From 749ff65763e2e9adf31ff39bee657ea1d43bfcce Mon Sep 17 00:00:00 2001 From: trotskitten Date: Fri, 10 Apr 2026 17:33:13 +0200 Subject: [PATCH] LAB | Bivariate Analysis --- report.ipynb | 1422 ++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 1422 insertions(+) create mode 100644 report.ipynb diff --git a/report.ipynb b/report.ipynb new file mode 100644 index 0000000..b618a83 --- /dev/null +++ b/report.ipynb @@ -0,0 +1,1422 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 208, + "id": "cf6b9491", + "metadata": {}, + "outputs": [], + "source": [ + "import kagglehub\n", + "from kagglehub import KaggleDatasetAdapter\n", + "import os\n", + "import pandas as pd\n", + "from scipy.stats import chi2_contingency\n", + "from scipy.stats.contingency import association\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "92dbf059", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Path to dataset files: C:\\Users\\ranik\\.cache\\kagglehub\\datasets\\asaniczka\\uk-optimal-product-price-prediction\\versions\\3\n", + "First 5 records: uid asin title stars \\\n", + "0 1 B09B96TG33 Echo Dot (5th generation, 2022 release) | Big ... 4.7 \n", + "1 2 B01HTH3C8S Anker Soundcore mini, Super-Portable Bluetooth... 4.7 \n", + "2 3 B09B8YWXDF Echo Dot (5th generation, 2022 release) | Big ... 4.7 \n", + "3 4 B09B8T5VGV Echo Dot with clock (5th generation, 2022 rele... 4.7 \n", + "4 5 B09WX6QD65 Introducing Echo Pop | Full sound compact Wi-F... 4.6 \n", + "\n", + " reviews price isBestSeller boughtInLastMonth category \n", + "0 15308 21.99 False 0 Hi-Fi Speakers \n", + "1 98099 23.99 True 0 Hi-Fi Speakers \n", + "2 15308 21.99 False 0 Hi-Fi Speakers \n", + "3 7205 31.99 False 0 Hi-Fi Speakers \n", + "4 1881 17.99 False 0 Hi-Fi Speakers \n" + ] + } + ], + "source": [ + "# Download latest version\n", + "path = kagglehub.dataset_download(\"asaniczka/uk-optimal-product-price-prediction\")\n", + "file_path = os.path.join(path, \"amz_uk_price_prediction_dataset.csv\")\n", + "df = pd.read_csv(file_path)\n", + "\n", + "print(\"Path to dataset files:\", path)\n", + "print(\"First 5 records:\", df.head())" + ] + }, + { + "cell_type": "markdown", + "id": "e8b0b506", + "metadata": {}, + "source": [ + "### Part 1: Analyzing Best-Seller Trends Across Product Categories\n", + "\n", + "**Objective**: Understand the relationship between product categories and their best-seller status.\n", + "\n", + "1. **Crosstab Analysis**:\n", + " - Create a crosstab between the product `category` and the `isBestSeller` status.\n", + " \n", + " - Are there categories where being a best-seller is more prevalent? \n", + " \t\n", + " \t*Hint: one option is to calculate the proportion of best-sellers for each category and then sort the categories based on this proportion in descending order.*\n", + "\n", + "\n", + "2. **Statistical Tests**:\n", + " - Conduct a Chi-square test to determine if the best-seller distribution is independent of the product category.\n", + " - Compute Cramér's V to understand the strength of association between best-seller status and category.\n", + "\n", + "3. **Visualizations**:\n", + "\t- Visualize the relationship between product categories and the best-seller status using a stacked bar chart." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "02815f43", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "pd.set_option('display.max_columns', None)\n", + "pd.set_option('display.max_rows', None)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "d5ae6e3c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "isBestSeller False True perc_bs\n", + "category \n", + "Grocery 9008 556 0.061723\n", + "Smart Home Security & Lighting 98 6 0.061224\n", + "Health & Personal Care 9017 552 0.061218" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ct_cat_bs = pd.crosstab(df['category'], df['isBestSeller']) #create a table category x isBestSeller\n", + "ct_cat_bs2 = ct_cat_bs.copy()\n", + "ct_cat_bs2[\"perc_bs\"] = ct_cat_bs2[True]/ct_cat_bs2[True & False] #calculate the proportion of Bestseller for each category\n", + "ct_cat_bs2.sort_values('perc_bs', ascending = False).head(3) # sort for proportion of bestseller and return the first 3 values\n", + "\n", + "#crosstab_cat_bests = pd.crosstab(df[\"category\"], df[\"isBestSeller\"], normalize=\"index\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dd9e6f4e", + "metadata": {}, + "outputs": [], + "source": [ + "def chi_square_report(crosstab_result, round_expected=2, show=False):\n", + " \"\"\"\n", + " Return all the values in an ordered manner\n", + " \"\"\"\n", + " chi2, p, dof, expected = chi2_contingency(crosstab_result)\n", + "\n", + " expected_df = pd.DataFrame(\n", + " expected,\n", + " index=crosstab_result.index,\n", + " columns=crosstab_result.columns\n", + " ).round(round_expected)\n", + "\n", + " comparison = pd.concat(\n", + " [crosstab_result.copy(), expected_df],\n", + " keys=[\"Observed\", \"Expected\"]\n", + " )\n", + "\n", + " summary = pd.DataFrame({\n", + " \"Metric\": [\"Chi-square\", \"p-value\", \"Degrees of freedom\"],\n", + " \"Value\": [chi2, p, dof]\n", + " })\n", + "\n", + " if show:\n", + " print(summary)\n", + " print(comparison)\n", + "\n", + " return summary, comparison" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a2dd2332", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "( Metric Value\n", + " 0 Chi-square 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Uninterruptible Power Supply Units & Accessories 3652.00 1.00\n", + " Vacuums & Floorcare 6919.00 26.00\n", + " Vases 250.00 0.00\n", + " Water Coolers, Filters & Cartridges 186.00 1.00\n", + " Wearable Technology 8876.00 30.00\n", + " Wind Instruments 243.00 7.00\n", + " Window Treatments 234.00 5.00\n", + " Women 17559.00 213.00\n", + " Women's Sports & Outdoor Shoes 1939.00 20.00\n", + " eBook Readers & Accessories 246.00 0.00\n", + " Expected 3D Printers 247.19 0.81\n", + " 3D Printing & Scanning 4053.72 13.28\n", + " Abrasive & Finishing Products 249.18 0.82\n", + " Action Cameras 1691.46 5.54\n", + " Adapters 253.17 0.83\n", + " Agricultural Equipment & Supplies 8502.14 27.86\n", + " Alexa Built-In Devices 106.65 0.35\n", + " Art & Craft Supplies 257.16 0.84\n", + " Arts & Crafts 9517.82 31.18\n", + " Baby 15000.85 49.15\n", + " Baby & Toddler Toys 9325.45 30.55\n", + " Bakeware 238.22 0.78\n", + " Ballet & Dancing Footwear 3229.42 10.58\n", + " Barebone PCs 9447.05 30.95\n", + " Basketball Footwear 6688.09 21.91\n", + " Bass Guitars & Gear 526.28 1.72\n", + " Bath & Body 19029.65 62.35\n", + " Bathroom Furniture 2771.92 9.08\n", + " Bathroom Lighting 253.17 0.83\n", + " Bathroom Linen 404.67 1.33\n", + " Beauty 19248.93 63.07\n", + " Bedding & Linen 3104.83 10.17\n", + " Bedding Accessories 204.33 0.67\n", + " Bedding Collections 6288.40 20.60\n", + " Bedroom Furniture 5233.85 17.15\n", + " Beer, Wine & Spirits 9521.80 31.20\n", + " Billiard, Snooker & Pool 248.19 0.81\n", + " Binoculars, Telescopes & Optics 9465.99 31.01\n", + " Bird & Wildlife Care 9260.66 30.34\n", + " Birthday Gifts 18916.03 61.97\n", + " Blank Media Cases & Wallets 242.21 0.79\n", + " Boating Footwear 139.54 0.46\n", + " Bowling 246.19 0.81\n", + " Boxes & Organisers 908.03 2.97\n", + " Boxing Shoes 4060.70 13.30\n", + " Boys 11750.50 38.50\n", + " Building & Construction Toys 9459.01 30.99\n", + " Building Supplies 8103.45 26.55\n", + " CD, Disc & Tape Players 8769.27 28.73\n", + " CPUs 248.19 0.81\n", + " Cables & Accessories 9028.42 29.58\n", + " Calendars & Personal Organisers 249.18 0.82\n", + " Camcorders 486.41 1.59\n", + " Camera & Photo Accessories 9381.26 30.74\n", + " Cameras 181.41 0.59\n", + " Candles & Holders 248.19 0.81\n", + " Car & Motorbike 9352.36 30.64\n", + " Car & Vehicle Electronics 8617.77 28.23\n", + " Children's Bedding 261.14 0.86\n", + " Climbing Footwear 2193.81 7.19\n", + " Clocks 237.22 0.78\n", + " Coffee & Espresso Machines 512.32 1.68\n", + " Coffee, Tea & Espresso 7602.09 24.91\n", + " Computer & Server Racks 243.20 0.80\n", + " Computer Audio & Video Accessories 9418.14 30.86\n", + " Computer Cases 235.23 0.77\n", + " Computer Memory 247.19 0.81\n", + " Computer Memory Card Accessories 233.24 0.76\n", + " Computer Printers 8058.60 26.40\n", + " Computer Screws 6170.78 20.22\n", + " Computers, Components & Accessories 264.13 0.87\n", + " Construction Machinery 8897.85 29.15\n", + " Cookware 1435.30 4.70\n", + " Cricket Shoes 290.05 0.95\n", + " Curtain & Blind Accessories 703.69 2.31\n", + " Cushions & Accessories 4219.18 13.82\n", + " Customers' Most Loved 7278.15 23.85\n", + " Cutting Tools 254.17 0.83\n", + " Cycling Shoes 9389.24 30.76\n", + " DJ & VJ Equipment 8736.38 28.62\n", + " Darts & Dartboards 254.17 0.83\n", + " Data Storage 8916.79 29.21\n", + " Decking & Fencing 258.15 0.85\n", + " Decorative Artificial Flora 244.20 0.80\n", + " Decorative Home Accessories 271.11 0.89\n", + " Desktop PCs 7370.85 24.15\n", + " Digital Cameras 1484.14 4.86\n", + " Digital Frames 771.47 2.53\n", + " Dining Room Furniture 2106.10 6.90\n", + " Dolls & Accessories 9479.94 31.06\n", + " Doormats 248.19 0.81\n", + " Downhill Ski Boots 1279.81 4.19\n", + " Downhill Skis 251.18 0.82\n", + " Drums & Percussion 249.18 0.82\n", + " Electrical 8711.46 28.54\n", + " Electrical Power Accessories 8855.99 29.01\n", + " Electronic Toys 9205.84 30.16\n", + " Equestrian Sports Boots 2353.29 7.71\n", + " External Optical Drives 5812.95 19.05\n", + " External Sound Cards 5631.55 18.45\n", + " External TV Tuners & Video Capture Cards 2729.06 8.94\n", + " Film Cameras 1017.67 3.33\n", + " Fireplaces, Stoves & Accessories 9333.42 30.58\n", + " Flashes 9336.41 30.59\n", + " Fragrances 18503.38 60.62\n", + " Furniture & Lighting 9142.05 29.95\n", + " GPS, Finders & Accessories 9318.47 30.53\n", + " Games & Game Accessories 9365.32 30.68\n", + " Garden Décor 9461.00 31.00\n", + " Garden Furniture & Accessories 9594.57 31.43\n", + " Garden Storage & Housing 9396.22 30.78\n", + " Garden Tools & Watering Equipment 8886.88 29.12\n", + " Gardening 9350.37 30.63\n", + " General Music-Making Accessories 258.15 0.85\n", + " Gifts for Her 688.74 2.26\n", + " Gifts for Him 436.57 1.43\n", + " Girls 10276.33 33.67\n", + " Golf Shoes 5947.51 19.49\n", + " Graphics Cards 248.19 0.81\n", + " Grocery 9532.77 31.23\n", + " Guitars & Gear 9362.33 30.67\n", + " Hair Care 18673.82 61.18\n", + " Hallway Furniture 4878.02 15.98\n", + " Handmade 14484.54 47.46\n", + " Handmade Artwork 17819.62 58.38\n", + " Handmade Baby Products 6335.24 20.76\n", + " Handmade Clothing, Shoes & Accessories 19166.21 62.79\n", + " Handmade Gifts 18235.26 59.74\n", + " Handmade Home & Kitchen Products 17378.06 56.94\n", + " Handmade Home Décor 18086.74 59.26\n", + " Handmade Jewellery 17985.08 58.92\n", + " Handmade Kitchen & Dining 17375.07 56.93\n", + " Hard Drive Accessories 231.24 0.76\n", + " Hardware 8542.01 27.99\n", + " Headphones & Earphones 9328.44 30.56\n", + " Headphones, Earphones & Accessories 9433.09 30.91\n", + " Health & Personal Care 9537.75 31.25\n", + " Heating, Cooling & Air Quality 4454.41 14.59\n", + " Hi-Fi & Home Audio Accessories 9437.08 30.92\n", + " Hi-Fi Receivers & Separates 9168.96 30.04\n", + " Hi-Fi Speakers 8716.44 28.56\n", + " Hiking Hand & Foot Warmers 247.19 0.81\n", + " Hobbies 9144.04 29.96\n", + " Hockey Shoes 255.16 0.84\n", + " Home Audio Record Players 6353.19 20.81\n", + " Home Bar Furniture 1199.07 3.93\n", + " Home Brewing & Wine Making 245.20 0.80\n", + " Home Cinema, TV & Video 9282.59 30.41\n", + " Home Entertainment 195.36 0.64\n", + " Home Entertainment Furniture 2122.05 6.95\n", + " Home Fragrance 260.15 0.85\n", + " Home Office Furniture 2453.96 8.04\n", + " Household Batteries, Chargers & Accessories 9152.02 29.98\n", + " Hydraulics, Pneumatics & Plumbing 243.20 0.80\n", + " I/O Port Cards 256.16 0.84\n", + " Indoor Lighting 8557.96 28.04\n", + " Industrial Electrical 219.28 0.72\n", + " Inflatable Beds, Pillows & Accessories 253.17 0.83\n", + " Internal Optical Drives 243.20 0.80\n", + " Internal TV Tuner & Video Capture Cards 252.17 0.83\n", + " Ironing & Steamers 2622.41 8.59\n", + " Jigsaws & Puzzles 9439.07 30.93\n", + " KVM