From 2f8ab0bfe103d26a03ecece01726e419fcee8356 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Bruno=20Greg=C3=B3rio?= Date: Fri, 10 Apr 2026 23:50:11 +0100 Subject: [PATCH 1/3] Add notebook --- main.ipynb | 3046 ++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 3046 insertions(+) create mode 100644 main.ipynb diff --git a/main.ipynb b/main.ipynb new file mode 100644 index 0000000..ef994dc --- /dev/null +++ b/main.ipynb @@ -0,0 +1,3046 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "e7985705", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "12898aeb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Path to dataset files: C:\\Users\\Bruno\\.cache\\kagglehub\\datasets\\asaniczka\\uk-optimal-product-price-prediction\\versions\\3\n" + ] + } + ], + "source": [ + "import kagglehub\n", + "\n", + "# Download latest version\n", + "path = kagglehub.dataset_download(\"asaniczka/uk-optimal-product-price-prediction\")\n", + "\n", + "print(\"Path to dataset files:\", path)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ce6a72eb", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "file_path = os.path.join(path, \"amz_uk_price_prediction_dataset.csv\")\n", + "original_df = pd.read_csv(file_path)" + ] + }, + { + "cell_type": "markdown", + "id": "38889f16", + "metadata": {}, + "source": [ + "### Part 1: Analyzing Best-Seller Trends Across Product Categories\n", + "\n", + "**Objective**: Understand the relationship between product categories and their best-seller status.\n", + "\n", + "1. **Crosstab Analysis**:\n", + " - Create a crosstab between the product `category` and the `isBestSeller` status.\n", + " \n", + " - Are there categories where being a best-seller is more prevalent? \n", + " \t\n", + " \t*Hint: one option is to calculate the proportion of best-sellers for each category and then sort the categories based on this proportion in descending order.*" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "115d7deb", + "metadata": {}, + "outputs": [], + "source": [ + "df = original_df.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7a0c3875", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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isBestSellerFalseTrue
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" + ], + "text/plain": [ + "isBestSeller False True \n", + "category \n", + "3D Printers 247 1\n", + "3D Printing & Scanning 4065 2\n", + "Abrasive & Finishing Products 245 5\n", + "Action Cameras 1696 1\n", + "Adapters 251 3\n", + "... ... ...\n", + "Wind Instruments 243 7\n", + "Window Treatments 234 5\n", + "Women 17559 213\n", + "Women's Sports & Outdoor Shoes 1939 20\n", + "eBook Readers & Accessories 246 0\n", + "\n", + "[296 rows x 2 columns]" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crosstab_result = pd.crosstab(df.category, df.isBestSeller)\n", + "crosstab_result" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "6fa74855", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Smart Home Security & Lighting 0.06\n", + "Health & Personal Care 0.06\n", + "Grocery 0.06\n", + "Power & Hand Tools 0.04\n", + "Mobile Phone Accessories 0.04\n", + " ... \n", + "Hi-Fi & Home Audio Accessories 0.00\n", + "Hi-Fi Receivers & Separates 0.00\n", + "Hi-Fi Speakers 0.00\n", + "Hiking Hand & Foot Warmers 0.00\n", + "eBook Readers & Accessories 0.00\n", + "Name: True, Length: 296, dtype: float64" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crosstab_normalized = round(pd.crosstab(df.category, df.isBestSeller, normalize=\"index\"), 2)\n", + "crosstab_normalized[True].sort_values(ascending=False)" + ] + }, + { + "cell_type": "markdown", + "id": "06dbeae7", + "metadata": {}, + "source": [ + "The results indicate that there is not categories where being a best-seller is more prevalent." + ] + }, + { + "cell_type": "markdown", + "id": "47725125", + "metadata": {}, + "source": [ + "2. **Statistical Tests**:\n", + " - Conduct a Chi-square test to determine if the best-seller distribution is independent of the product category.\n", + " - Compute Cramér's V to understand the strength of association between best-seller status and category." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "bcaf3bc1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index([False, True], dtype='bool', name='isBestSeller')" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crosstab_result.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "549436ed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['3D Printers', '3D Printing & Scanning',\n", + " 'Abrasive & Finishing Products', 'Action Cameras', 'Adapters',\n", + " 'Agricultural Equipment & Supplies', 'Alexa Built-In Devices',\n", + " 'Art & Craft Supplies', 'Arts & Crafts', 'Baby',\n", + " ...\n", + " 'Uninterruptible Power Supply Units & Accessories',\n", + " 'Vacuums & Floorcare', 'Vases', 'Water Coolers, Filters & Cartridges',\n", + " 'Wearable Technology', 'Wind Instruments', 'Window Treatments', 'Women',\n", + " 'Women's Sports & Outdoor Shoes', 'eBook Readers & Accessories'],\n", + " dtype='object', name='category', length=296)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crosstab_result.index" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "804296eb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Grocery 556\n", + "Health & Personal Care 552\n", + "Baby 341\n", + "Sports & Outdoors 330\n", + "Power & Hand Tools 306\n", + " ... \n", + "Downhill Ski Boots 0\n", + "Digital Frames 0\n", + "Motorbike Chassis 0\n", + "Motorbike Drive & Gears 0\n", + "eBook Readers & Accessories 0\n", + "Name: True, Length: 296, dtype: int64" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crosstab_result_true = crosstab_result[True]\n", + "crosstab_result_true = crosstab_result_true.sort_values(ascending=False)\n", + "crosstab_result_true" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "c55a9835", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats import chi2_contingency" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "57ca7225", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The p-value is 0.0 and the null hypothesis can be rejected.\n" + ] + } + ], + "source": [ + "_, chi2_pvalue, _, _ = chi2_contingency(crosstab_result)\n", + "round(chi2_pvalue, 10)\n", + "\n", + "if chi2_pvalue < 0.05:\n", + " print(f\"The p-value is {float(chi2_pvalue)} and the null hypothesis can be rejected.\")\n", + "else:\n", + " print(f\"The p-value is {float(chi2_pvalue)} and the null hypothesis can't be rejected.\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "1ba43650", + "metadata": {}, + "source": [ + "The null-hypothesis states that the two categorical variables category and isBestSeller are independent.\n", + "The obtained chi-square p-values is < 0.05, indicating the null hypothesis can be rejected and we can confirm the two variables are dependent." + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "3b3fd25c", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.stats.contingency import association" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "d966b752", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.12" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "round(association(crosstab_result, method='cramer'), 2)" + ] + }, + { + "cell_type": "markdown", + "id": "8f2ac82c", + "metadata": {}, + "source": [ + "With a Cramér's V result of 0.12, we can conclude that there is a weak association between the two variables category and isBestSeller." + ] + }, + { + "cell_type": "markdown", + "id": "fbe82364", + "metadata": {}, + "source": [ + "3. **Visualizations**:\n", + "\t- Visualize the relationship between product categories and the best-seller status using a stacked bar chart." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c3fb56fe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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isBestSellerFalseTrue
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Digital Frames7740
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Motorbike Drive & Gears2500
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Gardening9275106
Luggage and travel gear1804795
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" + ], + "text/plain": [ + "isBestSeller False True \n", + "category \n", + "Grocery 9008 556\n", + "Health & Personal Care 9017 552\n", + "Baby 14709 341\n", + "Sports & Outdoors 835935 330\n", + "Power & Hand Tools 8353 306\n", + "Beauty 19010 302\n", + "Pet Supplies 9152 285\n", + "Arts & Crafts 9319 230\n", + "Women 17559 213\n", + "Men 17248 169\n", + "PC & Video Games 6008 157\n", + "Storage & Organisation 9414 155\n", + "Hardware 8424 146\n", + "Large Appliances 7740 144\n", + "Building Supplies 7996 134\n", + "Office Supplies 9045 133\n", + "Customers' Most Loved 7191 111\n", + "Agricultural Equipment & Supplies 8421 109\n", + "Gardening 9275 106\n", + "Luggage and travel gear 18047 95" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crosstab_top_result = crosstab_result_ordered.iloc[0:20]\n", + "crosstab_top_result" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "3b2aad19", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 2)" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "crosstab_top_result.shape" + ] + }, + { + "cell_type": "markdown", + "id": "453f69db", + "metadata": {}, + "source": [ + "Considering the dataset has 296 rows, it would not be feasible to show all bars in one graph, so the top-20 categories with the most True values were selected." + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "4f117478", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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uidasintitlestarsreviewspriceisBestSellerboughtInLastMonthcategory
01B09B96TG33Echo Dot (5th generation, 2022 release) | Big ...4.71530821.99False0Hi-Fi Speakers
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45B09WX6QD65Introducing Echo Pop | Full sound compact Wi-F...4.6188117.99False0Hi-Fi Speakers
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uidasintitlestarsreviewspriceisBestSellerboughtInLastMonthcategory
01B09B96TG33Echo Dot (5th generation, 2022 release) | Big ...4.71530821.99False0Hi-Fi Speakers
12B01HTH3C8SAnker Soundcore mini, Super-Portable Bluetooth...4.79809923.99True0Hi-Fi Speakers
23B09B8YWXDFEcho Dot (5th generation, 2022 release) | Big ...4.71530821.99False0Hi-Fi Speakers
34B09B8T5VGVEcho Dot with clock (5th generation, 2022 rele...4.7720531.99False0Hi-Fi Speakers
45B09WX6QD65Introducing Echo Pop | Full sound compact Wi-F...4.6188117.99False0Hi-Fi Speakers
..............................
21159582828589B0CHSD7P2QMotorbike Armour, Motorbike Clothing, Cycling ...0.0022.34False0Motorbike Clothing
21159592828590B0B7B8FNBQPROFIRST Waterproof Motorcycle 2 Piece Ladies ...0.0097.99False0Motorbike Clothing
21159602828591B0BD5FL5FBMen’s Motorcycle Motorbike Biker Trousers Kevl...0.0052.99False0Motorbike Clothing
21159612828592B008OYLL4ITexpeed Mens Motorcycle Motorbike Biker Trouse...4.340479.99False0Motorbike Clothing
21159622828593B08P3W9B3TRIDEX CJ223 Motorcycle Motorbike Jacket Armour...4.53453.99False0Motorbike Clothing
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uidasintitlestarsreviewspriceisBestSellerboughtInLastMonthcategory
1626721072B09477KHQ3Personalised Birthday Print Gift \"THE YEAR YOU...4.57637.99False900Handmade Home & Kitchen Products
1626821073B0BSRFQYG8Wax Melts 4 Bars | Build Your Own Box (Choose ...3.91176.49True800Handmade Home & Kitchen Products
1626921074B09N9GVHV9Personalised Birthday Print Gift \"ON THE DAY/Y...4.611558.99True600Handmade Home & Kitchen Products
1627021075B0BRYGV7PQFresh Wax Melts - Laundry Type Wax Melts - Str...4.5564.99True500Handmade Home & Kitchen Products
1627121076B0B1JHB28RManta Makes Work Leaving Gifts | I Used to Wor...4.72619.95True400Handmade Home & Kitchen Products
..............................
21030192806950B0045I6SHWCannondale Men's Bibshort Dart Team Bike Shorts0.0099.67False0Sports & Outdoors
21030202806951B0045I6NZYCannondale Men's Baggy Fitness Bike Shorts0.0020.62False0Sports & Outdoors
21030212806952B003BLON3APearl iZUMi Men's Phase Splice Knicker4.3359.86False0Sports & Outdoors
21102732818782B091HG57TPGoodstoworld Boys Girls Tracksuit Bottoms 3D S...4.255414.99False0Sports & Outdoors
21102742818786B09F8TFQDMAIEOE Unisex Baby Snow Trousers Boys Girls Dow...5.0124.99False0Sports & Outdoors
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" + ], + "text/plain": [ + " uid asin \\\n", + "16267 21072 B09477KHQ3 \n", + "16268 21073 B0BSRFQYG8 \n", + "16269 21074 B09N9GVHV9 \n", + "16270 21075 B0BRYGV7PQ \n", + "16271 21076 B0B1JHB28R \n", + "... ... ... \n", + "2103019 2806950 B0045I6SHW \n", + "2103020 2806951 B0045I6NZY \n", + "2103021 2806952 B003BLON3A \n", + "2110273 2818782 B091HG57TP \n", + "2110274 2818786 B09F8TFQDM \n", + "\n", + " title stars reviews \\\n", + "16267 Personalised Birthday Print Gift \"THE YEAR YOU... 4.5 763 \n", + "16268 Wax Melts 4 Bars | Build Your Own Box (Choose ... 3.9 117 \n", + "16269 Personalised Birthday Print Gift \"ON THE DAY/Y... 4.6 1155 \n", + "16270 Fresh Wax Melts - Laundry Type Wax Melts - Str... 4.5 56 \n", + "16271 Manta Makes Work Leaving Gifts | I Used to Wor... 4.7 261 \n", + "... ... ... ... \n", + "2103019 Cannondale Men's Bibshort Dart Team Bike Shorts 0.0 0 \n", + "2103020 Cannondale Men's Baggy Fitness Bike Shorts 0.0 0 \n", + "2103021 Pearl iZUMi Men's Phase Splice Knicker 4.3 3 \n", + "2110273 Goodstoworld Boys Girls Tracksuit Bottoms 3D S... 4.2 554 \n", + "2110274 AIEOE Unisex Baby Snow Trousers Boys Girls Dow... 5.0 1 \n", + "\n", + " price isBestSeller boughtInLastMonth \\\n", + "16267 7.99 False 900 \n", + "16268 6.49 True 800 \n", + "16269 8.99 True 600 \n", + "16270 4.99 True 500 \n", + "16271 9.95 True 400 \n", + "... ... ... ... \n", + "2103019 99.67 False 0 \n", + "2103020 20.62 False 0 \n", + "2103021 59.86 False 0 \n", + "2110273 14.99 False 0 \n", + "2110274 24.99 False 0 \n", + "\n", + " category \n", + "16267 Handmade Home & Kitchen Products \n", + "16268 Handmade Home & Kitchen Products \n", + "16269 Handmade Home & Kitchen Products \n", + "16270 Handmade Home & Kitchen Products \n", + "16271 Handmade Home & Kitchen Products \n", + "... ... \n", + "2103019 Sports & Outdoors \n", + "2103020 Sports & Outdoors \n", + "2103021 Sports & Outdoors \n", + "2110273 Sports & Outdoors \n", + "2110274 Sports & Outdoors \n", + "\n", + "[1033008 rows x 9 columns]" + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_top20 = df_no_outliers[df_no_outliers['category'].isin(top_20_categories)]\n", + "df_top20\n" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "id": "906d5317", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_17480\\1581422532.py:1: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.violinplot(data=df_top20, x=\"category\", y=\"price\", palette=\"coolwarm\")\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.violinplot(data=df_top20, x=\"category\", y=\"price\", palette=\"coolwarm\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "9f896bce", + "metadata": {}, + "source": [ + "Out of the top 20 categories based on count, Men listings have the highest median prices, followed by Fragrances." + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "id": "bf8bc2e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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category
Desktop PCs74.00
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Tablets69.00
Graphics Cards68.54
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......
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Arts & Crafts5.99
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" + ], + "text/plain": [ + " price\n", + "category \n", + "Desktop PCs 74.00\n", + "Boxing Shoes 69.79\n", + "Tablets 69.00\n", + "Graphics Cards 68.54\n", + "Motherboards 67.92\n", + "... ...\n", + "Adapters 7.05\n", + "Make-up 7.00\n", + "Signs & Plaques 6.99\n", + "Arts & Crafts 5.99\n", + "Office Paper Products 4.37\n", + "\n", + "[296 rows x 1 columns]" + ] + }, + "execution_count": 149, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_no_outliers[[\"category\", \"price\"]].groupby(\"category\").agg(\"median\").sort_values(by=\"price\", ascending=False)" + ] + }, + { + "cell_type": "markdown", + "id": "714df52d", + "metadata": {}, + "source": [ + "The category Desktop PCs tend to have the highest median price, followed by Boxing Shoes and Tablets." + ] + }, + { + "cell_type": "markdown", + "id": "db33a2f6", + "metadata": {}, + "source": [ + "2. **Bar Charts**:\n", + " - Create a bar chart comparing the average price of products for the top 10 product categories (based on count).\n", + " - Which product category commands the highest average price? Don't filter here by top categories." + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "id": "efc3fbf1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Sports & Outdoors', 'Beauty', 'Bath & Body',\n", + " 'Manicure & Pedicure Products',\n", + " 'Handmade Clothing, Shoes & Accessories', 'Make-up', 'Skin Care',\n", + " 'Hair Care', 'Birthday Gifts', 'Handmade Gifts'],\n", + " dtype='object', name='category')" + ] + }, + "execution_count": 135, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "top_10_categories = df_no_outliers['category'].value_counts().head(10).index\n", + "top_10_categories" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "id": "16726b2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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uidasintitlestarsreviewspriceisBestSellerboughtInLastMonthcategory
7316289483B07DLGZ828Neutrade GoPro 3M Sticky Pads Double Sided Adh...4.231166.49False0Sports & Outdoors
7316389484B09HGZHXJTWOLFANG Action Camera 4K 20MP GA100, Waterproo...4.2259449.99False0Sports & Outdoors
7316489487B08LD4VXGLFitStill 60M/196FT Waterproof Case for Go Pro ...4.5987916.98True0Sports & Outdoors
7316589488B07QDMLMJHNextbase Powered Mount Variations For Cameras ...4.7122319.95False0Sports & Outdoors
7316689489B09TQMCNY7WOLFANG Action Camera GA100 with 64GB microSDX...4.25549.99False0Sports & Outdoors
..............................
