8+DGpU6cGwGw24+CggfMi8u57sU9e/J/PnTtH/fr16devH15eXkRFRZEjRw4ePXpEnTp1mDRpkrXB+JAhQ2jTpg0FCxa05csQSZQ0AkpERETkHTRixAgqV67MnTt3sLe3x2QykSJFCkJDQ62r3QGkT5+ebt26YWdnx4EDB6zb48MnwzAUPolIkhAXF4fJZCI0NJTHjx9jMpmwWCyEhobyxRdf4OXlRWBgIEWKFKFNmzYcOnQIPz8/xo8fz8WLFwHw8fFR+CTyJxRAiYiIiLyD8ufPT9q0afH09CQoKAh4PpIpZ86cnD17lvDwcOv0PDc3N8qWLcutW7f4/eD4F1fMExF5l9nZ2XH16lXKly/PoEGDuH//Pvb29pQoUYJGjRphsVjo1asXH3/8MT4+PpQtW5aiRYuyePFivL29iY2NtfVLEEnUFECJiIiIvINat25N7969iYmJoU2bNgQGBpIqVSoGDBjA6tWrGTNmDKGhoQA8e/aMs2fPkjNnTgVOIpJkxcXFsWzZMm7cuMHVq1cZO3Ys9+7dI23atBQrVozo6Gju3LnDRx99RLJkyQCoWLEiP/74I8OHD8fR0dHGr0AkcVMPKBEREZF3yMWLFwkODiZ58uR4eHiwYcMGZs6ciclkYunSpeTIkYP169fTqlUrKlSogLOzM8+ePePBgwecOXNG0+1EJEk7ffo0lStXpkyZMjg4OFCoUCGGDh1K+vTpCQkJoWTJkjRs2BBPT082btzIihUrOHv2rHXasoj8OQVQIiIiIu+IFStWMGvWLNKmTUuTJk1o164dQIIQ6ttvvyV79uwcP36cH3/8kaCgINzd3RkyZAgODg5qOC4iScbvG47HxcVhb2/PiBEjiIqKIkWKFGzbto1KlSoxaNAgMmXKxObNm2nUqBHZs2cnOjqazZs3U6pUKRu/EpG3gwIoERERkXfAt99+S9euXVm0aBEffPAB2bNnT/D4hg0bmDFjBnZ2dtaRUBaLBXt7e+s+v/9aRORdFRcXh52dHQ8fPsRsNpMxY0ZrILVo0SIWLFjAzp07WbRoEStWrKBixYrWEOr69es8efKETJkykTlzZlu/FJG3hgIoERERkbfcmTNnaNSoEf369eOrr76ybjcMA8MwsLN73vZz/fr1zJo1CwcHBxYtWkSOHDlsVbKIiM1duXKFGjVqkCxZMsaNG0f+/PkpUKAAAJ9++inlypVjwoQJjB07ls2bN1OpUiX69u1LlixZbFy5yNtJTchFRERE3nIXL14kVapU1KpVK8F2k8mEnZ0dFosFwBpS3blzh8mTJ9uiVBGRRCEuLo6lS5cSHBzMw4cP+frrrxk+fDhdunThyZMntGrVivv37xMTE8OwYcOoW7cumzdvZtasWcTFxdm6fJG3kib4i4iIiLzlzpw5w9OnT1+adhfP3t6eGzducOvWLWrVqoWLiwuVKlV6w1WKiCQednZ2dOvWjcjISG7evEnatGlp0aIFgwcP5osvviAqKopdu3ZRqVIl2rVrx9ChQ3F2dqZx48bWUaUi8vfoN0dERETkLZc+fXpu3rzJgwcPAF66O2+xWJg2bRpHjhwB4JNPPsHe3t46MkpEJCnKkiULAwYMIGvWrFy6dImrV69y7NgxvvzyS0qUKAGAq6urdf9+/fqRK1cuG1Ur8vZTACUiIiLylqtZsyZubm506tSJp0+fYmdnR0xMjPXxqKgorl+/Trp06RIcp4bjIpLUubu7M3ToUEqXLs3ChQuZNm0aNWvWZNKkSVy9epXGjRvbukSRd4YCKBEREZG3XJ48eWjVqhWHDh2iU6dOmM1mnJycALh9+zYtWrTgwYMHeHp62rhSEZHEJ0uWLAwdOpT333+fVatW4ePjAzx/b9VIUZFXR6vgiYiIiLzF4pcNDw8PZ9CgQaxevZrkyZPToEEDQkJCCAwMJDo6mkOHDuHo6IjFYtHIJxGRPxAcHIy3tzenTp2iSpUqjBo1ytYlibxTFECJiIiIvOXi4uKws7MjKiqKPXv2sHr1an799Vfc3d3x8PCgZ8+eODg4YDabcXDQGjQiIn8mODiYwYMHExgYyOrVq1+auiwi/5wCKBEREZFELj5g+jv7REVFkSJFCuvXGvkkIvLX3Lt3D4BMmTLZuBKRd4sCKBEREZFE7MVg6YcffuDRo0c8fvwYT09P3NzcXgqm4qfkxf9fREREJDFQACUiIiLyFhg4cCCrVq2icOHCXLt2DWdnZ3x8fKhTp46CJhEREUn01ARAREREJJH79ttvWb58Odu3b6d48eJs2bKFunXr4uzsrPBJRERE3gr/vZmAiIiIiLxRhw4dIjo6OsG2mzdv0qhRI4oXL86qVato3bo1s2fP5vPPPycqKoqIiAgbVSsiIiLy1yiAEhEREUkkZs6cyYcffsjmzZuJiYmxbj979iz29vYcO3aMzp07M27cOLy8vDAMgzlz5rBo0SIbVi0iIiLyvymAEhEREUkkunfvjqenJx07duSHH37g6dOnAHh6erJhwwYqVKjAzJkz8fLyAp6vdLdnzx4CAwNtWbaIiIjI/6QASkRERCQRiJ92t2TJEho0aICXlxfbtm0jJiaG0qVL8/HHH5MvXz4AYmJiOH/+PE2aNCE4OJhx48bZsnQRERGR/0mr4ImIiIjYWFxcHHZ2z+8LLlu2DLPZTMeOHcmaNStTp06lcePGnDt3jtmzZ7NmzRocHR3JnDkzadOmxd/fH0dHRywWC/b29jZ+JSIiIiJ/TAGUiIiISCIxYsQIZs+ezbRp03jw4AH+/v7s27ePRYsW0aRJE6Kiorhz5w7nzp0jR44clCpVCjs7O8xmMw4OWtxYREREEi8FUCIiIiKJQEhICJUqVaJ///507NjRur1Vq1Zs2bKFxYsXU716dVxcXBIc9+LoKREREZHESmcrIiIiIomAYRg8ffqUNGnSAFhXwVuxYgV58uRhyJAhbNy4kdjY2ATHKXwSERGRt4HOWERERETesD8agJ4pUyby5MnD3LlzAXBycsJsNmM2m8mdOzf3799n2bJlODo6vulyRURERP41BVAiIiIib1BcXBwmk8n652fPnlkfGzZsGHfv3sXT0xMABwcH7O3tcXZ25uDBg2zfvt0mNYuIiIj8W+oBJSIiIvKGvNivacqUKRw+fJhffvmFLl260KBBA9KkScPy5csZN24c9vb2lCtXjp9//pmIiAguXLiAvb29ej6JiIjIW0lnLyIiIiJvSHxwNGTIECZOnEihQoVo1qwZffv2xdvbm8DAQNq1a8cPP/zAxx9/jL29PRUqVOD8+fPY29tjsVgUPomIiMhbSSOgRERERN6gdevWMWjQIFatWkW5cuU4ceIE5cqVI02aNNStW5ehQ4fy3nvvvXSc2WzGwcHBBhWLiIiI/Hs6ixERERF5Q+Li4kiWLBm9evWiXLlybNmyhdatW7Ny5UqcnZ1p3Lgxrq6utG3bltKlSyc4VuGTiIiIvM00AkpERETkNfmjfk13794FwNHRkbp169KgQQP69+9PZGQkhQoVIigoCF9fX/r27WuLkkVEREReC91KExEREXkNXgyf7ty5g6urK66urmTJkgWAa9euERYWRrFixQAICwujXr16VK5cmXr16tmsbhEREZHXQQGUiIiIyGsQHz6NGDGCVatWkT59esqWLcvMmTMBePz4MaGhoRw6dAiz2czcuXOJiYmxPm6xWLC3t7dZ/SIiIiKvkqbgiYiIiLwma9asoX///owdO5Zz587h7+9PhgwZ8Pf3B2Dq1KmMHz+eVKlSkSFDBgICAnB0dMQwDEwmk42rFxEREXl1FECJiIiIvCK/7/m0Zs0awsLC6Ny5M9HR0ezcuZN+/fqROXNm9uzZA8DFixdxdnYmV65c2NnZabU7EREReScpgBIRERF5BV4ctbRw4UIeP37M1q1bqV69OgMHDgQgJiYGf39/BgwYQJYsWdi5c2eC5/ijpuUiIiIi7wIFUCIiIiL/0ovB0bBhw5g+fTqFCxcmKCiIDBkysH//flxcXACIjY1l586dtG7dmtatWzN9+nRbli4iIiLyRugWm4iIiMi/FB8+BQcHc+XKFfbt28euXbtYu3YtkZGRVKtWjejoaAAcHR2pUqUKW7ZsYcqUKbYsW0REROSNUQAlIiIi8g9s3bqV8PBw69fz5s2jePHi3L59m1SpUpEyZUo8PDxYvXo19+/fp0qVKsTExADg5OTE+++/j729PRaLxVYvQUREROSNUQAlIiIi8jetW7eOOnXqsHTpUiIiIgCoVasWefLk4eTJk4SGhgJgMpkoXbo0q1ev5sGDBxQtWhSz2Zzguezt7d94/SIiIiJvmgIoERERkb+pcePGjBkzhj59+rB48WLCwsLInj0769evJ1++fHz11VfcunXLun/p0qVZsmQJpUuXtjYqFxEREUlK1IRcRERE5G+IiYnByckJgLFjxzJ27FimTZtG8+bNSZ06NUFBQVStWhUXFxfWr19Pjhw5XnoOi8WikU8iIiKSpGgElIiIiMhfZBiGNXyaPn066dOnx2KxMGDAAJYvX86TJ0/ImjUr/v7+REVF0bRpU65fv/7S8yh8EhERkaRGAZSIiIjIXxQ/fW706NGMGjWKjBkzsmjRIlq1akXv3r1ZunRpghDq6tWreHt727hqEREREdtzsHUBIiIiIm+T8PBwfvjhB4YMGULDhg0BaNOmDRkyZKBv377Y29vTsmVL3N3duXTpEmnSpLFxxSIiIiK2pxFQIiIiIn9RXFwcFouFJ0+ekCJFCuB5Tyh4Pirq008/ZfTo0SxYsIDIyEjSp0+Pvb09FovFlmWLiIiI2JwCKBEREZE/ERcXl+BrOzs7UqdOTbly5Zg5cyZhYWE4OTlhNpsxDIMcOXKQOnVqtmzZYg2oQD2fRERERBRAiYiIiPyBuLg47OyenyqdPHmSU6dO8fDhQwAGDBhAqlSpaNq0KeHh4Tg4OBAXF8eDBw9YtWoVP/30EyaTCS02LCIiIvKcydCZkYiIiMif6t+/P+vWrePOnTvUqFEDT09PGjRowNatWxk1ahTXr1/Hw8ODmzdvEhMTw/nz562BVHyAJSIiIpLUKYASEREReYFhGNbV7vz8/OjVqxdz5szh6dOnzJ49m/DwcLy8vGjRogWhoaHMnTuXhw8fkixZMsaMGYODgwMWi0XT7kREREReoABKRERE5A/8+OOPbN68mRw5cjBo0CAArly5wrBhw7hz5w6dOnWiTZs2Lx1nNptxcNBCwyIiIiIv0rhwERERkd+5c+cOQ4YMYcmSJVy/ft26PV++fHh7e5M1a1aWLl3KjBkzXjpW4ZOIiIjIyxRAiYiIiPyOu7s7S5Ys4YMPPuDw4cP88MMP1sfee+89vL29sbe355dfflGjcREREZG/QFPwREREJEl7sVn47xuHHz9+nP79++Pi4oKXlxe1atWyPhYUFESWLFmws7NL0DdKRERERF6mAEpERESSrBcDp3nz5nH69GmePHlC48aNqVq1Kq6urhw5coRBgwbh4uJCly5dqFmz5p8+h4iIiIj8MZ0tiYiISJIVHxwNGjSI4cOHkypVKqKiohg3bhyjR48mLCyMChUqMH78eJ4+fcro0aM5dOjQHz6HiIiIiPw5dckUERGRJOX30+WWLl3KunXr8PPzo3Tp0mzevJn69evz9OlTnj17hre3NxUqVODrr7/mu+++o0KFCjasXkREROTtpABKREREkpRbt26RM2dOa/PwmJgYvvjiC0qXLs2mTZto3749U6dOJTAwkEWLFuHk5MSwYcOoVKkSlSpVAjTtTkREROTvUg8oERERSTIuXLhAsWLFWLhwIe3btwfgyZMnREZGAlCzZk1at25N3759CQoKoly5cjg4ONC9e3f69++vZuMiIiIi/5BGQImIiEiSkTNnTvr374+XlxcODg60adMGV1dX3Nzc2L9/P2FhYdSoUQOAkJAQKlasSNWqVenQoQOAwicRERGRf0gBlIiIiCQZKVOmZMiQIaRMmZK2