Switches 6902.39 22.61\n", + " Karaoke Equipment 2474.89 8.11\n", + " Keyboards, Mice & Input Devices 9565.66 31.34\n", + " Kids' Art & Craft Supplies 9451.04 30.96\n", + " Kids' Dress Up & Pretend Play 9181.92 30.08\n", + " Kids' Play Figures 9440.07 30.93\n", + " Kids' Play Vehicles 9390.23 30.77\n", + " Kitchen & Bath Fixtures 7890.15 25.85\n", + " Kitchen Linen 241.21 0.79\n", + " Kitchen Storage & Organisation 1423.34 4.66\n", + " Kitchen Tools & Gadgets 514.31 1.69\n", + " Lab & Scientific Products 426.60 1.40\n", + " Laptop Accessories 249.18 0.82\n", + " Laptops 7224.33 23.67\n", + " Large Appliances 7858.25 25.75\n", + " Learning & Education Toys 9456.02 30.98\n", + " Lenses 3127.75 10.25\n", + " Light Bulbs 9153.01 29.99\n", + " Lighting 132.57 0.43\n", + " Lights and switches 179.41 0.59\n", + " Living Room Furniture 5886.71 19.29\n", + " Luggage and travel gear 18082.76 59.24\n", + " Luxury Food & Drink 676.78 2.22\n", + " Made in Italy Handmade 2219.73 7.27\n", + " Make-up 18694.75 61.25\n", + " Manicure & Pedicure Products 18878.15 61.85\n", + " Material Handling Products 159.48 0.52\n", + " Mattress Pads & Toppers 766.49 2.51\n", + " Media Streaming Devices 9383.26 30.74\n", + " Men 17360.12 56.88\n", + " Men's Sports & Outdoor Shoes 3062.96 10.04\n", + " Microphones 9364.32 30.68\n", + " Mirrors 249.18 0.82\n", + " Mobile Phone Accessories 258.15 0.85\n", + " Mobile Phones & Communication 8852.99 29.01\n", + " Mobile Phones & Smartphones 7810.41 25.59\n", + " Monitor Accessories 4414.54 14.46\n", + " Monitors 8537.03 27.97\n", + " Motherboards 258.15 0.85\n", + " Motorbike Accessories 437.57 1.43\n", + " Motorbike Batteries 5240.83 17.17\n", + " Motorbike Boots & Luggage 249.18 0.82\n", + " Motorbike Brakes 249.18 0.82\n", + " Motorbike Chassis 106.65 0.35\n", + " Motorbike Clothing 482.42 1.58\n", + " Motorbike Drive & Gears 249.18 0.82\n", + " Motorbike Electrical & Batteries 8605.80 28.20\n", + " Motorbike Engines & Engine Parts 227.26 0.74\n", + " Motorbike Exhaust & Exhaust Systems 257.16 0.84\n", + " Motorbike Handlebars, Controls & Grips 8066.57 26.43\n", + " Motorbike Instruments 4154.39 13.61\n", + " Motorbike Lighting 5192.99 17.01\n", + " Motorbike Seat Covers 248.19 0.81\n", + " Mowers & Outdoor Power Tools 1700.43 5.57\n", + " Network Cards 5668.43 18.57\n", + " Networking Devices 9264.65 30.35\n", + " Office Electronics 9240.72 30.28\n", + " Office Paper Products 9066.30 29.70\n", + " Office Supplies 9148.03 29.97\n", + " Outdoor Cooking 9500.87 31.13\n", + " Outdoor Heaters & Fire Pits 254.17 0.83\n", + " Outdoor Lighting 8976.59 29.41\n", + " Outdoor Rope Lights 3899.22 12.78\n", + " PA & Stage 289.05 0.95\n", + " PC & Video Games 6144.87 20.13\n", + " PC Gaming Accessories 8713.45 28.55\n", + " Packaging & Shipping Supplies 256.16 0.84\n", + " Painting Supplies, Tools & Wall Treatments 8996.52 29.48\n", + " Pens, Pencils & Writing Supplies 9130.09 29.91\n", + " Pet Supplies 9406.18 30.82\n", + " Photo Frames 253.17 0.83\n", + " Photo Printers 1119.33 3.67\n", + " Piano & Keyboard 9394.22 30.78\n", + " Plants, Seeds & Bulbs 9451.04 30.96\n", + " Plugs 106.65 0.35\n", + " Pools, Hot Tubs & Supplies 8846.02 28.98\n", + " Portable Sound & Video Products 9232.75 30.25\n", + " Power & Hand Tools 8630.72 28.28\n", + " Power Supplies 246.19 0.81\n", + " Printer Accessories 253.17 0.83\n", + " Printers & Accessories 9440.07 30.93\n", + " Professional Education Supplies 8319.74 27.26\n", + " Professional Medical Supplies 255.16 0.84\n", + " Projectors 8669.60 28.40\n", + " Radio Communication 5190.99 17.01\n", + " Radios & Boomboxes 7167.52 23.48\n", + " Recording & Computer 9362.33 30.67\n", + " Remote & App-Controlled Devices 9309.50 30.50\n", + " Rough Plumbing 9334.42 30.58\n", + " Rugs, Pads & Protectors 4023.82 13.18\n", + " SIM Cards 1738.30 5.70\n", + " Safety & Security 9040.38 29.62\n", + " Scanners & Accessories 9500.87 31.13\n", + " School & Educational Supplies 8552.98 28.02\n", + " Signs & Plaques 5264.75 17.25\n", + " Ski Clothing 2026.36 6.64\n", + " Ski Goggles 255.16 0.84\n", + " Ski Helmets 253.17 0.83\n", + " Skiing Poles 255.16 0.84\n", + " Skin Care 18707.71 61.29\n", + " Slipcovers 239.22 0.78\n", + " Small Kitchen Appliances 8178.21 26.79\n", + " Smart Home Security & Lighting 103.66 0.34\n", + " Smart Speakers 53.82 0.18\n", + " Smartwatches 7155.56 23.44\n", + " Snow Sledding Equipment 7107.71 23.29\n", + " Snowboard Bindings 710.67 2.33\n", + " Snowboard Boots 1444.27 4.73\n", + " Snowboards 637.91 2.09\n", + " Soft Toys 9212.82 30.18\n", + " Sports & Outdoors 833534.09 2730.91\n", + " Sports Supplements 9412.16 30.84\n", + " Sports Toys & Outdoor 9288.57 30.43\n", + " Storage & Home Organisation 8634.71 28.29\n", + " Storage & Organisation 9537.75 31.25\n", + " Streaming Clients 2018.39 6.61\n", + " String Instruments 249.18 0.82\n", + " String Lights 8225.05 26.95\n", + " Surveillance Cameras 9302.52 30.48\n", + " Synthesisers, Samplers & Digital Instruments 9291.56 30.44\n", + " Table Tennis 6485.75 21.25\n", + " Tablet Accessories 534.25 1.75\n", + " Tablets 7844.30 25.70\n", + " Tableware 248.19 0.81\n", + " Telephones, VoIP & Accessories 8720.43 28.57\n", + " Tennis Shoes 4669.70 15.30\n", + " Test & Measurement 258.15 0.85\n", + " Thermometers & Meteorological Instruments 443.55 1.45\n", + " Torches 249.18 0.82\n", + " Toy Advent Calendars 9365.32 30.68\n", + " Trampolines & Accessories 249.18 0.82\n", + " Tripods & Monopods 4725.52 15.48\n", + " USB Gadgets 347.86 1.14\n", + " USB Hubs 249.18 0.82\n", + " Uninterruptible Power Supply Units & Accessories 3641.07 11.93\n", + " Vacuums & Floorcare 6922.32 22.68\n", + " Vases 249.18 0.82\n", + " Water Coolers, Filters & Cartridges 186.39 0.61\n", + " Wearable Technology 8876.92 29.08\n", + " Wind Instruments 249.18 0.82\n", + " Window Treatments 238.22 0.78\n", + " Women 17713.96 58.04\n", + " Women's Sports & Outdoor Shoes 1952.60 6.40\n", + " eBook Readers & Accessories 245.20 0.80)" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# assessing the association between variables in using the chi-square test method\n", + "chi_square_report(ct_cat_bs) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a822f3bf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.1222829439760564" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Computing the association between variables in using the \"cramer\" method\n", + "association(ct_cat_bs, method='cramer')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fffac139", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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vXr5GbFwc3r17j9dv3sIqg2WyGL07tUSHDh2wZMkS+Pj4oEmTJsidOzcA4PTp07h+/TqWLVumrC8iiI+Px6079+CR113/OwneEiIiIvqqWVlZIU+ePMojOjoatVv3QKH8ubFu7gSc3r4MM0b3BwDExMSmGGNYny64ePEi6tSpg3379sHT0xMbNmwAAMTHx6Nz584ICQlRHufOncO1wxuR29U53faTNSxERETfkFOnTiE2Ng6ThvaGkVFCvcTqf3Z/9nX58uVDvnz50KtXLzRv3hwLFy5Eo0aNUKxYMVy8eBF58uTRfkGGl/rY/I9iDQsREdE3JHfu3IiNjcVfAStx8/ZdLFm7BbOXrP3o+m/fvsOvA/9EUFAQbt++jSNHjuDkyZPw8PAAAPTv3x9Hjx5Ft27dEBISgmvXrmHz5s3oPmhceu0SANawEBERfdQXjTyb3Sv1ge+fTf1rvlDRokUxeWhvjJsZiAFj/0aFMl4YO+BXtPYfkuL6xsbGePz0OVq3bo1///0XWbJkQePGjTF8+HAAQJEiRXDgwAEMHDgQP/74I0QEuXPnhm+tH/W2DylhwkJERPSVCgwMTHF5r06t0KtTK61lfj/XVf5u41sfbXzrAwDMzEyxYubYTyZeJUuWxK5du7QX6jHpSglvCREREZHBY8JCREREBo8JCxERERk8JixERERk8JiwEBERkcFjwkJEREQGjwkLERERGTwmLERERGTwmLAQERGRweNIt0RERB8zt1L6ltcpKH3L+4qwhoWIiOgrpNFoPv7IUQxteg79rzdRVaxhISIi+gpFRkYqf69atQpDhgzBlStXEhZEnYelhbnW+jExMTA1NU3PTVQVa1iIiIi+QtmyZVMeGTNmhEajUf5/9z4adh4VsXrzLlT6uSMs3Mtg6fptGDZpNopWa6YVZ+q8ZXArXUdr2cKFC+Hh4QELCwsUKFAAM2fOTM9dSxETFiIiom9U/zHT0aNdM4QFrUONiuW+6DXz5s3DwIEDMXr0aISFhWHMmDEYPHgwFi1apOet/TTeEiIiIvpG9ezQAo1rV03Va0aOHIlJkyahcePGAIBcuXLh0qVLmDNnDn755Rd9bOYXYcJCRET0jSrxg2eq1n/48CHu3LmD9u3bo2PHjsry2NhYZMyYUe3NSxUmLERERN8oK0tLrf+NjIwgIlrLYmJjlb/j4+MBJNwWKl26tNZ6xsbGetrKL8OEhYiI6DvhkDkToh4+hohAo9EAAEIuXlWed3R0RI4cOXDz5k20bNnyv9rMFDFhISIi+k5UKlccDwc+xfiZi/BznarYERSM7fuPwNbaSlln2LBh6NGjB2xtbVGrVi28f/8ep06dwtOnT9G7d+//bNuZsBAREX3Ml4w8m90r9XHvn039a1TgkdcdM8cMwJi/AjBy6jz8VLsqfuvsh7nL1ivrdOjQARkyZMCECRPQr18/WFlZoXDhwujZs+d/ss2JmLAQERF95dq0aYM2bdoo/7s5Z4fcO5Piul1a/4wurX/WWvZHj/Za/7do0QItWrRQfTt1wXFYiIiIyOAxYSEiIiKDx4SFiIiIDF6aEpaZM2ciV65csLCwQPHixXHo0KFPrj9jxgx4eHjA0tIS+fPnx+LFi5OtM3XqVOTPnx+WlpZwdnZGr1698O7du7RsHhEREX1jUt3odtWqVejZsydmzpwJb29vzJkzB7Vq1cKlS5fg4uKSbP1Zs2ZhwIABmDdvHkqWLIkTJ06gY8eOyJQpE+rVqwcAWLZsGX7//XcEBASgXLlyuHr1qtJ4aMqUKbrtIRER0Ud8OIga6Ycab3Oqa1gmT56M9u3bo0OHDvDw8MDUqVPh7OyMWbNmpbj+kiVL0LlzZ/j6+sLd3R3NmjVD+/btMW7cOGWdo0ePwtvbGy1atICbmxuqV6+O5s2b49SpU2nfMyIioo9IHLU1Ojr6P96S78ObGABx0TA1NU1zjFTVsERHR+P06dP4/ffftZZXr14dwcHBKb7m/fv3sLCw0FpmaWmJEydOICYmBqampihfvjyWLl2KEydOoFSpUrh58ya2bdv2yUmW3r9/j/fv3yv/v3jxIjW7QkRE3zETExNkyJABDx8+hKmpKYyMkly/x6ayOiAtzRf0XUZq4+upDJGEZOXBk2ewu70dxuXrpX67/k+qEpZHjx4hLi4Ojo6OWssdHR0RFRWV4mtq1KiB+fPno2HDhihWrBhOnz6NgIAAxMTE4NGjR3ByckKzZs3w8OFDlC9fHiKC2NhY/O9//0uWGCU1duxYDB8+PDWbT0REBADQaDRwcnLCrVu3cPv2be0nnz1MXbDXt1K/AfouI7Xx9VlGXDTsbm9HtmvLAcxM9WYlStPAcYnzDyRKOifBhwYPHoyoqCiUKVMGIgJHR0e0adMG48ePV6rkgoKCMHr0aMycOROlS5fG9evX4e/vDycnJwwePDjFuAMGDNAaIvjFixdwdnZOy+4QEdF3yMzMDHnz5k1+W+jvJqkL9Gsami/ou4zUxtdXGSIwffcYxnFvU789H0hVwpIlSxYYGxsnq0158OBBslqXRJaWlggICMCcOXPw77//wsnJCXPnzoWNjQ2yZMkCICGp8fPzQ4cOHQAAhQsXxuvXr9GpUycMHDhQu6ru/5ibm8Pc3Dw1m09ERKTFyMgoWbMFvLqTuiAfvv5L6LuM1MZPrzJ0kKqExczMDMWLF8fu3bvRqFEjZfnu3bvRoEGDT77W1NQUOXPmBACsXLkSdevWVRKRN2/eJEtKjI2NISJswU1ERGSA3N4tT/VrwnUoL9W3hHr37g0/Pz+UKFECZcuWxdy5cxEREYEuXboASLhVc+/ePWWslatXr+LEiRMoXbo0nj59ismTJ+PChQtYtGiRErNevXqYPHkyvLy8lFtCgwcPRv369ZXbRkRERPT9SnXC4uvri8ePH2PEiBGIjIxEoUKFsG3bNri6ugIAIiMjERERoawfFxeHSZMm4cqVKzA1NUXlypURHBwMNzc3ZZ1BgwZBo9Fg0KBBuHfvHhwcHFCvXj2MHj1a9z0kIiKir16aGt127doVXbt2TfG5wMBArf89PDxw9uynp9E2MTHB0KFDMXTo0LRsDhEREX3jOJcQERERGTwmLERERGTw0nRLiIiIiNIutT1swvUcPy1lpDfWsBAREZHBY8JCREREBo8JCxERERk8JixERERk8JiwEBERkcFjLyEiIvpq6Lt3TXqVQanHhIWIiFTxLXalJcPBW0JERERk8FjDQkRkADiQGNGnsYaFiIiIDB5rWIiIPoONMIn+e6xhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweuzUT0VeNXY6Jvg+sYSEiIiKDxxoWou9UegzVzuHgiUgtrGEhIiIig8caFiIDxbYZRET/H2tYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4LGXEFEasAcPEVH6Yg0LERERGTwmLERERGTwmLAQERGRwWPCQkRERAaPCQsREREZPCYsREREZPDYrZm+OexyTET07WENCxERERk8JixERERk8JiwEBERkcFjwkJEREQGjwkLERERGTwmLERERGTwmLAQERGRwWPCQkRERAaPCQsREREZPCYsREREZPCYsBAREZHB41xClK5SO88PwLl+iIiINSxERET0FWDCQkRERAaPCQsREREZPCYsREREZPCYsBAREZHBY8JCREREBo8JCxERERk8JixERERk8JiwEBERkcFjwkJEREQGjwkLERERGTwmLERERGTwmLAQERGRwUtTwjJz5kzkypULFhYWKF68OA4dOvTJ9WfMmAEPDw9YWloif/78WLx4cbJ1nj17hm7dusHJyQkWFhbw8PDAtm3b0rJ5RERE9I0xSe0LVq1ahZ49e2LmzJnw9vbGnDlzUKtWLVy6dAkuLi7J1p81axYGDBiAefPmoWTJkjhx4gQ6duyITJkyoV69egCA6OhoVKtWDVmzZsXatWuRM2dO3LlzBzY2NrrvIREREX31Up2wTJ48Ge3bt0eHDh0AAFOnTsXOnTsxa9YsjB07Ntn6S5YsQefOneHr6wsAcHd3x7FjxzBu3DglYQkICMCTJ08QHBwMU1NTAICrq+snt+P9+/d4//698v+LFy9SuytERET0lUjVLaHo6GicPn0a1atX11pevXp1BAcHp/ia9+/fw8LCQmuZpaUlTpw4gZiYGADA5s2bUbZsWXTr1g2Ojo4oVKgQxowZg7i4uI9uy9ixY5ExY0bl4ezsnJpdISIioq9IqhKWR48eIS4uDo6OjlrLHR0dERUVleJratSogfnz5+P06dMQEZw6dQoBAQGIiYnBo0ePAAA3b97E2rVrERcXh23btmHQoEGYNGkSRo8e/dFtGTBgAJ4/f6487ty5k5pdISIioq9Iqm8JAYBGo9H6X0SSLUs0ePBgREVFoUyZMhARODo6ok2bNhg/fjyMjY0BAPHx8ciaNSvmzp0LY2NjFC9eHPfv38eECRMwZMiQFOOam5vD3Nw8LZtPREREX5lU1bBkyZIFxsbGyWpTHjx4kKzWJZGlpSUCAgLw5s0bhIeHIyIiAm5ubrCxsUGWLFkAAE5OTsiXL5+SwACAh4cHoqKiEB0dndp9IiIiom9MqhIWMzMzFC9eHLt379Zavnv3bpQrV+6TrzU1NUXOnDlhbGyMlStXom7dujAySije29sb169fR3x8vLL+1atX4eTkBDMzs9RsIhEREX2DUj0OS+/evTF//nwEBAQgLCwMvXr1QkREBLp06QIgoW1J69atlfWvXr2KpUuX4tq1azhx4gSaNWuGCxcuYMyYMco6//vf//D48WP4+/vj6tWr2Lp1K8aMGYNu3bqpsItERET0tUt1GxZfX188fvwYI0aMQGRkJAoVKoRt27Yp3ZAjIyMRERGhrB8XF4dJkybhypUrMDU1ReXKlREcHAw3NzdlHWdnZ+zatQu9evVCkSJFkCNHDvj7+6N///667yERERF99dLU6LZr167o2rVris8FBgZq/e/h4YGzZ89+NmbZsmVx7NixtGwOERERfeM4lxAREREZPCYsREREZPDSdEuIvk1u75an+jXh6m8GERFRMqxhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeCb/9QZ8K9zeLU/V+uEGWgYREZEh+i4SFv7QExERfd14S4iIiIgMHhMWIiIiMnhMWIiIiMjgpSlhmTlzJnLlygULCwsUL14chw4d+uT6M2bMgIeHBywtLZE/f34sXrz4o+uuXLkSGo0GDRs2TMumERER0Tco1Y1uV61ahZ49e2LmzJnw9vbGnDlzUKtWLVy6dAkuLi7J1p81axYGDBiAefPmoWTJkjhx4gQ6duyITJkyoV69elrr3r59G7/99ht+/PHHtO8RERERfXNSXcMyefJktG/fHh06dICHhwemTp0KZ2dnzJo1K8X1lyxZgs6dO8PX1xfu7u5o1qwZ2rdvj3HjxmmtFxcXh5YtW2