21030192806950B0045I6SHWCannondale Men's Bibshort Dart Team Bike Shorts0.0099.67False0Sports & Outdoors
21030202806951B0045I6NZYCannondale Men's Baggy Fitness Bike Shorts0.0020.62False0Sports & Outdoors
21030212806952B003BLON3APearl iZUMi Men's Phase Splice Knicker4.3359.86False0Sports & Outdoors
21102732818782B091HG57TPGoodstoworld Boys Girls Tracksuit Bottoms 3D S...4.255414.99False0Sports & Outdoors
21102742818786B09F8TFQDMAIEOE Unisex Baby Snow Trousers Boys Girls Dow...5.0124.99False0Sports & Outdoors
\n", + "

862465 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " uid asin \\\n", + "73162 89483 B07DLGZ828 \n", + "73163 89484 B09HGZHXJT \n", + "73164 89487 B08LD4VXGL \n", + "73165 89488 B07QDMLMJH \n", + "73166 89489 B09TQMCNY7 \n", + "... ... ... \n", + "2103019 2806950 B0045I6SHW \n", + "2103020 2806951 B0045I6NZY \n", + "2103021 2806952 B003BLON3A \n", + "2110273 2818782 B091HG57TP \n", + "2110274 2818786 B09F8TFQDM \n", + "\n", + " title stars reviews \\\n", + "73162 Neutrade GoPro 3M Sticky Pads Double Sided Adh... 4.2 3116 \n", + "73163 WOLFANG Action Camera 4K 20MP GA100, Waterproo... 4.2 2594 \n", + "73164 FitStill 60M/196FT Waterproof Case for Go Pro ... 4.5 9879 \n", + "73165 Nextbase Powered Mount Variations For Cameras ... 4.7 1223 \n", + "73166 WOLFANG Action Camera GA100 with 64GB microSDX... 4.2 55 \n", + "... ... ... ... \n", + "2103019 Cannondale Men's Bibshort Dart Team Bike Shorts 0.0 0 \n", + "2103020 Cannondale Men's Baggy Fitness Bike Shorts 0.0 0 \n", + "2103021 Pearl iZUMi Men's Phase Splice Knicker 4.3 3 \n", + "2110273 Goodstoworld Boys Girls Tracksuit Bottoms 3D S... 4.2 554 \n", + "2110274 AIEOE Unisex Baby Snow Trousers Boys Girls Dow... 5.0 1 \n", + "\n", + " price isBestSeller boughtInLastMonth category \n", + "73162 6.49 False 0 Sports & Outdoors \n", + "73163 49.99 False 0 Sports & Outdoors \n", + "73164 16.98 True 0 Sports & Outdoors \n", + "73165 19.95 False 0 Sports & Outdoors \n", + "73166 49.99 False 0 Sports & Outdoors \n", + "... ... ... ... ... \n", + "2103019 99.67 False 0 Sports & Outdoors \n", + "2103020 20.62 False 0 Sports & Outdoors \n", + "2103021 59.86 False 0 Sports & Outdoors \n", + "2110273 14.99 False 0 Sports & Outdoors \n", + "2110274 24.99 False 0 Sports & Outdoors \n", + "\n", + "[862465 rows x 9 columns]" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_top10 = df_no_outliers[df_no_outliers['category'].isin(top_10_categories)]\n", + "df_top10\n" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "id": "e22539c8", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_17480\\852087580.py:1: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.barplot(data=df_top10, x=\"category\", y=\"price\", palette=\"coolwarm\", errorbar=None, estimator=\"mean\")\n" + ] + }, + { + "data": { + "image/png": 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USf1vIiIiIq3pOjxlz55dREQiIyNl9OjRMmLECMmZM6fGVREREVFiliCetkuWLJns2LFD6zKIiIiIEkZ4EhGpX7++7Ny5U+syiIiIKJHT9W07Y7lz55Zx48bJuXPnxM3NTVKnTm3yfs+ePTWqjIiIiBKTBBOeli5dKunSpZOrV6/K1atXTd5TFIXhiYjof/T23B6tS/iqDGXqaF0CkYgkoPBk/LSdYbgCRVG0KoeIiIgSqQTT50lEZNmyZeLi4iIpUqSQFClSiIuLiyxdulTrsoiIiCgRSTAtTyNGjJBZs2ZJjx49pHTp0iIicv78eenTp488efJExo8fr3GFRERElBgkmPC0aNEiWbJkiTRv3lxdVrduXSlcuLD06NGD4YmIiIi+iQRz2y46OlqKFy8eZ7mbm5tERUVpUBERERElRgkmPLVs2VIWLVoUZ/kvv/wiLVq00KAiIiIiSowSzG07kdgO44cOHZJSpUqJiMiFCxfE19dXWrduLX379lXXmzlzplYlEhER0XcuwYSnmzdvSrFixURE5NGjRyIikilTJsmUKZPcvHlTXY/DFxAREdF/KcGEp+PHj2tdAhEREVHC6fNEREREpAcMT0RERERmYHgiIiIiMgPDExEREZEZGJ6IiIiIzMDwRERERGQGhiciIiIiMzA8EREREZmB4YmIiIjIDAxPRERERGZgeCIiIiIyA8MTERERkRkYnoiIiIjMwPBEREREZAaGJyIiIiIzMDwRERERmYHhiYiIiMgMFloXQERE9G/y3zRX6xK+KEvTnlqXQP8CtjwRERERmYHhiYiIiMgMDE9EREREZkh04enUqVNSp04dsbe3F0VRZOfOnSbvA5DRo0eLvb29pEyZUjw8POTWrVvaFEtERES6k+g6jIeGhkqRIkWkXbt20rBhwzjvT506VWbOnCkrV64UZ2dnGT9+vFSrVk3u3bsnVlZWGlRMRHr34u7vWpfwVVnzFdG6BKLvSqILT56enuLp6RnvewBk9uzZMmzYMGnQoIGIiKxatUoyZ84s69evl59++ulblkpEREQ6lOhu233N48ePxd/fX6pXr64us7S0lIoVK8q5c+e++Lnw8HAJCgoy+SEiIqLvE8OTEX9/fxERyZw5s8nyzJkzq+/FZ9KkSWJtba3+ODg4/Kd1EhERkXYYnuKhKIrJawBxlhkbMmSIBAYGqj++vr7/dYlERESkkUTX5+lrsmTJIiKxLVB2dnbq8tevX8dpjTJmaWkplpaW/3l9REREpD22PBlxcnKSLFmyyOHDh9VlERERcvLkSSlTpoyGlREREZFeJLqWp5CQEHn48KH6+vHjx3L9+nWxsbERR0dH6d27t0ycOFHy5MkjefLkkYkTJ0qqVKnkhx9+0LBqIiIi0otEF56uXLkilSpVUl/37dtXRETatGkjK1eulIEDB8qnT5+ka9eu8v79e3F3d5dDhw5xjCciIiISkUQYnjw8PATAF99XFEVGjx4to0eP/nZFERERUYLBPk9EREREZmB4IiIiIjIDwxMRERGRGRieiIiIiMzA8ERERERkBoYnIiIiIjMwPBERERGZgeGJiIiIyAwMT0RERERmYHgiIiIiMgPDExEREZEZGJ6IiIiIzMDwRERERGQGhiciIiIiMzA8EREREZmB4YmIiIjIDAxPRERERGZgeCIiIiIyA8MTERERkRkYnoiIiIjMwPBEREREZAaGJyIiIiIzMDwRERERmYHhiYiIiMgMDE9EREREZmB4IiIiIjIDwxMRERGRGRieiIiIiMzA8ERERERkBoYnIiIiIjMwPBERERGZgeGJiIiIyAwMT0RERERmYHgiIiIiMgPDExEREZEZGJ6IiIiIzMDwRERERGQGhiciIiIiMzA8EREREZmB4YmIiIjIDAxPRERERGZgeCIiIiIyA8MTERERkRkYnoiIiIjMwPBEREREZAaGJyIiIiIzMDwRERERmYHhiYiIiMgMDE9EREREZmB4IiIiIjIDwxMRERGRGRieiIiIiMzA8ERERERkBoYnIiIiIjMwPBERERGZgeGJiIiIyAwMT0RERERmYHgiIiIiMgPDExEREZEZGJ4+M3r0aFEUxeQnS5YsWpdFREREOmGhdQF6VLBgQTly5Ij6OmnSpBpWQ0RERHrC8BQPCwsLtjYRERFRvHjbLh4PHjwQe3t7cXJykmbNmskff/zx1fXDw8MlKCjI5IeIiIi+TwxPn3F3d5fVq1fLwYMHZcmSJeLv7y9lypSRt2/ffvEzkyZNEmtra/XHwcHhG1ZMRERE3xLD02c8PT2lYcOGUqhQIalatars27dPRERWrVr1xc8MGTJEAgMD1R9fX99vVS4RERF9Y+zz9BdSp04thQoVkgcPHnxxHUtLS7G0tPyGVREREZFW2PL0F8LDw+XOnTtiZ2endSlERESkAwxPn+nfv7+cPHlSHj9+LBcvXpRGjRpJUFCQtGnTRuvSiIiISAd42+4zz58/l+bNm0tAQIBkypRJSpUqJRcuXJDs2bNrXRoRERHpAMPTZzZu3Kh1CURERKRjvG1HREREZAaGJyIiIiIzMDwRERERmYHhiYiIiMgMDE9EREREZmB4IiIiIjIDwxMRERGRGRieiIiIiMzA8ERERERkBoYnIiIiIjMwPBERERGZgeGJiIiIyAwMT0RERERmYHgiIiIiMgPDExEREZEZGJ6IiIiIzMDwRERERGQGhiciIiIiMzA8EREREZmB4YmIiIjIDAxPRERERGZgeCIiIiIyA8MTERERkRkYnoiIiIjMwPBEREREZAaGJyIiIiIzMDwRERERmYHhiYiIiMgMDE9EREREZmB4IiIiIjIDwxMRERGRGRieiIiIiMzA8ERERERkBoYnIiIiIjMwPBERERGZgeGJiIiIyAwMT0RERERmYHgiIiIiMgPDExEREZEZGJ6IiIiIzMDwRERERGQGhiciIiIiMzA8EREREZmB4YmIiIjIDAxPRERERGZgeCIiIiIyA8MTERERkRkYnoiIiIjMwPBEREREZAaGJyIiIiIzMDwRERERmYHhiYiIiMgMDE9EREREZmB4IiIiIjIDwxMRERGRGRieiIiIiMzA8ERERERkBoYnIiIiIjMwPBERERGZgeHpCxYuXChOTk6SIkUKcXNzk9OnT2tdEhEREekAw1M8Nm3aJL1795Zhw4bJtWvXpHz58uLp6SnPnj3TujQiIiLSGMNTPGbOnCkdOnSQH3/8UfLnzy+zZ88WBwcHWbRokdalERERkcYstC5AbyIiIuTq1asyePBgk+XVq1eXc+fOxfuZ8PBwCQ8PV18HBgaKiEhQUNCf/254yH9Q7b/HuNavCfsU/B9X8r/5u9vxKfTvraeFv7kJEhqi978F/tZ6IcF6347Uf7lOcMj3cXwHh378jyv53yT7u9vxMew/ruSfS/U3tyEkLPyvV9LQ392nQiMi/+NK/jefb4fhNfAX318gEy9evICI4OzZsybLJ0yYAGdn53g/M2rUKIgIf/jDH/7whz/8+Q5+fH19v5oV2PL0BYqimLwGEGeZwZAhQ6Rv377q65iYGHn37p1kyJDhi5/5XwQFBYmDg4P4+vpK2rRp//V//1vhdujH97ANIt/HdnwP2yDC7dCT72EbRL7NdgCQ4OBgsbe3/+p6DE+fyZgxoyRNmlT8/f1Nlr9+/VoyZ84c72csLS3F0tLSZFm6dOn+qxJVadOmTdAHggG3Qz++h20Q+T6243vYBhFuh558D9sg8t9vh7W19V+uww7jn0mePLm4ubnJ4cOHTZYfPnxYypQpo1FVREREpBdseYpH3759pVWrVlK8eHEpXbq0/PLLL/Ls2TPp3Lmz1qURERGRxhie4tG0aVN5+/atjB07Vvz8/MTFxUX2798v2bNn17o0EYm9TThq1Kg4twoTGm6HfnwP2yDyfWzH97ANItwOPfketkFEX9uhAH/1PB4RERERGbDPExEREZEZGJ6IiIiIzMDwRERERGQGhiciIiIiMzA8EREREZmB4UlH+OAj/ds+36cS4j6WEGsm+hZ4bGiH4UknYmJi1HnwPn7U98zmX2M4mENDQzWuhIz3KV9fXxGJO2djQmCoefXq1bJnzx6Nq/nnDMdGWFiYxpX8czExMV99Td+O8fEdHByscTX/jHH4i46O1rAS8zE86UBMTIwkSRL7p5g7d64MGzZM3rx5o3FV5jNMnvzrr7/KsGHD5NKlS1qX9I8YDmgfHx85evSobNq0SYKCgjSuyjzG+9T48eNl2LBhcvLkSY2r+ufevHkjc+bMkStXrohIwjtpGx8bPXv2lEePHiXIVgPDPnXgwAEJCQlRXyck8f3eE9r+ZHx8T5w4Ufr27SvPnj3TuCrzGI6JQ4cOSa9evaRSpUqyePFiuXjxotal/S0Jb8//DhkOggEDBsikSZPExcXF5EoioXzJKooi27dvl8aNG0u6dOnExsZG65L+EcN21KhRQ8aNGye9evWSevXqycqVK7Uu7W8z7FODBg2SOXPmiLe3t+TNm9dknYR0wsiUKZN06tRJ5s+fL3/88UeCO2kb9qlmzZpJunTpJDIyMkG2AoqIXLhwQXr16iX3798XkYS1Hxm31rx580bevXsnIpLg9idDvQMHDpT58+dLyZIlJVmyZBpXZR5FUWTnzp3SoEEDsbCwkPLly8uyZcukT58+8scff2hd3l8D6cKqVatgZ2eHy5cvq8uio6Px+vVrDasyz/Xr12FnZ4eVK1eaLPf19UVkZKRGVZnv4sWLyJQpE5YtWwYgdrsURcG8efM0rsw8+/btg6OjI65fvw4AiIqKwuvXr3Hq1Cn17xEdHa1lifGKiIgweW2o9eXLl6hUqRJmz54NQJ+1f4mPjw9sbW2xdOlSk+X+/v4IDQ3VqKp/Jjw8HAULFkTHjh21LuUfGzFiBPLnz4/cuXOjSpUqOHfuHD59+qR1WWbZsWMHMmfOjKtXr6rLgoOD8eTJE3z48EHDyv6eFy9ewM3NDQsXLgQAfPz4EWnTpsXAgQM1ruzvSVhx+zvy+dXakydPpESJElK8eHG5deuWzJs3T1xdXaVIkSLyyy+/iIg+W6CMt+Ply5eSLVs2qVOnjoSFhcny5culSpUq4uXlJc2bN9d9Xw/Dtvz+++9SokQJad++vdy/f18aNGggHTp0kO7du4uIyOvXr7Us82+LjIyU9OnTi4ODg9y9e1fGjh0rJUqUkBYtWkjp0qUlMjJSV1fcmzZtEhFRr6AXL14s58+fl0+fPomIiJ2dnRQoUECWLl0qIrFX33o8JgyMa/P395ecOXNKq1at5MOHD7J8+XKpXr26lC5dWgYNGiTPnz/XsNIvMxwThm2JjIyU5MmTy8SJE+XixYvqbVS9M/6eWrZsmcyfP1969+4to0aNkoiICGnZsqXs2bNHoqKiNKzSPG/evJFChQpJsWLFxMfHRyZNmiRFixaVKlWqyLBhwyQgIEDrEk0AiHO8RkRESOPGjeXRo0eSJ08eadq0qUyZMkVERE6fPq3r71r9fHMmMoaT1vDhw2XFihXi5OQk58+fl44dO0qzZs3kzJkz0qxZM+nYsaN069ZNnj9/rqtm/vfv38uHDx8kSZIksnfvXvHz85OUKVOKn5+fjBs3Ttzd3WXXrl1SsGBB6dy5s1y5ckUOHz6sddnxMhzQN27cEBGRZ8+eSYYMGUREpEqVKlK1alX5+eefRURkx44dsnHjRgkPD9em2C/4/fff1S/LMWPGyO+//y4pU6aUmJgYady4sVSqVEmePXsmgwYNkuXLl8vLly/l+PHjGlf9p1WrVsmQIUNkzJgxIhK7f23btk2qVKkinTp1krlz54qIyKhRoyRlypQyY8YMEdFXB3jDfhQYGKj25zh8+LCcOXNGbGxs5OLFizJs2DCpUKGC7Nq1SwoXLiydO3eWLVu2yKNHjzSuPn6G76kLFy6IyJ/B1tnZWaKjo9X+KXoOsSJ/bse+ffskLCxM5s6dK506dZKWLVvKqVOnxM3NzSTE6m174rs1miFDBjl69Ki0adNGateuLTdv3pR+/frJTz/9JNu3b9ddeFIURRRFkW3btsnu3bvl3bt3EhoaKrdu3ZLq1atLzZo1ZfHixSIicvv2bVm+fLk8efJE26K/RqMWr0TL+FbD1q1b4ejoiIsXL+LRo0eYMWMGypUrh4ULF+L+/fsAgEuXLqFs2bJ48eKFViWbuHTpEu7fv4/ixYtj5cqVWLVqFRRFwY4dOwAAkydPRvPmzdGvXz/cvHkTABAaGopixYrh0KFDGlb+dXv27IGiKLhx4wZOnjyJNGnSIHXq1Ojdu7fJel27dkXTpk0RHBysUaWmVq1ahWPHjqFgwYIYPXo0unTpAkVR1P1n06ZNGDNmDLZs2aLeAn7+/DlcXV1x5swZLUs38fr1awwYMADu7u4YNWqUunzfvn0YOnQorK2tUb16dQwYMADNmzfHTz/9pF2xX/HmzRvY2tpi48aN2LRpE5ImTYpdu3YBAFauXIkaNWpgwIABuHXrlvoZNzc37NmzR6uS42X8PXXu3DkkS5YMVatWxbx58xAYGAgAmDNnDuzs7PDw4UOtyjSLj48P0qRJA0VRsGjRIgAwuVWXN29e9OzZU6vyvsj4b/H48WPcu3dP/f7ZuHEjWrRogRUrVsDX1xdA7K3gokWL4sqVK5rUG5+YmBgAwK1bt6AoCn7++WcAQJMmTaAoClq3bm2y/uDBg1GsWDHdnPfiw/CkkWPHjqFLly6YMWOGyfKwsDAAsTtbWFgYvLy8UKNGDXXn01LXrl2RP39+hIWF4ccff4SdnR2SJEmCxYsXm6z38eNHk9cjRoxAzpw58ezZs29Z7t/24sULTJw4EfPnzwcABAYGonfv3sicOTNWrVqlrjNkyBBkyJABt2/f1rJcValSpVCzZk0AwOjRo5ExY0akTJkSx44dM1nPsO9ERkYiICAAtWvXRrly5RAVFfXNa45PeHg4gNgT2aBBg1CmTBmMGzfOZJ3nz59j4MCBqFu3LhRFgaIo+PXXX7Uo9y9NmTIFKVOmRLJkybBixQoAf/4NPj82hgwZghw5cqgnPj34/fff1f+eM2cOli5digcPHqBt27YoW7Ys7OzssHjxYqxbtw5NmzbF6tWrAUA3+5PB59+ZHz58wIoVK+Do6Ii6deuqyw197Jo0aYJOnTp90xr/ivE2jBo1Ci4uLsiZMyccHR2xcOFCfPr0SV0nKioKoaGhqFmzJipWrKi7PoEXLlzA9u3bMWbMGHXZ77//jqpVq8LOzg579uzB6tWr0atXL1hZWal9NfWK4UkDN27cQO7cuZE6dWqTHcmws4eGhmLz5s3w8PCAq6urenBreTBcvHgRTk5OOH78OADgzJkzcHBwQIYMGbBy5Uq8f/8+zmdWr16NLl26IGPGjPjtt9++bcF/k4+PDwoWLAhnZ2ccOXJEXX79+nX06NEDyZIlQ548eVC0aFHkypVLN9tx/Phx5MuXD48fPwYAbNiwAS4uLnB2dsaYMWPw8uVLALFfvjExMfj06RNmz56NGjVqwM3NTd2ntD7hGZ8c1q1bh59++gmZM2dGhgwZMH78eJN1DbWuWrUKHh4e6NChAyIiInRxYWHs0qVLUBQFSZMmxYYNG0zeM9S6YcMGtG7dGpkyZdLNPgUADx8+hKIoGD16NPr16wdra2v1YiEiIgJv377F0KFDUaNGDWTPnh2KoqBy5coaV/1106dPV7+3goKCsHLlSlhbW6NVq1YA/tyvihUrhu7du2tV5ldNnDgRmTNnVi8YatasCXt7e7V1PywsDDNnzkTFihVRrFgxXZwzjL19+xbFixeHoijo0KGDujw6Ohq3b9/GDz/8AEdHRxQqVAheXl4mAV6vGJ6+AcMXpvGX/ObNm5E/f34UL14cly5dMln/8ePHmDp1Knr06KE+aaT102oXL15EihQpcPv2bRw4cADW1tY4duwYunfvjly5cmHhwoVqgDJs5/r169G4cWPdtNTE5+zZs2jYsCFSpEiB9evXm7wXEhKCS5cuYf78+di3b5+uWgdOnToFRVFw4sQJ9OjRA87OzvD398fYsWNRtGhRDB06FP7+/iaf2bp1K8aPH6+bfcrYiBEjYGNjg2XLlmHdunWoVq0aXF1dTW7hGde7YsUKZM6cOc42asWwz799+xZAbICaPHkykiZNqj61aRAdHY0DBw6gefPmJrfv9CAqKgpbt26FhYUF0qZNi0ePHgGI+wTk06dPcfToUXh6esLOzk5tfdKb8PBweHl5IVWqVDh79iyA2CfSVq5cibRp08LNzQ0NGzZEs2bNkCdPHl0cE8ZPysXExCA0NBTVqlVTn2Leu3cvrK2t1VuPUVFRCAsLw+bNm9GvXz9dHt9RUVHYv38/KlasiJw5c8b7hOmTJ08QEhKimy4Rf4Xh6T9mnPw//wLasGEDihYtijZt2uDatWsm7xn6FQDatw4AsQdxly5dkDp1aiRNmhRbtmxR3/vpp5+QK1cu/Pzzz2qAWrBgAd69e6fektGzixcvwtvbGw4ODjh48KC6XA+/968ZOnQoUqZMCSsrK/UKFIgNIkWLFsWIESPw6tUrALF/o7t376rr6GXbYmJi4OfnhyJFiqi3uIDYvkPdu3dH7ty5MXnyZHW54RgKDg5Grly5TFoLtWIITrt370aNGjWwbt06ddmoUaOQNGlSk+E7lixZglOnTsX5PtCS8ffU3r171ZYz45bxmJgYdb8xbN+bN29Qv359dOnS5dsW/AXxtbQEBQWhRYsWsLa2Vvv5GQJUnjx5kDt3bpOWDi1DR5kyZTB9+nSTZa9fv0bOnDnh6+uL48ePI02aNGpw+vjxI2bNmqW2QBtofXzH1xocERGBI0eOoECBAihevLh6C9twjtBbC/JfYXj6DxkfyHPmzEH9+vXh7e1t0gl53bp1cHNzQ9u2beO9x6vlDjVhwgSsW7dOfb1s2TIoigJLS0u1Q7JB586dkTdvXvTq1Qvdu3dXO1/rieF3+fz5czx69Ei9qgZiW6CaN2+OQoUKqR3b9XYwV61a1eQ20MiRI6EoClKkSIETJ06YrDty5Ei4ubmhZs2a8PDwQIYMGXR1JWrs48ePKFCgACZOnAjgz997cHAwChYsiGzZsqFv374mn5k4cSJSpUqlm9bAXbt2wdLSEjNnzozTmjR69GgkTZoUgwYNQqdOnZA6dWrdtsa+ePECUVFRePnyJTZs2AALCwsMHTr0q59Zu3YtsmfPrgZ1PQgKCgLw574UFBSEZs2awdraWm2BCgwMxMqVK5E1a1aTW0laBo9Dhw6p/V6N+8d5enqiQoUKSJ06NZYvX64uf/HiBcqVK2fyPa01w+/80qVLmDt3LubNm6feXTEEqKJFi8Ld3V3tsK912PsnGJ6+gcGDByNjxowYPHgwfvzxRzg6OsLV1VV9+mn16tUoWbIk6tWrFyeUaMXf3x99+vQx+ZKfPHky5s+fjxYtWiBVqlQmg7MBsZ1fvby8ULp0ad3dszYc0Dt37kTx4sWRNWtWVKhQAYMHD1bXOX36NJo3bw5XV1fs27dPq1Lj9fbtWyxcuNCkJW/Dhg24evUqevXqhRQpUmD//v0mn1m0aBF69OiB9u3bq8FJ6y+p+G5hBwUFwdPTEw0bNsT79+9N3mvbti1cXV3Ru