bduSLFkymjZtCjxvJp4iRQo2b96MnZ0dI0aMIH369HTs2BGTyYTFYsHe3t7Gr0BERETk7aQpeCIiIpIkmM1m7OzsrL2bcuXKxa1bt1i2bBmtW7cmMjKSPn36sGvXLqKiosiePTv79+/H0dFRU+9ERERE/iUFUCIiIvLO2rVrF4cOHWLYsGEJtjdp0oRffvmFSpUqMWfOHBYvXkzbtm2JjIzk2rVrhIWF8cEHH2Bvb4/ZbMbBQYPGRURERP4NnU2JiIjIOyk6OprvvvuOQ4cO4ejoyMCBAwFo1KgRv/zyC1u3biVLliykSZPGOs3O09OT4sWLW5/DYrEofBIRERF5BXRGJSIiIu8kZ2dnRo4cia+vL5s2bSJZsmQcOHCAq1evsmnTJnLkyAHAoEGDsLOzo127dmTKlInq1atbn0M9n0REREReDU3BExERkXfa3bt38fHxYevWrYSFhXH27FmyZs2aYGpdREQEq1evpm3bthrxJCIiIvIaKIASERGRd969e/fw8fHhwIEDNG/enH79+gH84cp26vkkIiIi8uopgBIREZEkITg4GG9vb44dO0aDBg2sPaHi4uKsK+OJiIiIyOuhAEpERESSjODgYHx8fDhx4gSVK1dm7Nixti5JREREJEnQ7T4RERFJMjJnzsyQIUPImzcvISEh6D6ciIiIyJuhEVAiIiKS5Dx8+JDUqVNjZ2eHYRiYTCZblyQiIiLyTlMAJSIiIkmW+j+JiIiIvBkKoERERERERERE5LXSLT8REREREREREXmtFECJiIiIiIiIiMhrpQBKREREREREREReKwVQIiIiIiIiIiLyWimAEhERERERERGR10oBlIiIiIiIiIiIvFYKoERERET+39mzZ2nXrh25c+cmWbJkpEyZktKlS+Pr68vDhw//1nNt27aNr7/++vUUKiIiIvKWMRmGYdi6CBERERFbW7BgAV26dKFAgQJ06dKFwoULExsby/Hjx1mwYAElSpRg48aNf/n5unXrxuzZs9GploiIiAg42LoAEREREVs7dOgQXl5eVK1alU2bNuHs7Gx9rGrVqvTt25ft27fbsMLXx2KxYDabE7xmERERkVdNU/BEREQkyfPx8cFkMvHNN9/8YRDj5ORE3bp1AVizZg3VqlUjS5YsJE+enEKFCjFo0CAiIyOt+7dt25bZs2cDYDKZrP/duHEDAMMwmDNnDiVLliR58uSkSZOGxo0b8+uvvyb4ew3DwMfHh5w5c5IsWTLKli2Lv78/n3zyCZ988kmCfW/dukXr1q3JmDEjzs7OFCpUiMmTJxMXF2fd58aNG5hMJnx9fRk7diy5c+fG2dkZf39/UqdOzZdffvnSa79x4wb29vZMnDjxH/3bioiIiICm4ImIiEgSZ7FYcHNzo1ixYhw+fPh/7j927FhSpkxJ/vz5cXFx4dKlS0yYMIFcuXKxe/duAK5du8agQYNYt24dhw4dsh5bqlQpnJ2d6dy5M0uXLqVHjx5UrVqVhw8fMnr0aB49esSZM2fIlCkTAEOGDGHcuHF07tyZhg0bcvv2bcaMGUNsbCz58+cnICAAgPv371OqVCliYmIYM2YMuXLlYsuWLcyaNQsvLy/mzJkDPA+TcufOTdasWcmfPz9du3bFzc2NfPnyMWPGDL755huCgoJIlSqVteYBAwYwc+ZMAgMDSZcu3av6ZxcREZEkRlPwREREJEkLDQ0lKiqK3Llz/6X9hw0bZv2zYRh8+OGHFCpUiI8//pizZ89SvHhx8ubNaw2RPDw8Ehx/+PBhFixYwOTJk+nTp491e6VKlcifPz9TpkxhwoQJPHr0iClTptCsWTPmz59v3a9o0aK8//775M+f37ptypQpBAUFceTIEcqXLw/A559/jsViYd68efTq1SvB/smSJcPPzw9HR0frtm7dujF9+nSWLFlCr169AHj27BmLFy+mRYsWCp9ERETkX9EUPBEREZG/4ddff6Vly5ZkzpwZe3t7HB0d+fjjjwG4ePHi/zx+y5YtmEwmWrdujdlstv6XOXNmSpQoYR3VdPjwYaKjo2natGmC4z08PMiVK1eCbbt376Zw4cLW8Cle27ZtMQzDOjIrXt26dROETwB58uShdu3azJkzx9o4/T//+Q8PHjygW7du//N1iYiIiPw3GgElIiIiSVr69OlJkSIF169f/5/7RkREUKlSJZIlS8bYsWPJnz8/KVKk4Pbt2zRs2JCnT5/+z+e4d+8ehmFYR0j9Xp48eQB48OABwB/u9/ttDx48eCmUAnB3d0/wXPGyZMnyh393z549qVKlCv7+/lSrVo3Zs2fz/vvvU7p06f/+okRERET+BwVQIiIikqTZ29tTpUoVfvzxRwIDA8mWLduf7rt7927u3LlDQECAddQTwOPHj//y35c+fXpMJhP79u37w4bn8dvip7zdu3fvpX2Cg4MTBE7p0qXj7t27L+13584d69/5IpPJ9Ie1ffrppxQtWpRZs2aRMmVKTp48yYoVK/7aCxMRERH5LzQFT0RERJK8wYMHYxgGnTp1IiYm5qXHY2Nj2bx5szW4+X1w9GKPpnjx+/x+VFTt2rUxDIOgoCDKli370n/FihUDoEKFCjg7O7NmzZoExx8+fJibN28m2FalShV+/vlnTp48mWD7smXLMJlMVK5c+a/8MwDQo0cPtm7dyuDBg8mUKRNNmjT5y8eKiIiI/BmNgBIREZEk7/3332fu3Ll06dKFMmXK4OXlRZEiRYiNjeXUqVN88803FC1alIULF5ImTRq++uorRo4ciaOjIytXruTMmTMvPWd8kDRhwgRq1KiBvb09xYsX58MPP6Rz5860a9eO48eP89FHH+Hi4sLdu3fZv38/xYoVw8vLi7Rp09KnTx/GjRtHmjRpaNCgAYGBgYwaNYosWbJgZ/fbfcTevXuzbNkyatWqxejRo8mZMydbt25lzpw5eHl5JWhA/r+0bt2awYMHs3fvXoYNG4aTk9O//wcWERGRJM9kxHeZFBEREUnizpw5w9SpU9mzZw/BwcE4OjqSP39+6tSpQ7du3ciQIQOHDh2ib9++nDlzBhcXF+rVq0eXLl0oXbo0S5YsoW3btgDExMTQtWtXvv/+e0JDQzEMg+vXr1unzi1ZsoT58+dz/vx54uLicHd358MPP6RHjx6UKVMGeL7Kno+PD/PmzSMkJISCBQvi4+PD0KFDyZMnDxs2bLDWfuvWLQYPHoyfnx9PnjwhT548dOzYkT59+ljDqhs3bpA7d24mTpxIv379/vTfoV27dqxYsYIbN26QNWvW1/OPLSIiIkmKAigRERGRt8j169cpWLAgI0eOZMiQIa/8+WNiYsiVKxcVK1bku+++e+XPLyIiIkmTpuCJiIiIJFJnzpxh1apVfPDBB7i5uXH58mV8fX1xc3OjQ4cOr/Tvun//PpcvX2bJkiXcu3ePQYMGvdLnFxERkaRNAZSIiIhIIuXi4sLx48dZtGgRjx8/JlWqVHzyySd4e3uTKVOmV/p3bd26lXbt2pElSxbmzJlD6dKlX+nzi4iISNKmKXgiIiIiIiIiIvJa2f3vXURERERERERERP45BVAiIiIiIiIiIvJaKYASEREREREREZHXSgGUiIiIiIiIiIi8VgqgRERERERERETktVIAJSIiIiIiIiIir5UCKBERERERERERea0UQImIiIiIiIiIyGulAEpERERERERERF6r/wNsFauv/rynNAAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "top10_categories = df_clean[\"category\"].value_counts().head(10).index\n",
+ "\n",
+ "df_top10 = df_clean[df_clean[\"category\"].isin(top10_categories)]\n",
+ "avg_price = df_top10.groupby(\"category\")[\"price\"].mean().sort_values(ascending=False)\n",
+ "\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "avg_price.plot(kind=\"bar\", color=\"steelblue\")\n",
+ "\n",
+ "plt.title(\"Average Price by Category (Top 10 by Count)\", fontsize=14)\n",
+ "plt.xlabel(\"Category\", fontsize=12)\n",
+ "plt.ylabel(\"Average Price\", fontsize=12)\n",
+ "plt.xticks(rotation=45, ha='right')\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "a647cdf3-055c-4df3-922a-6bb127a4153f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "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",
+ "Name: price, dtype: float64\n",
+ "\n",
+ "Motherboards has the highest mean\n"
+ ]
+ }
+ ],
+ "source": [
+ "median_price_by_category = df_clean.groupby(\"category\")[\"price\"].mean().sort_values(ascending=False)\n",
+ "print(median_price_by_category.head(5))\n",
+ "print(\"\")\n",
+ "print(\"Motherboards has the highest mean\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "732e7952-92ae-48a9-adb6-54ac21980a0a",
+ "metadata": {},
+ "source": [
+ "3. **Box Plots**:\n",
+ " - Visualize the distribution of product `ratings` based on their `category` using side-by-side box plots. Filter out the top 10 categories based on count for better visualization.\n",