L48OFwd3f/7Ha8f/8eL1680HoQERHRtylVCUt0dDROnz6N6tWray2vXr06goODU3zN+/fvYWFhobXM0tISJ06cQExMjLJsxIgRcHBwQPv27b9oW8aOHYuMGTMqD2dn59TsChEREX1FUpWwPHr0CHFxcXB0dNRa7ujoiKioqBRfU6NGDcyfPx+nT5+GiODUqVMICAhATEwMHj16BAA4cuQIFixYgHnz5n3xtgwYMADPnz9XHnfu3EnNrhAREdFXJE0Dx2k0Gq3/RSTZskSDBw9GVFQUypQpAxGBo6Mj2rRpg/Hjx8PY2BgvX75Eq1atMG/ePGTJkuWLt8Hc3Bzm5uZp2XwiIiL6yqSqhiVLliwwNjZOVpvy4MGDZLUuiSwtLREQEIA3b94gPDwcERERcHNzg42NDbJkyYIbN24gPDwc9erVg4mJCUxMTLB48WJs3rwZJiYmuHHjRtr3joiIiL4JqUpYzMzMULx4cezevVtr+e7du1GuXLlPvtbU1BQ5c+aEsbExVq5cibp168LIyAgFChTA+fPnERISojzq16+PypUrIyQkhG1TiIiIKPW3hHr37g0/Pz+UKFECZcuWxdy5cxEREYEuXboASGhbcu/ePWWslatXr+LEiRMoXbo0nj59ismTJ+PChQtYtGgRAMDCwgKFChXSKsPOzg4Aki0nIiKi71OqExZfX188fvwYI0aMQGRkJAoVKoRt27bB1dUVABAZGYmIiAhl/bi4OEyaNAlXrlyBqakpKleujODgYLi5uam2E0RERPRtS1Oj265du6Jr164pPhcYGKj1v4eHB86ePZuq+B/GICIiou8b5xIiIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeGlKWGbOnIlcuXLBwsICxYsXx6FDhz65/owZM+Dh4QFLS0vkz58fixcv1np+3rx5+PHHH5EpUyZkypQJPj4+OHHiRFo2jYiIiL5BqU5YVq1ahZ49e2LgwIE4e/YsfvzxR9SqVQsREREprj9r1iwMGDAAw4YNw8WLFzF8+HB069YN//zzj7JOUFAQmjdvjv379+Po0aNwcXFB9erVce/evbTvGREREX0zUp2wTJ48Ge3bt0eHDh3g4eGBqVOnwtnZGbNmzUpx/SVLlqBz587w9fWFu7s7mjVrhvbt22PcuHHKOsuWLUPXrl1RtGhRFChQAPPmzUN8fDz27t370e14//49Xrx4ofUgIiKib1OqEpbo6GicPn0a1atX11pevXp1BAcHp/ia9+/fw8LCQmuZpaUlTpw4gZiYmBRf8+bNG8TExCBz5swf3ZaxY8ciY8aMysPZ2Tk1u0JERERfkVQlLI8ePUJcXBwcHR21ljs6OiIqKirF19SoUQPz58/H6dOnISI4deoUAgICEBMTg0ePHqX4mt9//x05cuSAj4/PR7dlwIABeP78ufK4c+dOanaFiIiIviImaXmRRqPR+l9Eki1LNHjwYERFRaFMmTIQETg6OqJNmzYYP348jI2Nk60/fvx4rFixAkFBQclqZpIyNzeHubl5WjafiIiIvjKpqmHJkiULjI2Nk9WmPHjwIFmtSyJLS0sEBATgzZs3CA8PR0REBNzc3GBjY4MsWbJorTtx4kSMGTMGu3btQpEiRVK5K0RERPStSlXCYmZmhuLFi2P37t1ay3fv3o1y5cp98rWmpqbImTMnjI2NsXLlStStWxdGRv+/+AkTJmDkyJHYsWMHSpQokZrNIiIiom9cqm8J9e7dG35+fihRogTKli2LuXPnIiIiAl26dAGQ0Lbk3r17ylgrV69exYkTJ1C6dGk8ffoUkydPxoULF7Bo0SIl5vjx4zF48GAsX74cbm5uSg2OtbU1rK2t1dhPIiIi+oqlOmHx9fXF48ePMWLECERGRqJQoULYtm0bXF1dAQCRkZFaY7LExcVh0qRJuHLlCkxNTVG5cmUEBwfDzc1NWWfmzJmIjo7Gzz//rFXW0KFDMWzYsLTtGREREX0z0tTotmvXrujatWuKzwUGBmr97+HhgbNnz34yXnh4eFo2g4iIiL4TnEuIiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4DFhISIiIoPHhIWIiIgMHhMWIiIiMnhMWIiIiMjgMWEhIiIig8eEhYiIiAweExYiIiIyeExYiIiIyOAxYSEiIiKDx4SFiIiIDB4TFiIiIjJ4TFiIiIjI4KUpYZk5cyZy5coFCwsLFC9eHIcOHfrk+jNmzICHhwcsLS2RP39+LF68ONk669atg6enJ8zNzeHp6YkNGzakZdOIiIjoG5TqhGXVqlXo2bMnBg4ciLNnz+LHH39ErVq1EBERkeL6s2bNwoABAzBs2DBcvHgRw4cPR7du3fDPP/8o6xw9ehS+vr7w8/PDuXPn4Ofnh6ZNm+L48eNp3zMiIiL6Zpik9gWTJ09G+/bt0aFDBwDA1KlTsXPnTsyaNQtjx45Ntv6SJUvQuXNn+Pr6AgDc3d1x7NgxjBs3DvXq1VNiVKtWDQMGDAAADBgwAAcOHMDUqVOxYsWKFLfj/fv3eP/+vfL/8+fPAQAvXrxItm78+zep2seUYnzOt1BGauN/K2UY4meRHmUY4meRHmUY4meRHmUY4meRHmUY4meRHmUY4mfxsTISl4nIp18sqfD+/XsxNjaW9evXay3v0aOHVKhQIcXXFCtWTAYNGqS17PfffxdTU1OJjo4WERFnZ2eZPHmy1jqTJ08WFxeXj27L0KFDBQAffPDBBx988PENPO7cufPJHCRVNSyPHj1CXFwcHB0dtZY7OjoiKioqxdfUqFED8+fPR8OGDVGsWDGcPn0aAQEBiImJwaNHj+Dk5ISoqKhUxQQSamF69+6t/B8fH48nT57A3t4eGo3ms/vy4sULODs7486dO7C1tf3s+mnBMgwjPsswrDK+hX1gGYYTn2UYVhlpiS8iePnyJbJnz/7J9VJ9SwhAsoRARD6aJAwePBhRUVEoU6YMRASOjo5o06YNxo8fD2Nj4zTFBABzc3OYm5trLbOzs0vlngC2trZ6OzBYhmHFZxmGVca3sA8sw3DiswzDKiO18TNmzPjZdVLV6DZLliwwNjZOVvPx4MGDZDUkiSwtLREQEIA3b94gPDwcERERcHNzg42NDbJkyQIAyJYtW6piEhER0fclVQmLmZkZihcvjt27d2st3717N8qVK/fJ15qamiJnzpwwNjbGypUrUbduXRgZJRRftmzZZDF37dr12ZhERET0fUj1LaHevXvDz88PJUqUQNmyZTF37lxERESgS5cuABLalty7d08Za+Xq1as4ceIESpcujadPn2Ly5Mm4cOECFi1apMT09/dHhQoVMG7cODRo0ACbNm3Cnj17cPjwYZV2Mzlzc3MMHTo02W0llpH+ZXwL+8AyDCc+yzCsMr6FfWAZhhFfI/K5fkTJzZw5E+PHj0dkZCQKFSqEKVOmoEKFCgCANm3aIDw8HEFBQQCAsLAwtGjRAleuXIGpqSkqV66McePGIX/+/Fox165di0GDBuHmzZvInTs3Ro8ejcaNG+u+h0RERPTVS1PCQkRERJSeOJcQERERGTwmLERERGTwmLAQERGRwWPCQkRERAYvTSPdUspCQ0NTXK7RaGBhYQEXFxfVunpdv34dN27cQIUKFWBpafnZkYFT48yZMzA1NUXhwoUBAJs2bcLChQvh6emJYcOGwczMTJVyEsXFxeH8+fNwdXVFpkyZ0hxn8+bNX7xu/fr101zOx7x48QL79u1D/vz54eHhoUrM9DimFi1ahCxZsqBOnToAgH79+mHu3Lnw9PTEihUr4OrqqlP89JAex+y38D4B/81+PHv2LE0jkX8u5tq1a3Hjxg307dsXmTNnxpkzZ+Do6IgcOXKoWhag3nnqW5OuvxefnGnoG7N//369xtdoNGJkZPTRh7m5ubRu3Vrevn2b5jIePXokVatWVcq6ceOGiIi0a9dOevfurcp+lChRQtauXSsiIjdu3BALCwtp3ry55MmTR/z9/XWO7+/vL/PnzxcRkdjYWPH29haNRiNWVlY6fUYajeaLHkZGRjrvg4hIkyZN5K+//hIRkTdv3kjevHnF1NRUTExMlPdPV+lxTOXLl0/27t0rIiLBwcFiaWkpc+bMkXr16kmjRo1U2Q990/cxK/JtvE8i+t+PP//8U1auXKn836RJEzEyMpLs2bNLSEiIzvFFRM6dOycODg6SJ08eMTExUc6DgwYNEj8/P1XK0Nd56luTHt+9RN9VwmJubi7u7u4ycuRIiYiIUD3+xo0bJX/+/DJ//nwJDQ2Vc+fOyfz588XDw0NWrlwpS5culZw5c0qfPn3SXIafn5/UqFFD7ty5I9bW1soXdefOneLp6anKftja2sr169dFJOHkU716dREROXz4sOTMmVPn+Dly5JCTJ0+KiMiGDRske/bscuXKFRk4cKCUK1dO5/jpxdHRUTkBL1u2TPLkySOvX7+WmTNnStGiRVUpIz2OKUtLS7l9+7aIiPTr10854V+4cEGyZMmiyn6IiERERGjNxnr8+HHx9/eXOXPm6Bxb38esSPq9TyIi169fl4EDB0qzZs3k33//FRGR7du3y4ULF3SOre/9yJUrlxw5ckRERHbt2iV2dnayc+dOad++vVSrVk3n+CIiVatWlb59+4qIaJ0Hjxw5Iq6urqqUkV7nqYoVK8qiRYvkzZs3qsVMT+nx3Uv0XSUsjx8/lmnTpomXl5cYGxtL9erVZdWqVfL+/XtV4pcsWVJ27NiRbPmOHTukZMmSIpJw4Lu7u6e5jKQ/kkm/qDdv3hQrK6s0x03KxsZGrl69KiIiPj4+MnXqVBERuX37tlhYWOgc39zcXPnh6tixo5KF37x5U2xsbHSOn14sLCyUxNfPz0/69+8vIgnvk1qfRXocUw4ODnLmzBkRESlatKgsWrRIRBJ+NNXaDxGR8uXLy+LFi0VEJDIyUmxtbaVs2bJib28vw4cP1ym2vo9ZkfR7n4KCgsTS0lJ8fHzEzMxM+Y6PGzdOfvrpJ53j63s/kn4vevToIZ06dRIRkStXroidnZ3O8UW0fySTngfDw8PF3NxclTLS6zzVu3dvcXR0FFtbW+nQoYMcPXpUtdiJ7OzsJFOmTMkemTNnluzZs0uFChUkICAgTbHT47uX6LtKWJI6e/asdO/eXbJkySKZM2eW7t2761xdaWFhIWFhYcmWh4WFKR/crVu3xNLSMs1lWFtbKwdH0i/qiRMnJHPmzGmOm1TlypWldevWsnjxYjE1NZVr166JSMKJVI2rFxcXF9m5c6fExsaKs7Oz/PPPPyKScIWn1glNJGF769atK7lz55Y8efJIvXr15ODBg6rFz5s3r6xatUpevXolDg4OSjV7SEiI2Nvbq1JGehxTLVq0kGLFikn79u0lQ4YM8ujRIxER2bRpkxQsWDDNcT9kZ2cnly9fFhGRadOmKVepO3fulFy5cukUW9/HrEj6vU9lypSRSZMmiUjy73j27Nl1jq/v/XByclJqWPLlyyerV68WEZHLly+r9kOfNWtWJen6sKZZrav69DpPiSTcctq4caM0aNBATE1NxcPDQyZMmCBRUVGqxJ88ebLY29tLq1atZPr06TJt2jRp1aqVZMmSRUaPHi0dOnQQc3NzmTt3bqpjp8d3L9F3m7CIiNy7d0+GDh0q5ubmYmVlJcbGxlK+fPk0V7sWLVpUfvnlF60am+joaPnll1+UWwSHDx8WNze3NG9z7dq1ZdCgQSKS8EW9efOmxMXFSZMmTVS5+hJJuD9cqFAhsbW1lWHDhinLf/31V2nevLnO8YcOHSoZM2aUAgUKiIuLi7x7905ERBYsWCBlypTROb6IyJIlS8TExESaNm0q06ZNk6lTp0rTpk3F1NRUli1bpkoZM2bMEBMTE7Gzs5MiRYpIXFyciIhMnz5dKlWqpEoZ6XFMPX36VLp16yb169eX7du3K8uHDBkio0aNSvvGf8DKykpu3bolIiL16tWTP//8U0TUuRLT9zErkr7v082bN0VE+8f41q1bqtQe6Hs/unXrJq6uruLj4yP29vby8uVLERFZuXKleHl56RxfJKHGo2HDhhIdHa2cB2/fvi1eXl6qtZtIj/NUSh48eCAjR44UCwsLMTU1lQYNGigXQ2nVuHFjmTVrVrLls2fPlsaNG4tIwnmrUKFCqY4dEhKi9+9eou8uYYmOjpY1a9ZIrVq1xMTERMqUKSPz5s2TV69eSUREhDRv3lw8PDzSFPvIkSNib28vDg4OUrVqVfHx8ZGsWbOKvb29Us23ePFiGT9+fJq3/+LFi+Lg4CA1a9YUMzMz+fnnn8XDw0McHR2VKlJ9efv2rURHR6sSa82aNTJ58mStNg2BgYGyceNGVeIXKFBAJk+enGz5pEmTpECBAqqUISJy8uRJWb9+vXJSFhHZsmWLHD58WJX46XFM3b59W0m2koqPj1faOqihVKlS0r9/fzl48KBYWFgoNZpHjx6VHDlyqFZOUmoes+klR44cSg1F0oRl/fr1Ot36S6Tvzzs6OlomTJggPXr0UGpBRESmTJki8+bN0zm+iMjz58/F29tb7OzsxNjYWJydncXU1FQqVKggr169UqUMEf2fpz50/Phx6dKli2TMmFFcXFxkyJAh0rFjR8mQIYNO7dSsrKyUmo+krl27ptwGvH79umTIkCHNZXzo7du3EhMTo1o8ke8sYfn111/F3t5e7O3txd/fX86fP59sndu3b4tGo0lzGS9fvpRZs2ZJr169pGfPnjJ79mx58eKFLpudTGRkpAwZMkTq1KkjtWrVkoEDB8r9+/dVLePp06cyb948+f333+Xx48ciInL69Gm5e/euquXoi5mZ2Ue/oGrd4070/v17uXz5supfzkT6PqaMjIyUhp1JPXr0SLUeVSIJvfTs7OzEyMhI2rZtqywfMGCAKr1T0uOYPXjwoLRs2VLKli2rxF28eLEcOnRItTL69u0r5cuXl8jISLGxsZFr167J4cOHxd3dXesKNq3S6/NOD3v37pUJEybIuHHjZPfu3arGXrRokVKrktT79++Vdj9q+Pfff2XixIlSsGBBMTMzk59++km2b98u8fHxyjq7d+/WqX2Rs7NzihdwkydPFmdnZxFJqKV0dHRMdexcuXIptxWTevr0qc63ej/0XSUsVapUkeXLl3+ykW1MTIwEBQWl41Z9uejoaKlUqZJcuXJFr+WcO3dOsmTJomqXwWnTpn3xQw25c+eW2bNnJ1s+e/ZsyZMnjyplvH79Wtq1ayfGxsZibGysvE/du3eXsWPHqlJGetBoNCn+gIWHh6t2xRUfHy/h4eHy/PlzefLkidZzt27dSrH81NDHMfuhtWvXiqWlpXK/P7GMGTNmSK1atVQpQyThe96iRQsxMjISjUYjpqamYmRkJK1atZLY2Fid46fH57148WLx9vYWJycnCQ8PF5GEGhY1aiZiYmLE2Ng4xQtONaVXYmdqaioFChSQ8ePHy4MHD1Jc5/nz5zrdZp47d64YGxtLvXr1ZOTIkTJq1CipX7++mJiYKF23J06cKE2bNk117I8dT1FRUWJqaprmbU7JdzNwXExMDFxcXFC6dOlPDmRjYmKCihUrprmcq1evIigoCA8ePEB8fLzWc0OGDElzXAAwNTXFhQsXVBsg7mN69+6Ntm3bYvz48bCxsVGW16pVCy1atEhTzClTpnzRehqNBj169EhTGUn16dMHPXr0QEhICMqVKweNRoPDhw8jMDAQ06ZN0zk+AAwYMADnzp1DUFAQatasqSz38fHB0KFD8fvvv6tSjr6Oqd69ewNIeM+HDBmCDBkyKM/FxcXh+PHjKFq0aJrjJyUiyJs3Ly5evIi8efNqPefm5qZzfH0csx8aNWoUZs+ejdatW2PlypXK8nLlymHEiBGqlCEiuH//PubNm4eRI0fizJkziI+Ph5eXV7L3LbXS6/OeNWsWhgwZgp49e2L06NGIi4sDANjZ2WHq1Klo0KCBTvFNTEzg6uqqxNUX+chgnHfv3kXGjBlVK2fv3r348ccfP7mOra0t9u/fn+YyOnbsCE9PT/z9999Yv349RAQFChTAgQMHUK5cOQAJ58zUSDpQ586dO7Xek7i4OOzduxe5cuVK8zanSNX0x8BlzJhRuSrSh8Qs1tHRUX744QcpWrSo8lCrsVnv3r2V7rP6kh5dBtPD+vXrxdvbWzJnziyZM2cWb29vVe89u7i4KO1Ikr5P165dU603hD6PqUqVKkmlSpVEo9FIuXLllP8rVaok1atXl06dOik90tTg6emply6bIulzzFpaWiqNhpOWcePGDdXKiIuLE1NTU1Xf90Tp9Xl7eHjIhg0bRET7fTp//rxqvecCAgKkVq1ayq0/NSV+t4yMjKRw4cLi5eWlPIoUKSI2NjbSpEkT1cv9999/5eDBg3Lo0CGdaxzTQ9KBOD8cnNPMzEzy5cun9KxSy3dTwwIAjRo1wsaNG5UrDbWNGjUKo0ePRv/+/fUSHwCio6Mxf/587N69GyVKlICVlZXW85MnT9a5DAsLC7x48SLZ8itXrsDBwUHn+EmJCADopdaoUaNGaNSokepxEz18+BBZs2ZNtvz169eq7Y8+j6nEK7a2bdti2rRpsLW1Vb2MpMaPH4++ffti1qxZKFSokKqx0+OYdXJywvXr15PVCB0+fBju7u6qlGFkZIS8efPi8ePHOteofCi9Pu9bt27By8sr2XJzc3O8fv1alTKmT5+O69evI3v27HB1dU12Hjxz5kyaYzds2BAAEBISgho1asDa2lp5zszMDG5ubvjpp5/SHP9DL168QLdu3bBy5Uql1sjY2Bi+vr6YMWOGarU58fHxuH79eoo1tRUqVEhTPADIlSsXTp48iSxZsqiynZ/yXSUsefLkwciRIxEcHIzixYsnO8h1vRXx9OlTNGnSRKcYn3PhwgUUK1YMQMKtgqTU+pFs0KABRowYgdWrVytxIyIi8Pvvv6v2RV28eDEmTJiAa9euAQDy5cuHvn37ws/PT5X4iU6fPo2wsDBoNBp4enqmeCJNq5IlS2Lr1q3o3r07gP///s+bNw9ly5ZVpYz0OKYWLlyo1/iJWrVqhTdv3uCHH36AmZkZLC0ttZ5/8uRJmmOnxzHbuXNn+Pv7IyAgABqNBvfv38fRo0fx22+/6Xy7Nyl9JnYAMHXqVMTGxiZb/uTJE5iYmOicyOTKlQshISHJ5iTavn07PD09dYqdKDGpUFvjxo0RGBgIW1tbuLm5oVmzZqrN//YxHTp0QEhICLZs2YKyZctCo9EgODgY/v7+6Nixo3JM6+LYsWNo0aIFbt++rVwkJtJoNDrdXrt165aum/fFNPLh1n/DPnU/TaPR4ObNmzrFb9++PUqWLIkuXbroFOe/9uLFC9SuXRsXL17Ey5cvkT17dkRFRaFs2bLYtm1bskQvtSZPnozBgwfj119/hbe3N0QER44cwYwZMzBq1Cj06tVL53148OABmjVrhqCgINjZ2UFE8Pz5c1SuXBkrV65U5ao7ODgYNWvWRMuWLREYGIjOnTvj4sWLOHr0KA4cOIDixYvrXEZ6HFOvX7/Gn3/+ib1796Z49aXr9yLRokWLPvn8L7/8kubY+j5mEw0cOBBTpkzBu3fvACTUGvz2228YOXKkKvEBIFOmTHjz5g1iY2NVT+yAhHY99erVQ9euXbWWz549G5s3b8a2bdt0ir9w4UIMHjwYkyZNQvv27TF//nzcuHEDY8eOxfz589GsWTOd4uuTmZkZbt++DScnJxgbGyMyMjLFWlQ1WVlZYefOnShfvrzW8kOHDqFmzZqq1EoVLVoU+fLlw/Dhw+Hk5JTs4lbXWpy9e/d+9PwREBCgU+ykvquERd/Gjh2LyZMno06dOihcuDBMTU21nlejMWl62rdvn9Lor1ixYvDx8VElbq5cuTB8+HC0bt1aa/miRYswbNgwVTJ2X19f3LhxA0uWLFFmTr506RJ++eUX5MmTBytWrNC5DAA4f/48Jk6ciNOnTyvvU//+/ZWZS3WVHsdU8+bNceDAAfj5+aV4MvP399e5jPSir2M2qTdv3uDSpUuIj4+Hp6en1i0DNegzsQOAzJkz48iRI8lmFL98+TK8vb3x+PFjneIDCbWMo0aNwp07dwAAOXLkwLBhw9C+fXudY+tTkSJFUKxYMVSuXBlt27bF9OnTP1rj9OH5K61cXFywdevWZOeM0NBQ1K5dG3fv3tW5DCsrK5w7dw558uTROdaHhg8fjhEjRqBEiRIpnj82bNigWlnfZcISHR2NW7duIXfu3DAxUe+umL5rcBKdPHkSa9asQUREBKKjo7WeW79+vSpl6JOFhQUuXLiQ7Mtz7do1FC5cWLl61UXGjBmxZ88elCxZUmv5iRMnUL16dTx79kznMtJDehxTdnZ22Lp1K7y9vXWO9TlxcXHYuHGj1m26+vXrw9jYWO9lUwIrKyscO3Ys2Q/k+fPnUbp0abx580a1sh49eoT4+HjVayni4uIwZcoUrF69OsXzYFproYKDg9G7d2/cuHEDT548gY2NTYq32jUajc41XYnmzp2LNWvWYPHixXBycgIAREVF4ZdffkHjxo3RuXNnncuoUqUK+vXrp9WbUS1OTk4YP3686rfzU/JdtWF58+YNunfvrlzBXL16Fe7u7ujRoweyZ8+uczfU9LiXt3LlSrRu3RrVq1fH7t27Ub16dVy7dg1RUVE6NTCdPn06OnXqBAsLC0yfPv2T6+p6VZ8nTx6sXr0af/zxh9byVatWqdbQMD4+PlltBJDQNfzDKsvUePHihXLFlVIjz6TUaNSYHsdUpkyZkDlzZr2Xc/36ddSuXRv37t1D/vz5ISK4evUqnJ2dsXXrVuTOnTtV8dLzmAWAd+/e4a+//sL+/ftTrPrWpaHnx7x9+xYxMTFay3Q9rkqWLIm5c+fir7/+0lo+e/ZsVW5jJqWvhpjDhw/H/Pnz0bt3bwwePBgDBw5EeHg4Nm7cqFN7onLlyuHYsWMAEhpAX716VS+3hLy8vLQSoWvXrsHV1RUuLi4AgIiICJibm+Phw4eqJCzdu3dHnz59EBUVlWJNbZEiRdIcOzo6WukarW/fVQ2Lv78/jhw5gqlTp6JmzZoIDQ2Fu7s7Nm/ejKFDh+Ls2bP/9SZ+VpEiRdC5c2d069YNNjY2OHfuHHLlyoXOnTvDyckJw4cPT1PcXLly4dSpU7C3t9f7Vf26devg6+sLHx8feHt7K2Ok7N27F6tXr1alZ0+DBg3w7NkzrFixAtmzZwcA3Lt3Dy1btkSmTJnSXE2Z9L62kZFRildf8n/jN+h7nAi1LF26FJs2bcKiRYu0xuZQW+3atSEiWLZsmZIgPX78GK1atYKRkRG2bt2aqnjpecwCQIsWLbB79278/PPPcHR0TPbZDx06VOcygIQ2Rf3798fq1atTvD2j63F15MgR+Pj4oGTJkqhatSqAhDYIJ0+exK5duz47JkhKihUrhr179yJTpkzJfow/pEZilzt3bkyfPh116tSBjY0NQkJClGXHjh3D8uXLdS7j9u3bcHFx0UsPxtScp9U4royMjJIt02g0qpyr+vfvD2trawwePFiXTfwi31XC4urqilWrVqFMmTLKj727uzuuX7+OYsWKffaKOSW9e/fGyJEjYWVl9dnu0mp0ObayssLFixfh5uaGLFmyYP/+/ShcuDDCwsJQpUoVREZG6lxGejh9+jSmTJmCsLAwiAg8PT3Rp08f1Xrx3LlzBw0aNMCFCxfg7Oys9BopXLgwNm3ahJw5c6Yp7oEDB+Dt7Q0TExMcOHDgk+umdQDC9D6mvLy8cOPGDYgI3Nzckl19qVVz8LFbEefOnYO3tzdevXqlSjn6kjFjRmzbtk3vt866deuG/fv3Y8SIEWjdujVmzJiBe/fuYc6cOfjzzz/RsmVLncsICQnBhAkTEBISAktLSxQpUgQDBgxIcw3n8OHD0bdvX2TIkOGzP8Zq/ABbWVkhLCwMLi4ucHJywtatW1GsWDHcvHkTXl5eeP78uc5lJHrz5k2Kt510qZVIb7dv3/7k8x/26EoNf39/LF68GEWKFEGRIkWSnT/UOEcl+q5uCelj3IyzZ88qVbbpUUOTOXNmvHz5EkBCQ7YLFy6gcOHCePbsmSr3nmNiYpA/f35s2bJFtS6IKSlevDiWLl2qt/jOzs44c+YM9uzZo5UU6doIM2kSosuIyJ+S3seUvrqIfsjc3Fw5dpN69erVJ0efNhQ5cuTQGkVXX/755x8sXrwYlSpVQrt27fDjjz8iT548cHV1xbJly1RJWIoWLYply5apsLUJEpOQuLg4VKpUCUWKFEGmTJlUi/+hnDlzIjIyEi4uLsiTJw927dqFYsWK4eTJk6p1Q3748CHatm2L7du3p/j811KDCuiWkHxOaGioMkLyhQsXtJ5Tu3bqu0pY9DFuRtLhknUZOvlL/fjjj9i9ezcKFy6Mpk2bwt/fH/v27cPu3buV6l1dmJqa4v3793of/l+fjS/XrFmDjRs3IiYmBj4+PsrnrYbQ0NAvXjetV2DpfUypdSvjc+rWrYtOnTphwYIFKFWqFADg+PHj6NKlC+rXr5/qeKkZAFKNq7xJkyahf//+mD17tl5/AJ48eaLc4rK1tVUad5YvXx7/+9//dI4fERHxyecT21GkhbGxMWrUqIGwsDC9JiyNGjXC3r17Ubp0afj7+6N58+ZYsGABIiIiVBkWAQB69uyJp0+f4tixY6hcuTI2bNiAf//9F6NGjcKkSZNUKQPQXwPizZs3o1atWjA1NdUaRj8lafn+JUqPc5RC1XFzDdyRI0fExsZGunTpIhYWFuLv7y8+Pj5iZWUlp06d0jl+27ZtU5xF99WrV1qz0+ri8ePHcu/ePRFJGMZ73LhxUq9ePenVq1eySeXSauzYsfLLL7/obfbha9euSb58+SRDhgzi5eUlRYsWlQwZMkj+/PmV4dXTas6cOaLRaCRfvnxSpEgRMTIykt9//12lLZePDkX94UOtydH27Nnz0ef++usvVcoQSZ+Zjp8+fSr169dXhu42MzMTIyMjadiwoTx79izV8ZIOLf+pR+XKlVXZ/gcPHkilSpXEyMhIrK2tJVOmTFoPtRQuXFiZgLVatWrSp08fEUmYQDRHjhw6x088Pj/20FWJEiU+edzqw7Fjx2TSpEmyadMm1WJmy5ZNjh8/LiIiNjY2yqSzmzZtEm9vb9XKGTx4sDg5OcmECRPEwsJCRo4cKe3btxd7e3udJoNNOilhepyrrl27Jjt27JA3b96IiGjNNq2W76oNC6DfcTM+NtDQo0ePkC1bthRHlzREiVcv1tbWKFy4cLJBt3TtOq1248ukChcujIYNGyoDeQUGBqJ79+4p3opIi8/dC05KjatwOzs77N69O1n37KlTp2LIkCFpanf1odDQUPj4+CBjxowIDw/HlStX4O7ujsGDB+P27dtYvHixzmWICCIiIuDg4ID79+9r3abTx9gQ+uDj44OIiAi0b98+xUa3uo6PkmjKlCkwNjZGjx49sH//ftSpUwdxcXGIjY3F5MmTdR4X59y5c1r/x8TE4OzZs5g8eTJGjx6Nxo0b6xR/165d6N+/P0aOHJniiOL6ngJCLba2tggNDYWbmxvc3NywbNkyeHt749atWyhYsKBq3b/TowGxPj1+/BhNmzbF/v37odFocO3aNbi7u6N9+/aws7NTtTbqu6ph0Zfnz5/Ls2fPRKPRyPXr1+X58+fK48mTJ7Jo0SJxcnLSqYx79+5Jnz595Pnz58mee/bsmfz2228SFRWlUxmJ2rRp88mHrjJkyCChoaHJloeEhIiVlZXOsZNOcBkbGyumpqYSGRmpU9z/SkBAgGTJkkUuXryoLJswYYLY2trKwYMHVSmjatWq0rdvXxHRnqzuyJEj4urqqkoZ+pzU70MRERFy584d1eNaWlpKSEiI6nE/5/bt27Ju3Tq9l71lyxapWLGiznE+vHpPfKh5Ne/k5CTNmzeXOXPmyOXLl1WJ+aESJUrIjh07RESkQYMG4ufnJ3fv3pV+/fqJu7u7auVkyJBBbt++LSIJtTqnT58WkYRJNW1tbVUpY9GiRfLu3btky9+/fy+LFi3SKbafn5/UqFFD7ty5o3X+2Llzp3h6euoU+0PfVcKydetW5QBMaseOHbJt27Y0x/1cFauxsbGMGjVKl02XPn36SMeOHT/6fOfOnaVfv346lZFeMmXKJEeOHEm2/PDhwzpXrSetBk2U9EuktsuXL0u3bt2kSpUqUrVqVenWrZvqJ9AJEyZIjhw55NatW/Lnn3+Kra1tiu9fWqXX7Nz6nK05JiZGBg0aJLa2tsr3ztbWVgYOHCjR0dGqlOHl5aW37U/q9evXei8jJVevXpUMGTLoHCcoKOiTDzUsX75cOnfuLPnz5xeNRiPZsmUTX19fmTVrlly6dEmVMpYuXSoLFy4UEZEzZ86Ig4ODGBkZiYWFhaxcuVKVMkRE8uXLJ8eOHRMRkfLly8vYsWNFRGTlypXi4OCgShlGRkYpzgD96NEjnZNIR0dHJZlOev64efOmzhegH/quEpbChQvL1q1bky3fvn27FClSJM1xg4KCZP/+/aLRaGT9+vVaX87g4GClzYkuChYsKIcOHfro80eOHFE9m33w4IEcOnRIDh8+LA8ePNA53oEDByQ6Olr8/PykYMGCcuzYMYmPj5f4+Hg5evSoFCpUSH755RedytBoNDJ69GiZNm2a8rCwsJDBgwdrLVPDmjVrxMTERMqUKSO9evWSXr16SdmyZcXExERWr16tShmJfv/9d7G3txc7Ozvl5KaWrFmzypkzZ0REkl0h5cyZU7VytmzZIuXLl5fz58+rFjNR586dJWvWrDJ79mw5d+6cnDt3TmbPni3ZsmWTzp07q1LGzp07pVy5crJ//3559OiRVk1qSjWfaWVqaiply5aVAQMGyI4dO+TVq1eqxRaRZNv97NkzCQsLE19fX/nhhx9ULSs9REVFyYoVK6Rly5ZiYmKiWi3Oh16/fi2nT5+Whw8fqhq3f//+Mnr0aBH5/+eUPHnyiJmZmfTv31+VMjQaTYrn8JCQEJ0vEq2trZWa06TnjxMnTkjmzJl1iv2h76oNi6WlJcLCwpJNDx8eHo6CBQvqPMnU7du34ezsnOIgPbpKOu5ASiIiIuDh4aHKRFmvX79G9+7dsXjxYmU0T2NjY7Ru3Rp//fVXmgcXS2zjY2Zmhl9++QX//POP0mc/NjYW9evXR2BgoE4Tcbm5uX22h5NaA4m5u7ujVatWGDFihNbyoUOHYsmSJWku42Ojtk6cOBEVKlRQetgA6ozg2qlTJzx8+BCrV69G5syZERoaCmNjYzRs2BAVKlTA1KlTdS4D0O+kfhkzZsTKlStRq1YtreXbt29Hs2bNVBmXI/F7/eHxJSoPFJg4eWZQUBCCg4Px7t07FCtWDJUqVULFihWT7WNqpTTgoYjA2dkZK1euVGWm8WfPnmHBggVavQDbtWun8yR7Sb169QqHDx9W3quzZ8/C09MTFStWxJQpU3SKnV7DO6Tk+PHjOHLkCPLkyaNT7x3g/4+oe+7cORQsWFBrKpq4uDjcunULNWvW1GlG6Dp16qBYsWIYOXIkbGxsEBoaCldXVzRr1gzx8fFYu3atTvuQ1HeVsGTLlg3Lly9HlSpVtJbv2bMHLVq0wIMHD3Qu49mzZzhx4kSKQ3frMllWlixZsH79elSoUCHF5w8ePIjGjRvj0aNHaS4jUefOnbFnzx78/fffyiBZhw8fRo8ePVCtWjXMmjUrTXGNjIwQFRWlNEq+du0aLl++/NU1vkyUIUMGhIaGpjgn0g8//JDmRnmfGrU1KbUSr/Sa6Vifk/o5OjoiKCgo2YR+YWFhqFChAh4+fJjm2In0NVDgp8TFxeHkyZOYPXs2li1bhvj4eJ0Tow/3w8jICA4ODsiTJ48qc6udOnUKNWrUgKWlJUqVKgURwalTp/D27VtlvBRdlS5dGqGhoShUqBAqVaqEChUq4Mcff4SdnZ3OsRPlyJEDe/bsSXZMqe3x48ewt7cHkDDg5bx58/D27VvUq1fvo+f7L5U4iN/w4cPRp08frYk6zczM4Obmhp9++kmncZAuXbqESpUqoXjx4ti3bx/q16+Pixcv4smTJzhy5Eiqp9z4JFXrawxcx44dpXDhwlpdZ69duyZFihSR9u3b6xx/8+bNYmNjI0ZGRpIxY0axs7NTHrpWu9WuXVs6dOjw0efbt28vtWrV0qmMRPb29rJ///5ky/ft2ydZsmRJc9yPVUt+rWrVqiUBAQHJlgcEBEj16tX/gy3Szd69e2XChAkybtw42b17t6qxo6OjpU2bNnprSzR8+HBp3ry5VsPCd+/eScuWLWXYsGF6KVOfwsLCZNasWdKsWTPJli2b2NvbS6NGjWTq1Kn/9aZ9Vvny5aVNmzZawyLExMTIL7/8Ij/++KMqZWTKlEkyZ84sTZs2lZkzZ6rWbiUpfQ/vEBoaKq6urmJkZCT58+eXs2fPiqOjo1hbW4utra0YGxvLhg0bVCkrMDBQ3r59q0qslERGRsqQIUOkTp06UqtWLRk4cKDcv39f9XK+qxqW58+fo2bNmjh16pQyNPvdu3fx448/Yv369Tpn5/ny5UPt2rUxZswY1edk2b9/P6pVq4aePXuib9++cHR0BAD8+++/GD9+PKZNm4Zdu3Ylqz1KiwwZMuD06dPJriwuXryIUqVKpfm2k5GRETp16vTZ90bNoZz1afbs2RgyZAiaNm2KMmXKAACOHTuGNWvWYPjw4cocRoBuAzN9K+zs7HDmzBm4u7urHjuxK765uTl++OEHAAndd6Ojo5MNqKhrt3x9D9WeLVs2xMTEoEqVKkrtga7DLnxu4LCkdD1WLS0tcfbsWRQoUEBr+aVLl1CiRAnVugOHhoYiKCgIBw4cwKFDh2BkZISKFSuicuXK6NKli87x9T28Q61atWBiYoL+/ftj6dKl2LJlC6pXr4758+cDSJiw8PTp08pkjGqIjo5OsfZfl8EC09N3lbAACfdqd+/ejXPnzilzaOha7ZbIysoK58+f18sJGQDmzJkDf39/xMTEwNbWFhqNBs+fP4epqSmmTJmiyiiYAFC1alXY29tj8eLFsLCwAJAwa+wvv/yCJ0+eYM+ePWmKa2RkhLJly36y+lGj0WDfvn1pip/evrStkq7tG+7evYvNmzen+COpVnJ34sQJBAUFpXgyU6uMtm3bonDhwqkaoTY1sb/UwoUL01RGeg3VXrRoUYSFhaFo0aKoVKkSKlWqhB9//FGrOj+1PjxWEye+S/p/Il33w9HREUuWLEH16tW1lu/cuROtW7fGv//+q1P8lJw+fRp///03li5dqsptM+Dzx1Raj6NEWbJkwb59+1CkSBG8evUKtra2OHHiBEqUKAEAuHz5MsqUKYNnz57pVA6QcJu6Xbt2CA4O1louKrW/evfuHUJDQ1M8f6h5sfZdDc0PJHwxq1evnuzLpIYaNWrg1KlTektYOnfujLp162L16tW4fv06RAT58uXDzz//nObJ/FIybdo01KxZEzlz5sQPP/wAjUaDkJAQWFhYYOfOnTrF3rBhg16ma/8vfPjF1Ie9e/eifv36yJUrF65cuYJChQohPDwcIqJKWwAAGDNmDAYNGoT8+fMnGxBNzSka8uTJg5EjRyI4ODjFAcV0aUCs64/Hl0ivodpDQkLw7NkzHDx4EAcOHMDgwYNx8eJFFClSBJUrV8aff/6Z6phJj9U9e/agf//+GDNmDMqWLQuNRoPg4GAMGjQIY8aM0Xn7fX190b59e0ycOBHlypVTZmPv27cvmjdvrnN8IGGOraCgIAQFBeHQoUN4+fIlfvjhB/j7+6Ny5cqqlKHvY+rJkyfIli0bAMDa2hpWVlbKQJpAQiN1tQa8bNOmDUxMTLBlyxY4OTmp+r3esWMHWrdunWL7SbVnrf/ualgOHDiAiRMnKq3XPTw80Ldv3zRNqQ5oV7U+fPgQI0aMUK4kP5y18mu6LfD27VssXbpUq1Fsy5Ytk/XsSI2PjQRMH1eqVCnUrFkTI0aMUGYYz5o1K1q2bImaNWuqUqvm6OiIcePGoU2bNrpv8Cd8qjGxWg2IHzx4gCtXrkCj0SBfvnyqHmtOTk7YtGkTSpUqBVtbW5w6dQr58uXD5s2bMX78eBw+fFi1shI9efIEQUFB2LRpE5YvX65K7UGhQoUwe/ZslC9fXmv5oUOH0KlTJ4SFhekUPzo6Gn379sXs2bOV0b1NTU3xv//9D3/++acqkxOamJjAy8sLFStWVG6bqTWC7tu3b7F7925Urlw52WSXL168QFBQEGrUqKHzfhgZGeHff/+Fg4MDACg9bBK/J//++y+yZ8+uyg++lZUVTp8+new2nRry5MmDGjVqYMiQIUpTBb1RvVWMAVuyZImYmJhI06ZNZdq0aTJ16lRp2rSpmJqayrJly9IU83Nzyqg9X8PXLKVB3fRt8uTJcvLkSeX/+Ph48ff3Vy3+nj17pE6dOuLu7i65c+eWOnXqqNpg1draWmkkbmdnJxcuXBCRhPET1BqFNlu2bOkyAq0+PX/+XFq1aiUmJibKd87ExERatmyZpnmKUmJjYyO3bt0SERFXV1c5fPiwiCQMkGVpaalKGSIi69evlx49ekiRIkXE2NhYsmbNKj/99JP89ddfyuevCwsLixRHmj537pxYWFjoHD/R69evJTQ0VM6dO6f6YHhqjnvzoalTp0qVKlU++nzVqlVVmcdLo9FI7dq1pVGjRtKoUSMxMTGR6tWrK//Xrl1btd+NEiVKfHIcL13Y2NjoPAfcl/quEpYCBQrI5MmTky2fNGmSFChQ4D/YIsMUGBgoW7ZsUf7v27evZMyYUcqWLSvh4eE6xU1peGh9KlSokFhaWkqhQoVk48aNUq9ePcmYMaMqsf/66y8xMTGRZs2aKQPSNW/eXExNTVWbmNDR0VEZlt/T01OZ3E2NaQwSjRs3TtUk7r/QpEkTyZs3r+zYsUOeP38uL168kB07dkj+/PmlSZMmqpSRXkO1Ozg4KAmKPgbZ+/HHH6VKlSpavTgiIyPFx8dHKlSooHp5z58/lw0bNqjek0dfE3aWLFlSNm/e/NHn//nnHylZsqROZYh8fgoUXadCSTo44N69e6Vs2bJ6GfSwbdu2Mn/+fJ1ifKnv6paQubk5Ll68mGzcjOvXr6NQoUJ49+7df7RlhiV//vyYNWsWqlSpgqNHj6Jq1aqYOnUqtmzZAhMTE51bx6e3d+/eYdq0aRgwYACsra1x8uRJ5M+fX+e4OXLkwIABA/Drr79qLZ8xYwZGjx6N+/fv61xGw4YNUadOHXTs2BH9+vXDhg0b0KZNG6xfvx6ZMmVKcwPopOLj41GnTh1cvXoVnp6eyW5l6vJ59+7dGyNHjoSVldVnG9vq0rjXysoKO3fuTPE2R82aNVUZUHHZsmWIiYlBmzZtcPbsWdSoUQOPHz+GmZkZAgMD4evrq3MZ6eH69eto1KgRrly5ovQOiYiIQL58+bBx40adx0Nq2rQpKlSogF9//RVv377FDz/8oLS7WrlyJX766Sed9yE0NBRVq1aFnZ2d6hN2ZsqUCefOnfvkIJ0//PADnj59muYy0sOHAwTK/zWwTUpUaHT75s0bNGnSBA4ODik2hVBjcMtE31WjW2dnZ+zduzfZF3Lv3r1wdnbWOf7HRijVaDSwsLBAnjx5UKFCBRgbG+tclj7duXNHeY82btyIn3/+GZ06dYK3tzcqVar0327cZ8yfPx8ODg5o0KCBskxEsHHjRnh5eSEyMhKnT59WJWF58eIFatasmWx59erV0b9/f53jAwk/4q9evQIADBs2DK9evcKqVauQJ08enUfzTNS9e3fs378flStXhr29vaoN8s6ePYuYmBjlb32xt7dPcRTVjBkzIlOmTKqU0bJlS+VvLy8vhIeH4/Lly3BxcUGWLFlUKSPRjRs3sHDhQty4cQPTpk1D1qxZsWPHDjg7O6NgwYI6xc6TJw9CQ0Oxe/durTZqPj4+qnz2Bw8exMCBAwEkNLIXETx79gyLFi3CqFGjVElYevfujbZt22L8+PFa7Uxq1aqFFi1a6BQ7NjYWDx8+/GjC8vDhQ6VtjiHbv39/upSzfPly7Ny5E5aWlggKCkrWaF/NhOW7uiU0c+ZMMTMzky5dusjixYtlyZIl0rlzZzE3N5fZs2frHN/NzU2srKxEo9FI5syZJVOmTKLRaMTKykocHR1Fo9FI7ty5JSIiQoW90R8HBwdlbpmiRYsqs3lev35d9cms1FagQAGlbYFIwoBlNWrUkPLly8vz589lyZIlUqJECVXKatGihYwfPz7Z8gkTJkizZs1UKSM9WFtba90C/BrNmTNHfHx8kt3mqF69uirf7fQUFBQklpaW4uPjI2ZmZspge+PGjZOffvrpP966z7OwsFDOcX5+fsp8OLdv31bt/KHPCTtLly4tf/7550efHzt2rJQuXVqnMr4ljo6OMnr0aImLi9N7Wd9VDcv//vc/ZMuWDZMmTVLmTvDw8MCqVau0rsjTasyYMZg7dy7mz5+vDEd8/fp1dO7cWamhaNasGXr16pWq+RUyZcr0xVc+uszHkqhatWro0KEDvLy8cPXqVdSpUwdAwsBxH87DZGgS53MCEmpWWrdujfj4eOzcuRMZMmRA2bJl0alTJ1XK8vDwwOjRoxEUFKTMv3Ls2DEcOXIEffr00apxU/UqQ2WZM2dWd/jsD7Rr1+6z62g0GixYsCDNZcyaNQvXr1+Hq6ur1m0Oc3NzPHz4EHPmzFHWPXPmTKpiP3v2DCtWrFB6ZLVs2RJv375Vnjc2Nsa8efNUGxb+999/x6hRo9C7d2+t2oPKlStj2rRpqpShdm/JpJydnXH06FFkzpwZO3bswMqVKwEAT58+VcZ10pWFhQVevHiRbPmVK1eUXjdp1a5dO/Tu3RsFCxZE3bp1tZ77559/MGrUqK9mcMtEoaGhKS5PrP13cXFJc6+n6Oho+Pr66mUOvQ99N21YYmNjMXr0aLRr106V2z8pyZ07N9atW4eiRYtqLT979ix++ukn3Lx5E8HBwfjpp58QGRn5xXE/NwdLUrrMx5Lo2bNnGDRoEO7cuYP//e9/ym2PoUOHwszMTKnuNUS5cuVC37590a5dO3Tt2hXPnj3DypUrlcHq9u7di3bt2uH27duqlPUl0tJl90vH8lGjK/DChQuxY8cOLFy4UPURmoGEe+murq7w8vLCp043GzZsSHMZiXOmfImhQ4emKvaECRNw7tw5LF26FEBC99MaNWooycTRo0fRrFkzDBs2LFVxP8ba2hrnz59Hrly5lK7s7u7uCA8PR4ECBXRua7d06VK0bdsWjRs3hre3N0QEwcHB2LBhAwIDA3W+pTJz5kz4+/vD2toarq6uOHPmDIyMjPDXX39h/fr1qtyq0PeEna1atcLy5ctRoEAB5M+fHxqNBmFhYbh69SqaNm2KFStW6LwP6SmlCS+TMjU1ha+vL+bMmZPqpLJXr15wcHDAH3/8oetmftZ3k7AACSeCCxcu6K2WIEOGDDh48KAyUmGikydPomLFinjz5g3Cw8NRqFAhpV3C9yK9aokmTZqEvn37wsTEBNmzZ0fRokWxaNEiZMyYEffv30edOnVQokQJzJs3L81lpIfEH/kWLVp8ciwRf39/ncvy8vLCjRs3ICJwc3NL1mgutTUSH+ratStWrlwJFxcXtGvXDq1atdIaIMvQlS5dGkOHDkXt2rUBQCuJABISrREjRqjWRidnzpxYvXo1ypUrp1XWhg0b8Ntvv+HGjRs6xffw8ECnTp3Qq1cvreWTJ0/GvHnzdB6HBUiYAPHOnTuoVq2aMkLv1q1bYWdnp0yoqov0mLBz9erVWL58Oa5du6YM0tmiRQs0bdpU59jpbdOmTejfvz/69u2rTEh58uRJTJo0CUOHDkVsbCx+//13+Pr6YuLEiamK3aNHDyxevBg//PADihQpkuz8oWZt1HeVsDRs2BANGzbU2wBZderUQVRUFObPnw8vLy8ACbUrHTt2RLZs2bBlyxb8888/+OOPP3D+/Hmdy3v79q3SoDGRGoMn7dixA9bW1kqPixkzZmDevHnw9PTEjBkz0tSIMWkt0ePHjzFq1CjUqFFDuZVy9OhR7Ny5E4MHD052Ik2txHlFvLy8UL9+fRw9ehQuLi64desWXFxcEBwcrHojSbWtXr0aCxcuRFBQEGrVqoV27dqhdu3aeql2/VztRGprJFLy/v17rF+/HgEBAQgODkadOnXQvn17VK9eXdVGvvqQJUsWBAcHI1++fACAEiVKYOPGjcro0jdv3lSGV1dDv379cPToUaxZswb58uXDmTNn8O+//6J169Zo3bq1zp9HeveWjIuLw/nz5+Hq6qpaA+hE+/btw5kzZxAfH49ixYrBx8dH1fjfilKlSmHkyJGoUaOG1vLEc+6JEyewceNG9OnTJ9UJ8edGFla18a/eW8kYkNmzZ0u2bNmkT58+snz5ctm0aZPWQ1eJYxloNBoxMzMTMzMzMTIykmrVqklUVJSIJMx4vHPnzjSX8erVK+nWrZs4ODiIkZFRsocaChUqJFu3bhWRhBlFzc3NZcCAAVK6dGmdxgVI1Lhx4xTHKfnrr7+kQYMGOsdPKj4+XrZu3Sp//vmnLFmyRN68eaNa7LZt237yoYa7d+/KqFGjJE+ePOLk5CT9+/f/6gd5Cw8Pl2HDhom7u7s4OzvLy5cvdY6ZODjjxx66sLS0/OR4KKGhoaoOHBcdHS0tWrQQIyMj0Wg0YmpqKkZGRtKqVSuJjY3VOX7u3LlTbIg8e/ZsyZMnj87x/f39lXE5YmNjxdvbW+l8kNIs8KR/FhYWEhYWlmx5WFiYMljgrVu3VD2O9eG7qmH51NWpmnMeXL58GVevXoWIKPdA1dKtWzfs378fI0aMQOvWrTFjxgzcu3cPc+bMwZ9//qnV9TKtkt46GzZsGC5cuIC1a9fizJkzqF27NqKionSOHxISkuwK79q1a/Dy8vpqbpc1atRI6/+YmBhcuHABz549Q5UqVVQfr+bAgQMYNmwYDh48iEePHql+tZpeIiIiEBgYiMDAQERHR+Py5cs6TewHJFR5JxUTE4OzZ89i0aJFGD58ONq3b5/m2IUKFUK/fv3QunXrFJ9fuHAhJk6ciIsXL6a5jJTcvHlTqT3w8vJC3rx58fbtW52mxwASGij37NkT7dq105rrJzAwENOmTUPnzp11ip8zZ05s3LhRqYlKPGctXrwY+/fvx5EjR9IU92PDRqTEkBu5/xe8vLzwww8/YO7cuUp7vpiYGHTs2BHnzp3D2bNnceTIEbRq1Qq3bt1KVex27dph2rRpyaYxeP36Nbp3746AgADV9uO7qmH5Fjg7OytXKTY2NnLt2jUREVm8eLHUqlVLlTIyZcqkjK7q7e0tc+bMERH1MnAXF5cUuwOPHz9eXFxcdI7/X4qLi5POnTvLuHHjVIv59u1bWbJkiVSuXFksLS3F19dX1RGD9Vk7kejdu3eyfPly8fHxEQsLC/n5559l69ateu8KuWzZMqlfv75OMQYNGiTOzs4SGRmZ7Ln79++Ls7OzDBw4UKcykuratWuKy1+9eiUVK1ZUpYz169eLt7e3ZM6cWTJnzize3t6yceNGVWKbm5vLnTt3RESkY8eOyijKN2/eFBsbmzTHdXNz+6JHrly51NiNb8qRI0fE3t5eHBwcpGrVquLj4yNZs2YVe3t7OXr0qIgk/IakdF7+HCMjoxSnXHn48KEYGxvrvO1JfRfdmt++fYu9e/cqXdQGDBiA9+/fK8+bmJhgxIgRaepyl14jeSZ68uSJ0jvF1tZWaaBavnx5VSbCS4zVu3dveHt748SJE1i1ahUA4OrVq6rMCp14xfthd+AdO3Zg/vz5Osf/LxkZGaFXr16oVKkS+vXrp1Os48ePY8GCBVi1ahVy586Ndu3aYd26darXrHzYO+fD2gldJW1027ZtW6xcuRL29vY6x/0SpUuXRseOHXWK0a9fP6xbtw758uWDn58f8uXLB41Gg8uXL2Pp0qXIkSOHagMFAsCuXbswaNAgjBo1Sln2+vXrFAcpTK2kvSX1MVkjkDCZ5qVLl+Dk5IQdO3Zg5syZABJGRNVl0MzUXvnT/1euXDmEh4dj6dKlSu3/zz//jBYtWig1I35+fqmK+eLFC0jC9D54+fKl1u9nXFwctm3bpvpEt99FwrJ48WJs2bJFSVj+/vtvFCxYUKlavXz5MrJly/bZhCMl6TWSZ6LE7o2urq7w9PTE6tWrUapUKfzzzz+qjQPx999/o2vXrli7di1mzZqFHDlyAAC2b9+uykmzTZs28PDwwPTp07F+/XplpM0jR46gdOnSOsf/r924cUPnkTALFiyIBw8eoEWLFjh06BCKFCmi0tYll9IYRD///DMKFiyIVatW6XQ7BQBmz54NFxcX5MqVCwcOHMCBAwdSXE/tW2hv377FX3/9pXOSbWNjgyNHjmDAgAFYsWIFnj17BgCws7NDixYtMGbMmGTV4brYtWsXypcvD3t7e/Tq1QsvX75EjRo1YGJigu3bt+sU28TEBBMmTFBl+IOPadu2LZo2bQonJydoNBpUq1YNQEICro/ZguX/WjXoq/H206dPk10kHDt2DGXKlNFLefpibW2NLl26qBbPzs4OGo1GmRn9QxqNRpULHq2YIt9+G5YKFSqgV69eSpuDD7slLl26FDNmzMDRo0f/y838IlOmTIGxsTF69OiB/fv3o06dOoiLi0NsbCwmT56sSjfXr11cXBwOHz6MIkWK6LWdx4cJroggMjISW7duxS+//IK///47zbGNjIxgZWUFExOTT56I1Rgo8GNu3LiBIkWK6DwPT5s2bb7ox2ThwoVpLuPDbvOJV30ZMmTA0qVLUb9+/TTHTkpE8PDhQwCAg4OD3n4kL1y4gEqVKmHw4MFYuXIlzM3NsXXrVlW66+q7tyQArF27Fnfu3EGTJk2UhHHRokWws7NTZZBOAFiwYAGmTJmCa9euAQDy5s2Lnj17okOHDqrET2RkZAQPDw+0a9cO3bp1w+bNm9G2bVtV5qfSp82bN6NWrVowNTXF5s2bP7luWr4fBw4cgIigSpUqWLdundZQBWZmZnB1dUX27NlTHfdTvouEJVu2bNi7d68yB4eDgwNOnjypjMdy9epVlCxZEs+fP9dL+WFhYahTp44qg3x9KCIiAqdOnULu3Lnxww8/qBZXn3OZAAkT7l2/fh0PHjxAfHy81nMVKlTQOb6FhQXCwsK+eHC3tPiwO5+RkREcHBxQpUoVtGvXDiYmaa/A/NLBAvV1pfz27VsMGDAA27dvx5UrV/RShpo+fL8SP4vSpUt/tY2Tjx07Bh8fH5QuXRpbtmzRubFtojlz5mDYsGFo2bIlihcvniwJUiu5AxImHlVrdNukBg8ejClTpqB79+5aQyP8/fff8Pf317qdpqvTp0/j/PnzmD9/Pm7duoWHDx9i2LBh6TJQmi6MjIwQFRWFrFmz6rXDSeLo4ukx0u130ejWwsJCLl++/NHnw8LCdJ5/4lNCQkJUa7yYHvQ9l8nRo0clV65cSrfNpA+13qcSJUrInj17VIn1rbOzs5NMmTIpDzs7OzE2NhYbGxtVuvvT5xUtWlS8vLySPTJnziwFChTQWqarD79zan//YmNjZcSIEZI9e3YxNjZWzh+DBg1Sujvryt7eXpYvX55s+fLly8Xe3l6n2FevXk1x6IBRo0aJubm52NjYfPL35Gty+/ZtVYaqEBF5/fq1hIWFyblz57Qeavou2rDkzJkTFy5c+Gj34tDQUFUak6aXvXv3Yu/evSnWTqjRhUzfc5l06dIFJUqUwNatW5X73GobPXo0fvvtN4wcOTLFq0g1Btj70IEDB/D69WuULVv2q7qq/3AY86+pduLJkyd48+aN1vf34sWLmDhxIl6/fo2GDRvqPNR8emjYsGG6lfXhOUNto0ePxqJFizB+/HitBs+FCxfGlClTdG4TBSTc9v1wRHEAKF68uM7txzp37oyuXbsib968yrI5c+Zg3Lhx2LJlC3bs2IEhQ4YonRG+Zk+fPsXixYt1uh378OFDtG3b9qPtq9QaLgTA91HD0qNHD/H09JS3b98me+7Nmzfi6ekpPXr00Fv5atawDBs2TIyMjKRUqVLSoEEDadiwodZDDVZWVnLz5k0R0Z4J9datW6rURGXIkEHpjq0vH141Jj7UuIocP368DBkyRPk/Pj5eatSooZTn6OgoFy5c0HUX0kVMTIwMGzbM4GcQ/5hmzZpJr169lP///fdfyZQpkxQsWFDq168vpqamsnjx4v9wCw1LeHi4zJ07V2bOnKkMXaC23LlzK7WbSc8fYWFhYmdnp0oZv/76q9bnnqhPnz4f7Rb+pTJmzKhss4jImjVrxN7eXo4cOSIiImfOnJHMmTPrVIahUOO3qUWLFlKuXDk5ceKEWFlZya5du2TJkiWSP39+1WeB/y5qWP744w+sXr0a+fPnx6+//qrVLfHvv/9GbGyswd+PTDR79mwEBgamugtaatjZ2SEyMjJZ+4+zZ88qPYZ0Ubp0aVy/fj3ZwHFqUnU46A+sWLFCqxvr2rVrcfDgQRw6dAgeHh5o3bo1hg8frswIbshMTEwwceJEvfYa0adjx45pXR0uXrwYmTNnRkhIiLJvM2bM0Ov35Wtx8OBB1K5dG2/evAGQ8NkvWrQIzZs3V7Wce/fupfjdjo+PTzaVSGokbeSu0Wgwf/587Nq1S+mtc+zYMdy5c+ejA/x9KSMjIzx48ADu7u7YuXMnevfujT179iiT2pqZmalba/CV27dvHzZt2oSSJUsqc6BVq1YNtra2GDt2LOrUqaNaWd9FwuLo6Ijg4GD873//w++//67VDa5atWqYOXMmHB0d0xz/cxP76VpFmVR0dDTKlSunWryUtGjRAv3798eaNWug0WgQHx+PI0eO4LffftP5ZAAA3bt3R58+fRAVFYXChQsnmyxLjS68FStW1DnGx9y6dUtrG7dt24affvpJmdRt0KBBaNKkid7KV1vVqlURFBSk114j+hIVFaWVWO/btw+NGjVSGjzXr18fY8eOVa28AwcOYOLEiQgLC4NGo4GHhwf69u2LH3/8UbUy4uLiMGXKFKxevRoRERGIjo7Wej6tPcMGDx6MypUrY86cObC0tMSAAQPQr18/1ROWggUL4tChQ3B1ddVavmbNGmWOtbT4cNiI4sWLA4Ay942DgwMcHBx0HnG4SpUqaNGiBcqVK4e1a9dixIgRSrICJIwUrGYHh6/d69evlfFWMmfOjIcPHyJfvnwoXLiwzhOnfui7SFgAIFeuXNixYweePHmC69evAwDy5Mmjyqyxuk5lnhodOnTA8uXLMXjwYL2VMXr0aLRp0wY5cuRQxkiJi4tDixYtMGjQIJ3j//TTTwAShnROpNFoICKqTpFw6NAhzJkzBzdv3sSaNWuQI0cOLFmyBLly5VImdkyLmJgYmJubK/8fPXpUqzt59uzZ8ejRI522/UPR0dG4desWcufOrVPvo5TUqlULAwYMwIULF/Tea0Rttra2ePbsmfLjeOLECa02EhqNRmuQSF0sXboUbdu2RePGjdGjRw+ICIKDg1G1alUEBgaq1lZm+PDhmD9/Pnr37o3Bgwdj4MCBCA8Px8aNGzFkyJA0xz1//jwOHjyodDWdNGkS5s2bl+I4I7oYOnQo/Pz8cO/ePcTHx2P9+vW4cuWKMh5WWumz1jSp2bNno1+/fjA2NsbatWvRokULnDlzBl5eXjh06BB27NiBvXv3psu26Kpx48affD5xTCFd5M+fH1euXIGbmxuKFi2KOXPmwM3NDbNnz4aTk5PO8ZP6Lro1f0v8/f2xePFiFClSRO9Teac0l4kabt++/cnnP7wyS4t169bBz88PLVu2xJIlS3Dp0iW4u7tj5syZ2LJlC7Zt25bm2EWLFkXPnj3Rpk0bREREwM3NDRcuXICnpycAIDg4GE2bNsXdu3d13o83b96ge/fuSrfdq1evwt3dHT169ED27Nnx+++/61xGes2xpQ/16tVD1qxZMW/ePKxfvx4tW7ZEVFSU8gO8detW/PbbbwgLC9O5LA8PD3Tq1CnZbOKTJ0/GvHnzVCkDAHLnzo3p06ejTp06sLGxQUhIiLLs2LFjWL58eZriJu3mmsjGxgahoaGqd//fuXMnxowZg9OnTyszKQ8ZMgTVq1dXtZz0cOnSJQwfPhyhoaHIkSMH+vbtm2zWY0PVtm3bL1pPl0a3y5YtQ0xMDNq0aYOzZ8+iRo0aePz4MczMzBAYGAhfX980x/4QE5avzKem8tZoNNi3b186bo3h8vLyQq9evdC6dWutgQJDQkJQs2ZNnSZwnDNnDvr06QNfX18cO3YMdnZ2WhO6jRo1CsePH8c///yj8374+/vjyJEjmDp1KmrWrInQ0FC4u7tj8+bNGDp0aLqMrmzIQkJC4OPjg5cvXypt0UaOHKk87+fnBysrK8yePVvnsszNzXHx4sVk7TOuX7+OQoUK4d27dzqXAQBWVlYICwuDi4sLnJycsHXrVhQrVgw3b96El5dXmseLMjIywr59+7RqlcuVK4fVq1dr9bLS56jKajp58iTWrFmT4m0ztUdNpi/35s0bXL58GS4uLsiSJYuqsb+bW0LfivSoFv35559RokSJZFfvEyZMwIkTJ7BmzRpVyrl06VKKJxs1bkFcuXIlxQHoEm8h6KJz584wMTHBli1bUKFCBQwdOlTr+fv372vd7tLFxo0bsWrVKpQpU0arnZSnp6dy715Xixcvhq+vr9ZtLiDhNtTKlStVabekL0WLFkVYWBiCg4ORLVu2ZFM7NGvWTKn50pWzszP27t2bLGHZu3cvnJ2dVSkDSBiGITIyEi4uLsiTJw927dqFYsWK4eTJk8k+o9SqWrUqPrxGrVu3rqq3ZE+ePIn4+Phkn8Xx48dhbGycYnfk1Eo8LqtXr47du3ejevXquHbtGqKiopLNok7pI+lt62LFiumnEFX7HFG6unPnjty9e1f1uFmyZJHQ0NBky0NDQyVr1qw6x79x44YUKVJE6WL8YfdjNbi7u8vu3btFRLtr5aJFi8TDw0OVMtKDpaWlsu1J9yMkJERsbW1VKeNjs60+evToqxrwUN9mzpwpZmZm0qVLF1m8eLEsWbJEOnfuLObm5jJ79mzVyunfv7+MHj1aRBK61JqYmEiePHnEzMxM+vfvn+a44eHhX/TQVcmSJWXNmjXJlq9bt05KlSqlc3wRkcKFC8vff/8tIv//exEfHy8dO3bUGnKA9O/169fSrl07MTY21hoosHv37jJ27FhVy2LC8pWJi4uT4cOHi62trfIDnzFjRhkxYoTExcWpUsbHRgYOCwsTCwsLnePXrVtXGjRoIA8ePBBra2u5dOmSHDp0SEqVKiUHDx7UOb5Iwqi8np6ecuzYMbGxsZFDhw7J0qVLxcHBQf766y9VykgPFSpUkOnTp4tIwok5cXycbt26SY0aNVQpQ6PRyIMHD5ItDwkJkUyZMqlSxrdi/fr14u3tLZkzZ5bMmTOLt7e3bNy4Ua9lHjt2TCZNmvTVjDpsZWWlNY5Jops3b4q1tbUqZWTIkEFu3bolIgmj3iZeYF26dEmyZcumShn0ZXr06CHFixeXQ4cOaX32mzZtkqJFi6paFm8JpZMbN24gd+7cOscZOHAgFixYgD///BPe3t4QERw5cgTDhg3Du3fvMHr0aJ3LKFSoEFatWpWsR8LKlStVqV4/evQo9u3bBwcHBxgZGcHIyAjly5fH2LFj0aNHD1XaZfTr1w/Pnz9H5cqV8e7dO1SoUAHm5ub47bff8Ouvv+ocP72MHTsWNWvWxKVLlxAbG4tp06bh4sWLOHr06EdnPf5SXl5eymyrVatW1ep9FBcXh1u3bqkyO/e3pFGjRnq/5fD48WPY29sDAO7cuYOtW7fi7du3qtxKSQ/m5ub4999/lcllE0VGRqrWwy1z5sx4+fIlACBHjhy4cOECChcujGfPninjzFD6SI/b1gpV0x8SEREbGxupXbu2rF27VkREDh06JA4ODqrEdnJySvFKa+PGjZI9e3ZVyti0aZOYmJhI69atJTAwUAIDA8XPz09MTExkw4YNOse3s7NTsnB3d3fZt2+fiIhcv35dLC0tdY4vIvL+/XsRSaiuPHnypBw/flxevnwpIiIPHz5UpYz0EhoaKq1bt5aCBQuKh4eHtGzZMsVbdqk1bNgwGTZsmGg0Gvntt9+U/4cNGyZjxoyR5cuXK+8jJXj69KnMmzdPBgwYII8fPxYRkdOnT6tyazY0NFRcXV3FyMhI8ufPL2fPnhVHR0extrYWW1tbMTY2VuX7p2++vr5SsWJFefbsmbLs6dOnUrFiRWnSpIlOsdu2bSsvXryQ5s2by6RJk0QkYY4fBwcH6dChg7i6ukqjRo10KuNjYmNj5ezZs/LkyRO9xP9apcdt60RMWPRgzZo1MmzYMHF1dRUvLy+xtLSUjh07qhLb3Nxcrly5kmz55cuXVbldk2jLli1Srlw5yZAhg9jb20vlypUlKChIldjly5dXTrzNmzeXmjVryuHDh5UfZTU0aNAgxVtkUVFRqpXxrQgMDJR3797915th8M6dOycODg6SJ08eMTEx0ZrUz8/PT+f4NWvWlLp168qhQ4ekc+fOkiNHDmnbtq3ExcVJXFycdO3aVUqXLq1zOfp29+5dcXd3l4wZM0qlSpWkUqVKYmdnJ/nz59d5CojE9laPHz+We/fuiUjCbfJx48ZJvXr1pFevXqolFP7+/spkjbGxseLt7S0ajUasrKxk//79qpTxLUiP29aJmLCo4NGjRyletc+fP1+MjIzExsZG+XLpqlSpUtK9e/dky3/99dev4mQmIrJjxw5Zt26diCQ0wPXw8BCNRiNZsmSRvXv3qlJGqVKlks1Cev/+fSlQoIAqM06L/P+rvQ+9evVK2rZtq0oZIgkn5CtXrsihQ4fkwIEDWg81REREyJ07d5T/jx8/Lv7+/jJnzhxV4uvL8+fPv/ihhqpVq0rfvn1FRPtK8siRI+Lq6qpzfHt7e2V225cvX4pGo5GTJ08qz4eFhUnGjBl1Lic9vHr1SubMmSNdu3aVPn36yKJFiyQ6OlrnuBqNJsUG4vqQI0cO5f3fsGGDZM+eXa5cuSIDBw6UcuXKpcs2fA2OHDkiNjY20qVLF7GwsBB/f3/x8fERKysrOXXqlKplMWFRQe3atWXRokVay/755x+xtLSURYsWSevWraVDhw6qlBUUFCRWVlbi4eEh7dq1k/bt24uHh4dYW1ur1mD1xIkTcuzYsWTLjx07pnUCVdPjx48lPj5etXiPHj0ST09P6dmzp4gkXPXly5dPmjRpolrj5I/1rnn48KEYGxurUsbRo0clV65cWr2pkvaqUkP58uWVCQIjIyPFxsZGypYtK/b29jJ8+HBVytCHDye2TOmh5vtka2sr169fFxHthCU8PFyVSUE//DFOWoZIQu3g995r62MNxPXB3NxcSeQ7duwo/v7+IpLQeNjGxiZdtuFrcf78eb3ctv4QG92q4NixY1rD8x86dAitWrXC0qVL0bhxYxQoUAANGjRQpayKFSvi6tWrmDFjBi5fvgwRQePGjdG1a1dlyG1ddevWDf369Us2jsK9e/cwbtw4HD9+XJVyklJjioSk7O3tsXPnTmUI/sTBt5YtW/bJkV2/xIsXLyAJyT5evnwJCwsL5bm4uDhs27ZNazRRXXTp0gUlSpTA1q1b4eTk9Mk5q9LqwoULKFWqFABg9erVKFy4MI4cOYJdu3ahS5cuOg0Hr0/pNVR7IgsLC7x48SLZ8itXrsDBwUGVMj78fPXxeSc2tk6pbAsLC+TJkwdt2rT55CCVnzJ27Fg4OjomG4soICAADx8+1Jo4NC0SJ6/9lLTOt5SUo6MjLl26BCcnJ+zYsQMzZ84EkDAwmrGxsc7xvwUxMTHo1KkTBg8erIzGrU9MWFQQGxuLt2/fAkiYoKtZs2ZYtWqVMnyznZ0dXr16pVp52bNnV6U30MdcunQpxYF/vLy8cOnSpTTH/dy8FonUGqUyZ86c2L17N8qXL49q1aphyZIlqvwA2NnZKb1r8uXLl+x5jUaD4cOH61wOAFy7dg1r167V68zWSedG2rNnjzJwX4ECBRAZGam3cnWlzwkuU9KgQQOMGDFCmYVbo9EgIiICv//+uzI/lq7atGmjfBbv3r1Dly5dlLmd1JoTqWbNmpg1axYKFy6MUqVKQURw6tQphIaGok2bNrh06RJ8fHywfv36NF1ozZkzJ8XpAwoWLIhmzZrpnLAMHz4cGTNm1CnGl2jbti2aNm2qXChUq1YNQMIAeAUKFNB7+V8DU1NTbNiwQa9z2yXFhEUFZcqUQfv27VGjRg3MnDkTgwYN0pprYuXKlfDw8FClrB07dsDa2lqpOZgxYwbmzZsHT09PzJgxQ5VJzPTVLfHDk8zy5ctRr1492NjYpDlmUh+bNfvNmzf4559/lK6igG5XYPv374eIoEqVKli3bp1W7ZCZmRlcXV1Vq+0qXbo0rl+/rteEpWDBgpg9ezbq1KmD3bt3K0Pb379/X+s9+xq8efMmxdGT1RhufuLEiahduzayZs2Kt2/fomLFioiKikLZsmVVuYD45ZdftP5v1apVsnXUGHX40aNH6NOnT7IfmVGjRuH27dvYtWsXhg4dipEjR6YpYYmKikpx0jsHBwdVEuBmzZqpVoP5KcOGDUOhQoVw584dNGnSREkkjY2NVZnD61vRqFEjbNy4Eb1799Z7WZxLSAU3btxAx44dYWxsjAYNGuD3339H9+7dUbRoURw8eBBz587FqlWrvriG4VMKFy6McePGoXbt2jh//jxKlCiBPn36YN++ffDw8NBpEqtEzZo1Q1RUFDZt2qQkGc+ePUPDhg2RNWtW5QpTV0nn+FFDaqokP/xxSIvbt2/DxcVFL9X2iTZs2IBBgwahb9++KFy4cLLJLtX4IQ4KCkKjRo3w4sUL/PLLLwgICAAA/PHHH7h8+fJXMS/Lw4cP0bZtW2zfvj3F59WcwHHfvn3KpKDFihWDj4+ParHTQ8aMGXH69OkU50QqXrw4nj9/jsuXL6NkyZLKWCepkTdvXgwdOjRZwrVkyRIMHToUN2/eTPO2GxsbIzIyMl0Slq95yor0NHr0aEycOBFVq1ZNcbb3Hj16qFeY6q1iSPbu3SulSpUSCwsLyZ07t6q9LaysrJQRHocOHar0eDl9+rQ4OjqqUoY+uyUm9WGjwq/RwYMHpWXLllK2bFllLI7FixfLoUOHVIn/YUPbpNMZqNkAMzY2Nll30Fu3bqVbjwxdtWjRQsqVKycnTpwQKysr2bVrlyxZskTy588vW7Zs+a83z6BkzZo1WScBkYRpKxKn3rh48aLY29unKf6ff/4p9vb2EhAQoAz3v2DBArG3t5cxY8botO3p2UuIU1Z8Wq5cueTRo0fi5ub20UeuXLlULZO3hPSgSpUqemmYCiTcckgcyXHPnj1Klp85c+YUGwSmRY4cORAaGoply5bh3LlzsLS0RNu2bdG8efNkV/iGLC4uDhs3bkRYWBg0Gg08PT1Rv3591RrMrVu3Dn5+fmjZsiXOnDmjtDF4+fIlxowZg23btulcxq1bt3SO8SWMjY2T3U50c3NLl7LVsG/fPmzatAklS5aEkZERXF1dUa1aNdja2mLs2LGoU6dOmuJOnz79i9dV9UpSj7p3744uXbrg9OnTKFmyJDQaDU6cOIH58+fjjz/+AADs3LkTXl5eaYrfr18/PHnyBF27dlVuzVlYWKB///4630qJj4/X6fWpIf83GeSH7t69my5taAxdeHi4MiJ2ulE1/SG9q1u3rtSoUUNGjBghpqamylX9zp07JW/evHotOzQ0VOnapwZ91rBcu3ZN8ubNKxkyZBAvLy8pWrSoZMiQQfLnz690TdVV0aJFlSvVpPuSOELp1yIqKkpatWolTk5OYmxsnKxr8NfAxsZGqXl0dXWVw4cPi0hCF1RdRk/+8IrRyspKNBqNZMqUSTJlyqQMJKb2laS+LV26VMqUKaPsR5kyZWTZsmXK82/evJG3b9/qVMbLly/lxIkTcv78eWVgwpiYGJ1ipoeiRYuKl5eXGBkZSeHChcXLy0t5FClSRGxsbHQesfdbkJ61XYlYw/KVmTFjBrp164a1a9di1qxZyJEjBwBg+/btepn35cWLF1ixYgUWLFiAU6dO6dRmYvPmzVr/x8fHY+/evbhw4YLW8sReKrro0aMHcufOjWPHjimNYh8/foxWrVqhR48e2Lp1q85lXLlyBRUqVEi23NbWFs+ePUtz3M2bN6NWrVowNTVN9p59SI33qk2bNoiIiMDgwYP11nVa3/Lnz48rV67Azc0NRYsWxZw5c+Dm5obZs2en2AD0SyW9ely+fDlmzpyJBQsWIH/+/AASjoGOHTuic+fOOu9DemrZsiVatmz50ectLS11LsPa2holS5YEkNDzcMGCBVi6dCn+/fdfnWPrU8OGDQEAISEhqFGjBqytrZXnzMzM4ObmplqvsK/dpUuXEBUV9cl11Ghnp0jX9Ih0EhMTI4GBgXL//n29lxUUFCR+fn6SIUMGMTIykv79+8u1a9d0iplSewx9DYaWIUOGFAcuCgkJESsrK1XKcHd3l927d4uIdg3LokWLxMPDI81xk165pMd7ZW1tLWfPnlUl1n9l6dKlsnDhQhEROXPmjDg4OIiRkZFYWFjIypUrVSnD3d1dzpw5k2z5qVOnxM3NTZUy0tP79+/lzp07cvv2ba2HWl6+fCnz5s2TMmXKiLGxsXh7e8vkyZNVi69PsbGxsnDhwnQ5136tkranS492diKsYfmqmJiY4H//+x/CwsL0Ej8yMhILFy5EQEAAXr9+jebNm+PAgQMoW7YsWrdurXPX2vS8/2xubp5iD4dXr17BzMxMlTI6d+4Mf39/BAQEQKPR4P79+zh69Ch+++03nQZbS/o+pcd75uzsDPnKOwsmrS3w8vJCeHg4Ll++DBcXF2TJkkWVMiIjIxETE5NseVxcnMHXGiR17do1tGvXDsHBwVrL5f/abOjao+rw4cOYP38+1q1bh1y5cuHSpUs4cOAAvL29dYqbnoyNjdGlSxe9nWu/FcePH1dt0MQvomr6851LnPRJnypVqqS3GVvNzc2lVatWsmPHDq3h601MTOTixYt6KVNf/Pz8pGDBgnLs2DGJj4+X+Ph4OXr0qBQqVEh++eUX1cr5448/xNLSUrmysLCwkEGDBukcd968eenWg2rnzp1SvXp1pQ0Ipaxu3bpSpEgROXnypDKNxMmTJ6Vo0aJSr169/3jrvly5cuWkQoUKsm3bNjl79qyEhIRoPdJq3Lhxkj9/fsmRI4f89ttvSqyv8fwhIlKiRAnZs2fPf70ZBuu/aMPChEVFRkZGUqlSJVmyZInODdY+ZvXq1eLu7i5//fWXBAcHy7lz57QeusiXL5+4ubnJH3/8IWFhYcryr/GE8/TpU6lfv75oNBoxMzMTMzMzMTIykoYNG2pNe6+G169fy8mTJ+X48ePy8uVLVWIm3opzdnaW1q1by8KFC1Wtrk/Kzs5OeX+sra2VhpiJj6/BTz/9JGPHjk22fPz48fLzzz+rUsaDBw+kVq1ayY6pWrVqfTXdv0USjq2k32+1GBsbyx9//CGxsbFay7/G84dIQiJftGhR+eeff+T+/ft6mVDza/ZfJCwcOE5FFy5cQEBAAJYtW4b379/D19cX7du3V+ZpUUNK8+BoNBrVqnOPHDmCBQsWYM2aNciXLx9atWqFfv36ITQ0VLXRetPTtWvXlGpdT09PVUaMffPmDfr27YuNGzciJiYGPj4+mD59umq3HoCE4fKPHTuGAwcOYP/+/Th27BjevXsHV1dXVKlSBZUrV0blypVVGVH3cwPuqTHInr45ODhg3759KFy4sNby8+fPw8fHR9VbNlevXlXm8fLw8EhxegZDVrJkSUyZMkUZLVstY8aMQWBgIN69e4fmzZvDz88PhQoVgqmpKc6dOwdPT09Vy9O3pOfapA3R1TrXfu0qV66MDRs2wM7OLt3KZMKiB7Gxsfjnn38QGBiI7du3I2/evGjfvj38/Px0vt93+/btTz7v6uqqU/xEr169wooVKxAQEIDjx4+jYsWKaNGiBRo2bJi+9yxVkHiIq9X7pW/fvpg5cyZatmwJCwsLrFixApUqVcKaNWtUiZ+SxARm//79CAoKwvHjx/H+/XvExsbqrcyviaWlJUJCQpTeO4kuX74MLy8vZa4vShizZtCgQRgzZkyKoyfb2trqFP/AgQMICAjAunXrkDt3bly8ePGra8MCJOzHp6T3XFbEhEWv3r9/j5kzZ2LAgAGIjo6GqakpfH19MW7cOJ26Wqa3sLAwLFiwAEuWLMGT/9fevcfFnP1/AH/NlGq6XxSJ0kWUonLX0oRdVuu+5F7JfZfcwq61WIVdue4uERUWIfKV3FaUbqR0o9JFqkVufaMrmjm/P3z7/MwW0nymmcl5Ph