3dvk+Xbt2+P01qrFX9/f5QqVQrTpk0zWW588TR79my4urrCw8NDV32cjK1btw4pU6ZUw0VUVBSWLVsGCwsLjBw5Ul2vb9++2Lt3r/q6V69eKFKkiElruZbWrl2L1KlT4+nTpwD+3Nc+fPiAevXqIXPmzOrJPCgoCKtWrYKDgwOaNGmiWc2A6bE5duxYdOzYEX5+fgBin9TMkSMHqlatqq4THBwMLy8veHh4aH5cGxh+19u2bUOWLFlQpkwZVK1aFdbW1uoTpYYAVaJECTg7O6thMaFhePqP3bp1C05OTiZPBj169Aiurq4oUaKEumzJkiVo3769bjr4AX8+xnvixAls3LhRXf7w4UM0adIk3gAVFBSk23vW+/btQ+rUqTFnzhxcv34d48aNg6Io6Natm7rOmTNnULt2bZQpUwahoaG6an0y1DJ58mTMmTNHXR4UFITOnTvHG6CMad3yZLxvP336FK9evUJAQACA2KtUS0tLdOnSRT1hREREoHHjxlixYoXJE0V64+vri2zZsqlDEgCm4dCw3a9evUJISMg3r+/viomJgYeHB3LkyIFz584BiK192bJlSJo0KWrXro2yZcvC2dlZ3ZfCw8NRq1Ytk5kRtPbw4UOUK1cOTk5OaoAy/A127typPq1puMALCQnBzz//jLx586oPWnxrxvvL69evsW/fPiiKgv79+yMkJAShoaEYPnw48ufPjyJFiqBhw4YoVaoUihQpopuHPwzOnDkDW1tbdTiCa9euqb/ztWvXAog9tvfv348KFSrEueWYUDA8/cfOnTsHGxsbPHnyBMCfB8n169dhb2+v7kzGtApQ8f3/BgYGonPnzrC3tzfpk/Lo0SM1QBmupPUS/OILPM+fP0f16tXV0PHmzRs4ODigUqVKsLGxQefOndV1z58/j+fPn3+zes0RFBSEfv36IUWKFOrQCkDsCaBz585IlSqVLh/hN/6bjBw5EoUKFULOnDnh7OysBvOjR48iderUKFu2LKpVq4aSJUsiX7586klBr/vXzZs34ejoiJ07dwIwDamXL1/G0qVLdRXCgbi/S+MWwapVqyJbtmxqgAKAI0eOoGHDhujevbt6stbbE13G/vjjD1SoUAGOjo5qgAJiW5d79eqFiRMnmvydQkJCNJvSxHjfMIx1BgBbtmyBoijo3bs3wsLC8OnTJ5w8eRJdunRB7969MWPGDE07h8f3d//48SMmTpyIYcOGAYi9sHB0dESHDh3QvXt3JEmSxOQ4SWhTExljePoXxfcF+f79e2TNmhUzZ840WR4QEIDcuXOr8/pozXAgvHjxArt37zZp2bh58yZ69uyJvHnzmjw59Mcff6B58+ZQFEU3Y3IYtiMgIAA3btxQm+ejoqIwefJk3L17F35+fihQoAA6d+6MDx8+oHPnzvEO1KYHJ0+exKxZs9CnTx91mZ+fH0aPHg0rKyuT+fZCQkLQrVs3KIqC8+fPa1HuXxo/fjwyZMiAbdu2YePGjejduzeSJEmijnd269YtjBkzBh07dkT//v11c7vxc+fOnVM77QKxfVLy5MkTp9/PgAED0KxZM922xi5dulQd5NL4+6tKlSpwdHTEuXPn1N+98Qna+L/1FAyN9xN/f39UqFABDg4OOHToEK5duwZvb2+TCyWtW2ONf3cXLlxApUqVTELr5s2b1QD1pXCnxbFh+J59/Pgx5s+fj86dO6t9tG7fvo2zZ88iJCQEZcuWVedAvHLlCiwsLKAoCjZt2vTNa/63MTz9Sz5P4YaDMiIiAl26dIGHh4fJra+PHz/Czc0tzkShWjDUfvPmTZQqVQrt2rUzOVkDsWNTde3aNU6AevDgAdq1a4c7d+5805rjY9iOW7duoVKlSqhbty7atm2r3lM3vD9z5kzUqlULb968UV+7urqiUKFCuhrRdtWqVShQoACGDRsWZzBVf39/jBw5Mk6ACg4OxrRp0zQ/KcQnJCQEFSpUUCf2NZg5cyYURVEH9/z8ZKy3bQkNDUWnTp2QJ08eNUC9fPkSRYsWRY4cObB69WqsXr0aPXv2hJWVFXx8fDSuOH4hISFwcHCAi4uLeuvEuLN+njx5UKJECZw4ccLk+01PYcnAMJ4ZENt3q2vXrgBiLwYbNWqE5MmTI0eOHChatKiunnI0WLduHZo0aYJGjRohJiYGERER6u/cEKD69++v2W1FY4a6fHx8kD9/fnTs2BHdu3ePc4Hg4+OD4sWLqw8OPXjwAM2bN8fYsWN1+8CEORie/gWfdwxt3bo13N3dsXDhQjx9+hQvX75E/fr1UaxYMXTo0AGLFi2Ch4cHChUqpPkVteEL5+bNm0ifPj0GDhxo8hTarl271CdXjAOU8S08PZzcDNtx48YNpEuXDkOHDjV5NN9Y+/btUaZMGfV1v379MH78eF31R1mzZg1SpkyJtWvX4t27d+ry6dOnq188hgCVNm1ak1t4Bnr4uxhERUUhICAAWbNmVS8YIiMj1b9b3bp18cMPPyAqKkpXdX/J7du30a1bNxQtWlTt2xESEoJGjRrBxcUFefLkQaVKlXTTIgvEH3r8/PxQtGhRuLq64o8//lCXf/r0CbVq1ULy5MlRv379b1nmX/rabcJt27bBysoqzsXG2bNncenSpXhb0fSgR48esLGxQa5cudTjPSoqSv2bGW7hGV8oaenevXvIkCEDBg8ebPJUoPE+ZhiL7tSpUwCAYcOGoWrVqrpthTUXw9P/4PMvo0GDBiFDhgzo378/WrZsiZw5c6JevXq4efMmXr16henTp6NIkSKoVKkSmjZtqpuOfm/evEGJEiVMmrOB2GkmFEVB4cKF1R3+xo0b6NGjB2xtbePtr6WlN2/ewN3dHb169TJZ/vnfafPmzciePTt++OEHtG3bFtbW1rh37943rPTrbt++jQIFCsT5omzYsCEURUH+/PnVev39/TF69GgoioKtW7dqUW68rl27hiNHjsSZKuaHH36Au7u7+qSp4STWpk0b/PDDD9+8zr9ifJL9/Jbc3bt38dNPP5kEKCC2f11AQIB60aEHnwcO49YXf39/FCpUCEWLFsWjR4/UbW7fvj0ePnyoqz5NxrX4+Pjgt99+UwPqw4cPkTNnTpPbqfHVrvX37Zd+n2PHjoWDgwP69eunHh/GAerYsWOahz5Dq1i7du3QsmXLr96+jYyMRKtWraAoCooWLZogplwxB8PT/8hwIFy5cgW5cuXC6dOn1ff27duHmjVromnTpib3q40no9T6YABin45wdXXFxYsX1WVr1qxB6tSpsXjxYvXK1BCgrl+/jv79++tuQtBr164hX758OHfuXLxfUIaD+9WrV5gzZw7Kly+PWrVq6e6A3rdvH/Lly2cS6CZMmIDcuXPj+vXrKFu2LPLly6e2rD1//hxLly7Vxb4EAMuXL4ejoyPy5csHRVFM5qnbvXs3ypcvj9atW6vHRGRkJCpVqhQn9Gpp7dq1JieDa9euoVy5cti8ebPJerdv30aLFi2QO3dudR5EvYmvZbx06dLYvHmzOkK7v78/ihQpAgcHB7Rs2RJlypRB4cKF1c9qHTgA05Pz0KFD1Xrd3NzQsWNHRERE6Goy3PgY/y1u376NBw8emLSQDxkyRB3g1tCtwLiF1vBaS9HR0ShcuDAmTZoU7/ufP2m6Zs0aLFq0SHfni/8Vw9M/MHjwYEyYMMFk2W+//QZbW1uTAALEPhqbLl26eDvw6qXvwIIFC2BjY6NOLRETE4Pdu3erwxDcvXsXhQsXhrOzszrOkB5HDl+2bBksLS3V1/H9fkNCQkzG2dHj0x5Tp06Fvb29GrJjYmJw/fp19UT38eNHuLq6Im/evHFaN7T+Yl28eDGSJk2KTZs24d69e5g/fz7Sp0+vXkkDsZ2U3d3dYWdnB29vb7i5uaFAgQKa127w6NEj2NnZoVy5cuqykydPombNmqhSpQp27Nhhsv7Zs2eRNm1aZMmSRRd9GL9kyJAhyJw5MwYNGoQBAwYgbdq0GDp0KB48eKCu06VLF7Ro0QJt27bV7dN0kydPRoYMGXDmzBm8e/cOAwYMgKIoJse1Xr5bjRnXNGTIEOTPnx+ZMmWCk5MTBgwYoL43aNAguLm5YdSoUboaeNQgICAAadOmxZIlS764Tnh4OHr27BlnIuzvCcOTmV6/fo3GjRujdOnSJrdVLl68CFtbW5OBwAzy5MkT5x68nqxcuRIpUqQweaT3c3PnzoWrq6t6NaRHe/fuRcqUKXH06NEvfuEvWLAATZo00WX4M1iyZAmSJEkS75Wa4Qt4zpw5qFmzpm4GJgRiO70qioKjR4+qy65evYpSpUph2bJlmDx5sjq2zt27dzFu3Dj06NED48aN09V8XOHh4di3bx9cXFxQoUIF9Xd++vRpNGzYEBUqVMD27dvV9e/evYtatWph0KBBuh2zZsOGDXByclLHY7py5QoURUHGjBnRs2dPkwBlTA9/D2Ph4eFo0qSJOqL27t27YW1tjV9++QWAaau+Xk2ZMgU2NjY4fPgwDhw4gMWLFyNVqlQmo5wPGTIE2bJl+2pA0UJMTAxCQkJQpEgReHt7m1wUGYdDHx8flC9fXh2i53vE8PQPPH36FJ06dUKFChUwa9YsdXnLli1ha2trMj1DQEAAChYsGGfSWT15+vQpsmXLhlq1aqlfPoYn1AwHRPfu3dGqVStdfzm9fPkSGTJkQIsWLUw6fxuPYdOzZ0+T0ZL16M2bN8iRIwfKly+v3i4xDnsfP36El5dXnCciteTn5wd3d3e4uLiYTMtTp04dpEuXDjVq1EDq1KmRI0eOL47erodbQ8ahe//+/ShcuDA8PT3VZadOnULDhg1Rvnx5rFy5EsHBwRg6dChatGhh0rFfTwyT/Rou9nbt2gVra2usX78eS5YsgaIoGDRoUJxpZfTQevN5DSEhIciTJw927tyJgwcPmszzFhkZiSlTpuhynDODiIgIeHt7Y/z48SbLDxw4gGTJkpkMabN48WJdHBPxMfSHnT9/vkkHcMPfa/jw4fD09NTVxd2/jeHJDMY78sGDB9GoUSPkz59fPXjDwsLg5eUFKysrjBkzBtOnT0eNGjVQpEgR3V3BGYuIiMCQIUNga2uL1q1bm2xnYGAghgwZgowZM+r68VJDzUuWLEGyZMnQpUsX9TYXEHtFOnToUOTIkUM3U+B8SUREBGbMmIF06dKhcuXKJl9Ojx49irNP6eEkB8Q+6eTp6Yk6derg1q1baNGiBQoWLKj26fjw4QNsbW3RokUL3dT8OUNdR44cQfv27eHm5gZFUVCtWjX1vTNnzqBjx45IlSoVnJ2dkSFDBt1MFQPEvz88ffoUL168gJ+fH0qWLKlOPvv+/XtkzpwZFhYW8T6xqRfjx4/H5s2bERERgfbt26Nu3bqwtrbG4sWL1XV8fX1Ru3Ztk7nftPb53yI0NBR58uQxufAxBPauXbvC29s7TlcCPQUo4+1p1aoVUqRIgYkTJ6rnhrt376J///6wsbHR3dym/zaGp3+gf//+qFGjBjw8PGBtbY1cuXKZ3MIbNGgQypcvj1KlSqF58+a6eaouPsYTZ/7000+wsbGBs7Mzpk2bhl69eqFhw4bInDmzbufj+tzbt28xadIkJE+eHG5ubujVqxf69u0Lb29vZMqUSVfbEd9JznicnQkTJsDW1hbp06dHo0aNULVqVZQoUQLu7u662qeMt2PHjh2oXr067O3t4ejoqHYKN7SctW7dGnXr1tX1xcTBgweRNGlSzJ49G7t378bIkSORI0cOVKxYUd1WPz8/XLhwARs3bvzq7e5vzbjl7PXr13FGyr958yYKFCiA48ePA4gd6LZHjx5Yu3atLvYlILZlzPB7jo6ORkBAAFxcXNQHO3bs2KEGWsO4bK9fv4aXlxfKlSunm+34fDoiQygaNWoU3NzccOHCBZP1Bw8ejCpVquj2wuJzr1+/VgflTZcuHRwdHeHi4oICBQro6mLiv8LwZKZ169bB2toaFy9eREhICP744w80a9YMxYsXN7lye//+PcLCwtQDQc8nC8NBHhISgjVr1sDT0xO5c+dG0aJF0bt3b109xv93fPr0CceOHUOlSpVQsGBBuLu76247jL8gPx+0z/D3+PTpE65cuYKuXbuidu3aaNOmDRYtWqTLsWqMt2f37t2oWLEiKleubBJWP336hNKlS5t0jtWb6Oho9OzZ02TYhIiICOzcuROOjo6oXr26htV9nfHfYNy4cShRogScnJzg7u6OHTt2IDg4GJcvX0amTJkwbdo0HD16FLVq1UKtWrXUz2kdPPbv3w9FUdSWMSD2NnXOnDnV2QKA2AFk06dPj9KlS6NkyZIoU6aMyQCYWm+HcXAaNWoUGjVqhJMnTwKA+t3UsmVLdTTxDx8+oFq1avjxxx81qTc+xq2wBw8e/OJ6+/fvx6JFizB06FDs3btXVwMN/5cYnv6C4SAw/O/IkSNRsmRJk3UePHiAqlWrInv27CbNyAYJ4Uri8w7W/v7+CWLAwq/9bqOiotSRevX6N1i5cqXaB8u4xs/r/TxgaX1yiI9xzTt37kS1atXg5eWlBihPT08ULlxYd7cbP9eiRQuTSbuB2N+34amu0qVLa1TZ3zNmzBhkyZIFmzdvVvtcuri4qIPfjhkzBjY2NsiZMydKlSql7lt6+XvMnz8fFhYWaoD69OkTcuXKhevXr5s8tn/q1CksWrQIgwcPxqpVq3R5UTFo0CDY2tpiy5YtJk/O7dq1C5UrV4atrS1KlCihznCgt7/FqVOnkDZtWmzcuDHOd45eatQKw9NXGAcKw/QjixYtgqurq5quDescOnQIVlZWcHJywoYNG759sV9h2Ml9fHxw7NgxbNy4EREREV+9bfT5/+qB8Wjohw4dws2bN/9y3S+91oPo6Gi0bt3a5JH4hFD318R3C69OnTooWrQonJ2dddMy8DXr169HsWLFsGfPHpPtWb9+PcqUKQMPDw9dPlUXFRWF169fo3Tp0ti2bRuA2FYDKysrk0E8gdhj6Pbt2+r3l54CBxAboBRFwcSJE/H06VMUKVLE5MmtL7Xo62m/OnLkCBwcHNSxpyIiIuDr64tTp04hODgY7969w/bt2zF06FAsWrRIV0+cArFT24wcOTJO53aKxfD0BZs3b1Y7gvfp0wflypVDZGQkrly5glSpUmHUqFHqE2kAcPjwYXh5eWHmzJm6GhfF8CWzbds2ODg4wN3dHVmzZoWbmxu2b9+uq1r/ju3btyN16tTIkyePOgBjQmwmNvzenz9/jsyZM+vukeS/YjyXmOF1fP+9c+dOuLi4mPTT0svJwVDnixcv8PTpU/j5+QGIHUTVw8MDXl5e6gzwADBw4EB069ZNV9P4hIeHm3QwfvLkCXLlyoWwsDAcOHDA5Gm0kJAQLFq0CO/fvzf5N/T6HTB//nwkSZIEXbt2Rfbs2eHo6IhatWrBy8sLZcqUQZkyZeLMk6ilzy90Dh06BDc3Nzx+/Bg+Pj4YPHgwnJyc4OTkhGLFiplMg2WgVfj7+eef1VtzMTExuHv3LrJnzx7vpPYUi+HpC8aOHQtFUVCjRg1YWVmp49MAwOrVq6EoCvr164fDhw/jwYMH8PT0RM+ePdUDSE9XQOfPn0eGDBmwcuVKALGdRBVFMZnGQK+Mb7k9f/4c7u7u+OWXX/Dy5Uv88ssvSJ06Nfr37w9fX1+NK/1nPn78iE6dOqFt27YA9HsiA2JPBvE9yWQYCO9LAercuXO6u6ViqG/79u3ImzcvcuXKhTRp0qBfv354+fIlfH19UblyZRQpUgT58+dHjRo1kCpVqq+2dn5rW7duRYMGDVC0aFF1FPfo6GgUK1YMjRo1gpWVlUkof/jwIcqVK4e9e/dqVXK8vrbPL1iwQJ0iasqUKZgzZw5mzpyJcePGYcaMGbrZn4y3wc/PD9HR0bhw4QKyZcuGatWqIV26dGjfvj1WrVqFgwcPInfu3LoYUiEmJgbPnj1DzZo144S5YcOGIXny5GjSpIkuJiTWG4anr3BxcUHSpEnVPinGB8jmzZuRO3duZMmSBdmzZ4erq6su7lffuXPHpEUMiJ0uwzC55507d5AzZ06Tjol6HGX780H7Dh06hLFjx6J9+/Ym9a5atQpWVlbo379/nCeL9GjmzJno3bs37t+/r+5Pu3fvRrJkyXD27FmNq/uypUuXIkuWLBg+fLjJBLKTJk1Cu3bt4h109POTop4uKADg+PHjSJkyJebMmYPTp09jyZIlcHZ2RosWLeDv74/Xr19jz5496N69O0aNGqWroToWL16MtGnTok+fPujVqxeSJk2qPrAydepU2NrawtvbW13/48ePqFWrFqpVq6arv4PxPrJ7926sWrVKHfDSwDAW1cKFC+P9N7QOUMbbMGbMGDRp0kSdneHAgQOYPn06duzYobb4BQYGokiRIjhw4IAW5cbLcAF0+fJlk9bWUaNGwc7ODpMnT9blaOdaYngy8vmX/Y8//oiOHTsiSZIkJh3BDV8+z549g4+PD44fP66LK+s9e/ZAURRs2rTJ5GTWp08fNG7cGJGRkXBwcECnTp3UbV2/fr3uRj+fMmUKvL29TW6PTJgwAYqiwMHBIc6j4atXr4aNjQ26dOmi61t4gYGBmDFjBrJmzYqyZcuiXr16uHfvHsLCwtCzZ0+0atVKV7eEDE6fPo20adOafKkCscfByJEjUaVKFXXk+YTQR8uw7/ft2xf16tUzeW/v3r1wcnLCsGHDTJbrabsMY5kZTxPTvHlzzJkzB8HBwXj8+DE6deoEFxcXeHp6olOnTihfvrxJh2Q9tHAa1zB48GDY29ujTJkyyJQpE6pXr45r166p68ydOxfJkiXDsGHDdBX+jA0cOBBZsmTBunXr4m2pCQsLw9u3b+Hl5YXSpUvrajuio6MRGBiI8uXLo2LFiti9e7f63pAhQ+Dg4IApU6YwQBlheIrHihUrTCaYHDNmTJwABSDOhLJ6OBhatmyJ9OnTY8uWLepo4KdOnULOnDmRJk0adO3aFcCfJ4MePXqgWbNmujpp//HHH2oH/YCAAHX5okWLoCgKxo8fH2fk2iVLlsDBwUFXB/eXTlBBQUHYsGEDatSogRw5cqBx48aoUqUKKlSooA7sqYeTm8HKlStRuHBhk7+FQXh4OPLly4epU6eaLNdT2DAw1GRoOfvpp59Qu3ZtADB5gGLu3LnqXI96247jx49DURSMGTPGZHmRIkVQqFAhpE6dGl5eXhgzZgw2b96MunXrom3bthg5cqTuOiQbzJgxA/b29up37vr166EoCsqXL4/ffvtN/RtMnjwZ5cqV093fBIgdG8ze3l6d/iY6OhqvXr3ClStX8OzZMwDA6NGjUblyZZQsWVK3D05cuHABVatWjdPfb8iQIciZMydGjRql6ym6viWGp8+EhoYiS5YscHd3x9mzZ9UDdezYsbCwsMCcOXPwxx9/wNvbG3Xr1gWgjxOF8aPsbdu2Rfr06bF161Z8+vQJr169Qtu2beHk5IRly5YBiJ3KZOjQociUKZOubkcYf5mcPn0aVapUMekbYJgWYNq0aXEmxdXTVADG4efs2bPYvHkzfHx8TEY9B4AtW7Zg1KhRSJs2LRRFQY8ePb51qX9p8+bNamhdvnw5Zs6ciWXLlmH69OkYOXIkfvjhB1SpUgULFizA9OnTTea70pvNmzcjefLk8PX1xbx582BpaakGdUOo2LVrF1xcXHQ53cr9+/dRvnx51K1bVz1RN2jQALlz58bGjRuxf/9+FChQAK6urvHextbDyfrgwYPqE8kfPnxA586dsXbtWgCxD7akS5cOM2fORK5cuVC+fHlcvnxZPZ70+BQwEPtgRKlSpfD+/Xtcv34dw4cPR86cOeHk5ARPT0+8efMGJ0+exMSJE3UTYr/0O7xw4UK8D0z07NkTLi4u8V5EJUaJPjzFtwO9evUKhQoVQrly5UwClOHEXbBgQZMmcD0w1Hj58mUcOHAAlpaWyJEjB7Zs2QIgdpiCdu3awcbGBk5OTnBzc4OTk5OuRtwGTP8ejx49Qs6cOeHl5YUjR46oyydPngxFUTBz5kx1BOvPP6sl4zoGDRqEHDlyIHv27ChUqBA6duyoTldi7MGDB+jVqxeqVKmiy/CxcuVKVKtWDWXLlkXnzp3xww8/oHbt2qhXrx7y588PRVGQK1culC1bVhcnaGPGo7YPHDhQnY8yPDwc9erVg729vcm8bv369UPx4sVN9i09uX//PmrWrIlatWqhbNmyKFasmMnQCVevXoWiKCa39fTizJkzUBQFxYsXVyf3PXr0KPz9/XHt2jXkypULc+bMAfDngzkFChQwGeBW6+M8vlbhkydPQlEUeHp6wsbGBm3btsXKlSuxefNmODo64vTp0ybra32MGI+VNWHCBPTq1QtHjx5Vp4IyDlDGt/D0+N2klUQfngwMnfkMO9WrV6+QP39+lClTBufOnVOXX7hwAYcOHdJFH6fP7d69GxYWFpgwYQL69u2LypUrw8rKCps3bwYAvHv3DpcvX8b06dOxb98+tTlZb/bs2YMVK1YAiA1QhQsXRvXq1U0C1LRp06AoCubNm6f5l6kx41qmTJmCrFmzqiML9+zZE+nSpUP9+vXVk3VMTIy6Lz148ACpUqXC1q1bv33hX2C8PaNHj47TRwiI7ethaDEznlZDK/HtD2fPnoWTkxPKlCmDixcvqstv3boFb29vWFpaonz58uqUS3qfXuL+/fuoWrUqrK2t1ePb8GTq1atXUaBAAZw5c0bjKuMyTK1SoUIF1K1bFxs3blTfmz9/PipXrqyeoNesWYNu3bqhWbNmmocNA+P9+ubNmzh//rzawnf27FkMHz4cW7ZsUVtngoKC4OrqikOHDmlSb3yMh6+xsrJC8+bN4e7ujrJly2LgwIFqC77hFl65cuWwf/9+k88SwxOA2HvuZcuWjfOE1+vXr5EjRw6ULVsWp06d0vXTQyEhIShdujT69etnsrxFixawsrLCli1bdPlU3blz50yCa1hYGKpUqYI1a9ao63wpQM2ePTvOTPBaMX5CKCYmBr6+vqhZsybWr18PIHYKg7Rp06JNmzYoWLAgGjRooF5Nx8TEqPtW+fLldTdBq+ELc9KkSShQoIDJwwifPn1C9erVMXToUHWZlsHJ8P/95s0bXL9+HSdOnAAQ2xpTtmxZWFpaqn1rjIPeypUrMXz4cIwfP173E0cbPHz4EDVq1ICnpydOnTqlLq9duzY8PDx01W/OWMuWLVGxYkU0aNAAHh4eWL16NYDYR+Pz5s0LPz8/BAYGonbt2ibHgtbft8bBYejQociTJw9y5coFR0dH9O7d2+Q2aUREBAIDA+Hp6YkyZcpoXvvnzp8/D0dHRyxduhRA7PhgqVOnhrOzM7p3764GqNOnT6N27dq6vdDWEsMTYq8gUqdOjTp16qgByvDFs2PHDiRJkgRubm4mYz3pzadPn1CsWDF1SgPjW4rlypWDs7Mz1q1bF2cYA63ExMTg8uXL8XYAL1asmNoHwvClYwhQXl5e6lWQXpw7dw6KoqB79+7qspiYGBw5cgT+/v64dOkSsmbNigULFgAAevXqhTRp0qBChQp4+PCh+pk1a9ZAURRdzcFnLCgoCNmzZ0fZsmWxZs0aLF26FDVq1DCZckVLhmP2xo0bKF68OLJly4bkyZOrExFfu3YNxYoVg5OTk9oyoIe6/xeGW3heXl44ffo0GjRoYDKSu54ClOG7Z+3atejYsSMuXLiABg0aoHz58ti9ezdev34NOzs72NnZIWfOnLrrGmEwY8YMZM6cGceOHQMAtGnTBjY2Njh//jyA2O/e0aNHo1y5cihRooSmncONJ343fr169Wp07NgRQOwDFLly5ULbtm0xaNAgZMqUCf3791cvag0PHpGpRBeebty4gYMHD2LatGk4cuSIGpbu3r2LdOnSwcvLy6QFauvWrfjxxx/xww8/6O7q4XO1a9dGmTJl1NeGg/bHH3+EhYUFsmfPHqeTtdZmzpwJCwsLTJo0Se2gW6JECbWTeHR0tHqCe/jwIRwdHVG/fn1dtaJFRERgy5YtSJ06Nbp06aIuN5wshg8fjqZNm6otNlOmTEHFihUxbNgwk5Pb27dvdRucDF+6v//+O0qXLq3OydW6dWtdPDlk+D1eu3YNqVKlQr9+/XDw4EHMnTsXadOmVSf6PX/+PEqXLg0XFxf1qaH4xqhKSO7fv49atWohWbJkyJs3r65Gcj927JjaumHw8uVLZM2aFcuWLYOfnx8aNGigDt757t07zJ07FwsXLtRNx2oDwy32+vXrq/2ydu/ejbRp06oDDhv2pVOnTmH48OG62IaAgABkzJjRpHU8MDAQt2/fRnh4OKpVq4Z27doBiK0/R44cyJIlC/r27avreUG1lqjC0/Lly5E3b17kzZsXNjY2SJ48ORwcHLBnzx4AfwaoOnXq4Ndff8WLFy9Qt25dzJ07V/039BCgjHdm45PvmTNnkC9fPrRp08Zk/b59++LMmTPq9BNaMtRrfMKaPXu2+vj1ixcvUKpUqS92ZPf19Y13WgOtGP/+d+zYoY5FY6x3794oXbq0OvZLgwYN8PPPP5vcNtJyv/onX+yPHj3Chw8fvjjHmBYePnyIZMmSYezYseqyiIgIdO/eHQ4ODnj//j1iYmJw5swZlC1bFkWKFNHV0Bb/izt37qBHjx66OFkbHDt2DIqiqDM1LFq0CDdu3AAAbNiwAXXq1EFwcDBu3ryJhg0bomLFimoncgOtv28/Dw7BwcEoVqwYfv/9d5w6dQpp0qRRh7AJCwvDvHnzcO7cOZPPaL0NoaGh6Nu3L5InT45Vq1YB+HO77t+/j3z58qn9Mp89e4Z69ephxIgRvFX3FxJNeFq7di1SpEiB9evXq0+mrF27FpUqVUKyZMnUTrp3795FoUKFkC1bNtjb28PNzU1XTceGnf7IkSPo2bMnateujfXr1+Pdu3eIiorCsmXL4OzsDDc3NwwbNgzNmzdHihQpTG4PacUQNB4/foxffvlFfdQaAObMmYMkSZJgzJgxyJUrFwoWLIhOnTqhffv2aNasGVq2bKmO9K4Xn3cO7969O9KnTw9FUdC7d2/1vRUrVsDNzQ2FCxdGkSJFkC9fPvXkpuVV3eeP4q9duxYTJ07E8uXLTZrqvxTW43tfK9HR0Zg2bRrSpUuHCRMmmLw3f/585MuXTx0mIiYmBufOnUPBggVRunTp7+7qWg/BCYh9AKJChQqoXLkyKlWqhB49eiBDhgyYNWsWZs6cicqVK6tPod26dQseHh7o1q2bxlX/yXhfN/7+bNSoEXLnzo3UqVOrYQSIfcioYsWKccYD1IPAwECMGDECiqKYTFx/584d5M+fH5MmTcKbN28watQoVKtWTZfDdOhNoghPL168gLu7uzqzuPEX5dWrV1G9enWT+etev36NY8eOYc+ePbp8qm7Hjh3qrYhu3brBysoKvXv3xuPHj9W+RI0bN0blypXh6empi75ahi8iHx8fODs7o379+ti/f7/J38LQAuXs7IzWrVtj9OjR6N+/Pzp06IDevXvrYjviM3bsWGTMmBF79+7Fzp07MWrUKFhaWqoDkgKxj/qPHj0aQ4YMUfclLa9IGzduDG9vb7U1bPjw4UiVKhU8PDygKAoaNWoEHx8fzer7J168eIHx48cjf/78agd2f39/WFtbx5kZPiYmBhcuXDB5xJ/+fffu3UODBg1Qp04dHDlyBAcPHkSDBg3g6ekJRVHg7e2tHgePHz/WTR8t4zrGjh2LKlWqYNeuXQBib8kZLoaA2H3p3bt38PT01Hyojs9/f5GRkSbfsWXLloWiKGoLX2hoKDp37ozcuXPDwcEBmTNnVqeWoa9LFOHpwYMHyJYtGy5duqQuM97JDh48iIwZM8a5YjXQutnV2G+//YYcOXKY3L9OkyaNOvGk8S2tqKgoXfXnuHPnDtKnT4/Bgwd/cRqVhQsXQlEUTJ06VVe1f8nHjx9RvXp1k5NzaGgoVq1ahaRJk6Jv377xfk7rMH7w4EFYWlqibdu2uHLlCqpXr662BN66dQt2dnaoV6+eSWBNCK0zfn5+GDNmDAoUKIBu3brB0dHRpDUjJiYmQWzH9+Tu3buoWbMmqlevjjt37iAqKgq3bt1Chw4d1Fka/qp1UytDhw5FxowZsW/fPjVoh4WFYdmyZShYsCCyZcuGChUqoGTJkihWrJgu+v89ffpU7ZMF/Pn7nDJlCjJlyoQmTZpAURR1OJigoCAcOXIEW7du5cWEGRJFeLpw4QIURYmTqI0PWMO4I3p35MgRtU/NkydPkD17dvTu3RubNm1Sn/jS45XDx48f0ahRozjN8hEREfD19TUZcmDatGlIliwZhg4dqj7xoVefPn2Cs7NznJHBQ0JC0KhRIyiKgvbt22tUXfwMX/AnTpyAhYUF6tSpA29vb5OHCXx8fGBvbw9vb+8E1wJlCFDZsmVDoUKF1OVaB9bE7P79+6hevTqqV69uMqwCoK+wZOzGjRsoWLCgyQwHhnNGREQE/vjjD4wZMwbjx4/HsmXLdHGXIioqCoMGDYKzszOmTJmiLp8wYQJsbGxw+PBhREZGYvjw4VAUBStXrtSs1oQuUYSn+/fvw8bGBkOGDIkzh5vhwK1du7bJk1J6Yhzy/Pz8cOfOHURGRqJ+/fpo166d2j+lUKFCsLCwQL9+/XTXahMREYFy5cph3rx56rIDBw6gd+/eSJs2LZycnODh4aFu68SJE5E+fXpdTQXwpS/58ePHo1ixYnFGER4xYoR6wtDrCeL8+fNIkSIFbGxsTAbuBGJPHo6OjihXrpwu+syZwxCg8ufPjxEjRqjL9fp3SAwMwyrUrFkzzrGiRydOnED69OnjHUvuSwFJD3cpnj9/jl69esHd3R2LFi3C1KlTkSFDBpMhXkJCQjBq1CgoimIyUCn9fYkiPAGx871ZWVlhx44dccY6CgoKQrly5dSmTr00638+RoexDx8+oGTJkuqVQ2hoKDp27Ii5c+fGGexTDwIDA5EvXz507NgRd+7cwcSJE5E3b140bNgQc+bMwbJly5A7d2706tVL/YxeOi1+vj9cvnwZx48fV0PrxYsXUalSJTRr1kwdlPHDhw+oU6eOyWPaWp+4Dx48qN66HjBgACZPngwgdpyqZMmSoVWrVurtVMM2//bbb6hXr57mtf8ThgBVqFChL94+pW/LMKxC8eLFddWH0Xj/Nvz3hQsXkD17dhw/fjzOe5s3bzbpeK03fn5+6N69O/LmzQsLCwscPXoUgGnoCw4OxoQJE3Q1t2lC8t2HJ8PO/vbtW3h4eCBDhgxYsGCB+hjms2fPUKtWLRQtWlSXzfq7d+9GyZIl4enpiUGDBqnL79+/DycnJ4waNQqXL1/GiBEjkDdvXl1Njvu5o0ePquNNWVlZYfHixWrQi4iIQPXq1U2GWdBDiO3UqRMOHDig1tK/f39kzJgRGTJkgKOjI/bu3QsAOHToEKpXr44sWbKgWLFiyJcvHwoVKqSLp+qA2I7TtWrVQqFChdCyZUskS5ZM7W8CxF5lJ0uWDG3bto0ToAz0HqDi+x37+/tj0KBBcHd357xcOnH79m11DCE9MK5j0aJFWLt2LYKCghAZGYmCBQvCw8MDvr6+6jphYWGoXbs2+vTpo0W5f5u/vz969uyJwoULq4MnA6YBSuvvpYTsuw9Pxp4+fQpvb28kTZoUVlZWyJUrF4oWLYqyZcvqoqPf565cuYJ06dJhyJAhaNu2LYoUKYLq1aur78+aNQtp0qRBrly5YGdnp8u+Tp979uwZrly5og5QaBAdHY3GjRtj+PDhuurUW6BAAeTIkQMnTpzAr7/+ChcXFxw+fBgPHz5E48aNYWdnp16BPnnyBHv27EH//v0xffp0XTxVZ+zy5cvInj07LCws1BHcIyIi1DpPnjyJ5MmTo3379nj69KmWpX6RYb+4evUqli1bhmXLluHs2bNf/cyrV6/i7G+kD3oJUEBsa2yWLFkwa9Ys9SnUhw8fIlu2bChZsiQmTpyIxYsXo1KlSnBxcdHlxfbnDC1Q7u7uakszoJ/vpITsuwpPf/dA3LFjB+bNm4epU6di3759uujoZ2AcGk6fPo0xY8YAiO1wvXfvXuTLlw8eHh7qOufPn8fly5dN5lVKaMLDwzF8+HDY29vrZl4x433Jw8MDefLkwZQpU0wGYASAH374QQ1Q8Y16rqd96vbt26hQoQIqVqyI4sWLq9NJREVFqRcPp06dgqIoGDdunGb1/pWtW7cic+bM8PDwgKenJ1KmTGny9CmRudasWYPMmTObTAhtOG4CAgLQqFEjlChRAu7u7mjRooUuL7a/xBCgypYtq7ux8hKy7yI8GV8lf74zx3cvOz56OAgMB+vZs2exevVqtGnTxuQprvDwcDVAVa1aVasy/1Vr1qxBz549kTlz5i+OKq4V48FRq1WrBkVR0Lx58zitYi1atICjoyOWLVumq3mgPt/fw8LCEB4ejjNnzsDb2xtFixZVAxTw5/5369YtXYS++Pz++++wtbXFwoULAQDXr1+PMygpkblGjBiBxo0bIyYmRt33jY+fmJgYfPz4ER8+fFCX6fUYiY+fnx/atm2LqlWr6uohnIQswYentWvXomLFiti8ebPJ8uXLlyM4OFijqv65nTt3Inny5MiTJw+yZs2KQoUKmWxHREQE9u/fj8yZM6NevXraFfovuHv3Ljw8PFC/fn1ddVo0TCEBAAsWLMCdO3cAALVq1VIf9/08bHt6esLb2/ub1vk1xl/8Pj4+uHbtmrodAHD48GF4e3ujePHi6nQSDRs2NHkaUo8nhz179qBGjRoAYm+TZsuWzWQwUj1N3UP686UL6EaNGqFcuXJx1ouMjMSFCxfiPLSjl24F5vD391dH2af/XYIOT2vXrkXq1KmxevVqk9s9R48eRcGCBdVHMPW+oxsO1ODgYLRo0QKrV69GQEAAjh07hjx58qBMmTImTwiGh4fj0KFDCe7x8fi8evXK5GpOaz4+PsiRIwcmTZqE/v37I3ny5Caho2LFinB0dMTx48e/2sqpJeP9ffjw4ShUqBBsbW1Rrlw5k8E8jxw5gkaNGiFt2rQoUaIEsmfPrqupiIA/t+XixYu4f/8+Nm3ahAoVKuD333+Hg4MDOnXqpP7eT506ha5du/IEQV/0eQgyHMPr169H7ty5sX79epP3nz9/Di8vLxw7duyb1UgJQ4INTx8+fEC5cuUwatSoOO9FRkaiTZs2Ji0zeuqEDMR23jU+kE+dOoUiRYqgWrVq6n33mJgYXLlyRQ1Qehu76Xv04sULTJw4EenSpUPatGnVgPrx40d1nYoVKyJ79uw4ceKEbgMUAIwZMwaZMmXC0aNH8ejRI/z4449QFAWDBw9W17l58yZWrFiBsWPH6mpSWWO//vor0qdPjwMHDuD48eMoUKAAbGxs0KFDB5P1evXqhQYNGugqjJN+LF++HBkzZsTixYtNBr4EYqeR8fLyQo0aNfDzzz8jIiICt2/fRp06deDu7q6Lbh2kLwk2PL1+/RrZsmXD0KFD8fbtW3W5YUTq8+fPw9XVVe3TEd9YSVowzOquKApmzZql3pJ7/vw5ChUqBEVR4lzlXL16Ffnz50eBAgUYoP4jxqFnx44dSJEiBXLkyIGJEyeqy437M1WuXBkWFha666dlcPXqVZQtW1bdlw4cOAArKys0bdoUVlZWGD58eLyf09tJ4u3bt+jXrx+mTp2qLhs4cCAURcG8efPw6NEjPH36FAMGDICNjQ1u3rypYbWkZ61atUKqVKnQpUsXlCxZEo0aNcLJkyfVc4OPjw/atm0LOzs7WFtbI3/+/HB3d09QncPp20mw4QkARo8ejWzZsiFfvnyoX78+XF1d4eDggOzZs8PNzQ2KoiB9+vTqFCZ6Mnr0aCRPnhxz5sxRr5SfP3+OwoULo2jRonEeFb948SLc3Nw499B/rEePHhgyZAjOnTunDuQ5evRo9X3jL9DevXvr9gs1NDQUU6ZMQVBQEI4dOwY7Ozv88ssvCA4ORq1ataAoiq5msI/PlStXkCFDBhQsWBBbt241ea9bt27ImzcvUqdOjRIlSiBv3rwmT0oRfe7s2bPo0KEDLl26hD/++ANVq1ZVzxu//vqrehH+9OlTbN682aRlWW+tsaS9BBmejG+/nT17Fnnz5sWWLVvw22+/4cyZMzhz5gw2btyIjBkzYsqUKZg6dapudn7jOsaPH49kyZJh4cKFaovZ8+fPkT9/fhQvXjxOgPp8ZHT63xm3ON28eRM5cuTAmTNnAMQ+oTJq1Cjky5fPZIiCESNG4N69e+prrQPUkSNHMHPmTAwYMMCkhdWwr3Xt2hXdu3dX958+ffqgUqVKCWLk8Pr166tDJ3y+//v4+GDfvn24fPky+znRX/L390eJEiVMxju6cuUKFEVB3rx5UbZsWUyfPj3OBarWxzfpU4IMT8CfAerx48coUqSIyWjJAPDgwQNUqlTJpFO1HgKUoe5jx45h586dSJ8+PdKlS4e5c+eqo4MbAlTp0qXZ0vQf+XyOw8mTJ2PgwIFxRg1+8eIFRo8ejdy5c6Np06bw8vKCg4ODbr5QlyxZAltbW1SpUgV2dnbImzevSafvyMhIlC5dGi1btgQQe+uxUaNGWL16tbqO3gKUj4+PycCXjRo1grW1Nfbs2aO7Du2UMBi+d7dv345cuXKpo+gXKlQInp6e+PXXXzF16lQoioIff/xRy1IpgUiw4clYsWLFULVqVQQFBSEoKAj+/v7w9PREtWrVdHdiAIC9e/ciadKkmDp1KiZOnIjWrVsjadKkmDNnjhqgXrx4gSxZsqBy5cq6CH3fkxo1aqB///7q67CwMLRr1w6KoqiPwRs/YPDq1SssXboUNWvWNBkgT+t9a/HixbCwsMD27dsRHByM+/fvI2vWrLh06ZJJ6+zs2bNhb2+PJk2aoHTp0ihSpIga/vT0EEVMTAzevHmDfPnyoWHDhiZjUNWpUwcZM2bEvn37eDzQP+br64vatWtj+fLlKFy4MMqWLWsy7pGfn59uLoxI3xJ0eDKcvK5du4asWbPC0dERBQsWROnSpVG8eHHdnOSMRUREoGbNmujYsaPJ8hEjRiBp0qSYN2+eegvv5cuX38VwBHrj4+Oj3gIydMB/8+YNBg4cCAsLC2zbtg1A7H7zebgwvNb6BL5jxw4oioLdu3eryz5+/AhnZ2d06dIFHh4emDdvHl6+fImAgADMmjULderUQadOnXTfAXbnzp0oUqQIWrVqpY5BBcQGKDs7O+zYsUPz3z8lXMOGDYOiKKhcubJJC7Tx8aDXY4P0Q9fhyTj0/NXjx69evcKwYcMwZswYrF69Wpcd/Qyj11aoUAEDBw4EYDqKdZMmTWBra4vp06fr5unA79m0adNQrVo19Xf9/v17dO3aFcmSJVMfZTbsg5+PNqylsLAwdO7cGbly5cLs2bPV5fXr14ednR0GDhwILy8vJEuWzGRYAmN6OS4Mv0vjoSCA2NbZAgUKoFWrVrhw4YK6vGLFisidO3ec265Ef8VwDL969QpVq1bFpEmTNK6IEjLdhifjk9XUqVMxfPjwL45C/aWTmV6vHrp06QInJyf1Fp0hQA0ePBgZMmRAxowZ8e7dOy1LTBROnz6tPr5vHKC6dOkCS0tLHDhwQOMKv+zly5fo1asXSpUqhdmzZ6NRo0ZwdXU1GWG7VatWsLW1jTMprtbh73PHjx9Hr1694sxruHfvXjg6OqJx48a4ePGiuvzZs2ffukT6jkRGRuLHH39EpUqVtC6FEjDdhieDAQMGIFOmTFizZk2cJ2q+dDtOLycHQx2+vr54/PixOnHs3bt3UbJkSdSoUcOkhalfv344dOgQ5x76D3zpibSLFy/CxsYGjRo1MglQ3bp1g6IoJv1u9MYw4aeTkxNsbGzUyaEN+9nPP/+MEiVK4NWrV1qW+ZeWLFkCKysr9O/fP85t6mXLliFNmjRo2LChSQsUkTFDB3Ag7kWz8Wvj72RFUUwenCAyh67D09q1a2FnZwcfHx91WUhIiMkTaHrqzxSfrVu3In/+/MiQIQMaN26s9lHZs2cPSpQogWzZsqFTp06oW7cuUqRIYTIVCP07/uqJtAsXLiB9+vQmAerdu3eYNm2abm5vfYm/vz969uwJNzc3TJs2TV0eGRmJatWqoWnTprq5mDAw1HP37l31dvyqVauQNWtW9OnTxyRAbd++HUWLFkW5cuXw8uVLTeolfVu7di3KlCkTZ87J5cuXq/9tfAxER0cjODgYc+bM0f3xTfql6/A0ffp0eHp6AgDu37+PWbNmIVeuXChWrBg6d+6scXV/7fbt28iRIwdmzZqFtWvXokqVKqhQoYI6f9KTJ0/Qp08feHt7o1mzZiYT0tK/40tPpF28eNHkC/X8+fOwsbFBkyZN1NupBnr/gjW0QJUsWVINUHXq1EGBAgXU2vUSoAx17NixA05OTpgwYYLaUrZ8+XI1QF29ehVA7IMUxsN4EBlbu3YtrKys8Msvv5iE7suXLyN58uRYtGjRX/4bej++SZ90E56ePHmiXjXMmTMHMTExmDNnDnLlyoV27dohX758aNasGcaMGYMpU6YgT548um6luXXrFsaMGYMBAwaoyx4+fIgmTZqgXLlyWLVqlbo8Ojpa9y1oCdFfPZFWsWJFzJs3T23JvHDhAhRFwbBhwzSq+J/z8/NDjx49UKZMGdja2sLZ2VltXdPbyeHAgQNIkSIFfv75Z5M+WkBsC1ShQoWQM2dOlCxZElZWViYtz0QG7969Q8mSJTFu3Lg474WEhGDYsGHo2LGj7uY1pe9DEtGB06dPi6enpxw+fFh69+4tvXv3lpcvX0rPnj2lefPm8unTJ+nXr59MmDBBRo4cKZUrV5Y0adJI8uTJtS49DgASFBQknTt3lhkzZsgff/yhvpcrVy6ZMGGC2Nvby6pVq2T+/PkiIpIkSRJJkkQXf4rvRnh4uBw8eFBy5sxp8jdo0aKFBAcHi5WVlaROnVr69u0rv/zyi4SHh4u7u7vcvHlTxowZo2Hl/0yWLFlk6NChkjt3bnFzc5ObN29KsmTJJCoqSiwsLLQuTxUVFSWrV6+Wjh07SqdOnSRnzpwiIhIZGSkiIq1bt5bFixdL//79xcvLS65cuSKFChXSsmTSqSRJkkhkZKS8e/dOXr9+rS4PDAyUVKlSSaFCheTEiRNy7949URRFPn36pGG19L1RAEDrIgBIrVq15OrVq/Lp0yc5duyYFC9eXH0/IiJCkidPLgDk06dP0rRpU4mIiJBff/1Vt6Hj6tWrMmjQIPH19ZWpU6dKvXr11PcePXok3bt3l6RJk8q6devE2tpaw0q/X35+fjJlyhS5ePGiNGvWTM6cOSMPHz6Ubdu2qSft1q1by6FDh+TmzZuSMWNG9bN6Cx1/1/v378Xa2lqSJEmi+TYMGDBAAMj06dPVZR8/fpTixYtLs2bNZOTIkQJAFEVR3w8JCZE0adJoUS4lQF27dpX79+/L3bt3JWfOnBITEyOPHj2SmJgYKVasmBw8eFCsrKwkS5Ys0qBBA5k0aZLWJdN3QtOzQ0xMjCRJkkQURZGaNWvKlStXxM7OTvz9/eXTp0+SMmVKASDJkyeXkJAQWbp0qRw6dEj8/Pzk0qVLkiRJEvXf0NLnJwARETc3N5kyZYr0799fli5dKhYWFlKrVi0RiW2BWrhwoSRPnpzB6T9kZ2cngwcPlgkTJsicOXMkMDBQfHx8JGvWrPLx40dJlSqVlCtXTu7evSvR0dEmn02IwUlEJH369CISe2xpuQ0ApHTp0mpINUiVKpUULlxYfv/9d/nw4YOkS5dOPX5u3bolW7dulb59+4qVlZVGlVNCYPjeX7hwoVy+fFk6deoko0aNkty5c8vTp08lefLk8uHDB7l165Y0adJEsmbNKj169NC6bPqOaJY6AKihZ+DAgbJp0yY5c+aM5M+fX4YPHy579uyR8PBwNZSkSZNGkiRJIjly5JDLly+rtyT0EpxOnz4tEydOlN69e8uxY8ckJCRE3NzcZPLkyRISEiILFy6UX3/9Vf2ck5OTZM2aVcPKE4csWbLI8OHDpU6dOuLk5CQbNmwQkdiTeFRUlGzdulVy5swptra2Glf679LyuHj16pUoiiINGjQQV1dXOXjwoHTr1k19v0SJEnLjxg1Zu3atBAYGqsf4xo0bZevWrby9Qn/JcOEsIpIjRw4JDAyUyMhIyZ49u1SoUEFKlSolWbNmFWdnZ+ndu7f06dNHLCwsJCoqSuPK6buhRUcr4857p0+fRv78+XHy5EkAsQNG1qpVC0WKFMHWrVvVzq6jR482+Tf0MACmYTu2bdsGKysrNG/eHO7u7ihbtiwGDhyoPiF04cIFVK1aFeXKlcPBgwe1LDnRSkhPpCVkGzZsQIoUKXDlyhV12caNG6EoCnr06KEu69KlC1xcXFCjRg306tULjRs3Rtq0aXHt2jUNqqaELCgoSJ38+s6dO4iOjoafnx9q1aql2/lNKeHTtM/Ttm3bZOfOnZIpUyaZOXOmhIeHi6WlpURFRUn9+vXl+fPnUrVqVbl586acPXtW3r9/L0mTJtWq3HhduHBBmjZtKiNHjpQOHTrI06dPpWDBgpI1a1apXr26TJgwQdKmTStnzpyRKVOmyMKFC8XBwUHrshMlf39/mThxoly9elUePnwo6dKl023H6oQqNDRU6tWrJ48ePZJt27ZJsWLFJCYmRrZv3y6tW7dWO4SLiCxZskSuXbsmPj4+UrBgQenZs6cULFhQ4y0gvUE83SI+d/bsWfH09BQHBweJjIyU9OnTS0xMjJw7d06SJUumi+4d9H3RLDz5+flJhw4d5MKFC1KjRg31doohQEVHR0u3bt3E399fFEWRzZs3a3oQGA5gw5Nahtdr1qyR06dPyy+//CKPHz+WatWqSfny5SVz5syyfPlyadOmjQwbNkzSpUsnYWFhkiJFim9eO/3J399fBg0aJG/evJFdu3YxOP2LDMdmZGSk1K9fX3x8fGTXrl1StGhRiYmJka1bt0rbtm2lTZs2smjRIvVzkZGRkjRpUp7cKA7j7/v379+rffriW+fmzZty6NAhCQwMlPz580vjxo0ladKkPL7pv/GtmrgMt0SMb41cvnwZjRs3VqdfMTDMdA/Ejtehl5nsAwICkDFjRvzyyy/qssDAQNy+fRvh4eGoVq0a2rVrByB2G3LkyIEsWbKgb9++iI6O5m0hnXj37p3alK/1PvU9MfxOr169qo6xVahQIXXAy+joaGzatAkpU6Y0uYVHFB/j220zZ85E7969ce/evb9c15geunfQ9+mbXOrFxMSoza4fPnyQkJAQASDFixeXoUOHSsWKFeXnn3+WzZs3i4hI8uTJ1Y59qVOnFkVRBIDmVw8pU6aU1q1bS/fu3WX16tUiImJlZSX58+eXp0+fiq+vr7Rt21ZEYjvNFilSRDp27Ci9e/dWnyok7aVPn17tcKr1PvU9SZIkiezYsUMqVqwoly9flmbNmkl0dLR4e3vLb7/9JkmSJJFGjRrJ6tWrZf78+TJw4ECtSyYdM7Q4DRgwQCZPnizu7u5iaWlpsg7+/8bJl1ot9dbNg74j/3U6M25tmTBhAkqXLg1XV1dUqVIFN2/eBABcu3YNjRs3RoUKFbBly5b/uqT/SWBgIEaMGAFFUbBhwwZ1+Z07d5A/f35MmjQJb968wahRo1CtWjW8e/dOw2qJvp13796hYMGCGDlypLrs+fPnqFKlChwdHdUWqKioKGzfvl3XMwSQPqxfvx7ZsmXDb7/9pi4LDw/HgwcP1Nds0SctfLPbdiNHjkSGDBmwaNEizJo1C1WqVEG6dOmwb98+ALGz2zdr1gz58+fH0aNHv1VZX/R5M3BkZKTJQVq2bFkoioJ169YBiJ3JvnPnzsidOzccHByQOXNm9WRBlBi8efMGTk5O2LRpE4A/T2rPnj1Dnjx54ObmhosXL2pZIiUwkydPhoeHB4DYiaRnzZqF/PnzI3PmzBg1apS2xVGi9k3Ck7+/PwoXLmzSrwkAWrdujfTp06uzpZ87dw4jRozQzX3qp0+fYs6cOeprQ6CaMmUKMmXKhCZNmkBRFKxYsQJA7COzR44cwdatW9X50ogSkxIlSqBJkybq65iYGERGRqJu3bpQFAUFCxZEWFiYhhWSXsXXgrR69WrkyZMHjRo1Qv78+dG8eXOMHTsW8+fPR5IkSXDr1i0NKiUCvkmHj7CwMHn58qXY29uLyJ/TraxcuVJcXV1l9uzZMmXKFCldurSULl1aRESio6M1vV8dHR0tCxculB07dkhYWJgMHDhQkiRJIhMnTpQZM2bIpk2bxMPDQ5ydnaV9+/aiKIq0adNGqlSpolnNRN8K/v9pU8MglzExMZIuXTrp2bOnTJ06VcaMGSOjRo0SRVHEwsJCHB0d5ciRI5I3b944/VaIjJ+qe/HihYiIWFtbS8OGDeXDhw9y6NAh6devn1SqVEly5swpV65cEXd3d07lQ5r518MT4hmTI3v27JIjRw5ZunSpVK5c2aRDeJYsWeId9VXrjn5JkyaVHj16SFhYmGzfvl3Spk0rwcHBMnPmTFm7dq1UrVpVREQGDx4sSZMmlXbt2kmKFCmkadOmmtZN9F8zHON79uyRRYsWycOHD6VYsWJSuXJl6dSpk9y9e1e2b98uv/32m3h5ecmlS5dk+/bt0q9fP46qT3HAaLaJ0aNHy9GjR+XBgwdSokQJqVu3rvTo0UO6dOkiFhYWEhMTI6GhoTJmzBhJnTq1ZMuWTePqKdH6N5uxjPsJvX37FgEBAerr5cuXo1ixYhg6dKi6LCYmBmXKlIkzerieGEamzps3LywsLNT+WMaPuAcHB2PChAm4ffu2VmUSfVN79+5FihQpMH36dOzfvx89evSAoij4/fff8fbtW2zYsAHly5dHkSJFULp0aY4cTn9p1KhRsLGxwYEDB3DlyhU0aNAAFhYWuHv3LoDYYWvWrVuHKlWqwNXVFREREQC+PEwB0X/pPxkkc/jw4XL48GF59OiRNGzYUOrUqSO1a9eW8ePHy7p16yRt2rTi7u4uV