+ " - Which category tends to receive the highest median rating from customers? Don't filter here by top categories.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "d261fab8-7bc1-491b-8caf-8c30669f8961",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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AvHIvzHrbBuCfdu3apTfffNM0VnAbQPHQ1gAAAAAAYIiNjS3ROAC+4+WXX/YYK3gFbWFxALyjOAsAAAAAMFSqVKlE4wD4jqysLI+xoKCgYsUB8I62BgAAAAAAQ3FbF9DiAPA/3loXeOsx++abb6pbt26lnxCK5dy5c9q/f3+ZPJbreCir3sN16tRRaGhomTxWaaE4CwAAAADwKjY2VidPnix0G4B/SkhIUL9+/TRx4kRj7OWXX9bcuXN1/PhxCzODN/v379fgwYPL9DEnTJhQJo8zZ84cNWzYsEweq7RQnAUAAAAAeNWgQQNTMbbgNgD/dOjQIUVHR5vGoqOjKcyWU3Xq1NGcOXNK/XG8FYBL+3Hr1KlTqt+/LFCcBQAAAAAY6tWrZ7Qs+Pe//23a575dr169MswKQHnw7LPPGq0NXnzxRdM+9+1nn322DLPChYSGhpb61aVJSUlexwcPHqyUlJRSfeyKjgXBKqjiHtj8AgAAAAC4GO+++26JxgHwHcXtI0u/Wf9SWGG2uPv9HcXZCqq4Bza/AAAAAAAuxv/93/+VaBwA3/H111+XaBwqPve6U1RUlFJSUoyPqKgor3Ewo60BAFiorFbNLOsVMyXfWDUTsBKr6gKwSsHWBa4WBwW3C7Y8AOD7CrYucLU4KLj94osvcievH0pOTvbYpih7YRRnAcBCZb1qZlmtmCn5xqqZgJVYVRdAedC8eXNTcbbgNgD/1KpVKzVt2lQ2m01Op1M2m01NmzbV9ddfr23btlmdHizSq1cvHTlyxNiOj4+3MJuKg+IsAFiotFfNLKqww6qZQPlWFqvqWjVHMD8AFYe3q6AAYMuWLdqyZYux7XQ6NXDgQAszQnngXpj1tg3vKM4CgIVKc9XMC90+wqqZQPlW2qvqMkcAKMyNN97o0bIgMDBQeXl5HnEA/Mvrr79uam1gt9vVu3dvLVmyRA6HwxQHoHhYEAwAfNAjjzxifH7TTTeZmrLfdNNNXuMA+I/u3bsbnzdp0sQ0RzRp0sRrHAD/4e021IKF2cLiAPi2mJgY07bD4dDOnTtNhVlvcfBdxX0t4DWjcBRnAcAHuS/qM3nyZNM+9+2yXCAMQPmRmppqfD5jxgzTPvdt9zgA/qO4rQtocQD4n0GDBnmMeesx6y0Ovqm4rQtocVA4irMAAAAAAA+BgYEerQtuvPFG2Ww2izICYDWn0ylJ6tOnj0frgtdff129evUyxQG4MHrOAoCPGzZsmL777jtj+9prr7UwGwDlzauvvqoNGzYY2+3bt7cwGwDlSV5enq677jpT/9mC2wD8i81mk9Pp1JIlSzR79mxj22azKSYmRsuXLzfi4H86duyozz77rNBteMeVswDgg+rWrWt87l6YLbjtHgfAf7j3gXMvzBbcpl8c4J+6du1qfD5z5kzTPvdt9zgA/mHu3LmSzveaHThwoHGFrNPp1MCBA43es644+D73XrIFC7Hu2/ScLRzF2QqquKsns8oy4J/ee++9Eo0D4FtWrFhRonEAfMtzzz1XonEAfEeDBg08xho2bFisOPimZcuWlWicP6I4W0ElJSWVaBwA3zJs2LASjQPgW1599dUSjQPgWz788MMSjQPgO3bt2uUx9uuvvxYrDr5p4sSJJRrnjyjOAoAPKqp1QVEtDwD4h6JaFxTV8gCAfyiqdUFRLQ8A+L5BgwZJkux2u+bNm2f0lrXZbJo3b57sdrspDr6vqNYFRbU8wP9QnAUAH9esWbMitwH4t1tvvbXIbQD+q2rVqrrnnntMxZd77rlHVapUsTgzAFZx9Zjt3bu3goODFRh4fp35wMBABQcHq2fPnqY4+JcbbrihyG14F2h1AgCA0vXJJ58UuQ3AvyUnJxe5DcB/nThxQgMHDjS2XQv+APBfNptNTqdTixYt0qJFi4zx3Nxc9e3b1xQH/8PfnpeGK2cBwAdde+21HmMBAZ5Tvrc4AL6vffv2HmOuK18uFAfA9z3xxBOmbbvdrj59+hi3KxcWB8D3zZ0717QdHh6up556SuHh4UXGwXd17NjRY8zb357e4nAexVkA8EE1a9b0GMvPzy9WHADfFxkZ6TGWl5dXrDgAvq/gm7cOh0OrV6+Ww+EoMg6A7wsODjZtZ2dn6/jx48rOzi4yDr4rJCTEY8zb357e4nAexVkA8EHFvX2E20wA/1Tc1gW0OAD8k7eFfE6dOlWsOAC+bcCAAaZth8OhZcuWebx5UzAOvou/PS8fxVkA8GEBAQEeV7VwlQsAl8DAQI/WBe3bt6dPHODnXAv59OnTx6N1wRNPPKFevXqZ4gD4j9zcXEnSU089pXnz5pkWDJw3b56GDBliioP/CAgI8GhdQCuD4rG8OPv222+rWbNmqly5sipXrqxWrVpp7dq1VqcFAD4hPz9fp0+fNo0V3Abgv/Ly8rR161bT2NatWym4AH7OVWxZsmSJoqOjTfuio6O1fPlyUxwA/xEUFCRJmj9/vsaNG2ecMzidTo0bN04LFy40xcF/5Ofn66effjKNFdyGd5YXZ2vVqqXJkydr27Zt2rZtm9q1a6euXbvq559/tjo1AKiw7rnnHuPz3bt3m/a5b7vHAfAfXbt2NT4/c+aMaZ/7tnscAP/hWsjH4XBo4sSJpn0TJ040bl9mwR/A/8yfP1+SlJWVpQMHDpj2HThwQFlZWaY4+D73vykPHTpk2ue+zd+ehbO8OHvPPfforrvuUsOGDdWwYUNNmDBBkZGRHldxwCwlJaVE4wD4lueff75E4wD4lueee65E4wD4lgYNGniMVapUqVhxAHxbnTp1SjQOFR9/e14+y4uz7lyNpM+cOaNWrVpZnU65lpSUVKJxAHxL//79SzQOgG/p3LlzicYB8C2fffaZx1hGRkax4gD4tj59+pRoHCq+3r17l2icPyoXxdkff/xRkZGRCgkJ0ZAhQ/T3v/9djRs39hqbnZ2t9PR00wcAwKyo1gVFtTwA4B+Kal1QVMsDAP7BvZWBtwV/vMUB8A/urQwWLlxo9JYNCgoy+s0WjINvK6p1QVEtD/A/5aI4e9VVV+mHH37Q1q1b9fjjj+uRRx7Rjh07vMZOmjRJUVFRxkft2rXLOFsAqFgK3obo7bZEAP6rRo0aRW4D8F8NGjRQXl6eacGfvLw81a1b1+LMAADlUZMmTYrchnflojgbHBysBg0a6Prrr9ekSZPUvHlz/e1vf/MaO2LECKWlpRkfvBsDAEVbsmRJkdsA/NusWbOK3Abgv3bt2qUhQ4aYxoYMGaJ9+/ZZlBGA8qRv377Kzc2VJOXm5qpv374WZwSrTZ48uchteFcuirMFOZ1OZWdne90XEhKiypUrmz4AAGb169f3GIuMjCxWHADfFxER4TEWGxtbrDgAvu/ll182bdtsNt13331Ge4PC4gD4voJ3L4eHh+upp55SeHh4kXHwXQkJCR5j3v7O9BaH8ywvzr788sv65z//qb179+rHH3/UyJEjlZKSooceesjq1ACgwrrppps8xjIzM4sVB8D3eVuk4+TJk8WKA+D7Cq6y7nQ6tW3bNqO9QWFxAHzfhAkTTNtZWVl66623lJWVVWQcfJe3K6a9rW3CldWFC7zUL3Rv9FxQQECAoqOjde21116wMn706FH16dNHhw8fVlRUlJo1a6Z169apQ4cOl5oaAPi94rYuWLJkiQYPHlzK2QAob4rbumDWrFnq1atXKWcDoLwp2MpAktdWBkOGDFFKSkoZZITiOHfunPbv31/qj+M6FsqyvUWdOnUUGhpaZo+Hwg0YMKDYcevXry/lbFAeFLd1weTJk3XnnXeWcjYV0yUXZ/v162fc1uL+Dqr7WEBAgPr06aO5c+cqMND7Q82fP/9SUwAAXEBkZKSqV69ueueyfv36Onz4sM6ePWthZgDKg9jYWJ07d05nzpwxxiIiIhQUFKTTp09blxiAcuG+++7TVVddpYkTJxpjL7/8sn766SetWrXKwszgzf79+8v0TfeyvDJyzpw5atiwYZk9Hgrn6jH71FNPaeXKlaZ1gGrXrq3OnTtr1qxZRhz8R/369XXu3DkdOnTIGEtISJDdbme9qAu45OLs119/rQceeEAdO3bUgw8+qLi4OB05ckRLly7VZ599prffflvffvut/vznP6tevXoaM2ZMSeYNACiGzMxMjRo1Si+99JIxNnjwYNM2AP918uRJjR07VmPHjjXGXnjhBdM2AP+1YsUKvffeewoKClJubq6CgoLUqFEjTZo0yerU4EWdOnU0Z86cUn2M999/X5s2bTK227ZtWyYtCWmhUX645oP58+fr448/1uzZs3Xw4EHVqlVLjz32mO677z4jDv5l9+7dmj59up588klj7OWXXzZtwzubs2DjoGLq06eP4uLi9Ne//tVj3/PPP6+DBw/qgw8+0AsvvKDk5GT9+uuvl52sN+np6YqKilJaWppfLQ6WlJRU7FhuNbqwX3/9VYMHD9aZxl2UH1HV6nRQiIAzJxSxYxXvnBfDnDlzitXaoHfv3rQ1KAbmiPKP+eHiLFu2rFitDYYMGUJbAz/kmvP4ffJf//3vf722Niho1qxZatSoURlkhPKgqL9B+ZvTf+zfv79YvUMXLlxIUd1PrFu3rlitDV566SW/amtwMfXKS14QbPXq1YX+p3bq1En/+Mc/JEnt2rUrk743/qa4L368SAL+qbgFVwqzgH8qbsGVwizgn7wVXK+++upixcE3FSzM2u32IvfDdxUsuNrtdvXq1cvjmKAw6z+81QZDQkKKFYfzLrk463A49Pvvv3vdt2vXLqMPbXBwsNcnBZenuC9+vEgC/mnr1q0lGgfAt/AmL4CieLu4ZufOncWKg++ZOnWq8fljjz2mlJQUbdiwQSkpKXrssce8xsF3FVy3wuFwaNmyZXI4HEXGwXf99NNPHmPZ2dnFisN5l9xztmPHjho1apTq16+vDh06GOP/+Mc/NHr0aHXs2FHS+Vti6tWrd9mJAgCKz72nbO/evU0tDty3X3rpJYovgB9y7yk7ZMgQU4sD9+2xY8cyR5QjrMSOsuJajT08PFxTp041tTiYNWuWhg0bpqysLFZj9xPui789+OCDpn0PPvigZs+ebcQNGzasTHND2XM9371799add96pAQMGGD2p58+fr7Vr12rp0qWaPXu2nn32WWuTRZlw7yn70ksvmVocuG8/+eSTnFcW4pKLs3/729+UlJSkO++8U5UqVVJcXJyOHj2qjIwMXXHFFXrzzTeNWH4hAcAaLVu2VMuWLU3F2ZYtW2rnzp36/vvvLcwMQHnQuHFjjzfR69WrpyuvvFK//fabNUmhUKzEjrLiWmV9wIABioyMVGhoqLKzsxUSEqLIyEj17duX1dj9kN1u15IlS0yLjtEiy/8cPHhQknTXXXcpNjZWnTt3NhYEq1atmu666y4tXbrUiIP/6Ny5s6Kjo01j0dHR6tixoz777DNrkqogLrk4W7NmTf3nP//Ru+++q82bN+vkyZNq0aKF2rZtq0ceeUTh4eGSpKFDh5ZYsgCAi/P111/r66+/No3xhhkAlx07dpiutJfksY3yo7RXYi+qyFLaK8DTm7B8ca3G/tZbb+mtt94yxs+dO6eHH37YFAf/4XA4POaC0p4bUP7UqlVL27Zt0//93//pjz/+MMa3bdumlStXqmbNmkYc/Munn36qTz/91DTGeWXxXHJxVjp/m8sTTzyhJ554oqTyAQCUgMmTJ3u8ELZv314bNmzwiAPgf8aOHWtqbSCdv6q+4Js5BWNgrdDQ0FK7urTgOgUJCQk6dOiQsT148GBuRfQj8+fPN63GXrlyZQ0aNEhz585Venq6KQ6+r0uXLqbWBpIUExOj1NRUjzj4vscee0wrV67UH3/8oaCgIPXs2VN33XWX1qxZo+XLlxsFW/d+xPBt06dPN7U2kLyfV06fPr0s06pQLnlBMABA+eWtb1/BE+jC4gD4Pm+/+6dOnSpWHHzPypUrjc9HjhyplJQULVmyRCkpKRo5cqTXOPi2gADzn4l5eXk6c+aM8vLyioyDb4qPj/cY83Ze6S0Ovs3hcMjpdBofBRcFg3/IzMz0GCvY3qCwOJx3ya+mubm5Gj9+vBo3bqyIiAjZ7XbTR2DgZV2UCwC4DN5aF3jrMUuLA8A/ebvFzFuPWW5F8w/ua0W4L/RbcNs9Dr5t4MCBpu2srCzNmjVLWVlZRcbBNxW3dQEtDvyDa0GwmjVrKj8/X0uXLlWfPn20dOlS5efnKyEhwRQH3+ftfNFbj1nOKwt3ycXZESNGaMyYMapfv76eeeYZvfLKK6aP0aNHl2SeAIBL0L59e4/WBZMnT1abNm0syghAedKyZUuP1gVjx45VixYtrEkIlnL9QV1QtWrVyjgTWC07O1uS9Pzzz2vhwoVGb9mgoCAtXLhQTz/9tCkO/iEmJsajdUGXLl0UFRVlUUawgmuhr9dee01r165Vt27ddP3116tbt25au3atXnvtNVMc/EfLli09