7zeJjPZ5zznmjmfM7nnPe7tLTBhYey6ODBg9i8eTNyc3MBvK3y6u3tjWnTponVrrm5OXx9fTFx4kQAQGJiIhwdHVFTUyOxKq41NTWIi4vDlStXEBUVhaSkJBgbGzPvrSkam2hQ3C+w5tCrVy+MGDGi3mLntWvXIjw8HMnJyU1qd8mSJVi/fj3U1NQ+Witl69atTeqjudXNHPx7AM/2zEF5eTkOHz6MoKAgJCcno3fv3vj222+bpeaMpKWmpsLOzk7aYXx26IBFApKSkhAYGIiQkBCoqanBzc0Nnp6eePjwIX7++WeUl5cjMTGxye0fOnQI/v7+KCgoQEJCAkxMTLB9+3aYmpo2qVhZY9XW1uLMmTOs1EQC3tbJ6d+/P9q0acMc2759OxYtWiR221u3bsXq1avx/fffw9HREYQQxMXF4c8//4SPjw8WL17c5LaVlJRQUFDA5MAB3l7h5+TkoEOHDmLHDrwdoMTHxyMqKgpXrlxBUlISzMzMMHDgQDg5OcHJyUns20FcLveDs07yNPV95swZjBs3DpMnT8agQYMAAJGRkTh69ChOnDjB5Nb4VO9Oezs7O7/3dRwOB1euXGlSH81NGjMHGRkZ2L9/P44cOYInT56w3n5zePHiBQ4fPox9+/YhLS1NLn4vWpxmXTHTwm3ZsoXY2NiQVq1akVGjRpHw8HCR3TaEvM3AqqCg0OQ+du3aRVq3bk18fHwIj8djdpIEBQURPp8vVvzNTVNTkygoKBAXFxeSkpJC5s+fT5SUlFhpu2PHjg3WSwkODhY7ZwaXyyVPnjwROaaurs7qLjFlZWVibGxMvv/+e3L8+HGJLG6Liopq1ENenD17lvTv35+oqqoSPT094uzszEr88pCdVV68fv1a2iF8ssjISDJlyhTC4/FIly5dyKpVqxrMx0NJHp1hYVGnTp0wY8YMeHh4oG3btg2+5vXr1zh69GiTFzJaW1tjw4YNGD16tEi149u3b4PP5+PZs2fivIVmd//+ffz+++/Yvn07VFVVERER0WD22E+loqKC27dv11tkm5ubC1tbW9TU1DS5bS6Xi6+//lqkimt4eDgGDRokUqlUnCrHffr0YdZk8Pl8ODk5gc/nQ09Pr8ltUk2jr6/PzJLK48JzAEhPT4eNjQ24XC7S09M/+FpWM5PKqX/++QfBwcFMTqoJEybA399fLhcPS1pubi46derULH3RAQuL7t+/D2Nj43o7eQghKC4uhrGxsdh98Hg8ZGdnw8TERGTAkpubi27dusn04sLw8HCoqakxU/bA28Roo0ePRkZGBl68eIGjR49i6NChYvdlY2ODyZMnM8Xc6vj4+ODYsWPIyMhoctseHh6Nel1QUFCT+wCAyspKxMTEMAttU1JSYGlpyQxgnJycYGBgIFYf1Mdt3LgRwcHByMvLQ+/evTFz5ky4urqKpGyXdVwuFyUlJTAwMGBuBTb00S8vtwAlafjw4YiNjcU333yDKVOmYNiwYVBQUJDb3U6SxuVyYWhoyHwm8fn8eovfWSPN6Z2WpjnKkVtZWZHTp08TQkTTwe/YsYM4ODiw0oekdO/enURGRoocc3NzI126dCHFxcXkjz/+IAMHDmSlr9DQUKKgoMAUily/fj0ZOnQoUVRUJKdOnWKlj+b28uVLEhERQRYtWkS0tLTEurXYEujo6JCnT58SQt7mkvl3/hi2c8lcu3aNuLu7E3V1daKurk7c3d2ZIouy7v79+0yyu/v373/w8blTUFAgixcvJjk5OSLH5TWfjKSVlJSQI0eOkDlz5pDOnTsTDodD2rZtS1xdXcnu3btZ7YvOsLDo3auYdxUWFsLa2hqVlZVi9xEUFITVq1djy5Yt8PT0xL59+5Cfn4+NGzdi3759zM4VNuTl5SE/Px8DBw4Ej8d7b7n1xlJVVWXSpQPAsmXLcPnyZfz999/Q19dHTk4OHBwcUFFRwUr8ycnJ2LZtG7KyskAIgbW1NZYuXQp7e3tW2m8uQqEQN2/eRFRUFK5evYq4uDhUVlbCxMSkeUu7y5gDBw5g4sSJUFZWbtZcMpWVlQgJCUFwcDDi4uKYtAXLly9nrQ9KehISEhAYGIjjx4+jS5cumDZtGlxdXdGuXTs6w9IIeXl58PHxweHDhyEUClmdsaMDFhbUbdPbsWMHZs2aBVVVVeacQCDAjRs3oKCggLi4OFb6CwgIgI+PD4qLiwEARkZGWLt2LTw9PVlp//nz53B1dcWVK1fA4XCQm5sLMzMzeHp6QltbG1u2bGlSu0ZGRti+fTvGjx+PNWvW4O+//8a5c+eYxEMJCQkYN24cHj58yMr7kGc3b95kbgXFxsaioqIC7du3B5/PZ5LGdezYUdphfvYiIiIwffp0lJWVyfStlI9V/X6XuBXA37ddnsPhQFlZmbVaXpJWVVWFkJAQBAYGIjExEQKBAFu3bsWMGTOgoaEh7fBkRkVFBWJjYxEVFYXo6GikpqbCysqKuXXN5s5VOmBhQd12x7pCge/+QtaVI1+2bBkrC5PqkoWpqanh2bNnEAqFrK9jmD59Op48eYJ9+/bBysqKWSdz6dIlLF68GHfu3GlSuytWrMD27dthYGCAsrIyTJkyBX/++ScUFBRQWVmJkSNHonXr1jh27Bgr70MoFCIvLw9PnjypV0SQjYW9klR3X7hugMLn81nJ0tuSNDaPDMBuLpmqqiocO3YMQUFBiIuLg7m5OWbMmIGVK1ey1gfbGsqQ3RA21rB8bLt8+/bt4e7ujjVr1jQ6Lmm7e/cuk4uqrKwMX3755ScNAluyVq1aQVdXF9OmTYOzszO++OILaGlpSaQvOmBhkYeHB3bs2CGRRFvPnj2Dm5sbLl26BKFQiD59+uCvv/6CmZkZ6321bdsWFy9eRPfu3UUW9hYUFMDW1rbJt2wIIfjrr7/A5XIxePBgfPnll3jx4gW6du2K1NRUCAQCJCYmsjJzcP36dUyePBmFhYX1FhfKw8LCu3fvSm7hGvBJuXTE2e0kSR/7YnwXG//eMTExCAoKQmhoKAQCAb799lt4enrK/OC3uR08eBCrVq2Cu7s7evfuDUIIbt68iQMHDuCnn37C06dP4efnB29v73qL4mWdQCBAeHg4AgMD6YDlf0aPHo3Y2FgoKCiAz+czD0nsqKMDFjkxa9YshIeHY+HChVBRUYG/vz9MTEzw999/s96XhoYGbt26hU6dOokMWG7evIlhw4bh+fPnrPRTXV2NoKAgZGRkwMjICJ6enqxlALazs4OlpSXWrVsHQ0PDel9skroCkBfv7nQihCAsLAxaWlro2bMngLfrf8rKyjB27FixdztJyrsJ0O7fv4+VK1fC3d0d/fr1A/D2FuOBAwewceNGsdaw1NXIyc/PR8+ePTFjxgxMmjRJLjIAS8PgwYMxZ84cTJgwQeT48ePHsWfPHkRGRuLQoUPw9fVFdna2lKKk2Jaeno7o6GhER0cjJiYGHA4HfD4fISEhrPVBByxiGjt2LIKDg6GpqfnRq1ZxrlSNjY3h7++P4cOHA3hbI8XGxgbV1dX1aoGIy8XFBQ4ODli/fj00NDSQnp4OExMTTJw4EUKhEKGhoaz2JwlqampIS0ujt1EaYcWKFSgtLYW/vz9TWkAgEGD+/PnQ1NTE5s2bpRzhxw0ePBgzZ87EpEmTRI4fOXIEe/fuRVRUVJPb1tfXx9SpU+Hp6QkbGxsxI5WOnTt3Nvq1CxcuFKsvVVVVpKWl1bsFnpubi+7du6OqqgoFBQXo2rUrqqqqxOqLki0pKSm4evUqrl69igsXLoDD4eD169esta/IWkufKS0tLebqXZJX7Q8fPhTZ3dKlSxcoKSnh4cOHrBU8rLN582bw+XwkJSXh9evXWL58Oe7cuYPS0lLWFg5LWp8+fZCXl0cHLI0QGBjITOnWUVBQwJIlS9C/f3+5GLAkJCTA39+/3vGePXti5syZYrX98OFD1i8Kmtu2bdtEnj99+hRVVVXMgveysjKoqqrCwMBA7AFL+/btsX//fmzatEnk+P79+5nSFc+fP4eOjo5Y/VCyYdu2bYiKikJMTAzKy8thZ2cHJycnzJkzh/XbpXTAIqa66XJCCNauXQt9fX2RXUJsIYRAUVH0n0tRUbHeYlI2WFtbIz09Hbt372YWxI4dOxbfffed3BRtXLBgAZYuXYqSkpIGK9LSbJ7/r7a2FllZWfXWzGRlZUnk/5ckdOjQAf7+/vV2sO3Zs0fs+k7yPlgBILL9/ciRI9i1axf279/P/JvfvXsXs2bNwpw5c8Tuy8/PD+PHj8f58+fRq1cvcDgc3Lx5E9nZ2czs7M2bN+Hq6ip2X5T0HT58GHw+H7NmzcLAgQMlequU3hJiiVAohIqKCu7cuSORNMVcLhc2NjYig5b09HRmpqXOrVu3WO9bHjW0+6Auu6c8LLptjPz8fJibm4vdzpIlSxAcHIwff/wRffv2BfB20fKmTZswffp0uahCfO7cOYwbNw7m5uYi7yE/Px8nT55kbqVSb6uNh4aG1stHlJycjG+//ZaV3D7379+Hv78/cnJyQAhBly5dMGfOHLoVnxILnWFhCZfLRadOnfD8+XOJDFjWrFlT75gkKzOXlZUhMTGxwS3B06dPb3K7hBAUFRXBwMAAPB5P3DDfq6UlVNPU1MSAAQMwY8YMjBs3DrGxsRg7diwrlW/9/PzQtm1bbNu2DY8ePQIAGBoaYvny5Vi6dKnY7TeH4cOHIycnB7t370Z2djYIIRg1ahTmzp3LWgXtluLRo0d48+ZNveMCgQCPHz9mpY+OHTvWuyVEtVxlZWXYv38/srKywOFwYGVlBU9PT9aXSdAZFhZFRERg06ZN2L17t9wuzgPe1vyZMmUKKisroaGhIbLDhsPhoLS0tMltS3omqqUKDQ3FnTt3EBQUBF1dXWRnZ2Pq1KnYu3cvq/3U5TahO2BarhEjRqCoqAj79+9Hjx49wOFwkJSUhFmzZqFDhw6sbNeV1AUPJXuSkpIwdOhQ8Hg8Zht7UlISqqurcenSJTg4OLDXGauJ/j9z2traRElJiXC5XKKioiKReibNoVOnTsTLy4tUVlZKpH1ra2uSkJAgkbZzc3NJUlKSyLHLly8TPp9PevXqRXx9fSXSL9uePXvG1Ml51759+wiXyyUaGhrkwYMHUohMdl27do1MmTKF9OvXj/zzzz+EEEIOHjxIYmJiWO1n69at5ObNm8xzoVBIvLy8WO1Dkp48eUK+/vprwuFwiJKSEvOZ9fXXXzdYC+1TnTlzhmhoaBAul0u0tLSItrY285Cnz0Gqcb744gvi7u5O3rx5wxx78+YNcXNzIwMGDGC1LzrDwqLmrGciSWpqasjIyJBIUjpAsjNRY8aMgY2NDdavXw8AzPbJAQMGoEuXLggMDMT69euxaNEiVvtlm4uLC1xdXUWuRs+ePcuUuY+MjISSkhICAgLE7uvx48dYtmwZIiMj8eTJk3qJ9uRhvc/Jkycxbdo0TJkyBYcOHUJmZibMzMywa9cunD17FufOnWOtL1tbW2b9kI+PD/bv349r166hrKyMtT6aQ05ODnP7zMrKCpaWlqy0a2lpieHDh2PDhg0S2YBAyRYej4eUlBR06dJF5HhmZiZ69uzJ7tZ1Voc/VIswZswYcuzYMYm1L8mZqPbt25P4+Hjm+fr160n37t2Z5/v27RN5Lqt0dXVFqsVeu3aNaGlpkZMnTxJCCLlx4wZp27YtK30NGzaMWFtbk127dpGwsDBy+vRpkYc8sLOzIwcOHCCEiFYxT0lJIW3atGG9v+rqarJp0ybC4XCIhoYGyc7OZr0PeaWqqsr8/KmWz8DAgFy8eLHe8QsXLhADAwNW+6KLbllUVFT0wfN1VYplnYuLC7y9vZGZmdnglmBxi6Nt375drL//Ic+ePUP79u2Z51evXsWIESOY53w+Xy4WktbW1qK6uhrA22RMEydOxLFjxzB06FAAgLa2NmtVrWNjYxETEwM7OztW2pOGu3fvNpjzQVNTU+yZj3379kFfX19kkTshBKdPn4a9vT0ePXqE5ORkiZZSYJNAIEBwcDAzo/bvNSZXrlwRq/2hQ4ciKSlJYjO0lGxxdXWFp6cn/Pz80L9/f3A4HMTGxsLb27teIkdx0QELizp27PjB2iaSnlovLS2Frq6u2O3MmjULAPDLL7/UO8fGlmBJ3hrT1dXFo0eP0KFDBwiFQiQlJWHx4sXM+devX9e75SGL+vbtC09PTwwdOhS7du3CTz/9xAxWACAkJIS1Wh0dOnSQi5/JhxgaGiIvL6/ettnY2Fixvzi3bNmCffv2Mc/fvHmDMWPGQFFRERcvXsSZM2ewbds2TJ48Wax+mouXlxeCg4Ph4uICGxubRtdjaixJX/BQssXPzw8cDgfTp09HbW0tgLe5i+bNm8f+TjFW52s+c6mpqSKPmzdvkr1795IuXbowU/lssbW1JfPnz2cWmN69e5d06tSJ1T4kKS8vj6xatYpMnDiRWeh3/vx5cvv2bbHanTRpEvnmm29IUVER2bJlC1FXVycVFRXM+dDQUNKtWzex+mgOeXl5xNnZmQwZMoT8/vvvRE1NjaxcuZKEhISQ+fPnE0VFRdb+T128eJF89dVXpKCggJX2pOHXX38l1tbW5Pr160RDQ4PExMSQv/76i+jr65Pff/9drLZ5PB4pLCwkhLxdYDtx4kTy5ZdfMovS8/LyCI/HE/s9NBc9PT0SEREhsfY5HM57H1wuV2L9UtJVWVlJ0tPTSVpamsQ2bNABSzM4e/YscXJyYrVNPz8/4u7uTjQ0NMjo0aOJnp4eGTZsGKt9SEpUVBTh8XhkyJAhRElJibnf/euvv5Jx48aJ1fa9e/eIubk54XK5RFFRkezatUvk/KhRo8iiRYvE6kMaIiMjSe/evYmKigoxNzcne/bsYa3td9cUqaury+3uth9//JHweDzmy1FFRYX89NNPYrfbsWNH8ueff5Lq6mri4eFBxowZQ169esWcv3z5MjE2Nha7n+ZiaGhI7t69K+0wKOqT0V1CzSA3Nxd2dnaorKxscht195n/ncH12LFjmDRpEtTV1XH//n1WbgkBbyvh+vn5iSQC8vb2xoABA8Ruu1+/fhg/fjyWLFlSrxr06NGj8eDBA7Haf/PmDTIzM6Gvr4927dqJnEtLS0P79u2hp6cnVh8tSUvZ3QYAVVVVyMzMhFAohLW1NdTV1cVuc8uWLfD29oaioiLatWsHOzs7HDhwAFpaWnj48CFcXFzQs2dPVnZsNYctW7bg3r17+OOPP1i/HUR9Hj5W6Pdd4hT9/Tc6YGFRXdKtOoQQPHr0CGvXrkV2djZSU1Ob3PaECRPg7OyMefPmMccSExMxZMgQeHt7IyEhAVZWVvVqqTTFX3/9BQ8PD4wdOxaOjo4ghCA+Ph5hYWEIDg4W+169uro6MjIyYGpqKjJguX//Prp06YKamhqx3wNFsSkmJgZcLhf29vYYOXIkEhISYGxsjIKCAhgbGyM+Ph6tW7eWdpiNMmbMGFy9ehW6urro2rVrvTUmTfmC2blzJ2bPng0VFZWPVoYWt7giJX0eHh7MnwkhCAsLg5aWFnr27AngbZmHsrIyjB07lqm3xwY6YGERl8utd8VCCEGHDh0QEhKCfv36NbntNm3aICoqillomZWVhYEDB+Knn36Cl5cXYmJiMHXqVBQWFor1HgDAysoKs2fPFlmsCgBbt25FQEAAsrKyxGq/ffv2OH78OPr37y8yYAkLC8OyZcuQn58vVvvUx718+ZLJZvvvgfa/yXLW2xkzZjTqdYGBgaz1SQjB+fPnkZGRASMjI4wbN06iZSbY9u6XTUOa8gVjamqKpKQk6OnpwdTU9L2v43A4uHfv3ie3T8muFStWoLS0FP7+/kzFd4FAgPnz50NTU5PVau90wMKiqKgokQELl8uFvr4+LCws6lVa/lTq6uq4desWLC0tUVhYCCcnJ/z888/MB3ZeXh66d+8u1m2nOsrKyrhz5w4sLCxEjufl5cHGxkbsGZDly5cjISEBJ06cgKWlJW7duoXHjx9j+vTpmD59eoN1kyh2KSgo4NGjRzAwMGhwoA1ALgpFcrlcmJiYwN7e/oM7ncLCwpoxKor6fOjr6yM2Nrbetv67d++if//+eP78OWt90W3NLOLz+RJr287ODosWLcLYsWPh4+OD+fPni1xdXrhwod4Ao6k6dOiAyMjIeu1FRkayUkjO19cX7u7uMDIyAiEE1tbWEAgEmDx5Mn766Sex26c+7sqVK8x6pytXrsjtWoa5c+ciJCQE9+7dw4wZMzB16lTW1nFRFPVxtbW1yMrKqjdgycrKqpfjR1x0hoVFGzduRJs2bepNUwcGBuLp06dYsWJFk9tOSkqCq6srFBQUMHLkSBw4cAA+Pj6ws7PDtWvXsG7dOmzduhWzZ88W921g9+7dWLRoEWbMmCGSCCg4OBg7duzAnDlzxO4DAPLz85GSkgKhUAh7e3taDLGZ5eXlsTbIlaZXr17h1KlTCAwMRHx8PFxcXODp6YmvvvpKbgdikhYaGorjx4+jqKgIr1+/Fjl369atT25vyZIljX7t1q1bP7l9SnYtWbIEwcHB+PHHH9G3b18AwPXr17Fp0yZMnz6d1X9vOmBhUceOHXHkyBH0799f5PiNGzcwceJEFBQUsNbXgQMH8MMPP6CkpAQ8Hg9eXl7YsGEDa+2HhYVhy5YtzHqVul1C72b7bKrc3FypDk6KiopgZGTE3G+VZe9bwMjhcKCiogILCwsMHDiwSe+Fy+XCyMgIzs7OzOPfidfkTWFhIYKDg3Hw4EFmtxgbO4Vakp07d2LVqlVwc3NDQEAAPDw8kJ+fj5s3b+K7776Dr6/vJ7fp7Ows8jw5ORkCgYC56s7JyYGCggJ69OghdiZdSrYIhUL4+flhx44dePToEYC3iRy9vLywdOlSdj9nm3cXdcumrKxM7t27V+94fn4+UVZWZr0/oVBISkpKRHJCyAMOh0PatWtHJk2aRPz9/Zu9DguHwyGWlpasJ/OThI4dOxI1NTXC4XCIrq4u0dHRIRwOh6ipqZE2bdoQDodDzM3NSVFR0Se3fe3aNbJ+/XoyePBgoqqqSrhcLunYsSOZMWMGOXToEFPxWJ4UFhaSdevWEVNTU2JkZETKy8ulHZLM6dy5Mzly5AghRLTu0urVq8l3330ndvtbtmwhI0aMIKWlpcyx0tJSMmrUKOLn5yd2+5TsevHiBXnx4oXE2qcDFhZZWFiQQ4cO1Tt+8OBBYmpqKoWIxPPq1StSXFxMCgsLRR7iKikpIUeOHCFz5swhnTt3JhwOh7Rt25a4urqS3bt3sxD5h0VFRZGgoCAyadIkifclriNHjhA+n0/y8vKYY7m5uWTQoEEkJCSEFBcXE0dHR7ET7r1+/ZpER0eTdevWEWdnZ8Lj8QiXyyWWlpbivgWJq6mpIUeOHCFDhgwhKioq5NtvvyURERFEIBCw0n5paSnZuXNngx/EZWVl7z0nq3g8Hrl//z4hhBB9fX2SmppKCCEkJyeH6Orqit1+u3btGsxYnZGRQQwNDcVun/p80QELizZt2kT09PRIYGAguX//Prl//z7Zv38/0dPTIxs2bJB2eI2Wk5NDvvjiC8LlckUekkqtnZubS9zc3IiioiJN3f0vZmZmJCUlpd7xW7duMYPguLg41io3V1VVkUuXLpGlS5cSTU1Nmf/3mDdvHtHR0SHdu3cn27dvJ8+ePWO9j19++YV8++237z0/fvx44uPjw3q/kmJqakqSk5MJIYT07NmT+Pv7E0LelmhgI7Oxuro6iYyMrHc8MjKSqKuri90+JVtKSkrI1KlTiaGhIVFQUKj3vcEmukuIRcuXL0dpaSnmz5/PLGRTUVHBihUr8MMPP0g5usZzd3eHoqIizp49C0NDQ9YXLlZUVCA2NhZRUVGIjo5GamoqrKyssGDBAjg5ObHal7x79OgRU1DsXbW1tSgpKQEAtGvXDuXl5U1qv6amBvHx8bh69SqioqJw8+ZNmJqawsnJCbt375b5fw9/f38YGxvD1NQU0dHRiI6ObvB14mTbPHny5AcTMs6ZMwfLli3DqlWrmtxHcxo0aBDCw8Ph4OAAT09PLF68GKGhoUhKSvqkDKbvM2bMGHh4eGDLli0iizC9vb1ZaZ+SLe7u7igqKsLq1asl8n3xLrroVgIqKiqQlZUFHo+HTp06QVlZWdohfRI1NTUkJyejS5cuEmm/VatW0NXVxbRp0+Ds7IwvvvgCWlpaYrdrb2/f6F+WpuyEkAYXFxeUlJRg3759sLe3BwCkpKRg1qxZaNu2Lc6ePYvw8HD8+OOPyMjI+KS2nZyccPPmTZibm2PgwIFwcnKCk5MT2rRpI4m3IhHu7u6N+jcXJ9umhoYG7ty5A2Nj4wbPFxUVwcbG5qMJ+GSFUCiEUChkckMdP34csbGxsLCwwNy5c6GkpCRW+1VVVVi2bBkCAwPx5s0bAICioiI8PT2xefNmqKmpif0eKNmhoaGBmJgY2NnZSbwvOsMiASUlJSgtLcXAgQOhrKzMJOCSF9bW1nj27JnE2ndxcUFsbCwOHTqE4uJiFBUVgc/nM1l8m2r06NHMn2tqarBr1y5YW1szGYavX7+OO3fuYP78+WL105z279+PadOmoUePHkwK9draWgwePBj79+8H8DapYFNKMsTHx8PQ0BDOzs7g8/kYOHCg3KSXrxMcHCzxPhQUFPDw4cP3DlgePnxYr8aXLONyuSLxTpgwARMmTGCtfVVVVezatQubN29Gfn4+CCGwsLCgA5UWqkOHDh9M2sgmOsPCoufPn2PChAm4evUqOBwOcnNzYWZmBk9PT2hra7NS5wd4u0UwKioKT548qZeY5+eff25Sm+9eHSYlJeGnn37Chg0bYGtrW6/WCFup2tPT05lp/JiYGHA4HPD5fISEhIjd9syZM2FoaIj169eLHF+zZg2Ki4tZTdXeHLKzs5GTkwNCCLp06VIvSVNTVFZWIiYmBlFRUbh69SpSU1NhaWkJJycn8Pl8ODk5QV9fn4Xo5ZuzszP69OmDTZs2NXh+xYoVSExMxNWrV5s5sk+Tnp7eqNd169ZNwpFQLcmlS5ewZcsW7NmzR+JpEeiAhUXTp0/HkydPsG/fPlhZWTE1ci5duoTFixfjzp07YvcREBCAefPmoXXr1mjbtq3IzA2Hw2nyrY5/p2dvaFaISCBVe0pKCq5evYqrV6/iwoUL4HA49RJZNYWWlhaSkpLq5XvJzc1Fz5498eLFC7H7aGnKy8sRGxvLrGdJS0tDp06dcPv2bWmHJlUnT57ExIkTsW3bNsybN0+kXsquXbuwdOlSHDlyBN9++62UI/2wut/xuo/8ut/vd78Cmvr7La3qvZT06ejooKqqCrW1tVBVVa13gVtaWspaX/SWEIsuXbqEixcvon379iLHO3XqxEpRQgDw8fGBr6+vWFlzG9KcV4fbtm1DVFQUYmJiUF5eDjs7Ozg5OWHOnDkYOHAgK33weDzExsbWG7DExsZCRUWFlT6ag0AgQHBwMCIjIxucUWMzCZeamhp0dXWhq6sLHR0dKCoqil3osiUYN24cli9fjoULF2LVqlUwMzMDh8NBfn4+Kioq4O3tLfODFQAiiSsJIbCxscG5c+dgYmIidtvvrkEjH6neS7Us27dvb7a+6ICFRZWVlVBVVa13/NmzZ6wtvP3vf/+L8ePHs9LWu5pzN8jhw4fB5/Mxa9YsDBw4UCLVgBctWoR58+YhOTlZZKdCYGBgk2+bSYOXlxeCg4Ph4uICGxsbVtdCCYVCJCUlMbeE4uLiUFlZyWS//fPPP+tlMP1c+fr6YtSoUTh8+DDy8vJACMHAgQMxefJk9O7dW9rhNcq/ByYcDgft27dnZcDy7qLmFStWYMKECe+t3ku1LG5ubs3WF70lxCIXFxc4ODhg/fr10NDQQHp6OkxMTDBx4kQIhUKEhoaK3Yenpyd69eqFuXPnshCxqKqqKnh7e+P06dN48+YNhgwZgp07d8rdQsw6x48fx44dO0TKC3h5ebG6wFDSWrdujYMHD2L48OGst62pqYnKykoYGhqCz+eDz+fD2dkZ5ubmrPdFyR4NDQ3mtjWbmrN6LyUdL1++ZAafH9sdx+Yglc6wsGjz5s3g8/lISkrC69evsXz5cty5cwelpaWIi4trcrvv1pOxsLDA6tWrcf369QYXxC5cuLDJ/axZswbBwcGYMmUKVFRUcPToUcybNw8nTpxocpvvU1ZWhv379yMrKwscDgdWVlbw9PRkZXtzbW0tfH19MWPGDLkanDRESUlJYgUKN2/eDGdnZ1haWkqkfUk7c+ZMo187cuTIJvfT0gbyktac1Xsp6dDR0cGjR49gYGAAbW3tBmd+JbHmkc6wsKykpAS7d+9GcnIyhEIhHBwc8N1338HQ0LDJbZqamjbqdRwOB/fu3WtyP+bm5vD19cXEiRMBAImJiXB0dERNTQ2rBaySkpIwdOhQ8Hg89O7dG4QQJCUlobq6GpcuXYKDg4PYfairq+P27dtyX8xvy5YtuHfvHv744w+52hrfHBq7lVjcD01vb2/s2rVLZCDP5/MlMpBvTnWzwI39fGms5qzeS0lHdHQ0HB0doaioiKioqA9+NrG53IAOWCiGkpISCgoKYGRkxBzj8XjIyclBhw4dWOtnwIABsLCwQEBAAJO8qra2FjNnzsS9e/dw7do1sfsYPXo0Ro8eDXd3d7HbkqYxY8bg6tWr0NXVRdeuXevNqNEdF5LXXAN5Sft3YsX09HR06dKlXqI4cZMqNmv1Xkpq8vLyJDb7+z50wMKC0tJSVFVViewOunPnDvz8/FBZWYnRo0dj8uTJrPT1yy+/YNmyZfUW91ZXV2Pz5s1iLShVUFBASUmJSO4NSVyF8Xg8pKSk1Mukm5mZiZ49e6KqqkrsPvbs2YO1a9diypQp6NGjR72kVeLcImhOHh4eHzwvTgZXqnGaayAvaevWrWvU69asWcNan3XrG+hi25aHy+UyC/TrHjQPixyYNGkSDA0NmanOJ0+eoEuXLmjXrh3Mzc1x/vx5JmOpuBQUFJh7h+96/vw5DAwMxJr65nK5+Prrr0V2NIWHh2PQoEEiX/jiXtW3adMGhw4dwldffSVy/OLFi5g+fToeP34sVvvAh28XsH1flZINlZWViI6ORlFRUb1cPuKs7WqugXxLUltbi6ioKOTn52Py5MnQ0NDAw4cPoampCXV1dWmHR7EgJiYG0dHRiIqKQkJCAmpqamBsbIxBgwYxA5h3B/lsoAMWFpiamiIoKAh8Ph8A4OfnB39/f2RnZ0NRURF+fn4IDQ3F9evXxe6Ly+Xi8ePH9TKQXrlyBa6urnj69GmT2/7Y1Xwdca/qFy5ciLCwMPj5+aF///7gcDiIjY2Ft7c3xo0b16z7+qmWISUlBcOHD0dVVRUqKyuhq6uLZ8+eQVVVFQYGBmKt7WqugXxLUVhYiGHDhqGoqAivXr1CTk4OzMzMsGjRItTU1MDf31/aIVIse/PmDRISEhAVFYWoqChcv34dr169goWFBe7evctaP3TAwgIej4fs7Gwmn8Hw4cPRtWtXbN68GcDbVPr9+vUTazufjo4OOBwOXrx4AU1NTZF70QKBABUVFZg7dy7+/PNP8d5MM3j9+jW8vb3h7+/PVCJu1aoV5s2bh02bNsldsUi2OTg4IDIyEjo6Oh8t6CgvRRwljc/nw9LSErt374a2tjbS0tLQqlUrTJ06FV5eXmIlLGuugXxLMXr0aGhoaGD//v3Q09Njtk5HR0dj5syZyM3NlXaIlIRUV1cjNjYWFy9eREBAACoqKlidzabbmlmgqamJsrIyZsCSmJgIT09P5jyHw8GrV6/E6mP79u0ghGDGjBlYt26dyPZfJSUldOzYkSnyJ+uUlJSwY8cObNy4UaQ4WkNJ98QhqVsEkjZq1Chm0DZq1Ci6O6gRUlNTsWfPHigoKEBBQQGvXr2CmZkZfvvtN7i5uYk1YKEDkU8TGxuLuLi4eot5TUxM8ODBAylFRUlCTU0N4uPjmXIeN2/ehKmpKZycnLB7927WE5LSAQsLevfujZ07dyIgIACnTp1CeXk5Bg0axJxnY3FeXTZBU1NT9O/fv95uEXnQnPksPnaLQJYHLO8uely7dq30ApEjrVq1YgZ2bdq0QVFREaysrKClpYWioiIpR/d5EQqFDV5V//PPP9DQ0JBCRJQkODk54ebNmzA3N8fAgQOxYMECODk5oU2bNhLrU35qosuw9evX4z//+Q94PB5cXV2xfPly6OjoMOdDQkLEGmm+fPmSedjb26O6ulrk2LsPWVaXmM7FxQUTJ07E33//jXnz5kmkr8WLF2PEiBEoLS0Fj8fD9evXUVhYiB49esDPz08ifUrCqlWr8Pfff7Oyc6ols7e3R1JSEoC31ZV//vlnHD58GIsWLYKtra2Uo/u8fPnllyLr0DgcDioqKrBmzRqJZGympCM+Ph6tW7eGs7MzBg8ejEGDBkl0sALQNSysefr0KeLj49G2bVv06dNH5FxERASsra2bvKPg35WUGyKJrIJsa858Ftra2rhx4wY6d+4MbW1tJCQkwMrKCjdu3ICbmxuys7NZ7U9Shg0bhvj4eLx69QoODg7g8/lwcnLCF198QXdbvCMpKQnl5eVwdnbG06dP4ebmhtjYWFhYWCAoKAjdu3eXdohS9W627I8Rd/bx4cOHcHZ2hoKCAlMdPTc3F61bt8a1a9fq7XCk5FNlZSViYmKYWmSpqamwtLSEk5MT8zn1780h4qIDFjkQHR3d6Nc2ZxHDT9Wc+Sz09fURFxcHS0tLdO7cGTt37sTQoUORnZ0NBwcHuZqxEAgESExMFNlCWF1dDQcHB1Z2nlEtX3Nly65TXV2NkJAQkYzfU6ZMAY/HE7ttSjaVl5cjNjaWWc+SlpaGTp064fbt26z1QdewyAFpDEIOHToEf39/FBQUICEhASYmJti+fTtMTU0xatSoJrUpEAjqLcRTVFRkdgqxqe4WgaWlJXOL4NmzZzh06JDc3SJQUFBAv379oKurCx0dHWhoaOD06dPIz8+XdmiUnCgoKGjW/ng8Hjw8PBq9w4qSf2pqatDV1WU+pxQVFZnCs2yhMyxyqqqqqsHdL926dRO77d27d+Pnn3/GokWL4Ovri9u3b8PMzAzBwcE4cOAArl692qR2mzOfRUu5RbB7925ER0cjOjoaAoEAAwYMYKZc2fi3bikeP36MZcuWITIyEk+ePMG/P9Zk+VZpS/P8+XPo6ekBAIqLixEQEIDq6mqMGDECAwcOlHJ0FFuEQiGSkpKYW0JxcXGorKysl/22bvcsG+iARc48ffoUHh4eOH/+fIPn2fhgtra2xoYNG5h8CnV5FG7fvg0+n49nz541qV2az+LTcblc6OvrY+nSpZg7dy5Ncf4eX3/9NYqKivD999/D0NCw3pqvps4KtlT//PMPzpw50+BFT1OLE2ZkZGDEiBEoLi5Gp06dEBISgmHDhqGyshJcLheVlZUIDQ3F6NGjWXgHlLRpamqisrIShoaG4PP54PP5cHZ2hrm5ueQ6JZRcmTx5Munfvz9JTEwkampq5NKlS+TQoUOkc+fO5OzZs6z0oaKiQu7fv08IIURdXZ3k5+cTQgjJyckhKioqrPRBNU5YWBhZvHgxsbe3J8rKyqR3795k+fLl5Ny5c6S8vFza4ckMdXV1kpKSIu0w5MLly5eJqqoq6dq1K1FUVCR2dnZEW1ubaGlpEWdn5ya3O2zYMPLNN9+QmJgYMmfOHGJkZEQ8PDyIQCAgAoGAzJ8/n/Tp04fFd0JJk7+/P7l7926z9kkHLCzLy8sjq1atIhMnTiSPHz8mhBBy/vx5cvv2bVbab9u2Lblx4wYhhBANDQ3mP8x//vMf4ujoyEofVlZW5PTp04QQ0QHLjh07iIODAyt9SIK9vT0pLS0lhBBiZ2dH7O3t3/uQR2VlZSQ8PJy4ubmRVq1aESUlJWmHJDOsrKzIrVu3pB2GXOjVqxdZvXo1IeT/f7/Ly8vJyJEjya5du5rcrp6eHklLSyOEEFJeXk44HA65efMmcz4rK4toaWmJFTv1eaOLblkUHR2Nr7/+Go6Ojrh27Rp8fX1hYGCA9PR07Nu3D6GhoWL3UVlZyWwL1NXVxdOnT2FpaQlbW1vW0rR7e3vju+++Q01NDQghSExMxNGjR7Fx40bs27ePlT4k4d0MsS1p2rm0tJTZIRQVFYXbt29DT09PpneENbft27dj5cqV2LNnj8Qrxsq7rKwsHD16FMDbRe/V1dVQV1fHL7/8glGjRjU5N1JpaSnatm0LAFBXV2cWYdbR0dFBeXm5+G+A+mzRAQuLVq5cCR8fHyxZskQko6OzszN27NjBSh+dO3fG3bt30bFjR9jZ2TEf0P7+/jA0NGSlDw8PD9TW1mL58uWoqqrC5MmTYWRkhB07djA5VGTRuxli3/2zPOvWrRsyMzOhq6uLgQMHYtasWeDz+bCxsZF2aDLF1dUVVVVVMDc3h6qqar1M0KWlpVKKTPaoqakxpULatWuH/Px8dO3aFQCavD6tzr/XDtGyEhSb6ICFRRkZGThy5Ei94/r6+mIVPnzXokWL8OjRIwBvv5SHDh2Kw4cPQ0lJCcHBwaz0AQCzZs3CrFmz8OzZMwiFQprsSUpmz55NByiNQCt8N17fvn0RFxcHa2truLi4YOnSpcjIyMCpU6fQt29fsdp2d3dnZjlramowd+5cZgeguPXUKIruEmJR+/btcfz4cfTv319kd01YWBiWLVsmkbwZVVVVyM7OhrGxsURq8siTuorWjSFvV9yvX79GQUEBzM3NoahIrzOoprt37x4qKirQrVs3VFVVYdmyZcyW/23btjV5GyrdBUhJGh2wsGj58uVISEjAiRMnYGlpiVu3buHx48eYPn06pk+fzuptCra/wOzt7Rv9Zc/WWhm2HThwoNGvrSsmKeuqq6vx/fffM+8tJycHZmZmWLhwIdq1a4eVK1dKOULZIRAIcPr0aWRlZYHD4cDa2hojR45kvewDRVHSQS/VWOTr6wt3d3cYGRmBEAJra2sIBAJMnjwZP/30Eyt9VFVVYcGCBax/gbWERaryMgj5FCtXrkRaWhqioqIwbNgw5viQIUOwZs0aOmD5n7y8PAwfPhwPHjxA586dQQhhSj5ERERINjcERVHNgs6wSEB+fj5SUlIgFAphb2+PTp06sda2l5cX4uLisH37dgwbNgzp6ekwMzPDmTNnsGbNGqSkpLDWl7z5lGrV8pKAzcTEBMeOHUPfvn1FbjPm5eXBwcFB5it0N5fhw4eDEILDhw8zO1OeP3+OqVOngsvlIiIiQsoRSpeuri5ycnLQunXrj946lbfbpdTng86wSIC5ubnEruhOnz7NfIG9+6FjbW392deW0dbWbhFVrd/19OnTBhc8V1ZW0h0Y74iOjsb169dFttHq6elh06ZNcHR0lGJksmHbtm3MzkW6QJmSV3TAwiJCCEJDQ3H16lU8efIEQqFQ5DwbNXIk9QXWEq7AmlrjSJb16tULERERWLBgAYD/3yYaEBCAfv36STM0maKsrNxgjo+Kiop6BTc/R3W3S+sKjQ4dOpTJmUJR8oIOWFjk5eWFvXv3wtnZGW3atJHIFbCkvsBawhVYS0yktnHjRgwbNgyZmZmora3Fjh07cOfOHSQkJCA6Olra4cmMb775BrNnz8b+/fvRu3dvAMCNGzcwd+5cjBw5UsrRyQ5FRUXMmzeP9Sq6FNUc6BoWFunq6uKvv/7C8OHDJdZHfHw8hg0bhilTpiA4OBhz5swR+QLr0aOHxPqWdenp6bCxsQGXy0V6evoHXytPlY5v376NzZs3Izk5GUKhEA4ODlixYgVsbW2lHZrMKCsrg5ubG8LDw5mkcbW1tRg5ciSCg4OhpaUl5Qhlh7OzM7y8vFrEQnvq80IHLCwyNTXF+fPn0aVLF4n2k5GRAT8/P4l+gQkEAoSFhTFbRK2srDBq1CiZzgHC5XJRUlICAwMDcLlccDgcNPTfW17WsLx58wazZ8/G6tWrYWZmJu1w5EJubi6ys7OZXXoWFhbSDknmnDhxAitXrsTixYvRo0cPJrFbHXkazFOfFzpgYdGBAwdw4cIFBAYGgsfjSTucJrt9+zZGjRqFkpISdO7cGcDb7dP6+vo4c+aMzF7ZFxYWwtjYGBwOB4WFhR98bVOTYzU3bW1t3Lp1iw5YKNZwudx6x+oG9/IymKc+T3TAwqKqqiqMHTsWcXFx6NixY716JuIkXGvs9lU2tuv27dsXBgYGOHDgAHR0dAAA//3vf+Hu7o4nT54gISFB7D6oxvHw8ICtrS2WLFki7VBkzpIlS7B+/Xqoqal99OezdevWZopK9rWUwTz1+ZHd+X055O7ujuTkZEydOpX1Rbcf27LL5tVRWloakpKSmMEK8Dbtva+vL3r16iV2+83h+fPn0NPTAwAUFxcjICAA1dXVGDlyJAYMGCDl6BrPwsIC69evR3x8fIPT9wsXLpRSZNKXkpKCN2/eMH9+H7r9WxQdkFDyis6wsEhNTQ0XL17EF198wXrb7+4IIYRg+PDh2LdvH4yMjERex8ZOGTs7O2zduhWDBg0SOX7lyhV4eXkhIyND7D4kJSMjAyNGjEBxcTE6deqEkJAQDBs2DJWVleByuaisrERoaKjcLDg0NTV97zkOh4N79+41YzRUS3Ho0CH4+/ujoKAACQkJMDExwfbt22FqaopRo0ZJOzyKahihWNO5c2eSlpbWLH2pq6uT/Px81tp78eIF84iIiCBdu3YlJ06cIMXFxaS4uJicOHGC2NrakoiICNb6lIRhw4aRb775hsTExJA5c+YQIyMj4uHhQQQCAREIBGT+/PmkT58+0g6TkrAXL16QsLAwkpWVJe1QZM6uXbtI69atiY+PD+HxeMznSFBQEOHz+VKOjqLejw5YWHT27FkydOhQUlBQIPG+2B6wcDgcwuVymQeHwxE59u5zWaanp8cMGsvLywmHwyE3b95kzmdlZREtLS0pRUdJyvjx48nvv/9OCCGkqqqKdOrUibRq1YooKiqS0NBQKUcnW6ysrEhYWBghRPRzJCMjg+jp6UkxMor6MLqGhUVTp05FVVUVzM3NoaqqWm/RraxmiAVaTpbY0tJSJoOnuro61NTURNK16+joNJgRVRbl5uYiPT0dDg4OMDU1RUREBH799VdUV1dj9OjR+PHHH+n6jP+5du0aVq1aBQAICwsDIQRlZWU4cOAAfHx8MG7cOClHKDsKCgpgb29f77iysjIqKyulEBFFNQ4dsLCouTPEsvll1ZKyxP775yKPX+phYWGYMGECk09m7969mD17NpydnaGpqYm1a9dCUVERK1askHaoMuHFixfMwPTChQsYN24cVFVV4eLiAm9vbylHJ1tMTU2Rmppab/Ht+fPnYW1tLaWoKOrj6ICFRXX1OiRh7NixIs9ramowd+7certG2KhXBLzNHLp//34mcZy1tTVmzJghFxlD3d3doaysDKD+z+nVq1fSDK3RfH19sXz5cvj4+CA4OBhz587Fpk2bsGjRIgDA3r17sW3bNjpg+Z8OHTogISEBurq6uHDhAkJCQgC83Y6voqIi5ehki7e3N7777jvU1NSAEILExEQcPXoUGzduxL59+6QdHkW9F90lxDKBQIDTp0+LfNGPHDkSCgoKYrXr4eHRqNcFBQWJ1Q8AJCUlYejQoeDxeOjduzcIIUhKSkJ1dTUuXboEBwcHsfuQlOb8OUmShoYGUlNTYW5uDqFQCCUlJaSmpsLGxgYAcP/+fVhbW6OqqkrKkcqGXbt2wcvLC+rq6jAxMcGtW7fA5XLx+++/49SpUy3mlidbAgIC4OPjg+LiYgCAkZER1q5dC09PTylHRlHvRwcsLMrLy8Pw4cPx4MEDdO7cGYQQ5OTkoEOHDoiIiIC5ubm0Q2yUAQMGwMLCAgEBAUwq/traWsycORP37t3DtWvXpBxhy/dumQHg7QAmLS2NyXj7+PFjtGvXjmYlfUdSUhKKi4vx5ZdfQl1dHQAQEREBbW1tODo6Sjk62fTs2TMIhcIGK8BTlKyhAxYWDR8+HIQQHD58mLmf/vz5c0ydOhVcLhcRERFSjrBxeDweUlJS6tVEyszMRM+ePelVfTNQUFBASUkJ9PX1AbzNYJyWlsbkZaEDlg8TCATIyMiAiYmJSAJEChg0aBBOnToFbW1tkeMvX77E6NGjceXKFekERlEfQdewsCg6OhrXr18X2ZWip6eHTZs2ydUVnqamJoqKiuoNWIqLi6GhoSGlqD4vhBBYWloyC4YrKipgb2/P1IGh1xmiFi1aBFtbW3h6ekIgEMDJyQnx8fFQVVXF2bNnwefzpR2izIiKisLr16/rHa+pqUFMTIwUIqKoxqEDFhYpKys3uGW2oqICSkpKUoioaVxdXeHp6Qk/Pz/0798fHA4HsbGx8Pb2xqRJk6Qd3mdB1tfYyJrQ0FBMnToVABAeHo6CggJkZ2fj4MGDWLVqFeLi4qQcofSlp6czf87MzERJSQnzXCAQ4MKFC/UyZ1OULKG3hFg0ffp03Lp1C/v370fv3r0BADdu3MCsWbPQo0cPBAcHSzfARnr9+jW8vb3h7++P2tpaAECrVq0wb948bNq0idmBQ1GyQkVFBXl5eWjfvj1mz54NVVVVbN++HQUFBejevXuji4e2ZHVb5IGGZ+h4PB5+//13zJgxo7lDo6hGoQMWFpWVlcHNzQ3h4eFM0rja2lqMHDkSwcHBcrEl+F1VVVXIz88HIQQWFhZQVVWVdkgU1SATExMEBARg8ODBMDU1xa5du/DNN9/gzp07+OKLL/Df//5X2iFKXWFhIQghMDMzQ2JiIrM+CgCUlJRgYGAg9m5GipIkekuIRdra2vjPf/6D3NxcZGdngxACa2trWFhYSDu0JlFVVYWtra20w6Coj/Lw8MCECRNgaGgIDoeDL7/8EsDbGc5/r8X6XNUlihMKhVKOhKKahs6wUIzGTgUHBgZKOBKK+nShoaEoLi7G+PHj0b59ewDAgQMHoK2tTSsQNyAzMxNFRUX1FuCOHDlSShFR1IfRAQsLlixZ0qjXbd26VcKRiIfL5cLExAT29vYf3IUSFhbWjFFR1Kepqamh2W0/4N69exgzZgwyMjLA4XCY3/W69S10qzwlq+gtIRakpKSIPI+NjUWPHj3A4/GYY/JQz2bu3LkICQnBvXv3MGPGDEydOlVkizYlPa9fv0ZBQQHMzc2ZZH7U/xMIBNiwYQP8/f3x+PFj5OTkwMzMDKtXr0bHjh1pBtd3eHl5wdTUFJcvX2bWszx//hxLly6Fn5+ftMOjqPdrpqrQn5V3S7bLm5qaGnLkyBEyZMgQoqqqSsaPH08uXLhAhEKhtEP7LFVWVpIZM2YQBQUFoqCgwPy/WrBgAdm4caOUo5Md69atI2ZmZuSvv/4iPB6P+TkdO3aM9O3bV8rRyRY9PT2SlpZGCCFEU1OTZGdnE0IIiYyMJHZ2dtIMjaI+iCvtARMlW5SVlTFp0iT8/fffyMzMRNeuXTF//nyYmJigoqJC2uF9dn744QekpaUhKipK5DbHkCFDcOzYMSlGJlsOHjyIvXv3YsqUKSI7Xbp164bs7GwpRiZ7BAIBU7qgdevWePjwIYC3i3Lv3r0rzdAo6oPo3DL1XhwOh7nHTXcWSMfp06dx7Ngx9O3bV+S2orW1NfLz86UYmWx58OBBg7vxhEIh3rx5I4WIZJeNjQ3S09NhZmaGPn364LfffoOSkhL27t3L1KqiKFlEZ1goEa9evcLRo0fx5ZdfonPnzsjIyMAff/yBoqIi5qqMaj5Pnz5tsDBdZWWlXKyLai5du3ZtMK38iRMnYG9vL4WIZNdPP/3EXID4+PigsLAQAwYMwLlz57Bz504pR0dR70dnWFjwbspr4G0Wyezs7Hq3ULp169acYX2y+fPnIyQkBMbGxvDw8EBISAj09PSkHdZnrVevXoiIiMCCBQsA/P/i7YCAAPTr10+aocmUNWvWYNq0aXjw4AGEQiFOnTqFu3fv4uDBgzh79qy0w5MpQ4cOZf5sZmaGzMxMlJaWQkdHhw6CKZlGtzWzoC7ldUM/yrrjHA5H5rcLcrlcGBsbw97e/oMfXKdOnWrGqD5v8fHxGDZsGKZMmYLg4GDMmTMHd+7cQUJCAqKjo9GjRw9phygzLl68iA0bNiA5ORlCoRAODg74+eef8dVXX0k7NIqiWEAHLCwoLCxs1OvqMk3KKnd390ZdYdHCfM0rIyMDfn5+Il/EK1as+OyzEO/cuROzZ8+GiooKioqK0KFDBzpD8AE0MSQl7+iAhaIouaSoqIiHDx8yNXAePXrU4Hof6i2aGJKSd3QNC0XJgSdPnuDJkyf1dmvJ+rooSWrXrh1OnjyJ4cOHgxCCf/75BzU1NQ2+1tjYuJmjkz00MSQl7+gMC0XJsOTkZLi5uSErK6veVbE8rIuSpL1792LBggWora1972vkZf1Yc3n16hVOnTqFwMBAxMfHw8XFBZ6envjqq6/o7TRK5tEBC0XJsG7dusHCwgIrVqxAmzZt6n2pyPq6KEkrLy9HYWEhunXrhsuXL793V1v37t2bOTLZV1hYiODgYBw8eBBv3rxBZmYmTV1AyTR6S4iiZFhBQQFOnTrVYFI0CtDQ0ICNjQ2CgoLg6OgIZWVlaYckN2hiSEre0MRxLBo0aBDKysrqHX/58iUGDRrU/AFRcm/w4MFIS0uTdhgyz83NDcrKykhOTsZff/2Fw4cP49atW9IOS+bQxJCUPKO3hFjE5XJRUlJSb6fCkydPYGRkRFOEU5/s2bNncHNzQ+/evWFjY4NWrVqJnB85cqSUIpMtT548wcSJExEVFQVtbW0QQvDixQs4OzsjJCQE+vr60g5R6v6dGHLq1Kk0MSQlV+iAhQV1mW7t7Oxw5coVkZX3AoEAFy5cwJ49e3D//n0pRUjJqzNnzmDatGkoLy+vd44uJv1/rq6uyM/Px6FDh2BlZQUAyMzMhJubGywsLHD06FEpRyh9NDEkJe/ogIUFdZluATSY34DH4+H3339vdOImiqrTsWNHfPPNN1i9ejXatGkj7XBklpaWFi5fvoxevXqJHE9MTMRXX33V4K3azw1NDEnJO7rolgUFBQUghMDMzAyJiYki089KSkpMYiuK+lTPnz/H4sWL6WDlI4RCYb3bZQDQqlUruqD0f4KDg6UdAkWJhS66ZYGJiQmMjIwwffp06OrqwsTEhHkYGhrSwQrVZGPHjsXVq1elHYbMGzRoELy8vPDw4UPm2IMHD7B48WIMHjxYipFRFMUWekuIRTo6OkhOToaZmZm0Q6FaCF9fX2zfvh0uLi6wtbWtN4uwcOFCKUUmW4qLizFq1Cjcvn2bqSlUVFQEW1tb/Oc//0H79u2lHSJFUWKiAxYWeXh4wNbWFkuWLJF2KFQLYWpq+t5zHA4H9+7da8ZoZN/ff/+N7OxsEEJgbW2NIUOGSDskiqJYQgcsLPL19YWfnx8GDx6MHj16QE1NTeQ8vRqmKPbV1tZCRUUFqampsLGxkXY4FEVJCB2wsIheDVOSVPerSmu+1Gdubo5Tp07RFPwU1YLRAQtFybiDBw9i8+bNyM3NBQBYWlrC29sb06ZNk3JksiMoKAgnTpzAX3/9RSsQU1QLRbc1U5QM27p1K1avXo3vv/8ejo6OIIQgLi4Oc+fOxbNnz7B48WJphygTdu7ciby8PLRr1w4mJib1bsfSNP0UJf/ogIVl//zzD86cOYOioiK8fv1a5NzWrVulFBUlr37//Xfs3r0b06dPZ46NGjUKXbt2xdq1a+mA5X9GjRpFb5VRVAtHbwmxKDIyEiNHjoSpqSnu3r0LGxsb3L9/H4QQODg44MqVK9IOkZIzKioquH37dr1qzbm5ubC1tUVNTY2UIqMoimpeNHEci3744QcsXboUt2/fhoqKCk6ePIni4mI4OTlh/Pjx0g6PkkMWFhY4fvx4vePHjh1Dp06dpBCRbKmqqsJ3330HIyMjGBgYYPLkyXj27Jm0w6IoSgLoDAuLNDQ0kJqaCnNzc+jo6CA2NhZdu3ZFWloaRo0aRYsfUp/s5MmTcHV1xZAhQ+Do6AgOh4PY2FhERkbi+PHjGDNmjLRDlCpvb2/s2rULU6ZMgYqKCo4ePQo+n48TJ05IOzSKolhG17CwSE1NDa9evQIAtGvXDvn5+ejatSsA0Ks+qknGjRuHGzduYNu2bTh9+jSTEC0xMRH29vbSDk/qTp06hf3792PixIkAgKlTp8LR0RECgYCWxKCoFobOsLBo9OjRcHFxwaxZs7B8+XKEhYXB3d0dp06dgo6ODi5fviztECmqRVFSUkJBQQGMjIyYYzweDzk5OejQoYMUI6Moim10hoVFW7duRUVFBQBg7dq1qKiowLFjx2BhYYFt27ZJOTpKnrx8+bJRr9PU1JRwJLJNIBBASUlJ5JiioiJqa2ulFBFFUZJCZ1goSgZxudwPbtMlhIDD4UAgEDRjVLKHy+Xi66+/hrKyMnMsPDwcgwYNEsnFcurUKWmER1EUi+gMi4RUVFRAKBSKHPvcr4apxrt69SrzZ0IIhg8fjn379onc+qAANze3esemTp0qhUgoipI0OsPCooKCAnz//feIiooSyY9Br4YpcWloaCAtLQ1mZmbSDoWiKEoq6AwLi6ZMmQIACAwMRJs2bWjmTYqiKIpiCR2wsCg9PR3Jycno3LmztEOhKIqiqBaFZrplUa9evVBcXCztMKgWis7YURT1OaMzLCzat28f5s6diwcPHsDGxgatWrUSOd+tWzcpRUbJm7Fjx4o8r6mpwdy5c+tVIaa7XyiK+lzQAQuLnj59ivz8fHh4eDDHOBwOXXRLfTItLS2R53TnC0VRnzu6S4hF1tbWsLKywvLlyxtcdGtiYiKlyCiKoihKvtEBC4vU1NSQlpYGCwsLaYdCURRFUS0KXXTLokGDBiEtLU3aYVAURVFUi0PXsLBoxIgRWLx4MTIyMmBra1tv0e3IkSOlFBlFURRFyTd6S4hFXO77J6zooluKoiiKajo6YKEoiqIoSubRNSwURVEURck8OmBhwY0bN3D+/HmRYwcPHoSpqSkMDAwwe/ZsvHr1SkrRURRFUZT8owMWFqxduxbp6enM84yMDHh6emLIkCFYuXIlwsPDsXHjRilGSFEURVHyja5hYYGhoSHCw8PRs2dPAMCqVasQHR2N2NhYAMCJEyewZs0aZGZmSjNMiqIoipJbdIaFBf/973/Rpk0b5nl0dDSGDRvGPKdFESmKoihKPHTAwoI2bdqgoKAAAPD69WvcunUL/fr1Y86Xl5fXy8lCURRFUVTj0QELC4YNG4aVK1ciJiYGP/zwA1RVVTFgwADmfHp6OszNzaUYIUVRFEXJN5rplgU+Pj4YO3YsnJycoK6ujgMHDkBJSYk5HxgYiK+++kqKEVIURVGUfKOLbln04sULqKurQ0FBQeR4aWkp1NXVRQYxFEVRFEU1Hh2wUBRFURQl8+gaFoqiKIqiZB4dsFAURVEUJfPogIWiKIqiKJlHBywURVEURck8OmChKIqiKErm0QELRVHNau3atbCzs5N2GBRFyRk6YKEo6rP25s0baYdAUVQj0AELRVGfTCgU4tdff4WFhQWUlZVhbGwMX19fAMCKFStgaWkJVVVVmJmZYfXq1cygIDg4GOvWrUNaWho4HA44HA6Cg4MBvE28OHv2bBgYGEBTUxODBg1CWlqaSL8+Pj4wMDCAhoYGZs6ciZUrV4rM1giFQvzyyy9o3749lJWVYWdnhwsXLjDn79+/Dw6Hg+PHj4PP50NFRQV79+6FpqYmQkNDRfoKDw+HmpoaysvLJfATpCjqU9EBC0VRn+yHH37Ar7/+itWrVyMzMxNHjhxhKpZraGggODgYmZmZ2LFjBwICArBt2zYAgKurK5YuXYquXbvi0aNHePToEVxdXUEIgYuLC0pKSnDu3DkkJyfDwcEBgwcPRmlpKQDg8OHD8PX1xa+//ork5GQYGxtj9+7dInHt2LEDW7ZsgZ+fH9LT0zF06FCMHDkSubm5Iq9bsWIFFi5ciKysLIwZMwYTJ05EUFCQyGuCgoLw7bffQkNDQ1I/RoqiPgWhKIr6BC9fviTKysokICCgUa//7bffSI8ePZjna9asId27dxd5TWRkJNHU1CQ1NTUix83NzcmePXsIIYT06dOHfPfddyLnHR0dRdpq164d8fX1FXlNr169yPz58wkhhBQUFBAAZPv27SKvuXHjBlFQUCAPHjwghBDy9OlT0qpVKxIVFdWo90hRlOTRGRaKoj5JVlYWXr16hcGDBzd4PjQ0FF988QXatm0LdXV1rF69GkVFRR9sMzk5GRUVFdDT04O6ujrzKCgoQH5+PgDg7t276N27t8jfe/f5y5cv8fDhQzg6Ooq8xtHREVlZWSLHevbsWa+drl274uDBgwCAQ4cOwdjYGAMHDvxg3BRFNR9arZm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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "crosstab_cat_bests = pd.crosstab(df[\"category\"], df[\"isBestSeller\"], normalize=\"index\") #make frequencies relative\n", + "\n", + "#sort and return the first 20 categories with the best bestseller ratio and plot the results\n", + "crosstab_cat_bests.sort_values(by=True, ascending=False)[:20].plot(kind='bar', stacked=True)\n", + "\n", + "#improve readability zooming at the [0.9 ; 1] interval of y axis (that shows the frequencies ratios)\n", + "plt.ylim(0.9, 1) \n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "630faa6a", + "metadata": {}, + "source": [ + "### Part 2: Product Prices and Ratings Across Categories and Brands\n", + "\n", + "**Objective**: Investigate how different product categories influence product prices.\n", + "\n", + "0. **Preliminary Step: Remove outliers in product prices.**\n", + "\n", + "\tFor this purpose, we can use the IQR (Interquartile Range) method. Products priced below the first quartile minus 1.5 times the IQR or above the third quartile plus 1.5 times the IQR will be considered outliers and removed from the dataset. The next steps will be done with the dataframe without outliers.\n", + "\t\n", + "\t*Hint: you can check the last Check For Understanding at the end of the lesson EDA Bivariate Analysis for a hint on how to do this.*\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "0182b919", + "metadata": {}, + "outputs": [], + "source": [ + "def outlier_slayer(data):\n", + " Q1 = data.quantile(0.25)\n", + " Q3 = data.quantile(0.75)\n", + " IQR = Q3 - Q1\n", + "\n", + " # Define bounds for the outliers\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + "\n", + " # Identify the outliers\n", + " outliers = data[(data < lower_bound) | (data > upper_bound)]\n", + "\n", + " return outliers" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "049dd0d2", + "metadata": {}, + "outputs": [], + "source": [ + "data = df[\"price\"]\n", + "outliers = outlier_slayer(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "0a5d7852", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "df: 2443651, outliers:327688, df after removal: 2115963\n" + ] + } + ], + "source": [ + "df2 = df[df[\"price\"].isin(outliers) == False]\n", + "print(f\"df: {len(df)}, outliers:{len(outliers)}, df after removal: {len(df2)}\")" + ] + }, + { + "cell_type": "markdown", + "id": "54304b01", + "metadata": {}, + "source": [ + "1. **Violin Plots**:\n", + " - Use a violin plot to visualize the distribution of `price` across different product `categories`. Filter out the top 20 categories based on count for better visualization.\n", + " - Which product category tends to have the highest median price? Don't filter here by top categories." + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "id": "d29be420", + "metadata": {}, + "outputs": [], + "source": [ + "top_categories = df2.category.value_counts()[:20].reset_index()\n", + "top_categories = top_categories[\"category\"].tolist()\n", + "df2_top_cat = df2[df2[\"category\"].isin(top_categories)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a5defbd3", + "metadata": {}, + "outputs": [], + "source": [ + "order = (\n", + " df2_top_cat\n", + " .groupby(\"category\")[\"price\"]\n", + " .median()\n", + " .sort_values(ascending=False) \n", + " .index\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "id": "ba06b9d9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ranik\\AppData\\Local\\Temp\\ipykernel_20088\\107010753.py:1: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.violinplot(data=df2_top_cat, order = order, x=\"price\", y=\"category\", palette=\"coolwarm\")\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.violinplot(data=df2_top_cat, order = order, x=\"price\", y=\"category\", palette=\"coolwarm\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "id": "5f86cdc8", + "metadata": {}, + "outputs": [], + "source": [ + "#product category with the highest median\n", + "order_by_median = df2.groupby(\"category\")[\"price\"].median().sort_values(ascending=False)[:20].index" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "id": "e8a967f4", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ranik\\AppData\\Local\\Temp\\ipykernel_20088\\1196765339.py:1: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.violinplot(data=df2, order = order_by_median, x=\"price\", y=\"category\", palette=\"coolwarm\")\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.violinplot(data=df2, order = order_by_median, x=\"price\", y=\"category\", palette=\"coolwarm\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "9b6374b8", + "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": 186, + "id": "9046d725", + "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": 186, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "top10_by_count = df2.category.value_counts()[:10].index #calculate the top 10 product categories by count\n", + "top10_by_count" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "id": "5c45a29e", + "metadata": {}, + "outputs": [], + "source": [ + "df3 = df2[df2[\"category\"].isin(top10_by_count)] #create a new dataset with only the top 10 categories" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "id": "de781686", + "metadata": {}, + "outputs": [], + "source": [ + "order_by_avg = df3.groupby(\"category\")[\"price\"].mean().sort_values(ascending=False).index" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "id": "a44b44ad", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ranik\\AppData\\Local\\Temp\\ipykernel_20088\\1621547345.py:2: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.barplot(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plotting a bar plot to visualize the average 'price' for each 'category', using the \"coolwarm\" color palette\n", + "sns.barplot(\n", + " data=df3, \n", + " estimator= \"mean\", #min, mean, median etc\n", + " x=\"price\", \n", + " y=\"category\", \n", + " order = order_by_avg,\n", + " palette=\"coolwarm\", \n", + " errorbar=None)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4d89ea42", + "metadata": {}, + "source": [ + "3. **Box Plots**:\n", + " - Visualize the distribution of product `ratings` based on their `category` using side-by-side box plots. Filter out the top 10 categories based on count for better visualization.\n", + " - Which category tends to receive the highest median rating from customers? Don't filter here by top categories." + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "id": "a2119f81", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ranik\\AppData\\Local\\Temp\\ipykernel_20088\\2500989392.py:1: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=df3, x=\"stars\", y=\"category\", palette=\"coolwarm\", legend=True)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(data=df3, x=\"stars\", y=\"category\", palette=\"coolwarm\", legend=True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "id": "4f2fc88e", + "metadata": {}, + "outputs": [], + "source": [ + "top_cat_x_median_rate = df2.groupby(\"category\")[\"stars\"].median().sort_values(ascending=False)[:1].index\n", + "category = top_cat_x_median_rate[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 200, + "id": "01edce91", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ranik\\AppData\\Local\\Temp\\ipykernel_20088\\1483302521.py:1: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.boxplot(data=df2[df2[\"category\"]==category], x=\"stars\", y=\"category\", palette=\"coolwarm\", legend=True)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(data=df2[df2[\"category\"]==category], x=\"stars\", y=\"category\", palette=\"coolwarm\", legend=True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "523b6d7e", + "metadata": {}, + "source": [ + "### Part 3: 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": 205, + "id": "336f5bd8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pearson correlation coefficient: -0.08\n", + "spearman correlation coefficient: -0.07\n" + ] + } + ], + "source": [ + "r_pearson = round(float(df2[\"price\"].corr(df2[\"stars\"], method=\"pearson\")), 2)\n", + "r_spearman = round(float(df2[\"price\"].corr(df2[\"stars\"], method=\"spearman\")), 2)\n", + "print(f\"pearson correlation coefficient: {r_pearson}\\nspearman correlation coefficient: {r_spearman}\")" + ] + }, + { + "cell_type": "markdown", + "id": "ff78aba3", + "metadata": {}, + "source": [ + "both the coefficient highlight a very weak, almost absent, negative correlation" + ] + }, + { + "cell_type": "markdown", + "id": "4bcac317", + "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": 207, + "id": "90dfe65f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(data=df2, x='price', y='stars')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "d613ab59", + "metadata": {}, + "source": [ + "the scatterplot confirms the absent correlation between the two variables although we can also see that we can also see that starting from the price 40 it's less luckily for a product to receive low ratings" + ] + }, + { + "cell_type": "code", + "execution_count": 210, + "id": "7ca12bce", + "metadata": {}, + "outputs": [], + "source": [ + "df2_num = df2.select_dtypes(include=\"number\")" + ] + }, + { + "cell_type": "code", + "execution_count": 213, + "id": "6d85d0de", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "correlation_matrix = round(df2_num.corr(),1)\n", + "mask = np.triu(np.ones_like(correlation_matrix, dtype=bool))\n", + "plt.figure(figsize=(10, 10))\n", + "sns.heatmap(correlation_matrix, mask=mask, annot=True)\n", + "\n", + "plt.title(\"Dealing with Multicollinearity\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 214, + "id": "af6c0e16", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import statsmodels.api as sm\n", + "\n", + "# Generating a Q-Q plot for 'SalePrice' to check if its distribution follows a normal distribution\n", + "sm.qqplot(df2['price'], line='s');\n", + "plt.show()" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "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 +}