65ckcDAQPn99991/cj4q1evZOLEiXLixAlp3bq19OvXT0TEZPA1/I1RcIkSms/365iYGAkLC5N27dpJsWLFZNCgQRIQECBFixYVb29vmTdvnsnng4ODxcLCQlKmTPmtS6cEJCAgQJo2bSr9+vUTLy8vOXjwoDRu3FhmzpwpP/74o0RFRUlkZKTMnz9fXr9+LZMmTVLnqtPzuYO+X//KXmd8v3revHmyZMkSGTdunAQHB8vRo0dlxIgREhgYKMOHD5eyZcvKkiVLJCAgQEqUKCEzZswQCwsLzfs4fU3mzJllyJAhEhMTI1u2bJGoqCgZNGiQSd0MTvS9MRzXoaGhkiRJEvn48aNkyJBBFEWRe/fuSatWrcTPz09KlCghXl5eanDavHmzZM2aVcqWLStWVlYabwUlBNHR0fLw4UPJmTOn7N27V5o3by7Tpk2TH3/8UcLDw2XJkiXi6ekpvXv3lmTJkqmfYXAirfwre54hOF2/fl2ePn0qs2fPlubNm4uISO3atWXx4sUye/ZsyZMnj1SqVEkqVapk8vmEcPWQJUsWGTZsmEyYMEH27NkjHz9+lDFjxug28BH9LwzB6c6dOzJo0CB58uSJREZGypQpU6Ru3bri6Ogoly9flp49e4qXl5f8/PPPIiLy5s0bOXjwoFSoUEFKly7NKVcoDkNrpnGrZkxMjDg6OsqCBQtk7dq1Mm3aNOncubOIiDx+/FgOHz4sTk5OkitXLvXf4Xcvael/+mYLDw9X//vixYtSrFgxmTVrloSEhKjL8+bNK507d5bg4GC5dOlSvP+O3oOTgSFA5cmTR86dOydv377VuiSif50hOF2/fl1KlSol9vb2UrNmTcmePbt4e3vLlStXpFmzZjJu3DhxdHSUuXPnqifB2bNny+nTp6VixYoMThSH8WwTHz9+lIiICBERsbOzE09PT1mwYIE0aNBADU5BQUHSr18/CQ0NlZo1a2pWN9Hn/nGfp0OHDomPj49UqlRJ3NzcRERk2bJl0rFjR2nRooXMmDFDbG1t1fXr1q0r1tbWsnr16gR/i+vVq1ciEns7j+h7dOfOHXF1dZWxY8fKoEGDRETk0aNHUrt2bcmbN6/s3LlTRowYIZMnT5ZOnTqJoigSEhIiO3fulBMnToirq6u2G0C6Y9y9Y+rUqXLgwAEJCwsTe3t7mTt3rtjb28vgwYNl1qxZ0qBBAxERefnypbx//16uXr2q6cTwRJ/7R3vhihUrpH379vLHH3+Icfbq0KGDzJ8/X9atWycLFy6Uly9fiohISEiI+Pr6SrZs2RJ8cBKJDU0MTvS9Mr4l3axZMxGJvbWeK1cuKViwoKRIkUJERMaNGycLFy6Ud+/eya1btyRdunRy7tw5BieKlyH0jBgxQqZNmyZeXl7i5eUlDx8+lFKlSsn58+dl8uTJsmDBArGxsZHkyZNLrVq15LfffpNkyZJJVFQUgxPphtktTxs3bpQOHTrIihUrpGbNmpI2bdo468ycOVP69+8vJUuWFFdXV/H395cnT57IpUuXJHny5P9a8UT039i9e7csXbpU3rx5I4sXL5YiRYrIH3/8IYUKFZLp06dLly5d1HUjIyMlWbJkun7og/Th2bNnUqNGDRk/frw0bNhQXV6zZk25d++e3L59W1KmTBmnhYn7FumNWTH+9evXsmjRIpk6dao0adJEDU4hISFy6dIlOXv2rIiI9O3bV+bPny+XLl2Su3fvSpMmTeT69euSPHlyiYyM/Pe3goj+FYZrqbp160rXrl0lffr00qNHDzl06JBUrVpVWrdurQan6OhoERH16See3OivhIWFSUBAgDg6OoqIqH2etm3bJoqiyKxZs+L9HPct0huz20DfvHljMkrwokWLpF27dlKqVClp2rSplC1bVgBI165dZcGCBXL69Gl59uyZhIWFicifX7REpD+Gp6BEYlsDevbsKWnSpJFatWqJm5ubLFq0SABITEwMT2j0VfHd1HB2dpZ06dLJmjVrRETU2SaSJk0q9vb2apji7TnSO7MfcwsKCpJ9+/ZJ2rRpZeHChXLv3j0pV66cHDx4UAIDA2XQoEEybtw4GTlypHTp0kUiIyOlf//+EhoaKgMGDIj3Nh8R6YfxY+Q1a9ZU+yk+f/5c7ty5I/nz55eYmBiNqyQ9M77t9urVK7G0tJR06dKJiEjXrl1lzZo1MnXqVBk4cKBYWFhIkiRJJDIyUlKlSqVh1UR/n9l9no4ePSoNGzaUDBkyiJWVlcycOVMKFy4sGTNmlPfv30vlypWlXr16Mnr0aPUzU6ZMkSlTpsiDBw8kQ4YM//Y2ENF/wHgcngMHDsjcuXMlODhYFixYIIULF9a4OtKjjRs3iru7uzg5OYlIbOfwQ4cOyYsXL6Rv377SvHlzSZUqlYwfP1527doluXLlkmLFisnp06fl7du3up9tgsjgHw1V8ObNGwkJCVEPEIP3799LvXr1pGXLltKpUyeTTn7v37+X9OnT/ztVE9E/9nlnXMNXQHxPwhoHqEOHDqkTsu7du1eSJUv2XTw9S/+OPXv2SP369WXYsGHSo0cP2b9/v3on4tatW7JlyxapVauWDB8+XGxsbOTw4cOycOFCSZ06tdja2sqCBQt0P9sEkcG/NrfdmzdvpF27dhIQECBnz55Vd/74RpMlIm0YgtPjx4/lt99+M3niKb71REwD1NGjR8XZ2VkcHBy+Wc2UcMyYMUNmz54t3bt3l4CAAHF3d5dGjRqJiMi6detk/PjxUr58eRkwYIDkyZMnzucTwmwTRCL/wvQsAQEBsnTpUjlz5oy8fv1aDU6fz/nG4ESkLUMg8vHxkXr16kmpUqUkX758UrBgQRGJnZNuy5YtsmXLFpOWKeOLnypVqmhVPulYcHCwWFlZSb9+/SQmJkbmzJkjISEhUqBAAXWdFi1aiKIoMm7cOLGwsJAOHTqoAyyLxIZ0BidKKP7nRxqeP38uZ8+eldy5c8u5c+fUwczY7EqkL0mSJJEXL15IrVq1pE2bNrJixQo1OEVFRcn79+/l1atXcuXKFRExfVqKFz/0JQcPHpS5c+fKsWPHRERkwIABMnLkSImKilKftjb44YcfZOTIkbJx40Z1fQPuY5SQ/M8x39XVVdasWSPW1taiKApnuibSsfv370uqVKmkadOm6kjhIrHzS/7www+yfPly2bdvnxQvXlw9mfGWO33JihUrZNiwYdK8eXNJnTq1urxTp07y6dMnmTp1qjg4OEjHjh0lW7ZsIiLSvHlzyZgxo1SuXFmrson+Z/9KyjE8ggqALU5EOvbp0yd5+PCh7N+/X54+fSqRkZGSLl06ef36tURGRkq5cuXk0KFDUqRIEYmKipJKlSrxCVmK18aNG6V79+6yfPly8fT0jDMMTa9evSQ8PFzmzp0rImISoKpVqyYiHDmcEq5/rcM4ESUMU6ZMkfPnz8uTJ0/Ezs5OFEWR9+/fS2hoqKROnVouXryozi125swZyZkzp9Ylk44AkLdv30qzZs2kfv360q1bN/W99+/fy507dyQoKEhq1qwpIiLTpk2T+fPnq0/iZcqUSavSif41vL9GlEgYOowPGjRIFi1aJL/88ots27ZNUqVKJdHR0aIoisyZM0ccHR1l8eLFEhUVxRMdxaEoilhYWIi/v7+kSZNGXb5gwQI5fvy4bN++XaytrSVv3rxy4cIFGTBggISGhsr169clY8aMGlZO9O9heCJKJJIkSaIGKFtbW1EURT58+CCpUqVSb508fPhQkidPLmnTpuXtFPoiw3Rbp06dEmtra1m7dq3cu3dPKlWqJIcOHZJkyZJJ8+bNZeDAgTJ16lQZPXo0h62h7wpv2xElQkFBQZI/f34pVKiQdO/eXSwsLOTgwYOycuVKOXPmjPoUHtGXHDp0SDp16iSWlpZiZWUlM2bMEBcXF8mQIYMEBwdLrVq1pGzZsjJp0iT1MwxO9L1gyxNRIhMdHS1p06aVw4cPS4MGDaRdu3aSLl06sbe3lxMnTjA40V+KiYmR6tWry8WLFyUqKspksnjD+yKidhA3YHCi7wVbnogSifhGDf/48aPcu3dP0qdPL+nTpxdra2uNq6SEyPiW3OvXr6V9+/YSEBAg586d4+1f+i4xPBF9RwwnscuXL8uVK1ckMjJS8ubNKzVq1DB5XyTuHHdE/4s3b97IsmXL5NSpU/L27Vs5c+aMJEuWjMMR0HeJ35xE3xFFUWTbtm1Ss2ZNOXDggOzZs0e6desmAwYMUN83YHCif9OLFy/U/nJnz57lbBP0XWOfJ6LvyO3bt6VXr14yfvx46dKli1y7dk0qVKggUVFRJuux4y79mwCIq6urrF27Vh00mbNN0PeMl55E3xE/Pz9xcHCQLl26yJMnT8Tb21tatmwps2bNEhGR69eviwg77tKXGTp7m8OwP3G2CUosGJ6IEjBDl8ULFy7I3bt3JSIiQqytreXGjRtSoUIFqVmzpsyfP19ERC5duiSrV682maiV6HOG27m///77P/43GM7pe8fwRJSAKYoiBw8elAoVKsiLFy/ExsZGLl26JCVLlhQvLy/5+eef1RaAdevWyb179+LMQUYkYtridOXKFSlatKhs2rQpznrR0dHfsiwiXeINaaIE7O3bt3Lz5k0ZP368VKlSRUREpk6dKp06dRIHBwe5efOmJE+eXJYsWSJr1qyRU6dOqbdWiAwAqC1O8+bNk4CAABERadGihUREREirVq3UdQ1h/OjRo+Lu7m4yRQtRYsHwRJRA3b17V1xcXMTe3l5GjRqlLv/xxx8lNDRUJkyYIHPnzpUsWbJITEyMHD16VFxcXDSsmPTKcJtt+PDhsnTpUpk9e7YsXLhQzp49K23atJHo6Ghp27atiMS2UO3du1e8vb3lwoULUrJkST6AQIkOx3kiSsAGDx4sU6dOlaFDh8ro0aNNnm66f/++vHnzRlKlSiXZsmXjJL/0VQEBAVK9enXp1q2bdOjQQV02Y8YMmTJliqxdu1Z++OEHdf3mzZtLsmTJZPXq1VqVTKQZtjwRJTBXr14VERE3NzeZPHmyAJCpU6eKi4uLNGvWTF3P2dlZnJ2dtSqTEpioqCh59OiRSd+njBkzSs+ePeXEiRPSsmVLURRFmjdvLiIi7du3F39/f63KJdIUwxNRAgFAwsLCxNvbW5ycnGT27NlSrFgxmTJlikRGRkqbNm0kSZIk0qRJE61LJZ2Lb3T5LFmyiLe3t2zdulWqVq0qTk5OIiJiZ2cnhQoVEkVRpFWrVpI+fXqpWbOmVKpUSW3p5G07Smz4tB1RAqEoiqRMmVKOHj0qfn5+MmzYMLUVaubMmdKtWzdp3769rFmzRuNKSc+Mg9ODBw/k1q1b6nu1a9eWoKAgmTVrlvj6+oqIyMePH+XNmzfSp08fady4sfzyyy8SEhJiMo4TgxMlNuzzRKRjhiv68PBwsbS0VF8/fPhQqlatKvny5ZOJEydKsWLFRETkp59+kl27dsmDBw/EyspK4+pJzwYNGiSbNm2S9+/fS6lSpWTGjBni4uIiixYtktWrV0tAQIAUL15c7t69KyIi165dk969e8tvv/0mp06d0rh6Im2x5YlIxxRFkcOHD0ubNm3k6dOn6sz1uXPnliNHjsj169dl0KBBagvUzz//LL///juDE8VhPD7Tli1bZPv27TJz5kzZtm2bPH/+XNq0aSMXLlyQLl26yOzZs6V9+/YCQKpXry4XLlwQEZHAwEDJmTOnhIeHa7UZRLrAlicinTt37pyUK1dOWrRoIRMnThQHBwf11suhQ4ekdu3a4uHhIVOmTJGiRYtqXS7pTHBwsEmY3rVrl9y7d09Sp04t3bp1U9fx8PAQkdhxnkqVKiVJkiRRWzrfvn0rU6ZMkSVLlsjZs2elQIECWmwKkW6w5YlIZwzXMzdu3JDnz59LmTJl5MKFC7J161YZNGiQPHv2TO2zAkAqVKggfn5+kiFDBi3LJh1q1KiR7NmzR0Ri+zoFBwdL48aNZfDgwSbT9FhZWcmJEydEURTp27evHD58WGJiYkRRFHn9+rWMGzdOjhw5IsePH2dwIhKGJyJdMVzp79ixQ2rXri1TpkyRwMBAKVmypJw8eVJ27NghQ4YMkatXr0p0dLScO3dOqlWrJleuXBFHR0etyyedKVmypDRq1EhERMLCwsTKykqePn0quXLlkoMHD8rNmzfVda2srOT48ePy4sUL2bp1qxrQbW1tpU+fPrJ//35xdXXVYjOIdIe37Yg09vlj3ocOHZJ69erJwoULpUqVKuLo6Kjeprt8+bI0atRILCwsJGXKlOLn5ydHjx7lSY1MfD4Uwfz58yU0NFTatm0rmTNnlhcvXoibm5sUKFBAFixYIPnz51fX/fjxo1haWkrSpEk5BAHRFzA8EelIdHS0dOnSRSwtLWXevHnqSTAqKkqSJk2qPml34sQJCQ0NFS8vL8mTJ4/WZZPO/fjjj3Lw4EEZNGiQNG7cWDJnzizPnz+X4sWLS8GCBWXBggWSL18+k89ER0ebDEdARH9ieCLSyPjx4+X69euydetW9Qo/MjJSSpUqJaVKlZIFCxaIiGnL1IcPHzixL31VfANgioj07t1bdu3aJX369JGmTZuqAcrd3V0yZMgge/bskezZs2tQMVHCwz5PRBqIjo6WokWLytixY0Xkz0EGY2JipGjRovL69Wt5/fq1+h4AuXfvngwePFhdThQfQ3C6ePGiXL9+XR4/fiwiIrNnz5batWvLrFmzZNOmTfLq1SvJli2bnDt3TrJnzy7ZsmXTsmyiBIXhiUgDSZMmlVq1akmBAgXk5MmT4unpKSIilpaWUqZMGdm3b5+sWbPGZO6wDRs2yOnTpyUqKkqrskmnRowYIevXr1df9+vXTxo3biwVKlSQbt26yfLly0UkdhiC2rVry5w5c2TLli3i5+cn2bNnlz179kjSpElNxoIioi/j3HZEGgIg79+/l2vXrkndunVl9+7d0r59e/Hz85PJkyfLiRMnJE2aNBIdHS2HDh2SEydOiL29vdZlk448ePBAzp49K2fOnBErKyuxs7OT/fv3y8aNGyUgIEB27NghCxculI8fP0r37t1l3rx5kiRJEhk4cKBkyZJFGjVqpN4aZh8nor+HfZ6INPbx40c5cuSI9O3bV3Lnzi0HDhwQEZGNGzfKjRs35PLly1KoUCHp0KEDx9iheF28eFFmzJghgYGBkitXLsmUKZOMGTNGRETu3bsnc+bMkQsXLkiHDh3UgTFnzZolPXv2ZGAi+gcYnoi+IcMV/oMHDyQkJERsbGwke/bsEhERIb/++qv069fPJEAZPgMg3k7AlLhFRUWJhUXsDQQfHx8ZM2aMnDp1SurVqydLly5V1zMEKMNQF4MGDVLf41N1RObjtzHRN6Qoimzfvl1KlSoljRo1koIFC8qqVaskefLkUqtWLZkxY4Y8fPhQ6tata/IZBif63PPnz9XgNG/ePEmfPr2MGDFCypQpI4cPH5atW7eq6+bNm1d69+4tefLkkbt374rxNTODE5H52PJE9A0YWpx8fX2lWrVq0rdvX3F1dZX9+/fL2LFjZfr06dK3b1+JioqSX3/9Vdq0aSPVq1eXjRs3al066dCVK1ekZMmScvz4cdmxY4esWbNGLl26JLly5ZKrV6/KpEmT5O3bt9KzZ0+pX7+++jlfX1/JmjWrybx1RGQ+hieib+To0aNy//59uX37tsybN09dPmPGDBkwYIAaoCIjI+XIkSOSJ08eyZ07t4YVk5716dNHli5dKoqiyLlz58TFxUUNRBcvXpRp06ZJQECA9O7dW7y9vU0++6WxoIjo7+HRQ/SN7N69W7p16yZnzpz5v/buPKrqav//+POcw6TIZCiCiV7UujaokYSpVGZm6tIkMe2Kol21sGwQGcQpFDBtUFOzUoQcAk3LK04tddUtjbplKWZ2Hb4kAZKgCQoKAp/fHy3Oz6PdEidAX4+1WIvz+Xz2dh/WAl9n7/15fygqKrIej4iI4LXXXmPixIkkJCRgb29P7969FZzkT7Vq1YqSkhIqKir49ddfgf9fLywwMJDIyEiaNm1KbGwsn3/+uU1bBSeRK6OZJ5HrxDAMZsyYQVxcHMuWLWPo0KE25xMSEnjzzTc5ePAgjRs3rqVRSl114TLbuXPnOHLkCPPnz2fJkiWkpaXRr18/m1ml3bt3s3r1ambMmKG9TSJXkcKTyDVQ/R/dH90p9/LLL7No0SKWL1/OoEGDbNqdOHFCwUkucn4gKigooLi4mNatW1vPjxkzhpUrV/Lhhx/Sp08fAKKjoxk3bpy1crjuqhO5elQkU+Qqqw5O27ZtIzU1lWPHjtG1a1deeOEFGjZsyJw5czAMg2HDhmE2mxk4cKC1rYKTXOj88D1t2jS2bNnCvn376N69O927d2f8+PG89957mEwmBgwYQFRUFJ9//jkFBQUkJCRY+1FwErl6tPAtcpWZTCbWrVtHSEgIFRUVdO7cmbi4OMaPH8/BgweB358z9txzzzFo0CD+9a9/1fKIpS6qXhSoXqqLj49nwYIFjBs3jpSUFNzd3fnggw+sNZveffddJk6cyJdffomPjw+ZmZnY2dnpkSsi14CW7USuwPn7UKq/37t3LwMGDGDChAmEh4dTWlqKr68vv/32G/369eP111+3bgaPjY1l+PDh/P3vf6/NtyF1zG+//YaHhweVlZWYzWYKCwsJDg5m9OjRhIWFAVBYWMh7773HmjVrmDJlirUkwcmTJ3F3dwdsi2iKyNWjmSeRy1RVVYXJZKKwsJCTJ09iMpmorKyksLCQYcOGER4eTk5ODnfeeSfDhw8nIyODTz75hFdffZX9+/cDkJiYqOAkNqZOnUr37t3Jy8vDYrFgMplo2LAhhYWF1rvqADw9PXn++ecxm83s3LnTerw6OBmGoeAkco0oPIlcJrPZzKFDh7jvvvuIiYmhoKAAi8VChw4dGDhwIJWVlbz00ks8+OCDJCYm0qlTJ+666y6WLl1KQkIC586dq+23IHXQbbfdRuPGjQkLCyM3Nxf4fQapZcuWZGZmcurUKeuSnqurK506dSI7O5sLFxFUAFPk2lF4ErlMVVVVLFu2jJ9//plDhw4RHx/Pr7/+SuPGjbn77rspKysjLy+PBx54ACcnJwC6devG5s2bmTJlCvb29rX8DqQuCg0N5eWXX6a8vJzhw4eTk5ODm5sbUVFRpKWlMWPGDAoLCwE4e/YsmZmZtGzZUmFJ5DrSnieRK7B79266d+/Ovffei52dHe3atWPSpEl4enpy7NgxOnbsyBNPPEFYWBgff/wxK1asIDMz07q0IlJt//795Ofn06BBAzp37sxHH33E/PnzMZlMpKSk4Ovry9q1axk6dCiBgYE4Ojpy9uxZjh8/zp49e7REJ3IdKTyJXKILN4dXVVVhsViYOnUqpaWlNGzYkE2bNhEUFERMTAxeXl6kp6czcOBAWrRoQVlZGenp6dxzzz21/E6krlmxYgULFiygcePGDBo0iJEjRwLYBKj333+fFi1a8O2337J582Zyc3Px8fEhNjYWOzs7bQ4XuY4UnkQuQXWRwhMnTlBRUUHTpk2tYSopKYnFixezbds2kpKSWLFiBd26dbMGqKysLIqLi/Hy8qJZs2a1/Vakjnn//fd57rnnSEpKokuXLrRo0cLm/EcffcRbb72F2Wy2zkBdWPBSBTBFri+FJ5FLdPDgQXr37o2TkxMzZ87ktttu4/bbbwfg4YcfJiAggFmzZhEfH096ejpBQUFERETg7e1dyyOXumrPnj0MHDiQCRMm8Oyzz1qPX1iZfu3atSxYsAA7OzuSkpLw9fWtrSGLCNowLnJJqqqqSElJIT8/nxMnTvDKK68wZcoUxo4dS3FxMUOHDqWgoIDy8nImT55M//79SU9PZ8GCBVRVVdX28KWO2r9/P25ubvTt29fmuMlkwmw2WwtcVgesvLw83njjjdoYqoicRwvkIpfAbDbz/PPPU1JSwpEjR2jcuDFPPfUUEydOZNiwYZSWlrJ9+3aCgoIYOXIkkyZNwtHRkZCQED3BXv6nPXv2cObMmYuW6qpZLBZ+/vlnsrOz6du3L87OzgQFBV3nUYrIhfRXXeQSeXt7ExUVRfPmzfnpp584dOgQ33zzDc888wwdOnQAwMXFxXr9hAkTaNWqVS2NVuoDT09Pjhw5wvHjxwEumqWsrKxk7ty5fP311wA89NBDWCwWPXJFpJYpPInUgI+PD5MmTcLf358lS5Ywd+5c+vTpw+uvv86hQ4cICQmp7SFKPdKnTx9cXV0ZPXo0Z86cwWw2U15ebj1fWlpKVlYWt9xyi007bQ4XqV0KTyI15O3tzaRJk7j//vtJTU0lMTERAD8/P80ISI34+fkxdOhQMjIyGD16NBUVFTg4OADwyy+/8NRTT3H8+HHr8+xEpG7Q3XYilyk/P5+EhAS+//57evToQVxcXG0PSeqR6lIXp06dIiYmhrS0NBo0aEBwcDDHjh0jJyeHsrIyMjIysLe3VzkCkTpE4UnkCuTn5zNx4kRycnJIS0u7aHlF5M9U1w8rLS3l008/JS0tjf/7v//Dx8eHzp078+KLL6oApkgdpPAkcoWqn3Tv5eVVyyORuqY6HNXkmupq9dU04yRS9yg8iYhcA+eHovXr1/Pbb79x8uRJwsLCcHV1vShUVS/jnf8YIBGpmxSeRESuoejoaFJTU7njjjs4fPgwjo6OJCYm0q9fP4UkkXpKi+giItfI+++/z/Lly9myZQvt27dnw4YN9O/fH0dHRwUnkXpMpQpERK6CjIwMysrKbI4dOXKEgQMH0r59e1JTUwkNDWXhwoX06tWL0tJSTp8+XUujFZErofAkInKF5s+fT9euXUlPT7cpcpmZmYnFYuGbb75hzJgxzJw5k/DwcAzD4O233yYpKakWRy0il0vhSUTkCo0bN46wsDBGjRrF+vXrOXPmDABhYWF89NFHBAYGMn/+fMLDwwGspQlycnJqc9gicpkUnkRErkD1Ul1ycjLBwcGEh4ezadMmysvL8ff358EHH6Rt27YAlJeX88MPPzBo0CDy8/OZOXNmbQ5dRC6T7rYTEblM55cjWLZsGRUVFYwaNYrmzZszZ84cQkJC2Lt3LwsXLmTVqlXY29vTrFkzGjduzNatW1U5XKSeUngSEblCU6dOZeHChcydO5fjx4+zdetWvvjiC5KSkhg0aBClpaXk5eWxd+9efH19ueeeezCbzaocLlJPKTyJiFyBY8eOERQURGRkJKNGjbIeHzp0KBs2bGDp0qU89thjODs727S7lOrjIlI36TdXROQKGIbBmTNn8PDwALDebbdixQr8/PyIjY3l448/5ty5czbtFJxE6i/99oqIXKI/mqj38vLCz8+PRYsWAeDg4EBFRQUVFRX87W9/o6CggGXLlmFvb3+9hysi14jCk4jIJaiqqrJWBa+qquLs2bPWc5MnT+bo0aOEhYUBYGdnh8ViwdHRkS+//JItW7bUyphF5NrQnicRkb9w/v6kN998k6+++ooDBw4wduxYgoOD8fDwYPny5cycOROLxUJAQAA//vgjp0+fZt++fVgsFu1xErmB6DdZROQvVIee2NhYXnvtNdq1a8fgwYOJiIggISGBnJwcRo4cyfr163nwwQexWCwEBgbyww8/YLFYqKysVHASuYFo5klE5BKsWbOGmJgYUlNTCQgIYNeuXQQEBODh4UH//v2ZNGkSbdq0uaidyhGI3Hj0Gy0i8heqqqpwcnLipZdeIiAggA0bNhAaGsrKlStxdHQkJCQEFxcXRowYgb+/v01bBSeRG49mnkRELvBH+5OOHj0KgL29Pf379yc4OJjIyEhKSkpo164dubm5zJ49m4iIiNoYsohcR/pIJCJynvODU15eHi4uLri4uODt7Q3A4cOHKSoq4u677wagqKiIxx9/nO7du/P444/X2rhF5PpReBIROU91cJo6dSqpqal4enrSqVMn5s+fD8DJkycpLCwkIyODiooKFi1aRHl5ufW8nlUncuPTsp2IyAVWrVpFZGQk8fHx7N27l61bt9KkSRO2bt0KwJw5c3j11Vdxc3OjSZMmfPbZZ9jb22MYhrUWlIjcuBSeROSmd+Eep1WrVlFUVMSYMWMoKytj27ZtTJgwgWbNmvHpp58CsH//fhwdHWnVqpUe8ityk1F4EpGb2vmzRUuWLOHkyZNs3LiRxx57jOjoaOD359Vt3bqVqKgovL292bZtm00fKoApcnNReBKRm9b5oWfy5MnMmzePO+64g9zcXJo0acKOHTtwdnYG4Ny5c2zbto3Q0FBCQ0OZN29ebQ5dRGqRPiqJyE2rOjjl5+dz8OBBvvjiC7Zv386HH35ISUkJjz76KGVlZcDvJQp69OjBhg0bePPNN2tz2CJSyxSeROSmsnHjRk6dOmV9/c4779C+fXt++eUX3NzcaNSoEZ07dyYtLY2CggJ69OhBeXk5AA4ODtx///3WR66IyM1J4UlEbhpr1qyhX79+pKSkcPr0aQD69u2Ln58f3333HYWFhQCYTCb8/f1JS0vj+PHj3HXXXVRUVNj0pXIEIjcvhScRuWmEhIQwY8YMxo8fz9KlSykqKqJFixasXbuWtm3b8uyzz5KdnW293t/fn+TkZPz9/VWCQESstGFcRG4K5eXlODg4ABAfH098fDxz585lyJAhuLu7k5ubS8+ePXF2dmbt2rX4+vpe1IcKYIoIaOZJRG4ChmFYg9O8efPw9PSksrKSqKgoli9fTnFxMc2bN2fr1q2Ulpby5JNPkpWVdVE/Ck4iAgpPInITqF5ymz59OnFxcTRt2pSkpCSGDh3Kyy+/TEpKik2AOnToEAkJCbU8ahGpq1QOV0RuCqdOnWL9+vXExsbyxBNPADB8+HCaNGlCREQEFouFf/zjH/j4+PDTTz/h4eFRyyMWkbpKM08icsOrqqqisrKS4uJiGjZsCGAtPzB9+nQefvhhpk+fzuLFiykpKcHT01PlCETkf1J4EpEbTlVVlc1rs9mMu7s7AQEBzJ8/n6KiIhwcHKioqMAwDHx9fXF3d2fDhg3WcAXa4yQif0zhSURuKOc/cuW7777j+++/58SJEwBERUXh5ubGk08+yalTp7Czs6Oqqorjx4+TmprKv//9b0wmE7oJWUT+jEoViMgNKTIykjVr1pCXl0fv3r0JCwsjODiYjRs3EhcXR1ZWFp07d+bIkSOUl5fzww8/WMOUHvIrIn9G4UlEbgiGYVjvqvvkk0946aWXePvttzlz5gwLFy7k1KlThIeH89RTT1FYWMiiRYs4ceIETk5OzJgxAzs7O9VxEpFLovAkIjeUzZs3k56ejq+vLzExMQAcPHiQyZMnk5eXx+jRoxk+fPhF7SoqKrCz0w3IIvLXNDctIjeMvLw8YmNjSU5Otily2bZtWxISEmjevDkpKSm89dZbF7VVcBKRS6XwJCI3DB8fH5KTk+nSpQtfffUV69evt55r06YNCQkJWCwWDhw4oE3hInLZtGwnIvXS+Ru7L9zk/e233xIZGYmzszPh4eH07dvXei43Nxdvb2/MZrPNPikRkUul8CQi9c75Yemdd95h9+7dFBcXExISQs+ePXFxceHrr78mJiYGZ2dnxo4dS58+ff5nHyIiNaG/HCJS71SHnpiYGKZMmYKbmxulpaXMnDmT6dOnU1RURGBgIK+++ipnzpxh+vTpZGRk/GEfIiI1pR2SIlIvXLjElpKSwpo1a/jkk0/w9/cnPT2dAQMGcObMGc6ePUtCQgKBgYG88sorrF69msDAwFocvYjcSBSeRKReyM7OpmXLltaN3uXl5QwbNgx/f3/WrVvH008/zZw5c8jJySEpKQkHBwcmT55MUFAQQUFBgJbqROTq0J4nEanz9u3bx913382SJUt4+umnASguLqakpASAPn36EBoaSkREBLm5uQQEBGBnZ8e4ceOIjIzUxnARuao08yQidV7Lli2JjIwkPDwcOzs7hg8fjouLC66uruzYsYOioiJ69+4NwLFjx+jWrRs9e/bkn//8J4CCk4hcVQpPIlLnNWrUiNjYWBo1asSIESNwcnLiySefBH7f+N2wYUPS09Mxm81MnToVT09PRo0ahclk0iNXROSq07KdiNRpFRUVmM1m616lVq1akZ2dzbJlywgNDaWkpITx48ezfft2SktLadGiBTt27MDe3l7LdSJyTSg8iUids337djIyMpg8ebLN8UGDBnHgwAGCgoJ4++23Wbp0KSNGjKCkpITDhw9TVFREly5dsFgseladiFwz+ssiInVKWVkZq1evJiMjA3t7e6KjowEYOHAgBw4cYOPGjXh7e+Ph4WFdmgsLC6N9+/bWPiorKxWcROSa0V8XEalTHB0dmTZtGrNnz2bdunU4OTmxc+dODh06xLp16/D19QV+L5BpNpsZOXIkXl5ePPbYY9Y+tMdJRK4lLduJSJ109OhREhMT2bhxI0VFRWRmZtK8eXOb5bjTp0+TlpbGiBEjNNMkIteNwpOI1Fm//voriYmJ7Ny5kyFDhjBhwgSAP7yDTnucROR6UXgSkTotPz+fhIQEvvnmG4KDg617oFQtXERqi8KTiNR5+fn5JCYmsmvXLrp37058fHxtD0lEbmL62CYidV6zZs2IjY2ldevWHDt2DH3mE5HapJknEak3Tpw4gbu7O2azWQUwRaTWKDyJSL2j/U4iUpsUnkRERERqQB/dRERERGpA4UlERESkBhSeRERERGpA4UlERESkBhSeRERERGpA4UlERESkBhSeROSm9Morr9CxY8faHoaI1EMKTyIidcC5c+dqewgicokUnkSk3qqqqmLWrFm0adMGR0dHfH19SUhIACA6OprbbruNhg0b4ufnx5QpU6wBJSUlhbi4OPbs2YPJZMJkMpGSkgJAUVERY8aMoWnTpri6uvLwww+zZ88em383Pj6epk2b4uLiwqhRo4iJibGZxaqqqmL69OnceuutODo60rFjR7Zs2WI9//PPP2MymVi9ejUPPfQQTk5OvPfee7i6urJmzRqbfys9PR1nZ2dOnTp1DX6CInI5FJ5EpN6aOHEis2bNYsqUKfz444988MEHeHl5AeDi4kJKSgo//vgj8+bNY/HixcyZMweAwYMHExERwZ133snRo0c5evQogwcPxjAM+vbtS35+Pps2bWLXrl34+/vTo0cPTpw4AcDKlStJSEhg1qxZ7Nq1C19fXxYtWmQzrnnz5vHGG2/w+uuvk5mZSa9evejfvz8HDx60uS46OpoXXniB/fv3ExwczJAhQ0hOTra5Jjk5mZCQEFxcXK7Vj1FEasoQEamHiouLDUd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uidasintitlestarsreviewspriceisBestSellerboughtInLastMonthcategory
7316289483B07DLGZ828Neutrade GoPro 3M Sticky Pads Double Sided Adh...4.231166.49False0Sports & Outdoors
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7316489487B08LD4VXGLFitStill 60M/196FT Waterproof Case for Go Pro ...4.5987916.98True0Sports & Outdoors
7316589488B07QDMLMJHNextbase Powered Mount Variations For Cameras ...4.7122319.95False0Sports & Outdoors
7316689489B09TQMCNY7WOLFANG Action Camera GA100 with 64GB microSDX...4.25549.99False0Sports & Outdoors
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" + ], + "text/plain": [ + " uid asin title \\\n", + "73162 89483 B07DLGZ828 Neutrade GoPro 3M Sticky Pads Double Sided Adh... \n", + "73163 89484 B09HGZHXJT WOLFANG Action Camera 4K 20MP GA100, Waterproo... \n", + "73164 89487 B08LD4VXGL FitStill 60M/196FT Waterproof Case for Go Pro ... \n", + "73165 89488 B07QDMLMJH Nextbase Powered Mount Variations For Cameras ... \n", + "73166 89489 B09TQMCNY7 WOLFANG Action Camera GA100 with 64GB microSDX... \n", + "\n", + " stars reviews price isBestSeller boughtInLastMonth \\\n", + "73162 4.2 3116 6.49 False 0 \n", + "73163 4.2 2594 49.99 False 0 \n", + "73164 4.5 9879 16.98 True 0 \n", + "73165 4.7 1223 19.95 False 0 \n", + "73166 4.2 55 49.99 False 0 \n", + "\n", + " category \n", + "73162 Sports & Outdoors \n", + "73163 Sports & Outdoors \n", + "73164 Sports & Outdoors \n", + "73165 Sports & Outdoors \n", + "73166 Sports & Outdoors " + ] + }, + "execution_count": 151, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_top10.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "id": "5badaf22", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(862465, 9)" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_top10.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "id": "3a58c03c", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_17480\\3375780051.py:1: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=df_top10, x=\"category\", y=\"stars\", palette=\"coolwarm\", legend=True)\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(data=df_top10, x=\"category\", y=\"stars\", palette=\"coolwarm\", legend=True)\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "88e19552", + "metadata": {}, + "source": [ + "Categories Skin Care, Bath & Body, Beauty, and Hair Care have the highest median rating. They also show low spread of rating values.\n", + "Handmade Gifts and Birthday Gifts show a large spread of ratinhs, with the first showing a higer median than the second.\n", + "Sports & Outdoors and Handmade Clothing, SHoes & Accessiories have the boxplot limits around 0, which indicate that most of these items were not rated by the users and, therefore, should not be included in this analysis. The outliers these categories show are the products that were effectively rated." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4bcf5b68", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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......
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Handmade Jewellery0.0
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" + ], + "text/plain": [ + " stars\n", + "category \n", + "Computer Memory 4.7\n", + "Building & Construction Toys 4.6\n", + "Office Paper Products 4.6\n", + "Luxury Food & Drink 4.6\n", + "Kids' Play Figures 4.6\n", + "... ...\n", + "Hockey Shoes 0.0\n", + "Hi-Fi Receivers & Separates 0.0\n", + "Handmade Kitchen & Dining 0.0\n", + "Handmade Jewellery 0.0\n", + "eBook Readers & Accessories 0.0\n", + "\n", + "[296 rows x 1 columns]" + ] + }, + "execution_count": 161, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_no_outliers[[\"category\", \"stars\"]].groupby(\"category\").agg(\"median\").sort_values(by=\"stars\", ascending=False)" + ] + }, + { + "cell_type": "markdown", + "id": "d931c112", + "metadata": {}, + "source": [ + "Computer Memory is the category with the highest median rating, followed by Building & Construction Toys and Office Paper Products." + ] + }, + { + "cell_type": "markdown", + "id": "142dccda", + "metadata": {}, + "source": [ + "### Part 3: Investigating the Interplay Between Product Prices and Ratings\n", + "\n", + "**Objective**: Analyze how product ratings (`stars`) correlate with product prices.\n", + "\n", + "1. **Correlation Coefficients**:\n", + " - Calculate the correlation coefficient between `price` and `stars`.\n", + " - Is there a significant correlation between product price and its rating?" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "id": "8263a816", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.08" + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "round(float(df_no_outliers[\"stars\"].corr(df_no_outliers[\"price\"], method=\"pearson\")), 2)" + ] + }, + { + "cell_type": "markdown", + "id": "692348f9", + "metadata": {}, + "source": [ + "A Pearson correlation coefficient of -0.08 indicates that there is no linear correlation between price and stars." + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "id": "ae3554a2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.07" + ] + }, + "execution_count": 165, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "round(float(df_no_outliers[\"stars\"].corr(df_no_outliers[\"price\"], method=\"spearman\")), 2)" + ] + }, + { + "cell_type": "markdown", + "id": "72ede25b", + "metadata": {}, + "source": [ + "A Pearson correlation coefficient of -0.07 indicates that there is no monotonic correlation between price and stars." + ] + }, + { + "cell_type": "markdown", + "id": "402b5ef8", + "metadata": {}, + "source": [ + "2. **Visualizations**:\n", + " - Use a scatter plot to visualize the relationship between product rating and price. What patterns can you observe?\n", + " - Use a correlation heatmap to visualize correlations between all numerical variables.\n", + " - Examine if product prices typically follow a normal distribution using a QQ plot. " + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "12efc718", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask = np.triu(np.ones_like(correlation_matrix, dtype=bool))\n", + "sns.heatmap(correlation_matrix, mask=mask, annot=True, cmap=\"coolwarm\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "561dfa8a", + "metadata": {}, + "source": [ + "All numerical variables show poor correlations, either positive or negative." + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "id": "ba3bbeed", + "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_no_outliers['price'], line='s');\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a53dc68f", + "metadata": {}, + "source": [ + "The QQ plot shows a strong deviation from the reference line, indicating that price does not follow a normal distribution." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "499e0d0b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From ee13ffb420cb6eba665386fa3705ea7314da56c6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Bruno=20Greg=C3=B3rio?= Date: Sat, 11 Apr 2026 16:06:37 +0100 Subject: [PATCH 2/3] Bonus exercise added --- main.ipynb | 1244 ++++++++++++++++++++++++++++++++++++++++++++++++---- 1 file changed, 1153 insertions(+), 91 deletions(-) diff --git a/main.ipynb b/main.ipynb index ef994dc..7214f8a 100644 --- a/main.ipynb +++ b/main.ipynb @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "ce6a72eb", "metadata": {}, "outputs": [], @@ -67,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "115d7deb", "metadata": {}, "outputs": [], @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "7a0c3875", "metadata": {}, "outputs": [ @@ -194,7 +194,7 @@ "4 1881 17.99 False 0 Hi-Fi Speakers " ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -205,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "id": "f252e830", "metadata": {}, "outputs": [ @@ -215,7 +215,7 @@ "(2443651, 9)" ] }, - "execution_count": 8, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -226,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "id": "15cbc7cf", "metadata": {}, "outputs": [ @@ -259,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 8, "id": "2ea769f0", "metadata": {}, "outputs": [ @@ -278,7 +278,7 @@ "dtype: int64" ] }, - "execution_count": 32, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -289,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 9, "id": "8e91b912", "metadata": {}, "outputs": [ @@ -299,7 +299,7 @@ "np.int64(0)" ] }, - "execution_count": 34, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -310,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 10, "id": "c6acbd9f", "metadata": {}, "outputs": [ @@ -423,7 +423,7 @@ "[296 rows x 2 columns]" ] }, - "execution_count": 40, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -435,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 48, "id": "6fa74855", "metadata": {}, "outputs": [ @@ -457,14 +457,15 @@ "Name: True, Length: 296, dtype: float64" ] }, - "execution_count": 57, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "crosstab_normalized = round(pd.crosstab(df.category, df.isBestSeller, normalize=\"index\"), 2)\n", - "crosstab_normalized[True].sort_values(ascending=False)" + "crosstab_normalized_ordered = crosstab_normalized[True].sort_values(ascending=False)\n", + "crosstab_normalized_ordered" ] }, { @@ -472,7 +473,7 @@ "id": "06dbeae7", "metadata": {}, "source": [ - "The results indicate that there is not categories where being a best-seller is more prevalent." + "The results indicate that there is not categories where being a best-seller stands-out, however we can observe it's more prevalent in some categories, specifically Smart Home Security & Lighting, Health & Personal Care and Grocery, but overall low across the dataset.