WhdMnz6d88piuOTLWz/88EO98sorGjNmTEnmAwAoQRs2bNCDDz4om80mp9Mpm82mqlWravPmzVanBqAc+Prrr/Xkk08ai/8EBQWpfv36Xq+0h+87dOiQVq9erb/+9a/G2PDhw3X8+HELs4IVQkJCdO7cOc2dO1ezZs1SSEiI8vPzFRISosDAQC1YsMCIg/9ITU3VTTfdZOo/W3Abvs+1INiaNWvUo0cP/fDDDzp58qROnDihs2fPas2aNUYc/Iu388rKlStzXlkMl3zl7KlTp7jyCgDKKfdbTwcOHCin0ylJcjqdplsQuUUV8E/uV9T37dtXubm5ks63rXJfBIhFA/2De4sb98JswW1a4fiPefPmSZLS09PVu3dvZWZmyuFwKDMzU71791ZGRoYpDr5t8ODBxucvv/yyaZ/7tnscfJdroa8lS5aoe/fu2rt3rzIyMrR37151795dS5cuNcXB93FeefkuuTjbpk0b/fDDDyWYCi5GcVfLZVVdwD/96U9/8hjzdruqtzgAvu+mm27yGIuLiytWHHxPt27dSjQOFZ+3K95uv/32YsXB9/Tu3btE41CxhYWFGa1OpPPtLl588UXFxMQYY0FBQQoLC7MiPVjA2/lijRo1ihWH8y65ODtt2jTNnz9fK1asUE5OTknmhGJISkoq0TgAvmXXrl0eY4cOHSpWHADft3//fo+xo0ePFisOvmf16tUlGoeKz9s5w+eff16sOPier776qkTjULGlpqYaV0a6tl9//XWlpqYaY7m5uaZt+DZv54uHDx8uVhzOu+Ti7J/+9Cft2rVLPXv2VHh4uCpXrmz6oCk4AFhn0KBBkiS73e7RuuDNN9+U3W43xQHwLwMGDJAkhYeHe100MDw83BQH31ZU64KiWh7Ad7luT4+JidHixYsVGhoqm82m0NBQLV682LhCjtvY/UNRrQuKankA3zRs2DBJUuPGjb0uCHb11Veb4uD7OK+8fJe8INh9990nm81WkrkAAEqIq8ds7969lZ+fb9qXn5+vnj17atmyZUYcAP/iuuKlsJPkvn37atasWaYrY+D76tSpo4AA87UbAQEBqlGjhtcrYOC7zp49K+l8z8iAgAAFBgYqNzdXgYGBCggIUP/+/fXXv/7ViIN/uO666xQaGmoaCw0NVbNmzbR9+3aLskJZO3nypKTz5xB2u101a9aUzWZTQkKC7Ha7Hn30Ub344otGHHyf+3mltzmC88oLu+Ti7LvvvluCaQAASpLNZpPT6dSiRYu0aNEi0z73d7F5kw3wT65VdN966y2PfS+99JIpDv5j//79mjp1qmms4Db8Q1hYmDIzMzVp0iTTuGtBMPc4+I9vv/1W3377rWls2rRpFmUDq8TGxiojI0MTJ07U6dOn5XA4jH2zZs0y7qKOjY21KkWUsaLOK93vwOG8snCX3NYAAFB+zZ0712Osbdu2xYoD4Pvmz5/vMdayZctixcH3DB8+3GPM20JP3uLgm+bMmWPajomJ0YgRI0wL/niLg2+aOHGix1h8fHyx4uB7XG/anTx5UpUqVdLw4cP18ccfa/jw4apUqZLRa5Y39/yHt/PF9u3bFysO513UlbObN2/Wtddeq8jISG3evPmC8W3atLnkxAAAly49Pd20bbfbVaNGDdntdtO72wXjAPiHgov4hIeH69prr9VPP/2krKwsU1ydOnXKOj2UsYLtbySZXiuKioP/4HZU/3XkyBGPserVq3uMe4uD74mMjDQ+P336tD799FNVr15dn376qU6fPu01Dr6t4OJv4eHhuvLKK7VlyxbTeWVqairnlYWwOS+i4WBAQIC2bt2qli1bKiAgoNDbYZ1Op2w2m9eTupKWnp6uqKgopaWlqXLlyqX+eOVFUlJSsWNTUlJKLQ9f8euvv2rw4ME607iL8iOqWp0OChFw5oQidqzSnDlz1LBhQ6vTKdeYI0oWc0T5x/xwcZgj4I7jAQXdfffdyszMvGBcZGSkVq9eXQYZwUrMEXC3fPlyzZgxQ+Hh4abCm4trfOjQoerZs6cFGaKsMUd4dzH1yotqa/DFF1+ocePGkqSNGzcW+vHFF19o48aNl/4TAABKRNu2bTVv3jzjzTSbzaZ58+bp5ptvtjgzAOVBy5YttXDhQqMHWFBQkBYuXKgWLVpYnBmsUKtWLY/WBcOHD1dcXJxFGcEqroW+RowYoSVLligyMlJ2u12RkZFasmSJcZywIJh/iY+P92hdMHHiRHqL+hnX3TeLFi3SihUrVK9ePVWqVEn16tXTihUrtHDhQlMc/Ef79u29nldyV/2FXVRbA/d+hRdTGQcAWGPTpk168MEH5bpJwul0Ki8vT1999ZXFmQEoD77++mvl5eUZdzs5HA7l5eXp+++/tzgzWOHgwYOqX7++aax+/fo6evSoRRnBKq4FwWbPnq3Zs2crIiJCeXl5ioiIUFBQkN555x0jDv7jyJEjio6ONo1FR0fr5MmT1iQESyQkJEiStmzZ4vWCjy1btpji4D82bNigRx99VHa7XXl5ebLb7QoICChWW1R/d8kLgrVr107//e9/ve779ddf1a5du0tOCgBwedwb8A8ZMsS0z32bRv2Af5o8ebLxef/+/Y1eovn5+erfv7/XOPiuYcOGGZ8/8cQTpn3u2+5x8G2uhb5SU1PVs2dPHT16VOfOndPRo0fVs2dPo78gC4L5h6efftr4vKg5wj0Ovqtr166y2+2aMmWKunfvrr179yojI0N79+5V9+7dNXXqVNntdnXt2tXqVFFG3nzzTePzhx9+WOfOnZPT6dS5c+f08MMPe42D2SUXZ1NSUgpdSCYjI0ObNm265KRwYcXt0+FP/TwA/M+1117rMVa1qmevVG9xAHzfTTfd5DFWrVq1YsXB93Tp0sVjLDDQ8wY7b3HwTQWveLPZbOrWrZvHmiNcGecfunfv7jEWEOBZSvAWB98THBysoKAg4868+Ph4vfLKK4qPj5d0/k69oKAgBQcHW5kmytCf/vQnj7GCd+IUFofzLrk4W5TDhw8rPDy8NL41/r/itpWg/QTgn7zd2XDixIlixQHwfbt37/YYO378eLHi4Ht27NjhMZaXl1esOPimgvOB0+nUypUrVXAtaW/zBnyPt9991x0XF4qD70lNTdW5c+cknS/SHzlyRH/+85915MgR2e12SdK5c+eMK+zh+w4ePOgx5u0c0lsczruo4mxycrL69+9v3O726quvGtuujwcffFCDBg1iIQkAsJCrdYHNZvNoXTB16lTjypeCLQ8A+IeBAwdKOr9QQ8HWBZMnTzYWcnDFwbcV1bqgqJYH8F1PPvmkJKlevXpeFwSrW7euKQ6+rajWBUW1PIBvcr0uNG7cWOvWrdPQoUN17733aujQoVq7dq2uvvpqUxx8n+t8sXLlyh6tC958801VqlTJFAdPF1Wc3bFjh5YvX67ly5fLZrNp48aNxrbrY/369WrUqJGmT59eWjmjgHr16hW5DcB/de/eXfHx8aY/quLj43XPPfdYnRoAC7mueOrTp4/q1KljmiPq1KmjXr16meLgH7p27aqmTZsatysHBASoadOmuuuuuyzODGUtLS1NkjR48GBFRESoXr16iomJUb169RQREaEBAwaY4uAfunbtqgYNGpjGGjRowBzhZ1wLwA0YMEDBwcHq2bOnnnnmGfXs2VPBwcF69NFHTXHwfdnZ2ZKkQYMGKTExUU2bNlW1atXUtGlTJSYmGseEKw6ePJtJFWHEiBEaMWKEpPMna1988YVatmxZKomh+Pbu3VvkNgD/9fHHH+vjjz82tjMzM9W7d28LMwJQHgQEBCg/P1/vvPOOseq65DlHeOspCN+VnJys5ORkY7vgAnHwH1FRUTp37pxGjx4th8NhjB8/ftxYDMgVB/9RcI6QWATMH8XGxiojI0Pz58/Xdddd57F/wYIFRhz8Q0hIiM6dO6epU6dqypQpxrjrNcN112ZISIhVKZZ7l3zGnZ+fT2EWAMqpWbNmmbZjYmI0YsQIxcTEFBkHwD/MmzfPtF3YHFEwDr5p5syZpu2goCD179/faG9RWBx8l+suSFdhtmXLlpo+fbrx959rnLsl/YO33/077rijWHHwPa6WaTt27FBmZqZpX2Zmpnbu3GmKg+9znS+6+pIXfM1wjXNeWbiLunIW5Ue9evWKdYUsLQ4A/1S5cmXT9qlTp/Tzzz/r1KlTRcYB8A+hoaGm7YyMDB08eFAZGRlFxsE3FXyec3NzdeTIEeXm5hYZB99VcJX1o0ePKjU1VUePHi0yDr7J2wKBrqunLxQH3xMTE6OYmBilpqbq7rvv1tVXX61HH31UCxYsMAqzrhj4B1dPWZedO3fq119/NY6HwuLwP5d1r9rixYt1/fXXKyIiQna73eMDpae4rQtocQD4p8GDB5u2nU6nVq1a5bHKcsE4AP6h4O9+bm6uFi1a5FGMY47wD94W6FizZk2x4uCbRo4cKel/rU327dunV155Rfv27TONu+Lg27y1LvA2R9DiwH+sWLHCKL7u3LlTL774oqkwu2LFCivTQxkr+FqQkZGhadOmebzpz2tG4S65OLtq1So9+uijatGihc6ePatHH31UDz74oCIiInTllVfqlVdeKck8AQAX4ezZs5LO9wov2Lpg1qxZGj58uCkOgH9xnyPeeecd0wJQ77zzDnOEn3Et/Na/f3+P25JnzpypPn36mOLg+1xXyE6bNk3Lly9XXFycQkNDFRcXp+XLlxurcRe8kha+7Y477vA6R7Rr186ijGClFStWaMWKFapXr54qVaqkevXqGWPwL67XgunTp2vx4sUKDQ2VzWZTaGioFi9erGnTppni4OmSi7OTJ0/WsGHDjD/6n3jiCS1evFi//vqrHA6HateuXWJJomhXXXVVkdsA/E9YWJgkafbs2apVq5Zat26txMREtW7dWrVq1TIWAHLFAfAv7nNEdHS06tSpo0qVKqlOnTqKjo5mjvAzruL8okWLFB4ebtwBZ7fbFR4ermXLlpni4Pvi4uIkSQsXLlRUVJR69OihTp06qUePHoqKitKiRYtMcfAP//jHPxQZGWn0ow4KClJkZKQ2btxocWawSmRkpDp37qzbb79dnTt3VmRkpNUpwQLurxkhISGKiooy/ctrxoXZnAXvcS2m2NhYLVu2TO3bt1dgYKC2bt1qNPt977339Je//EU//fRTiSbrTXp6uqKiopSWluZXvRP79etX7J6z7777bqnnU9H9+uuvGjx4sM407qL8iKpWp4NCBJw5oYgdqzRnzhw1bNjQ6nTKtUOHDplWXC/MkiVLlJCQUAYZVWzMEeUf88PFYY6Au927d6t///4XjHvnnXdUv379MsgIVktLS1PXrl0lnS/Ku1817b6dnJysqKgoS3JE2dm+fXuxWhZMmzZNzZo1K4OMUB7MmjVLy5cvNxYIlM6/qdezZ08NGTLEwsxQ1txfM4rib68ZF1OvvOS3vx0Oh4KDgxUQEKCIiAgdOXLE2FenTh3t3r37Ur81iqG4BVcKs4B/KlhMCQoKUt++fT1W3qboAvingr/7AQEB6tmzp8eVkcwR/sFbwbV58+bFioNvioqKMq6Ay8/PV7169TR+/HjVq1fPKMxGRkb61R/Z/sxbwfWKK64oVhx806xZs7Rs2TJVrlxZw4cP18cff6zhw4ercuXKWrZsmUdbNfi2qKgo2Ww2YzskJEQDBw5USEiIMWaz2XjNKMIlF2cTExN16NAhSedP3pYuXWrs++ijj1SjRo3Lzw6Feuyxx0o0DoBvyczMNG3n5uZq4cKFHov9FIwD4B9SU1NN2/n5+Vq+fLlHT9GCcfBN3u7G+s9//lOsOPimnJwcnT171njDZu/evRo1apRxDAQEBOjs2bPKycmxMEuUlf3793uM/f7778WKg+/JycnR8uXLVaVKFS1fvlx33323YmNjdffdd5vGmR/8x/Hjx00LT2dnZ2vevHnKzs42xpxOp44fP25FehXCJRdn27dvr88//1yS9Mwzz+iDDz5QgwYN1LhxY7399ttcxl7KfvnlF+PzevXqmfa5b7vHAfAfkyZNkiR17NhRS5YsUWRkpOx2uyIjI7VkyRJ16NDBFAfAvwwbNkyS1LhxY69zxNVXX22Kg28bMGCApPNXunhbIM515YsrDr4vOTlZDodDw4YNU3Jyspo2bapq1aqpadOmSk5O1nPPPSeHw6Hk5GSrU0UZcP3uh4eHGwv7uEybNk3h4eGmOPg21/wwYMAABQYGmvYFBgaqf//+zA9+5sknn5R0vhbl7TWjbt26pjh4uuTi7IQJE/TGG29Iknr27KmPPvpIzZs3V+PGjU2r/KL0FVysg8U7ALjubLj//vsVGhqqqlWrKjw8XFWrVlVoaKh69uxpigPgX06ePCnp/B/SlStXVvPmzVWnTh01b95clStX1qOPPmqKg29z9Qvs16+fgoODFRwcLJvNZnz+0EMPmeLg+1znB61atVJkZKQGDBigIUOGaMCAAYqMjFSrVq1McfBtrjuvBgwYoOrVq6tKlSoKCgpSlSpVVL16dfXt29cUB9/mPj84HA59//332rBhg77//ns5HA7mBz+UlpYmSRo8eLBycnJ0/PhxZWRk6Pjx48rJyTHeuHHFwVPghUO8CwkJMfWP6N69u7p37y5Jev/999W4cWPt3Lnz8jPEBRX8f+b/HUBCQoL27NmjJ554wnRLUUZGhrp37270nqWfJOCfYmNjlZGRoZdfftl0y9mePXt09913G+d4sbGxVqWIMmS32+VwODR79mzNnj3bGD937pwefvhhUxz8g+v84L333tPXX39tWl8kPj7eWAia8wj/EBQUpNzcXL311lt66623jPFTp06pV69epjj4PuYHFBQVFaVz585p5MiRpvYG586dMy4KcsXBu4u+cjYtLU3vvfeeXn/9da1cudLUm2zFihVq2rSp+vbtq3PnzpVoojC76qqrSjQOgG8ZMWKEJBmF2caNG2vKlClq3LixpP9d2eCKA+Bfpk6dKklGYbZjx46aN2+eOnbsaBp3xcG3zZ8/37RduXJlPf/88x4rCxeMg+/q2rWrAgICtGrVKiUmJmrGjBlas2aNZsyYocTERK1atUoBAQHFWp0bFV/B3/34+HiNGTNG8fHxRcbBNzE/oKDp06dLklGYrVevniZOnOjRgtMVB08XdeXsrl27dOutt+rYsWNyOp2y2Wxq27atVq5cqQcffFDr1q1TdHS0XnvtNT311FOllTMkj9WULzcOgG8p2IC/Zs2aqlSpkmrWrKkdO3YUGgfAPwQHB5u2Dxw4oNTUVB04cKDIOPimgj0Ds7OzderUKdNV1d7i4LvsdrvCwsJ05swZ7dy5U7t371ZcXJx2795t3KUXFhbG1dR+ouBrQXp6uo4ePar09PQi4+CbmB9wIU6nU3l5eaaraFG0i6rcjR49Wunp6Ro7dqw+/fRTTZs2Tf/973918803a+3atRowYIB+//13DR8+3NTyACWvuK0LaHEA+CfXIj6uuXj9+vUaPHiw1q9fbxpnsR/AP7kWA3Tdgrpz5069+OKLxnmDa5xFA/3DwIEDTdvZ2dl65513PIqzBePgu7Zv364zZ87o9ttvV0ZGhqZMmaIePXpoypQpysjI0O23364zZ85o+/btVqeKMvD444+btrOysjRr1ixlZWUVGQffxPyAglwLfdlsNknSvn379Morr2jfvn2mcRYEK9xFvf29adMmjRo1ynQbbIMGDdSpUycNGTJEM2fOLPEEcWFXXXWVfvnll0K3Afgf1yI+EydO1FVXXaVJkybp0KFDSkhI0IgRI7Rjxw69+OKLLPYD+CnXIh1vv/22YmJiNGzYMJ08eVKxsbGaOnWqTpw4ocGDB7OYh59wFWGff/55XXPNNRowYIAcDofsdrvmz5+v7777TtOmTfMo1sJ3paamSjr/Ju6LL76o5ORk4zyia9euysvL0+eff27EwbdlZmZKksaMGaMrrrhCAwYMUG5uroKCgjR//nz98ssvmjBhghEH38b8gIJcC31NmDBBV155pZ588kmlpaUpKipK06dP186dO/XKK6+wIFgRLqo4e/z4cbVu3do0dsstt0iSHnjggUtKYNKkSVqxYoX++9//KiwsTDfffLNee+01eqVehIKFWAqzAFyL/cyfP1/du3fXl19+Ken8Yj9bt27Vxx9/bMQB8D+uRQM//PBD1alTR3v37pV0ftHANWvWGFc6sJiHfwgJCdG5c+c0d+5ctW/fXg6HQ5LkcDiUnJyszz//3IiDf4iJiZF0/ryhVq1a2rRpk44ePaq4uDh17NhRBw8eNMXBt0VGRurUqVOaPXu2br75ZmPtgtzcXK1cuVJfffWVEQff5z4/7Ny5UzNmzDD22Ww2XX311aY4+D7XgmBz5sxR//79dfToUUnnFwTbuXOn0Y+aBcEKZ3NeRBOIgIAAbd261Vh9Tzp/0hYUFKRt27bp2muvvegE7rzzTvXq1Us33HCD8vLyNHLkSP3444/asWOHIiIiLvj16enpioqKUlpamseiBb7s8ccfL1bLgquvvlpvv/12GWRUsf36668aPHiwzjTuovyIqlang0IEnDmhiB2rNGfOHDVs2NDqdMq11NRUde/e/YJxK1as4MSpGJgjyj/mh4uTmZmpu++++4Jxq1ev5o9tP3Dw4EE9/PDDF4xbvHixatWqVQYZwWoOh0MPPfSQTp8+7XWh59DQUFWpUkWLFy+mr6QfOHLkiHr16nXBuGXLlnksEgbf45ofjhw5UmhMjRo1mB/8yPHjx9WzZ88Lxi1fvlzVqlUrg4zKh4upV150V/9ffvnFtBiA6531//73vx6xxSnWrlu3zrS9YMECVa9eXd9++63atGlzsen5jbfffltJSUnFigPgf7wVXOPj4z1OoijMAv7JW8G1UqVKysjIuGAcfE9xC64UZv2H3W5XTk6OUZi9+uqrNWDAAM2fP187d+7UuXPnlJ2dTeHFTxS34Eph1j/Y7XaPvymqVq2qEydOGNuHDx9mfvAj3gqutWrVMu6yKCoO513UgmCS1K9fP91www3Gx0033SRJ6tOnjzF2/fXX64YbbrikhFw9KCgYFK04hdmLiQPgW1y3oLrz9u62tzgAvm/x4sUeYwULs4XFwff87W9/K9E4VHxpaWlGv8i4uDjt3LlTw4cP186dO40CXGpqKv0D/cS0adNKNA4V20cffeQx5l6YLSoOvmnz5s0eYwULs4XF4byLKs4uWLBA77zzjsdHwXHX9sVyOp0aNmyYbrnlFjVt2tRrTHZ2ttLT000f/s7V06WwbQD+Z/z48cbnK1asUL169VSpUiXVq1dPK1as8BoHwH/MmzfP+Hz16tVq3bq1EhMT1bp1a61evdprHHzX3//+d+PzxYsXKzQ0VDabTaGhoaYCvXscfNvIkSMlSS1bttSSJUv0xhtvaPTo0XrjjTf0/vvvGxfiuOLg29zPHZctW6YqVaooKChIVapU0bJly7zGwXdNnz7d+HzDhg2m+WHDhg1e4+DbXnnlFePz5cuXKy4uTqGhoYqLi9Py5cu9xsHsotoaPPLII6WVhyTpySef1Pbt2/Wvf/2r0JhJkyZp3LhxpZpHRdO8eXNT/9mC2wD8V8OGDRUZGanOnTsbq6hGRkYqMTFRe/bssTo9ABarUqWK7Ha7qlWrpuzsbFWrVk12u12VK1fmDXA/FBwcrBo1amjSpElKTU1VTEyMatSoIbvdbrQyg39wLebSt29fORwO7dq1yziPaNKkifr06aNvvvnGiIN/CAkJUVRUlNq2bauDBw+qVq1aioqKUmBgoPLy8qxOD2WsevXqXueHmJgY48p7+JdrrrlGkZGRatWqlTFHREZGqlGjRl5boeJ/LrrnbGl56qmntGrVKm3evLnIflYjRozQsGHDjO309HTVrl27LFIst9zfrfS2DcB//frrr+rUqZPpj+pZs2bxRzYASdKpU6fUqVMnY3vbtm1auXKldQnBUjk5OR6LvMTHx/Oa4Yfi4uJ0/PhxjR8/XsePH/c4j3D1DYyLi7MqRVggOzub1wwYjh07xt8ZMPnxxx+ZIy7RRfecLWlOp1NPPvmkVqxYoY0bNyoxMbHI+JCQEFWuXNn0gfMiIiKsTgFAOTFq1Cjjc4fDoeHDh+vjjz/W8OHDTSdM7nEA/MfAgQNN271799bixYvVu3fvIuPgm+69917j88zMTM2YMUNr1qzRjBkzlJmZ6TUOvm3ChAmSzverj4yMNJ1HREZGGgV8Vxx8W/fu3U3bhb1mFIyDb3ryySeNz4v6O8M9Dr7tz3/+s2m7sDmiYBz+x/IrZ4cOHaolS5YoOTlZlSpVMl7oo6KiFBYWZnF25VevXr08rpA9c+aM1zgA/qdNmzam7b/+9a9eWxkUjAPgH+677z5TP9klS5Zo9erVHq0M7rvvvrJODRZ48sknjX6ymZmZGjp0qNdWBvyh7T/c/w5LS0vTpk2bVKdOHW3atMm0CBh/r/mHQYMGmfrJLlmyRB9++KFHK4NBgwaVdWqwQJcuXUz9ZP/61796bWXQpUuXsk4NFnH1IXdZsmSJvvvuO49WBgXj8D+WXzn79ttvKy0tTUlJSapRo4bx8cEHH1idWrlW3NYFtDgA/FNycrLHmLces97iAPi+2bNne4x56zHrLQ6+Z/v27R5j3m5L9RYH3+Q6P4iOjpYkffPNN3r66af1zTffmMY5j/AP3l4LvPWY5TXDP3j7vffWY5b5wX94+9331mOWOaJwlhdnnU6n149+/fpZnVqFUFgrg9DQ0DLOBEB5cujQIUnSxx9/7NG6YNSoUfroo49McQD8y8GDByVJixcv9mhdMHDgQC1atMgUB9/m+qN6zZo1Hq0L7r33Xq1Zs8YUB9/nOj+YP3++kpOT1bRpU1WrVk1NmzZVcnKyceU95xH+wf01o2Drgu7du/Oa4Wfc/84oeEfFk08+yd8Zfsh9jijYuuDPf/4zc0QxWN7WAJfnzJkzeumllzR58mRjrOA2AP+TkJAgSdqyZYtuvvlm1atXTydPnlRsbKyuvfZaffnll6Y4AP6lVq1a2rZtm9asWaMBAwaoSZMmSk1NVUxMjJo1a2YUXopapBW+IyYmRtL5Oyz69eun3377TUePHlVcXJz69etn3HnhioPvcz+P6NSpkwYMGGDMEZGRkUbBnvMI/+D+mtG/f38dPXpUhw4dUkJCgvr376/333/fiIPvc58f7r33Xl1xxRWmcwjmB//jPkf069dPQ4cONeaIm266SQsWLDDi4J3N6XQ6rU7icqSnpysqKkppaWl+tTjYrFmzitWyoFevXhoyZEgZZFSx/frrrxo8eLDONO6i/IiqVqeDQgScOaGIHas0Z84cNWzY0Op0yrWcnByP1VMLstvtWrt2rYKDg8sws4qJOaL8Y364OGfPnlWnTp1kt9sVExOj48ePG/uqVaum1NRUORwOrV27lp6SfsDhcOihhx7S6dOnde7cOY/9oaGhqlKlihYvXiy73W5BhihrrvOI0NBQRURE6NixY8a+6tWr68yZMzp37hznEX7C9ZpxIbxm+Af3+SEyMlJHjx419sXFxSkzM5P5wc+45oiAgADl5+d77HeN+9sccTH1SsvbGuDSFLfgSmEW8E/BwcEKCgoytuPj4/XKK68oPj7eGAsKCuKECfBTYWFhatSokRwOh06cOKEOHTpozpw56tChg06cOCGHw6FGjRr51Qm0P7Pb7crJyTEKs40bN9aUKVPUuHFjSdK5c+eUnZ1NYdaPBAcH66abbtKZM2d06tQpPfjgg1q0aJEefPBBnTp1SmfOnNFNN93EeYSfCAsLU2RkpLFdr149TZgwQfXq1TPGIiMjec3wE+7zQ2pqqnr37q3Fixerd+/eSk1NZX7wQ2FhYapZs6ZRmL3hhhs0bdo0YwGw/Px81axZkzmiCLQ1qKDWrVtX7Lg777yzlLMBUN6kpqaarn46cuSIR/+fc+fOGbcgAfAvDodDp0+fVpUqVXTq1CmtX79e69evN/ZXqVJFaWlpcjgcFOT8QFpamtFPtnr16tqxY4eef/55Seevgjp69KhSU1OVlpamqKgoK1NFGXE4HPr999+VkJCgo0ePaunSpVq6dKmk88X8hIQE7d69mznCT2RmZiozM9PY3rt3r0aOHOk1xr2IC9/kPj8cOXJES5Ys0ZIlSyQxP/irnJwcHTlyRIGBgcrLy9M333xjLCApSYGBgTpy5IhycnIo2heCK2crKPeesr169TLtc9+m9yzgn4YNGybp/NVPn332mYYOHap7771XQ4cO1Weffaarr77aFAfAv2zfvl1HjhzR+PHjtXbtWnXr1k3XX3+9unXrprVr12r8+PE6fPiwtm/fbnWqKAOuIkvLli21dOlSvfHGGxo9erTeeOMNLVmyxLjypWAxBr7LNUeMHDlSa9euNZ1HrF27ViNHjmSO8COTJk2SJHXs2NHra0aHDh1McfBt7vPDunXrmB+g5ORkORwOPfvss17niGeeeUYOh0PJyclWp1puUZyt4OrXr69rr73WNHbttdeqdu3aFmUEoDw4efKkJGnAgAFe9z/66KOmOAD+xXWVZGJiotf9rnFXHHybq19g3759lZmZqfnz52vWrFmaP3++MjMz1adPH1McfB9zBNwdOnRIknT//ffL4XDo+PHjOnnypI4fPy6Hw6GePXua4uDb3OeH4OBg9ezZU88884x69uyp4OBg5gc/5Prdb9Wqlex2u2rWrKnatWurZs2astvtatWqlSkOnmhrUMHt3r1bL774omms4DYA/xMbG6uMjAxNmDDBuDXZZdasWUZD8tjYWKtSBGAhVzuTl156yXRly7Zt27Ry5Uo1a9bMFAffFhcXp+PHj2vYsGHKyckxxo8fP66uXbsatyDGxcVZlSLKmOt3f+rUqfriiy88ziNuu+02Uxx8W0JCgvbs2aPnnntOGRkZxviePXt09913q1KlSkYcfJ/r937Pnj1q0qSJx/49e/aY4uD7XL/7kyZN0vfff+/xmtGiRQtTHDxx5WwF9dJLL3mMud6NuFAcAN83depUSeffsY6MjNTw4cP18ccfa/jw4YqMjNSpU6dMcQD8S7NmzRQcHKzt27crKCjItJhHUFCQtm/fruDgYKNIC982YcIESTIKsy1bttT06dPVsmVL07grDr6vWbNmCg8P1+eff67KlSubziMqV66szz//XOHh4cwRfmLEiBGSZBRmO3bsqHnz5qljx46mcVccfFuzZs0UHx+v999/31gAyiU/P1/vv/++atSowfzgR7p27SqbzaZt27Z5fc3Ytm2bbDabunbtanWq5RbF2QrK27tQBw8eLFYcAN/nvhhDWlqaPv30U/3+++/69NNPlZaW5jUOgP/IyckxCm7XXnutWrdurZiYGLVu3dpol+QeA//idDqVn58vp9NpdSqwiMPhMBYWveqqq5SYmKiwsDAlJibqqquuknR+YVH3q6PgH2w2m2mOsNlsVqeEMma32/XEE09oy5YtGjVqlH7++WdlZWXp559/1qhRo7RlyxY9/vjjLAbmp5xOp8cHLozibAXlrXXBgQMHihUHwPe5mq2Hh4dLknbu3KkXX3xRO3fuNI3TlB3wT7Nnz5Yk3XLLLdq3b5+GDh2qu+66S0OHDtX+/fvVunVrUxx8m2uhr5CQEEnSN998o6efftpYadnV1oAFwfxHcnKy8vPz1aVLF+3du9c0R+zbt0/33HOP8vPzOY/wE66FvipXriyn06n169dr8ODBWr9+vZxOp9EuiwXB/EebNm00btw47d692zQ/7NmzR+PGjVObNm2sThFlKDk5WU6nUzfccIMyMjI0ZcoU9ejRQ1OmTFFGRoauv/56OZ1OXjOKQM/ZCq5Vq1Zq27atJk+ebIy99NJL+vzzz7Vt2zYLMwNgJVez9UWLFslms2nYsGE6efKkYmNjNXXqVOXn56tHjx40ZQf8lOtumyFDhqhGjRravn27UlNTFRMTo2bNmunQoUP68ssvvd6VA9/jWuhrypQpql27tkaOHKmjR48qLi5OEyZM0L59+/T000+zIJgfcZ0fPPLII3rmmWc85ohTp07pk08+4TzCT7ie56lTpyo+Pl6TJk3SoUOHlJCQoBEjRujQoUMaPHgwx4OfadOmjVq3bu0xP3DFrP9x/e6/9NJLqlSpkpKTk405omvXrkpPT+dvzwvgytkKbsuWLYqPjzeNxcfHU5gF/Jyr2fqWLVsUFRWlZ555Rs8++6yeeeYZRUVFacuWLaY4AP6lVq1akqQ1a9Z43e8ad8XBt7kW+lq4cKHCwsLUtm1b3XLLLWrbtq3CwsK0aNEiUxx8n/t5hDecR/gX1/P84Ycfet2/fPlyUxz8h91uV4sWLdS+fXu1aNGCwqyfcn/NsNvtatCggZo2baoGDRrIbrfzmlEMNmcFbwCRnp6uqKgopaWlGbdT+IOvv/66WC0LXn/9dWMxBxTu119/1eDBg3WmcRflR1S1Oh0UIuDMCUXsWKU5c+aoYcOGVqdTruXk5KhTp04KDQ1VpUqVdOTIEWNffHy8MjIydO7cOa1du9a4XRWFY44o/5gfLs7Zs2fVqVMn2e12xcbG6tixY8a+6tWr6+TJk3I4HFq7dq3CwsIszBRlIS0tzVikw9VP0sV9Ozk5WVFRUZbkiLLlfh4RGRlpumo6Li5OmZmZnEf4kczMTN19990XjFu9ejXrGQB+iL89vbuYeiVXzlZQ3gqu3p5sCrOAfwoODtZNN92kM2fO6OTJk3rwwQe1aNEiPfjggzp58qTOnDmjm266ya9eHAH8T1hYmBo1aiSHw6Hjx4+rQ4cOmjt3rjp06KDjx4/L4XCoUaNGFGb9RFRUlFFQcTqdqlu3rl599VXVrVvXKMxGRkZSmPUj7ucRqamp6t27txYvXqzevXsrNTWV8wg/ExkZqdDQUGM7Pj5eo0aNMt3B6SrkA/A//O15+eg5W0H98MMPHmPp6ele4/70pz+VfkIAyhWHw6Hff/9dCQkJOnLkiJYuXaqlS5dKkgICApSQkKDdu3fL4XBw+xHghxwOh06fPq0qVaro1KlTWr9+vdavX2/sr1KlitLS0pgj/EROTo7Onj2rgIAA5efna9++fRo9erSxPyAgQGfPnlVOTg5/WPmJgucRS5Ys0ZIlSySdv42Z8wj/4rpS2uXIkSMaP368KebcuXPKzMykQAv4If72vHxcOVtBPfvss8bnr7/+ummf+7Z7HAD/sX37dh05ckQjR47UunXrNHToUN17770aOnSo1q1bp5EjR+rw4cPavn271akCsIBrjhg/frzWrl2rbt266frrr1e3bt20du1ajR8/njnCjyQnJ8vhcGjYsGFKTk5W06ZNVa1aNTVt2lTJycl67rnn5HA4WGXZjxR1HrF27VrOI/zMpEmTJEkdO3bU6tWr1bp1ayUmJqp169ZavXq1OnToYIoD4F/42/PyceVsBde+fXt98sknprFPPvlEbdq00ebNmy3KCoDVUlNTJUmJiYlyOBz6448/dPDgQTmdTjkcDiUmJpriAPgX9zkiMzNTW7ZsUVpamg4cOKCHHnqIOcLPuFZPbtWqlRwOh3GVXGZmphwOh1q1amWKg+9znyO8YY7wL67f/fvvv9/r/p49e2r9+vXMEX7I4XBo+/btSk1NVUxMjJo1a8aVkX7I/TUjNTVVS5YsMa6kv/XWW3nNKAaKsxXchg0bPMb++c9/WpAJgPIkJiZGkvTSSy+Z3qHctm2bVq5cqWbNmpniAPgX1+/+fffdp7Nnzxrj586dU8+ePY3egswR/sG1enKfPn2UlZVljGdkZKh79+4KDw83xcH3uX73p06dqi+++EIOh8PYN2vWLN12222mOPi2hIQE7dmzR8OGDTO10tuzZ4/uvvtuY+0T5gj/snnzZs2cOdNj8acnnnhCbdq0sTAzlDXXa0G3bt2Uk5NjjJ86dUq9evUyWiLxmlE42hpUUG+++WaJxgHwLc2aNVNISIi2b9+uwMBA00IegYGB2r59u0JCQowiLQD/4vrddxVm69Wrp4kTJ6pevXqSZPQWZI7wD127dpUkozDbuHFjTZkyRY0bNzaNu+Lg+5o1a6aIiAh9/vnnqlSpkoYPH66PP/5Yw4cPV6VKlfT5558rIiKCOcJPjBgxQtL5NU5sNps6duyoefPmqWPHjrLZbEbB1hUH37d582aNGTNG9evX14wZM7RmzRrNmDFD9evX15gxY7iL1880a9ZMNpvNKMzGx8drzJgxxqKBOTk5stlsvGYUgeJsBfXxxx97jHl7d8pbHADfl5OTo+zsbEnS9ddfr9atWysmJkatW7fW9ddfL0nKzs42vbMJwH+431Z23XXX6YUXXtCf/vQnvfDCC7ruuuu8xsF3ZWZmGp9XrlxZnTp1Ut26ddWpUyfjiriCcfBtDofDePPm6quvVmJiosLCwpSYmKirr75a0vk3d9yvqIV/cDqdcjqdys/PNz6Hf3E4HJo5c6ZatWql8ePHq0mTJgoPD1eTJk00fvx4tWrVSm+//Tbzgx85fvy4MRfccMMNGj16tG688UaNHj1aN9xwg6Tzc8fx48etTLNco61BBeWtdYG3d6docQD4p9mzZ0uSbrnlFu3atUtDhw419tWoUUO33HKL/vWvf2n27NksHAj4oSeffFKSVK1aNf3xxx8ec0TVqlV14sQJPfnkk/rggw+sShNlZNiwYZLO326YlpamKVOmGPvsdruqVKmiU6dOadiwYXr33XctyhJlKTk5Wfn5+erSpYu+/vprjzmiS5cuWrVqlZKTk9WzZ08LM0VZcC30ValSJWVkZGj9+vVav369sd81PmnSJE2YMMGqNFFGXIs/jR49WgEB5uv9AgIC9NBDD2no0KHavn27WrRoYVGWKEuPP/64JCk6OloHDhzweM2Ijo7W6dOn9fjjj+vvf/+7VWmWaxRnfcCbb75pKq4U3Abgfw4ePChJGjJkiGrUqOHRqP/QoUP617/+ZcQB8C9paWmSpOeee0433nijxxzx5Zdf6pVXXjHi4NtOnjwpSRo5cqSuueYaJScn69ChQ0pISFDXrl31ww8/6MUXXzTi4PtcCzs98sgjeuaZZzzmiFOnTmnVqlUsAOUnXM/zG2+8ofj4eE2aNMmYI0aMGKFDhw5p8ODBHA9+ggUDUZDrzppnnnlGbdq08XjN2LhxoyZMmMAdOEWgrYEP+Omnn4rcBuB/atWqJUlas2aN7Ha7WrRoofbt26tFixay2+1as2aNKQ6Af4mKipIkzZkzx+scMX/+fFMcfFtsbKwkGc97QQsWLDDFwfe5FnbasmWL1zliy5Ytpjj4Ntfz/OGHHyosLEw9evTQww8/rB49eigsLEzLly83xcG3uRZ12rNnjxwOh77//ntt2LBB33//vRwOh/bs2WOKg++LjIyU9L+7NwtynV+44uDJ5qzgTWLS09MVFRWltLQ0U08sXzd69OhitSy49dZb9eqrr5ZBRhXbr7/+qsGDB+tM4y7Kj6hqdTooRMCZE4rYsUpz5sxRw4YNrU6nXDt79qw6deqkoKAgffrpp8YKmdL5frSdO3dWbm6u1q5dq7CwMAszrRiYI8o/5oeLc/z4ceNW5FWrVpnOodLT09WlSxdJ0vLly1WtWjVLckTZSU1NVffu3S8Yt2LFCv7Y9hM5OTlGz+Hly5crMPB/N1zm5eWpZ8+eSk9P19q1a03nGPBNmZmZuvvuuyVJ1atX17Fjx4x97turV6+m+OIHHA6HHnroIUVFRen06dM6evSosS8uLk7R0dFKT0/X4sWLZbfbLcwUZeXIkSPq1auXpPNFeferpt23ly1bZiwS5g8upl7JlbMVVHELrhRmAf8UFham1q1bKzc3V507d9bs2bN14MABzZ492yjMtm7dmsIs4KeqVatm/AHdpUsXPfLII9q8ebMeeeQRozAbGRlJYdZPxMTEKDQ01NiOj4/X6NGjTX9AhYaGUpj1I8HBwerZs6dOnTqlnj176pNPPtGJEyf0ySefmMYpzPqHyMhI1axZU5J07Ngx