\n" ] }, { @@ -487,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 12, "id": "bcaf3bc1", "metadata": {}, "outputs": [ @@ -497,7 +498,7 @@ "Index([False, True], dtype='bool', name='isBestSeller')" ] }, - "execution_count": 64, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -508,7 +509,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 13, "id": "549436ed", "metadata": {}, "outputs": [ @@ -527,7 +528,7 @@ " dtype='object', name='category', length=296)" ] }, - "execution_count": 66, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -538,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 14, "id": "804296eb", "metadata": {}, "outputs": [ @@ -560,7 +561,7 @@ "Name: True, Length: 296, dtype: int64" ] }, - "execution_count": 71, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -573,7 +574,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 15, "id": "c55a9835", "metadata": {}, "outputs": [], @@ -583,7 +584,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 16, "id": "57ca7225", "metadata": {}, "outputs": [ @@ -616,7 +617,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 17, "id": "3b3fd25c", "metadata": {}, "outputs": [], @@ -626,7 +627,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 18, "id": "d966b752", "metadata": {}, "outputs": [ @@ -636,7 +637,7 @@ "0.12" ] }, - "execution_count": 74, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -664,7 +665,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "c3fb56fe", "metadata": {}, "outputs": [ @@ -777,7 +778,7 @@ "[296 rows x 2 columns]" ] }, - "execution_count": 89, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -789,7 +790,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 20, "id": "db805ec7", "metadata": {}, "outputs": [ @@ -953,7 +954,7 @@ "Luggage and travel gear 18047 95" ] }, - "execution_count": 91, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -965,7 +966,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 21, "id": "3b2aad19", "metadata": {}, "outputs": [ @@ -975,7 +976,7 @@ "(20, 2)" ] }, - "execution_count": 93, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -994,13 +995,13 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 64, "id": "4f117478", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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" ] @@ -1011,6 +1012,9 @@ ], "source": [ "crosstab_top_result.plot(kind='bar', stacked=True)\n", + "plt.xlabel(\"Categories\")\n", + "plt.ylabel(\"Counts\")\n", + "plt.title(\"Top20 categories by counts vs isBestSeller counts\")\n", "plt.show()" ] }, @@ -1032,7 +1036,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 23, "id": "094a30ef", "metadata": {}, "outputs": [ @@ -1149,7 +1153,7 @@ "4 1881 17.99 False 0 Hi-Fi Speakers " ] }, - "execution_count": 94, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1160,7 +1164,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 24, "id": "4761cc11", "metadata": {}, "outputs": [ @@ -1377,7 +1381,7 @@ "[2115963 rows x 9 columns]" ] }, - "execution_count": 109, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1407,7 +1411,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 25, "id": "dd797eb8", "metadata": {}, "outputs": [ @@ -1425,7 +1429,7 @@ " dtype='object', name='category')" ] }, - "execution_count": 124, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1437,7 +1441,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 26, "id": "2c2dd210", "metadata": {}, "outputs": [ @@ -1667,7 +1671,7 @@ "[1033008 rows x 9 columns]" ] }, - "execution_count": 125, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -1679,7 +1683,160 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 61, + "id": "1e08c69d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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price
category
Men20.990
Fragrances20.000
Sports & Outdoors18.320
Women15.990
Handmade Jewellery15.600
Handmade Artwork14.990
Birthday Gifts13.990
Luggage and travel gear13.990
Baby12.990
Handmade Gifts12.990
Handmade Kitchen & Dining12.000
Skin Care12.000
Handmade Home Décor11.990
Bath & Body11.635
Handmade Home & Kitchen Products10.990
Hair Care9.970
Handmade Clothing, Shoes & Accessories8.990
Beauty8.990
Manicure & Pedicure Products7.500
Make-up7.000
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" + ], + "text/plain": [ + " price\n", + "category \n", + "Men 20.990\n", + "Fragrances 20.000\n", + "Sports & Outdoors 18.320\n", + "Women 15.990\n", + "Handmade Jewellery 15.600\n", + "Handmade Artwork 14.990\n", + "Birthday Gifts 13.990\n", + "Luggage and travel gear 13.990\n", + "Baby 12.990\n", + "Handmade Gifts 12.990\n", + "Handmade Kitchen & Dining 12.000\n", + "Skin Care 12.000\n", + "Handmade Home Décor 11.990\n", + "Bath & Body 11.635\n", + "Handmade Home & Kitchen Products 10.990\n", + "Hair Care 9.970\n", + "Handmade Clothing, Shoes & Accessories 8.990\n", + "Beauty 8.990\n", + "Manicure & Pedicure Products 7.500\n", + "Make-up 7.000" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_top20[[\"category\", \"price\"]].groupby(\"category\").agg(\"median\").sort_values(by=\"price\", ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, "id": "906d5317", "metadata": {}, "outputs": [ @@ -1687,7 +1844,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_17480\\1581422532.py:1: FutureWarning: \n", + "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_13116\\522854420.py:1: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", @@ -1696,7 +1853,7 @@ }, { "data": { - "image/png": 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", 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" ] @@ -1708,6 +1865,9 @@ "source": [ "sns.violinplot(data=df_top20, x=\"category\", y=\"price\", palette=\"coolwarm\")\n", "plt.xticks(rotation=45, ha='right')\n", + "plt.xlabel(\"Categories\")\n", + "plt.ylabel(\"Price (£)\")\n", + "plt.title(\"Top20 categories by count vs price ditribution\")\n", "plt.show()" ] }, @@ -1716,12 +1876,12 @@ "id": "9f896bce", "metadata": {}, "source": [ - "Out of the top 20 categories based on count, Men listings have the highest median prices, followed by Fragrances." + "Out of the top 20 categories based on count, Men listings have the highest median prices (20.99£), followed by Fragrances (20.00£)." ] }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 28, "id": "bf8bc2e6", "metadata": {}, "outputs": [ @@ -1821,7 +1981,7 @@ "[296 rows x 1 columns]" ] }, - "execution_count": 149, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1835,7 +1995,7 @@ "id": "714df52d", "metadata": {}, "source": [ - "The category Desktop PCs tend to have the highest median price, followed by Boxing Shoes and Tablets." + "Out of all categories listed, Desktop PCs tend to have the highest median price, followed by Boxing Shoes and Tablets." ] }, { @@ -1850,7 +2010,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 29, "id": "efc3fbf1", "metadata": {}, "outputs": [ @@ -1864,7 +2024,7 @@ " dtype='object', name='category')" ] }, - "execution_count": 135, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1876,7 +2036,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 30, "id": "16726b2e", "metadata": {}, "outputs": [ @@ -2093,7 +2253,7 @@ "[862465 rows x 9 columns]" ] }, - "execution_count": 136, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -2105,7 +2265,110 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 57, + "id": "c3850ab7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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price
category
Sports & Outdoors25.172065
Birthday Gifts18.600195
Handmade Gifts17.395112
Skin Care15.654722
Bath & Body14.678683
Hair Care13.461408
Handmade Clothing, Shoes & Accessories12.958639
Beauty12.523480
Make-up10.612918
Manicure & Pedicure Products10.231825
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" + ], + "text/plain": [ + " price\n", + "category \n", + "Sports & Outdoors 25.172065\n", + "Birthday Gifts 18.600195\n", + "Handmade Gifts 17.395112\n", + "Skin Care 15.654722\n", + "Bath & Body 14.678683\n", + "Hair Care 13.461408\n", + "Handmade Clothing, Shoes & Accessories 12.958639\n", + "Beauty 12.523480\n", + "Make-up 10.612918\n", + "Manicure & Pedicure Products 10.231825" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_top10[[\"category\", \"price\"]].groupby(\"category\").agg(\"mean\").sort_values(by=\"price\", ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, "id": "e22539c8", "metadata": {}, "outputs": [ @@ -2113,7 +2376,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_17480\\852087580.py:1: FutureWarning: \n", + "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_13116\\3147537567.py:1: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", @@ -2122,7 +2385,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -2134,6 +2397,9 @@ "source": [ "sns.barplot(data=df_top10, x=\"category\", y=\"price\", palette=\"coolwarm\", errorbar=None, estimator=\"mean\")\n", "plt.xticks(rotation=45, ha='right')\n", + "plt.xlabel(\"Categories\")\n", + "plt.ylabel(\"Mean price (£)\")\n", + "plt.title(\"Top10 categories by counts vs mean price\")\n", "plt.show()" ] }, @@ -2147,7 +2413,7 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 32, "id": "d3c5d2cc", "metadata": {}, "outputs": [ @@ -2247,7 +2513,7 @@ "[296 rows x 1 columns]" ] }, - "execution_count": 150, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -2261,7 +2527,7 @@ "id": "d3cbf67f", "metadata": {}, "source": [ - "The category Motherboards commands the highest average price, followd by Boxing Shoes and Desktop PCs." + "Out of all categories listed, Motherboards commands the highest average price, followd by Boxing Shoes and Desktop PCs." ] }, { @@ -2276,7 +2542,7 @@ }, { "cell_type": "code", - "execution_count": 151, + "execution_count": 33, "id": "49165d03", "metadata": {}, "outputs": [ @@ -2400,7 +2666,7 @@ "73166 Sports & Outdoors " ] }, - "execution_count": 151, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -2411,7 +2677,7 @@ }, { "cell_type": "code", - "execution_count": 156, + "execution_count": 34, "id": "5badaf22", "metadata": {}, "outputs": [ @@ -2421,7 +2687,7 @@ "(862465, 9)" ] }, - "execution_count": 156, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -2432,7 +2698,7 @@ }, { "cell_type": "code", - "execution_count": 155, + "execution_count": 71, "id": "3a58c03c", "metadata": {}, "outputs": [ @@ -2440,16 +2706,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_17480\\3375780051.py:1: FutureWarning: \n", + "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_13116\\3715714764.py:1: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", - " sns.boxplot(data=df_top10, x=\"category\", y=\"stars\", palette=\"coolwarm\", legend=True)\n" + " sns.boxplot(data=df_top10, x=\"category\", y=\"stars\", palette=\"coolwarm\")\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -2459,8 +2725,11 @@ } ], "source": [ - "sns.boxplot(data=df_top10, x=\"category\", y=\"stars\", palette=\"coolwarm\", legend=True)\n", + "sns.boxplot(data=df_top10, x=\"category\", y=\"stars\", palette=\"coolwarm\")\n", "plt.xticks(rotation=45, ha='right')\n", + "plt.xlabel(\"Categories\")\n", + "plt.ylabel(\"Rating (stars)\")\n", + "plt.title(\"Category vs rating\")\n", "plt.show()" ] }, @@ -2476,7 +2745,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "id": "4bcf5b68", "metadata": {}, "outputs": [ @@ -2576,7 +2845,7 @@ "[296 rows x 1 columns]" ] }, - "execution_count": 161, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -2590,7 +2859,7 @@ "id": "d931c112", "metadata": {}, "source": [ - "Computer Memory is the category with the highest median rating, followed by Building & Construction Toys and Office Paper Products." + "Out of all categories listed, Computer Memory is the category with the highest median rating, followed by Building & Construction Toys and Office Paper Products." ] }, { @@ -2609,7 +2878,7 @@ }, { "cell_type": "code", - "execution_count": 164, + "execution_count": 37, "id": "8263a816", "metadata": {}, "outputs": [ @@ -2619,7 +2888,7 @@ "-0.08" ] }, - "execution_count": 164, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -2638,7 +2907,7 @@ }, { "cell_type": "code", - "execution_count": 165, + "execution_count": 38, "id": "ae3554a2", "metadata": {}, "outputs": [ @@ -2648,7 +2917,7 @@ "-0.07" ] }, - "execution_count": 165, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -2662,7 +2931,7 @@ "id": "72ede25b", "metadata": {}, "source": [ - "A Pearson correlation coefficient of -0.07 indicates