3XDDDZo2bZpuuOEGozBbs2ZNCrN+wm63KykpSb/88otycnL0/PPP66OPPtLzzz+vnJwc/fLLL2rbti2FWT8SHx+voKAgSTLaGQwfPtxUmA0KCvKrwuzFoudsBbV48eJixz388MOlnA2A8mjChAkaOXKkvvzySy1dulRLly419rVu3ZoFGwA/t3r1at19993KzMzUvn379Morrxj7IiMjtXr1aguzQ1nKyclRbm6ubDabnE6njhw5YnqD32azKTc3Vzk5ORTj/MiQIUMknb+CvuAicb169TL2w/c5HA45HA5FRETozJkz+uabb/TNN98Y+yMiIpSfny+Hw0FBzg84HA6lpKToqquu8lhEskaNGrrqqqu0adMmDRo0iOPBTzgcDsXGxuro0aNyOp1KTU3VX//6V2O/zWZT1apVmSOKQHG2gpo3b57x+a233mpqceC+PW/ePIqzgB+bMGGCzp49q9mzZ+vgwYOqVauWHnvsMa6YBSDpfIH2+PHjevLJJ5WWlqaoqChNnz6dK2b9THJyshwOh4YPH66bb75Zw4YN08mTJxUbG6upU6fqyy+/1JQpU5ScnGy0w4B/GDJkiPr37++xSBxFev+yfft2HTlyRDNmzFDdunU9FgTbt2+fhg4dqu3bt6tFixZWp4tS5joeRo8erUaNGnks/vTf//6X48HPuM8RsbGxevzxx5WZmanIyEi9/fbbOnnyJMfEBVCcreCqVKmiQYMGaevWrcrNzVVQUJAGDRqk//znP0pPT7c6PQDlQFhYmJ599lmr0wBQTlWrVk0ffPCB1WnAQq4V1lu1aqWoqCg988wzxh/aUVFRatWqlSkO/sVut6tBgwaKiYlRTEwMVz35IddtyYmJiQoJCVGPHj2MOSIsLEyJiYmmOPg29+PBtWCgO44H/+N+TNhsNrVt29a4MCgqKsrot8oxUTiKsxXcqVOn1LdvX2M7NzfXtA0AAAAUxbXC+nvvvaevv/5aR44cMfbFx8erZcuWpjj4j82bN2vmzJkex8QTTzyhNm3aWJgZypKr3/Tf//53ffLJJx7Hwz333GOKg29zPc979uxRkyZNPPbv2bPHFAff53quX3rpJW3fvt0Y37Ztm1auXKlrrrnGFAdPLAhWQQ0cONC0HR4erqeeekrh4eFFxgEAAADuunbtqoCAAK1atUqJiYmaMWOG1qxZoxkzZigxMVGrVq1SQECAunbtanWqKEObN2/WmDFjVL9+fdMxUb9+fY0ZM0abN2+2OkWUkWbNmik6Olpz5871OkfMnTtX0dHRatasmdWpogw0a9ZM8fHxev/995Wfn2/al5+fr/fff181atTgePAjzZo1U3BwsLZv366goCD17t1bixcvVu/evRUUFKQff/xRISEhHBNFoDhbQRV8pzorK0vvvfeesrKyiowDAAAA3NntdqMX+c6dO7V7925lZWVp9+7d2rlzp6TzLXK4nd1/OBwOzZw5U61atdL48ePVpEkThYeHq0mTJho/frxatWqlt99+Ww6Hw+pUUU7YbDarU0AZsdvteuKJJ7RlyxaNGjVKP//8s7KysvTzzz9r1KhR2rJlix5//HFeM/xITk6OcnJyJEnXXnutWrdurZiYGLVu3VrXXnutJCk7O9uIgSeKsxXUgAEDPMa89Zj1FgcAAAC4bN++XWfOnNHtt9+ujIwMTZkyRT169NCUKVOUkZGh22+/XWfOnDHdqgjf5lrc5aGHHlJAgPlPxoCAAD300EM6fPgwx4Sf2L59u06fPq1BgwZpz549Gjp0qO666y4NHTpUe/fu1cCBA3Xq1CmOBz/Spk0bjRs3Trt37zYdD3v27NG4ceO4SMzPzJ49W5J0yy23GAsEuo6J/fv365ZbbjHFwRM9Zyuo3NxcSdJTTz2ls2fPat68eca+gQMHKjAwULNmzTLiAAAAAG9cC3QMGzZML774opKTk42V2Lt27aq8vDx9/vnnLOThR9wXd/GGBX/8i+t5vvfee9WrVy9t377dWBCsWbNmys7O1rx58zge/EybNm3UunVrj+OBK2b9z8GDByVJQ4YMUY0aNTyOiUOHDulf//qXEQdPFGcrqKCgIOXm5mr+/Plas2aNHn74YdP+u+66y4gDAAAAClNwcZeePXua9v/222+mOPg+FvyBO/fj4corr9SuXbuMN3CaNGnC8eDH7Ha7WrRoYXUasFitWrW0bds2rVmzxuvd22vWrDHi4B3F2Qpq/vz56tu3r7KysnTs2DFVr17d2Hfs2DGj9+z8+fOtShEAAAAVgPviLuPHjzfdxs7iLv6JYwLuXMfDhAkTdOTIEdMiUG+//bbi4+M5HgA/9thjj2nlypX64IMPtGHDBh09etTYFxcXpxMnThhx8I6esxVUnTp1jJOk+++/X3fddZeWLVumu+66S/fff7+k8/2g6tSpY2WaAAAAKOdY3AUFcUzAnd1u1xVXXKFDhw7JbrebVmK32+06dOiQ6tevz/EA+KmwsDA1atRIDodDx44dU4cOHTR37lx16NBBx44dk8PhUKNGjYzFR+GJK2crsI0bN6pdu3bKz89XVlaWZs2aZewLCAjQxo0bLcwOAAAAFYVrcZeZM2dq6NChxniNGjVY3MVPcUzAJScnR1u3blVERIQqVaqkJUuWaMmSJZKk+Ph4ZWRkaOvWrcrJyVFwcLDF2QIoaw6HQ6dPn1aVKlV06tQprV+/XuvXrzf2V6lSRWlpaXI4HLyJUwiKsxXcxo0btX//fg0YMEC5ubkKCgrS/PnzuWIWAAAAF4XFXVAQxwQkKTk5WQ6HQ48//rg6derkcTysWbNGU6ZMUXJyskfPagC+b/v27Tpy5IhmzJih+vXra/bs2Tp48KBq1aqlxx57TLt379bQoUO1fft2ehQXguKsD6hZs6Zef/114wWyZs2aVqcEAACACojFXVAQxwQOHTokSWrVqpXX46FVq1amOAD+JTU1VZKUmJiosLAwPfvss6b9iYmJpjh4ojhbwW3evFkzZ87UkSNHjLH4+Hg98cQT3GoEAAAAALgsCQkJkqQtW7bo7rvv9ti/ZcsWUxwA/xITEyNJ2rNnj5o0aeKxf8+ePaY4eGJBsAps8+bNGjNmjOrXr68ZM2ZozZo1xmXkY8aM0ebNm61OEQAAAABQgXXt2lV2u13z589XXl6eaV9eXp7eeecd2e12de3a1aIMAVipWbNmio+P1/vvv6/8/HzTvvz8fL3//vuqUaOGmjVrZlGG5R/F2QrK4XBo5syZatWqlcaPH68mTZooPDxcTZo00fjx49WqVSu9/fbbcjgcVqcKAAAAAKiggoOD1bNnT506dUo9e/bUJ598ohMnTuiTTz4xjbMYGOCf7Ha7nnjiCW3ZskWjRo3Szz//rKysLP38888aNWqUtmzZoscff5x+5UWgrUEF5Wq4PHr0aAUEmGvsAQEBeuihh2i4DAAAAAC4bEOGDJEkLV++XFOmTDHG7Xa7evXqZewH4J/atGmjcePGaebMmRo6dKgxXqNGDY0bN462mxdAcbaCcm+47A0NlwEAAAAAJWXIkCHq37+/kpOTdejQISUkJKhr165cMQtA0vkCbevWrbV9+3ZjwfpmzZpxxWwxWF6c3bx5s/7yl7/o22+/1eHDh/X3v/9d3bp1szqtcs+94bL7uxIuM2bMMMUB8F+rVq3S1KlTje1hw4apS5cuFmYEoDwZM2aMNm3aZGy3bdtW48aNszAjWKlHjx46ceKEsV21alV99NFHFmYEq+3fv18DBgxQbm6ugoKCNH/+fNWpU8fqtGCRJ554Qrt27TK2//GPf2jevHkWZgQrvfvuu3r33XeN7X79+qlfv36W5QPrLViwQIsXLza2H374YQ0cONDCjCoGy3vOnjlzRs2bN9f06dOtTqVCcTVc9laYlaShQ4fScBmAkpKSTIVZSZo6daqSkpKsSQhAuZKUlGQqzErSpk2bmCP8VFJSkqkwK0knTpzgePBj7dq1U9++fZWbmytJys3NVd++fdWuXTuLM4MVkpKSTIVZSdq1axdzhJ9KSkoyFWal88Vajgf/lZSUZCrMStLixYs5JorB8uJsp06dNH78eHXv3t3qVCoUu92uI0eOFBlz+PBhLh8H/FjBF8FatWoVuR+Af7nQHMAc4V84HlBQu3btjFW3w8PD9dRTTyk8PFzS+dW3KdD6F+YIuCv4fEdFRRW5H76v4HNeqVKlIvfDzPLiLC5NcQ9sfgEA/7Rq1Srj81GjRiklJUWLFy9WSkqKRo0a5TUOgP8YM2aM8XmvXr2UkpJifPTq1ctrHHxXjx49jM+vueYa0/FwzTXXeI2Db9u/f79RmP3www+1Zs0a3XfffVqzZo0+/PBDSecLtPv377cyTZQR91uSb731VtMcceutt3qNg+9yv1r2+eefV0pKipKTk5WSkqLnn3/eaxx8m3trk+eee04pKSn65JNPlJKSoueee85rHMwqXHE2Oztb6enppg9/t2HDBr3xxhsaPXq03njjDW3YsMHqlABYzL2Vwe23327a575dsOUBAP/g3sqg4Arb7tsFWx7AN7m3MnjrrbdM+9y3C7Y8gO8aMGCApPNXzFavXt20r3r16sYVtK44+Db3VgavvvqqaZ/7dsGWB/BN7kXXe+65x7TPfZvirP9wb2XQtWtX0z737YItD/A/Fa44O2nSJEVFRRkftWvXtjoly9ntdrVo0ULt27dXixYtaGUAwFCwlYFLXFxcGWcCAAAqCleP2cKKr3379jXFAfA/BVsZuERGRpZxJigvCrYycHG9oYfCVbji7IgRI5SWlmZ8HDhwwOqUAKDcOnjwoNfxo0ePlnEmAACgoggKCpIkzZ8/3+v+hQsXmuIA+J+0tDSv45mZmWWcCcqLjIwMr+NZWVllnEnFU+GKsyEhIapcubLpw98V7CtLn1kAw4YNMz7//PPPTfvct93jAPiPtm3bGp/PmjXLtM992z0Ovqtq1arG50899ZRpn/u2exx8m6som5WVpWPHjpn2HTt2zPhDu7DiLXxLgwYNjM9Hjx5t2ue+7R4H39WvXz/j808++cS0z33bPQ6+7eGHHzY+T05ONu1z33aPg5nN6XQ6rUwgMzPT6E3TokULTZ06VbfddptiYmJUp06dC359enq6oqKilJaW5neF2uIUYVNSUko9D1/w66+/avDgwTrTuIvyI/jDo7wKOHNCETtWac6cOWrYsKHV6ZR7BeeIuLg4jytmmSOKhzmi/GN+uHicR8AdxwMKateunbEoWHh4uPr27auFCxcahdmAgABt3LjRyhRRhpgj4K7g8RAZGelxxSzHg38peEyEh4d7XDHrb8fExdQrLb9ydtu2bWrRooVatGgh6fxVXC1atNArr7xicWbl34UObH878AGYFZwDKMwCcMd5BNxxPKCgjRs3KiDg/J+LWVlZmjVrFoVZP8YcAXcFn28Ksyj4nPt7YfZiWV6cTUpKktPp9PhgZb/iKewA58AHIJ2fCwq2Lhg2bBhzBABJ5+e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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "top10_categories = df_clean[\"category\"].value_counts().head(10).index\n",
+ "df_top10 = df_clean[df_clean[\"category\"].isin(top10_categories)]\n",
+ "\n",
+ "plt.figure(figsize=(14, 6))\n",
+ "sns.boxplot(data=df_top10, x=\"category\", y=\"stars\")\n",
+ "\n",
+ "plt.title(\"Rating Distribution by Category (Top 10)\", fontsize=14)\n",
+ "plt.xlabel(\"Category\", fontsize=12)\n",