that there is no monotonic correlation between price and stars." + "A Spearman correlation coefficient of -0.07 indicates that there is no monotonic correlation between price and stars." ] }, { @@ -2678,13 +2947,13 @@ }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 72, "id": "12efc718", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -2694,7 +2963,10 @@ } ], "source": [ - "sns.scatterplot(data=df_no_outliers, x='stars', y='price')\n", + "sns.scatterplot(data=df_no_outliers, x='stars', y='price', alpha=0.4)\n", + "plt.xlabel(\"Rating (stars)\")\n", + "plt.ylabel(\"Price (£)\")\n", + "plt.title(\"Rating vs Price\")\n", "plt.show()" ] }, @@ -2708,7 +2980,7 @@ }, { "cell_type": "code", - "execution_count": 170, + "execution_count": 40, "id": "262d8e8e", "metadata": {}, "outputs": [], @@ -2718,7 +2990,7 @@ }, { "cell_type": "code", - "execution_count": 172, + "execution_count": 41, "id": "694e7ba1", "metadata": {}, "outputs": [ @@ -2804,7 +3076,7 @@ "4 5 4.6 1881 17.99 0" ] }, - "execution_count": 172, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -2815,7 +3087,7 @@ }, { "cell_type": "code", - "execution_count": 174, + "execution_count": 42, "id": "ec0836c4", "metadata": {}, "outputs": [ @@ -2844,7 +3116,7 @@ }, { "cell_type": "code", - "execution_count": 171, + "execution_count": 43, "id": "0ecab168", "metadata": {}, "outputs": [ @@ -2930,7 +3202,7 @@ "boughtInLastMonth 0.017116 0.113994 0.105624 -0.059051 1.000000" ] }, - "execution_count": 171, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -2941,7 +3213,7 @@ }, { "cell_type": "code", - "execution_count": 175, + "execution_count": 44, "id": "beb1bb2e", "metadata": {}, "outputs": [], @@ -2951,7 +3223,7 @@ }, { "cell_type": "code", - "execution_count": 177, + "execution_count": 45, "id": "8502d083", "metadata": {}, "outputs": [ @@ -2983,7 +3255,7 @@ }, { "cell_type": "code", - "execution_count": 180, + "execution_count": 46, "id": "ba3bbeed", "metadata": {}, "outputs": [ @@ -3013,10 +3285,800 @@ "The QQ plot shows a strong deviation from the reference line, indicating that price does not follow a normal distribution." ] }, + { + "cell_type": "markdown", + "id": "0f2f6c10", + "metadata": {}, + "source": [ + "\n", + "**Bonus**: \n", + "\n", + "- Do the same analysis without taking out the outliers. What are your insights?" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "a4f53724", + "metadata": {}, + "outputs": [], + "source": [ + "top_10cat_full_set = df['category'].value_counts().head(10).index\n", + "top_20cat_full_set = df['category'].value_counts().head(20).index" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "0c92d5b3", + "metadata": {}, + "outputs": [], + "source": [ + "df_top10_full_set = df[df['category'].isin(top_10cat_full_set)]\n", + "df_top20_full_set = df[df['category'].isin(top_20cat_full_set)]" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "9df581be", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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No outliersFull set
priceprice
category
Men20.99021.99
Fragrances20.00021.99
Sports & Outdoors18.32023.30
Women15.99016.49
Handmade Jewellery15.60016.95
Handmade Artwork14.99014.99
Birthday Gifts13.99014.25
Luggage and travel gear13.99014.95
Baby12.99012.99
Handmade Gifts12.99013.40
Handmade Kitchen & Dining12.00012.00
Skin Care12.00012.00
Handmade Home Décor11.99012.00
Bath & Body11.63511.70
Handmade Home & Kitchen Products10.99010.99
Hair Care9.9709.98
Handmade Clothing, Shoes & Accessories8.9908.99
Beauty8.9908.99
Manicure & Pedicure Products7.5007.50
Make-up7.0007.00
\n", + "
" + ], + "text/plain": [ + " No outliers Full set\n", + " price price\n", + "category \n", + "Men 20.990 21.99\n", + "Fragrances 20.000 21.99\n", + "Sports & Outdoors 18.320 23.30\n", + "Women 15.990 16.49\n", + "Handmade Jewellery 15.600 16.95\n", + "Handmade Artwork 14.990 14.99\n", + "Birthday Gifts 13.990 14.25\n", + "Luggage and travel gear 13.990 14.95\n", + "Baby 12.990 12.99\n", + "Handmade Gifts 12.990 13.40\n", + "Handmade Kitchen & Dining 12.000 12.00\n", + "Skin Care 12.000 12.00\n", + "Handmade Home Décor 11.990 12.00\n", + "Bath & Body 11.635 11.70\n", + "Handmade Home & Kitchen Products 10.990 10.99\n", + "Hair Care 9.970 9.98\n", + "Handmade Clothing, Shoes & Accessories 8.990 8.99\n", + "Beauty 8.990 8.99\n", + "Manicure & Pedicure Products 7.500 7.50\n", + "Make-up 7.000 7.00" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.concat([df_top20[[\"category\", \"price\"]].groupby(\"category\").agg(\"median\").sort_values(by=\"price\", ascending=False), df_top20_full_set[[\"category\", \"price\"]].groupby(\"category\").agg(\"median\")], axis=1, keys=[\"No outliers\", \"Full set\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "3d86420e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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No outliersFull set
priceprice
category
Fragrances28.54491236.202865
Men27.46117433.402750
Sports & Outdoors25.172065125.769814
Handmade Jewellery22.80100736.700260
Women20.40873522.262394
Luggage and travel gear19.71822824.317972
Birthday Gifts18.60019526.585166
Handmade Artwork17.46175827.418410
Handmade Gifts17.39511220.974460
Baby16.38979918.006239
Skin Care15.65472216.340926
Handmade Home Décor15.41369124.247835
Bath & Body14.67868315.042266
Handmade Home & Kitchen Products14.07994720.380494
Hair Care13.46140814.326030
Handmade Kitchen & Dining13.11972815.206771
Handmade Clothing, Shoes & Accessories12.95863916.865767
Beauty12.52348013.222322
Make-up10.61291810.895356
Manicure & Pedicure Products10.23182510.521108
\n", + "
" + ], + "text/plain": [ + " No outliers Full set\n", + " price price\n", + "category \n", + "Fragrances 28.544912 36.202865\n", + "Men 27.461174 33.402750\n", + "Sports & Outdoors 25.172065 125.769814\n", + "Handmade Jewellery 22.801007 36.700260\n", + "Women 20.408735 22.262394\n", + "Luggage and travel gear 19.718228 24.317972\n", + "Birthday Gifts 18.600195 26.585166\n", + "Handmade Artwork 17.461758 27.418410\n", + "Handmade Gifts 17.395112 20.974460\n", + "Baby 16.389799 18.006239\n", + "Skin Care 15.654722 16.340926\n", + "Handmade Home Décor 15.413691 24.247835\n", + "Bath & Body 14.678683 15.042266\n", + "Handmade Home & Kitchen Products 14.079947 20.380494\n", + "Hair Care 13.461408 14.326030\n", + "Handmade Kitchen & Dining 13.119728 15.206771\n", + "Handmade Clothing, Shoes & Accessories 12.958639 16.865767\n", + "Beauty 12.523480 13.222322\n", + "Make-up 10.612918 10.895356\n", + "Manicure & Pedicure Products 10.231825 10.521108" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.concat([df_top20[[\"category\", \"price\"]].groupby(\"category\").agg(\"mean\").sort_values(by=\"price\", ascending=False), df_top20_full_set[[\"category\", \"price\"]].groupby(\"category\").agg(\"mean\")], axis=1, keys=[\"No outliers\", \"Full set\"])" + ] + }, + { + "cell_type": "markdown", + "id": "4c1a7ba3", + "metadata": {}, + "source": [ + "When comparing the mean values of the top20 listings by count including and excluding the outliers, it's clear that the outliers have an impact on the mean prices, as expected.\n", + "However, when comparing the median prices, it's possible to observe the impact is reduced. This is expected as the mean is sensitive to outliers, while the median is robust." + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "5a39791d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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No outliersFull set
starsstars
category
Baby4.54.5
Bath & Body4.44.4
Beauty4.44.4
Skin Care4.44.4
Hair Care4.44.4
Luggage and travel gear4.44.4
Men4.34.4
Women4.34.3
Fragrances4.34.3
Handmade Home & Kitchen Products4.24.2
Make-up4.24.2
Manicure & Pedicure Products4.24.2
Handmade Gifts3.93.8
Handmade Clothing, Shoes & Accessories0.00.0
Handmade Jewellery0.00.0
Handmade Kitchen & Dining0.00.0
Handmade Artwork0.00.0
Birthday Gifts0.00.0
Sports & Outdoors0.00.0
Handmade Home Décor0.00.0
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" + ], + "text/plain": [ + " No outliers Full set\n", + " stars stars\n", + "category \n", + "Baby 4.5 4.5\n", + "Bath & Body 4.4 4.4\n", + "Beauty 4.4 4.4\n", + "Skin Care 4.4 4.4\n", + "Hair Care 4.4 4.4\n", + "Luggage and travel gear 4.4 4.4\n", + "Men 4.3 4.4\n", + "Women 4.3 4.3\n", + "Fragrances 4.3 4.3\n", + "Handmade Home & Kitchen Products 4.2 4.2\n", + "Make-up 4.2 4.2\n", + "Manicure & Pedicure Products 4.2 4.2\n", + "Handmade Gifts 3.9 3.8\n", + "Handmade Clothing, Shoes & Accessories 0.0 0.0\n", + "Handmade Jewellery 0.0 0.0\n", + "Handmade Kitchen & Dining 0.0 0.0\n", + "Handmade Artwork 0.0 0.0\n", + "Birthday Gifts 0.0 0.0\n", + "Sports & Outdoors 0.0 0.0\n", + "Handmade Home Décor 0.0 0.0" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "round(pd.concat([df_top20[[\"category\", \"stars\"]].groupby(\"category\").agg(\"median\").sort_values(by=\"stars\", ascending=False), df_top20_full_set[[\"category\", \"stars\"]].groupby(\"category\").agg(\"median\")], axis=1, keys=[\"No outliers\", \"Full set\"]), 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "07ab74dc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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No outliersFull set
starsstars
category
Beauty4.34.3
Men4.24.2
Luggage and travel gear4.24.2
Women4.24.2
Hair Care4.14.1
Baby4.14.2
Skin Care4.14.1
Bath & Body4.04.0
Make-up3.83.8
Manicure & Pedicure Products3.73.7
Fragrances3.63.6
Handmade Home & Kitchen Products2.82.8
Handmade Gifts2.52.5
Handmade Home Décor2.02.0
Birthday Gifts2.01.9
Handmade Jewellery1.51.4
Handmade Artwork1.11.1
Handmade Clothing, Shoes & Accessories1.11.1
Sports & Outdoors0.80.7
Handmade Kitchen & Dining0.70.7
\n", + "
" + ], + "text/plain": [ + " No outliers Full set\n", + " stars stars\n", + "category \n", + "Beauty 4.3 4.3\n", + "Men 4.2 4.2\n", + "Luggage and travel gear 4.2 4.2\n", + "Women 4.2 4.2\n", + "Hair Care 4.1 4.1\n", + "Baby 4.1 4.2\n", + "Skin Care 4.1 4.1\n", + "Bath & Body 4.0 4.0\n", + "Make-up 3.8 3.8\n", + "Manicure & Pedicure Products 3.7 3.7\n", + "Fragrances 3.6 3.6\n", + "Handmade Home & Kitchen Products 2.8 2.8\n", + "Handmade Gifts 2.5 2.5\n", + "Handmade Home Décor 2.0 2.0\n", + "Birthday Gifts 2.0 1.9\n", + "Handmade Jewellery 1.5 1.4\n", + "Handmade Artwork 1.1 1.1\n", + "Handmade Clothing, Shoes & Accessories 1.1 1.1\n", + "Sports & Outdoors 0.8 0.7\n", + "Handmade Kitchen & Dining 0.7 0.7" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "round(pd.concat([df_top20[[\"category\", \"stars\"]].groupby(\"category\").agg(\"mean\").sort_values(by=\"stars\", ascending=False), df_top20_full_set[[\"category\", \"stars\"]].groupby(\"category\").agg(\"mean\")], axis=1, keys=[\"No outliers\", \"Full set\"]), 1)" + ] + }, + { + "cell_type": "markdown", + "id": "c3ddf1f5", + "metadata": {}, + "source": [ + "Looking at the same top20 listings and comparing the category with the ratings, no significant differences are observed between both mean and median ratings, showing that the outliers in the rating do not have a significant impact." + ] + }, { "cell_type": "code", "execution_count": null, - "id": "499e0d0b", + "id": "80db5c96", "metadata": {}, "outputs": [], "source": [] From 15a4464cced3a89765dfc19b035f3e252e13a166 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Bruno=20Greg=C3=B3rio?= Date: Sat, 11 Apr 2026 16:15:59 +0100 Subject: [PATCH 3/3] Improve exercises resolution --- main.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/main.ipynb b/main.ipynb index 7214f8a..489f247 100644 --- a/main.ipynb +++ b/main.ipynb @@ -2740,7 +2740,7 @@ "source": [ "Categories Skin Care, Bath & Body, Beauty, and Hair Care have the highest median rating. They also show low spread of rating values.\n", "Handmade Gifts and Birthday Gifts show a large spread of ratinhs, with the first showing a higer median than the second.\n", - "Sports & Outdoors and Handmade Clothing, SHoes & Accessiories have the boxplot limits around 0, which indicate that most of these items were not rated by the users and, therefore, should not be included in this analysis. The outliers these categories show are the products that were effectively rated." + "Sports & Outdoors and Handmade Clothing, Shoes & Accessiories have the boxplot limits around 0, which indicate that most of these items were not rated by the users and, therefore, should not be included in this analysis. The outliers these categories show are the products that were effectively rated." ] }, {