+ "plt.ylabel(\"Rating\", fontsize=12)\n",
+ "plt.xticks(rotation=45, ha=\"right\")\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "4b75a9ca-7cde-481f-8c8a-b9755c382ce5",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "category\n",
+ "Computer Memory 4.7\n",
+ "Building & Construction Toys 4.6\n",
+ "Office Paper Products 4.6\n",
+ "Luxury Food & Drink 4.6\n",
+ "Kids' Play Figures 4.6\n",
+ "Name: stars, dtype: float64\n",
+ "\n",
+ "Computer Memory tends to have the highest median\n"
+ ]
+ }
+ ],
+ "source": [
+ "median_price_by_category = df_clean.groupby(\"category\")[\"stars\"].median().sort_values(ascending=False)\n",
+ "print(median_price_by_category.head(5))\n",
+ "print(\"\")\n",
+ "print(\"Computer Memory tends to have the highest median\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2fbd7ca8-8103-44d0-909c-6785d72a1d5e",
+ "metadata": {},
+ "source": [
+ "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n",
+ "\n",
+ "**Objective**: Analyze how product ratings (`stars`) correlate with product prices.\n",
+ "\n",
+ "1. **Correlation Coefficients**:\n",
+ " - Calculate the correlation coefficient between `price` and `stars`.\n",
+ " - Is there a significant correlation between product price and its rating?\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",
+ "**Bonus**: \n",
+ "\n",
+ "- Do the same analysis without taking out the outliers. What are your insights?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "b0951351-b023-49c3-95d3-93cc176360ed",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Correlation coefficient: -0.0777\n",
+ "\n",
+ "The correlation is close to zero, so the price doesn't affect the rating significantly, expensive doesn't mean good and cheap bad\n"
+ ]
+ }
+ ],
+ "source": [
+ "correlation = df_clean[\"price\"].corr(df_clean[\"stars\"])\n",
+ "print(f\"Correlation coefficient: {correlation:.4f}\")\n",
+ "print(\"\")\n",
+ "print(\"The correlation is close to zero, so the price doesn't affect the rating significantly, expensive doesn't mean good and cheap bad\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "58d373e5-5d6b-4695-a7f0-6f9123261521",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.scatterplot(data=df_clean, x=\"price\", y=\"stars\");\n",
+ "plt.title(\"Relationship between Price and Rating\", fontsize=14)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2e00df58-407b-4ee5-9dd5-b1b33824b6af",
+ "metadata": {},
+ "source": [
+ "Since the sample is so big we can't really draw exact conclutions, but it seems very concentrated in 2+, 1 and 0. In other words, there is no tendence\n",
+ "up or down, which means there is no relationship between price and rating"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "3a612121-57e7-4bef-9912-faeb9ccb9d36",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "correlation_matrix = df_clean.select_dtypes(include=\"number\").corr()\n",
+ "plt.figure(figsize=(10, 8))\n",
+ "sns.heatmap(correlation_matrix, annot=True, fmt=\".2f\", cmap=\"coolwarm\")\n",
+ "\n",
+ "plt.title(\"Correlation Heatmap\", fontsize=14)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "7eec3b25-5067-47e3-9923-69225b539396",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import statsmodels.api as sm\n",
+ "\n",
+ "sm.qqplot(df_clean[\"price\"], line='s');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3fada004-e10a-4139-a939-3defc1b8a838",
+ "metadata": {},
+ "source": [
+ "# **Bonus** \n",
+ "\n",
+ "Do the same analysis without taking out the outliers. What are your insights?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "aa0d3ab6-9ec4-4a04-beb9-09d84eab327b",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Correlation coefficient: -0.1249\n"
+ ]
+ }
+ ],
+ "source": [
+ "correlation = df[\"price\"].corr(df[\"stars\"])\n",
+ "print(f\"Correlation coefficient: {correlation:.4f}\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bf206efa-5b21-4a01-b2bc-397bab7fbf3b",
+ "metadata": {},
+ "source": [
+ "The correlation is still close to zero, (though, of course higher in this case due to the outliers) the interpretation is the same: the price doesn't affect the rating significantly, expensive doesn't mean good and cheap bad"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "id": "fd989628-4309-428f-a022-66863c3d76c6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.scatterplot(data=df, x=\"price\", y=\"stars\");\n",
+ "plt.title(\"Relationship between Price and Rating\", fontsize=14)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4ff7c74c-fdcc-494d-91fd-2eed6996fc88",
+ "metadata": {},
+ "source": [
+ "Here, due to the outliers it doesn't look like a perfect square, but still, most of the ratings are concentrated in the lower prices, is the same but harder to interpret visually"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "8765b6d4-68fe-4b7b-9eb3-a0cce8aea263",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "correlation_matrix = df.select_dtypes(include=\"number\").corr()\n",
+ "plt.figure(figsize=(10, 8))\n",
+ "sns.heatmap(correlation_matrix, annot=True, fmt=\".2f\", cmap=\"coolwarm\")\n",
+ "\n",
+ "plt.title(\"Correlation Heatmap\", fontsize=14)\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9b96b4eb-faaa-446d-9a5e-3362eeeaf5b9",
+ "metadata": {},
+ "source": [
+ "The heatmap varelly changed, that is because there is a very very low correlation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "a1d36cb2-7da5-4179-b818-cc3e2bd99098",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sm.qqplot(df[\"price\"], line='s');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6c25bd3c-2dd8-49b7-ab84-6787db68469c",
+ "metadata": {},
+ "source": [
+ "On the other hand, here we are not talking about correlation but the impact of the variable itself. Since we kept the outliers we can see how much noise they can cause "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "001d57e7-24cd-41ae-8292-c3d7c4a67aca",
+ "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
+}