diff --git a/week4/day4.ipynb b/week4/day4.ipynb index 520c35c..ed24ba8 100644 --- a/week4/day4.ipynb +++ b/week4/day4.ipynb @@ -11,7 +11,18 @@ "\n", "To replicate this, you'll need to set up a HuggingFace endpoint as I do in the video. It's simple to do, and it's quite satisfying to see the results!\n", "\n", - "It's also an important part of your learning; this is the first example of deploying an open source model to be behind an API. We'll return to this in Week 8, but this should plant a seed in your mind for what's involved in moving open source models into production." + "It's also an important part of your learning; this is the first example of deploying an open source model to be behind an API. We'll return to this in Week 8, but this should plant a seed in your mind for what's involved in moving open source models into production.\n", + "\n", + "## Important Note\n", + "\n", + "If you do decide to use HuggingFace endpoints for this project, you should stop or pause the endpoints when you are done to avoid accruing unnecessary running cost. The costs are very low as long as you only run the endpoint when you're using it. Naviagte to the HuggingFace endpoint UI here:\n", + "\n", + "https://ui.endpoints.huggingface.co/\n", + "\n", + "And open your endpoint, and click Pause to put it on pause so you no longer pay for it. \n", + "Many thanks to student John L. for raising this.\n", + "\n", + "In week 8 we will use Modal instead of HuggingFace endpoints; with Modal you only pay for the time that you use it." ] }, { diff --git a/week5/day1.ipynb b/week5/day1.ipynb index 2222a9a..6fc2bda 100644 --- a/week5/day1.ipynb +++ b/week5/day1.ipynb @@ -140,7 +140,7 @@ "def get_relevant_context(message):\n", " relevant_context = []\n", " for context_title, context_details in context.items():\n", - " if context_title in message:\n", + " if context_title.lower() in message.lower():\n", " relevant_context.append(context_details)\n", " return relevant_context " ] @@ -152,7 +152,7 @@ "metadata": {}, "outputs": [], "source": [ - "get_relevant_context(\"Who is Lancaster?\")" + "get_relevant_context(\"Who is lancaster?\")" ] }, { diff --git a/week6/day3.ipynb b/week6/day3.ipynb index b06397a..f9b3dff 100644 --- a/week6/day3.ipynb +++ b/week6/day3.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "id": "681c717b-4c24-4ac3-a5f3-3c5881d6e70a", "metadata": {}, "outputs": [], @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "id": "933b6e75-3661-4f30-b0b5-c28d04e3748e", "metadata": {}, "outputs": [], @@ -54,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "id": "42cf33b7-7abd-44ba-9780-c156b70473b5", "metadata": {}, "outputs": [], @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "id": "a1ac3ec0-183c-4a12-920b-b06397f86815", "metadata": {}, "outputs": [], @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": null, "id": "6c01ee5f-c4fc-44fe-9d3a-907e8a0426d2", "metadata": {}, "outputs": [], @@ -97,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "id": "36d05bdc-0155-4c72-a7ee-aa4e614ffd3c", "metadata": {}, "outputs": [], @@ -112,21 +112,10 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "id": "4dd3aad2-6f99-433c-8792-e461d2f06622", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Token is valid (permission: write).\n", - "Your token has been saved in your configured git credential helpers (osxkeychain).\n", - "Your token has been saved to /Users/ed/.cache/huggingface/token\n", - "Login successful\n" - ] - } - ], + "outputs": [], "source": [ "# Log in to HuggingFace\n", "\n", @@ -136,7 +125,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": null, "id": "c830ed3e-24ee-4af6-a07b-a1bfdcd39278", "metadata": {}, "outputs": [], @@ -146,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "id": "5c9b05f4-c9eb-462c-8d86-de9140a2d985", "metadata": {}, "outputs": [], @@ -162,23 +151,10 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": null, "id": "a84638f7-5ff7-4f54-8751-3ef156264aee", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "How much does this cost to the nearest dollar?\n", - "\n", - "Delphi FG0166 Fuel Pump Module\n", - "Delphi brings 80 years of OE Heritage into each Delphi pump, ensuring quality and fitment for each Delphi part. Part is validated, tested and matched to the right vehicle application Delphi brings 80 years of OE Heritage into each Delphi assembly, ensuring quality and fitment for each Delphi part Always be sure to check and clean fuel tank to avoid unnecessary returns Rigorous OE-testing ensures the pump can withstand extreme temperatures Brand Delphi, Fit Type Vehicle Specific Fit, Dimensions LxWxH 19.7 x 7.7 x 5.1 inches, Weight 2.2 Pounds, Auto Part Position Unknown, Operation Mode Mechanical, Manufacturer Delphi, Model FUEL PUMP, Dimensions 19.7\n", - "\n", - "Price is $227.00\n" - ] - } - ], + "outputs": [], "source": [ "# Remind ourselves the training prompt\n", "\n", @@ -187,18 +163,10 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": null, "id": "b7619c85-6e9e-48a1-8efe-c6a60471b87c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "226.95\n" - ] - } - ], + "outputs": [], "source": [ "# Remind a test prompt\n", "\n", @@ -233,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": null, "id": "b5793f5c-e23e-4a74-9496-1e30dd1e8935", "metadata": {}, "outputs": [], @@ -320,7 +288,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": null, "id": "66ea68e8-ab1b-4f0d-aba4-a59574d8f85e", "metadata": {}, "outputs": [], @@ -331,277 +299,10 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": null, "id": "53d941cb-5b73-44ea-b893-3a0ce9997066", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[91m1: Guess: $655.00 Truth: $374.41 Error: $280.59 SLE: 0.31 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", - "\u001b[91m2: Guess: $115.00 Truth: $225.11 Error: $110.11 SLE: 0.45 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", - "\u001b[92m3: Guess: $26.00 Truth: $61.68 Error: $35.68 SLE: 0.71 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", - "\u001b[93m4: Guess: $760.00 Truth: $599.99 Error: $160.01 SLE: 0.06 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", - "\u001b[91m5: Guess: $282.00 Truth: $16.99 Error: $265.01 SLE: 7.59 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", - "\u001b[91m6: Guess: $251.00 Truth: $31.99 Error: $219.01 SLE: 4.13 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", - "\u001b[91m7: Guess: $229.00 Truth: $101.79 Error: $127.21 SLE: 0.65 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", - "\u001b[91m8: Guess: $143.00 Truth: $289.00 Error: $146.00 SLE: 0.49 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", - "\u001b[92m9: Guess: $755.00 Truth: $635.86 Error: $119.14 SLE: 0.03 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", - "\u001b[92m10: Guess: $105.00 Truth: $65.99 Error: $39.01 SLE: 0.21 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", - "\u001b[91m11: Guess: $693.00 Truth: $254.21 Error: $438.79 SLE: 1.00 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", - "\u001b[91m12: Guess: $759.00 Truth: $412.99 Error: $346.01 SLE: 0.37 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", - "\u001b[91m13: Guess: $914.00 Truth: $205.50 Error: $708.50 SLE: 2.22 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", - "\u001b[91m14: Guess: $559.00 Truth: $248.23 Error: $310.77 SLE: 0.66 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", - "\u001b[91m15: Guess: $90.00 Truth: $399.00 Error: $309.00 SLE: 2.19 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", - "\u001b[91m16: Guess: $605.00 Truth: $373.94 Error: $231.06 SLE: 0.23 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", - "\u001b[91m17: Guess: $433.00 Truth: $92.89 Error: $340.11 SLE: 2.34 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", - "\u001b[92m18: Guess: $33.00 Truth: $51.99 Error: $18.99 SLE: 0.20 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", - "\u001b[91m19: Guess: $31.00 Truth: $179.00 Error: $148.00 SLE: 2.98 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", - "\u001b[93m20: Guess: $96.00 Truth: $19.42 Error: $76.58 SLE: 2.43 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", - "\u001b[91m21: Guess: $224.00 Truth: $539.95 Error: $315.95 SLE: 0.77 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", - "\u001b[91m22: Guess: $239.00 Truth: $147.67 Error: $91.33 SLE: 0.23 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", - "\u001b[91m23: Guess: $518.00 Truth: $24.99 Error: $493.01 SLE: 8.97 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", - "\u001b[91m24: Guess: $617.00 Truth: $149.00 Error: $468.00 SLE: 2.00 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", - "\u001b[92m25: Guess: $28.00 Truth: $16.99 Error: $11.01 SLE: 0.23 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", - "\u001b[91m26: Guess: $575.00 Truth: $7.99 Error: $567.01 SLE: 17.31 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", - "\u001b[92m27: Guess: $204.00 Truth: $199.99 Error: $4.01 SLE: 0.00 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", - "\u001b[91m28: Guess: $734.00 Truth: $251.45 Error: $482.55 SLE: 1.14 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", - "\u001b[91m29: Guess: $666.00 Truth: $231.62 Error: $434.38 SLE: 1.11 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", - "\u001b[91m30: Guess: $719.00 Truth: $135.00 Error: $584.00 SLE: 2.78 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", - "\u001b[91m31: Guess: $559.00 Truth: $356.62 Error: $202.38 SLE: 0.20 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", - "\u001b[91m32: Guess: $430.00 Truth: $257.99 Error: $172.01 SLE: 0.26 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", - "\u001b[91m33: Guess: $226.00 Truth: $27.99 Error: $198.01 SLE: 4.24 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", - "\u001b[91m34: Guess: $460.00 Truth: $171.20 Error: $288.80 SLE: 0.97 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", - "\u001b[91m35: Guess: $604.00 Truth: $225.00 Error: $379.00 SLE: 0.97 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", - "\u001b[91m36: Guess: $285.00 Truth: $105.00 Error: $180.00 SLE: 0.99 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", - "\u001b[91m37: Guess: $829.00 Truth: $299.99 Error: $529.01 SLE: 1.03 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", - "\u001b[91m38: Guess: $891.00 Truth: $535.09 Error: $355.91 SLE: 0.26 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", - "\u001b[92m39: Guess: $7.00 Truth: $12.33 Error: $5.33 SLE: 0.26 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", - "\u001b[91m40: Guess: $778.00 Truth: $84.99 Error: $693.01 SLE: 4.86 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", - "\u001b[91m41: Guess: $826.00 Truth: $15.99 Error: $810.01 SLE: 15.09 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", - "\u001b[91m42: Guess: $164.00 Truth: $62.44 Error: $101.56 SLE: 0.91 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", - "\u001b[91m43: Guess: $715.00 Truth: $82.99 Error: $632.01 SLE: 4.59 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", - "\u001b[93m44: Guess: $433.00 Truth: $599.95 Error: $166.95 SLE: 0.11 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", - "\u001b[91m45: Guess: $349.00 Truth: $194.99 Error: $154.01 SLE: 0.34 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", - "\u001b[92m46: Guess: $285.00 Truth: $344.95 Error: $59.95 SLE: 0.04 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", - "\u001b[91m47: Guess: $160.00 Truth: $37.99 Error: $122.01 SLE: 2.01 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", - "\u001b[92m48: Guess: $221.00 Truth: $224.35 Error: $3.35 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", - "\u001b[93m49: Guess: $981.00 Truth: $814.00 Error: $167.00 SLE: 0.03 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", - "\u001b[91m50: Guess: $782.00 Truth: $439.88 Error: $342.12 SLE: 0.33 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", - "\u001b[92m51: Guess: $345.00 Truth: $341.43 Error: $3.57 SLE: 0.00 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", - "\u001b[93m52: Guess: $105.00 Truth: $46.78 Error: $58.22 SLE: 0.63 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", - "\u001b[93m53: Guess: $95.00 Truth: $171.44 Error: $76.44 SLE: 0.34 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", - "\u001b[92m54: Guess: $390.00 Truth: $458.00 Error: $68.00 SLE: 0.03 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", - "\u001b[92m55: Guess: $100.00 Truth: $130.75 Error: $30.75 SLE: 0.07 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", - "\u001b[91m56: Guess: $368.00 Truth: $83.81 Error: $284.19 SLE: 2.16 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", - "\u001b[91m57: Guess: $868.00 Truth: $386.39 Error: $481.61 SLE: 0.65 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", - "\u001b[91m58: Guess: $353.00 Truth: $169.00 Error: $184.00 SLE: 0.54 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", - "\u001b[91m59: Guess: $619.00 Truth: $17.95 Error: $601.05 SLE: 12.17 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", - "\u001b[92m60: Guess: $271.00 Truth: $269.00 Error: $2.00 SLE: 0.00 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", - "\u001b[91m61: Guess: $827.00 Truth: $77.77 Error: $749.23 SLE: 5.53 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", - "\u001b[93m62: Guess: $45.00 Truth: $88.99 Error: $43.99 SLE: 0.45 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", - "\u001b[91m63: Guess: $748.00 Truth: $364.41 Error: $383.59 SLE: 0.52 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", - "\u001b[91m64: Guess: $471.00 Truth: $127.03 Error: $343.97 SLE: 1.70 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", - "\u001b[93m65: Guess: $550.00 Truth: $778.95 Error: $228.95 SLE: 0.12 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", - "\u001b[93m66: Guess: $128.00 Truth: $206.66 Error: $78.66 SLE: 0.23 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", - "\u001b[91m67: Guess: $997.00 Truth: $35.94 Error: $961.06 SLE: 10.87 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", - "\u001b[91m68: Guess: $945.00 Truth: $149.00 Error: $796.00 SLE: 3.39 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", - "\u001b[91m69: Guess: $388.00 Truth: $251.98 Error: $136.02 SLE: 0.19 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", - "\u001b[93m70: Guess: $81.00 Truth: $160.00 Error: $79.00 SLE: 0.46 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", - "\u001b[91m71: Guess: $566.00 Truth: $39.99 Error: $526.01 SLE: 6.90 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", - "\u001b[92m72: Guess: $301.00 Truth: $362.41 Error: $61.41 SLE: 0.03 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", - "\u001b[91m73: Guess: $850.00 Truth: $344.00 Error: $506.00 SLE: 0.82 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", - "\u001b[91m74: Guess: $644.00 Truth: $25.09 Error: $618.91 SLE: 10.29 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", - "\u001b[91m75: Guess: $634.00 Truth: $175.95 Error: $458.05 SLE: 1.63 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", - "\u001b[91m76: Guess: $907.00 Truth: $132.64 Error: $774.36 SLE: 3.67 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", - "\u001b[91m77: Guess: $883.00 Truth: $422.99 Error: $460.01 SLE: 0.54 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", - "\u001b[91m78: Guess: $371.00 Truth: $146.48 Error: $224.52 SLE: 0.86 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", - "\u001b[91m79: Guess: $592.00 Truth: $156.83 Error: $435.17 SLE: 1.75 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", - "\u001b[93m80: Guess: $197.00 Truth: $251.99 Error: $54.99 SLE: 0.06 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", - "\u001b[93m81: Guess: $722.00 Truth: $940.33 Error: $218.33 SLE: 0.07 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", - "\u001b[92m82: Guess: $72.00 Truth: $52.99 Error: $19.01 SLE: 0.09 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", - "\u001b[91m83: Guess: $47.00 Truth: $219.95 Error: $172.95 SLE: 2.33 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", - "\u001b[91m84: Guess: $678.00 Truth: $441.03 Error: $236.97 SLE: 0.18 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", - "\u001b[93m85: Guess: $234.00 Truth: $168.98 Error: $65.02 SLE: 0.10 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", - "\u001b[91m86: Guess: $792.00 Truth: $2.49 Error: $789.51 SLE: 29.44 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", - "\u001b[91m87: Guess: $297.00 Truth: $98.62 Error: $198.38 SLE: 1.20 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", - "\u001b[91m88: Guess: $82.00 Truth: $256.95 Error: $174.95 SLE: 1.29 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", - "\u001b[91m89: Guess: $876.00 Truth: $30.99 Error: $845.01 SLE: 10.96 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", - "\u001b[91m90: Guess: $239.00 Truth: $569.84 Error: $330.84 SLE: 0.75 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", - "\u001b[91m91: Guess: $888.00 Truth: $177.99 Error: $710.01 SLE: 2.57 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", - "\u001b[91m92: Guess: $104.00 Truth: $997.99 Error: $893.99 SLE: 5.08 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", - "\u001b[91m93: Guess: $390.00 Truth: $219.00 Error: $171.00 SLE: 0.33 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", - "\u001b[93m94: Guess: $285.00 Truth: $225.55 Error: $59.45 SLE: 0.05 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", - "\u001b[92m95: Guess: $465.00 Truth: $495.95 Error: $30.95 SLE: 0.00 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", - "\u001b[93m96: Guess: $651.00 Truth: $942.37 Error: $291.37 SLE: 0.14 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", - "\u001b[91m97: Guess: $855.00 Truth: $1.94 Error: $853.06 SLE: 32.19 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", - "\u001b[93m98: Guess: $374.00 Truth: $284.34 Error: $89.66 SLE: 0.07 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", - "\u001b[92m99: Guess: $167.00 Truth: $171.90 Error: $4.90 SLE: 0.00 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", - "\u001b[91m100: Guess: $380.00 Truth: $144.99 Error: $235.01 SLE: 0.92 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", - "\u001b[93m101: Guess: $364.00 Truth: $470.47 Error: $106.47 SLE: 0.07 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", - "\u001b[91m102: Guess: $215.00 Truth: $66.95 Error: $148.05 SLE: 1.34 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", - "\u001b[91m103: Guess: $687.00 Truth: $117.00 Error: $570.00 SLE: 3.11 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", - "\u001b[91m104: Guess: $274.00 Truth: $172.14 Error: $101.86 SLE: 0.21 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", - "\u001b[91m105: Guess: $719.00 Truth: $392.74 Error: $326.26 SLE: 0.36 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", - "\u001b[91m106: Guess: $960.00 Truth: $16.99 Error: $943.01 SLE: 15.83 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", - "\u001b[91m107: Guess: $700.00 Truth: $1.34 Error: $698.66 SLE: 32.52 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", - "\u001b[91m108: Guess: $664.00 Truth: $349.98 Error: $314.02 SLE: 0.41 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", - "\u001b[91m109: Guess: $74.00 Truth: $370.71 Error: $296.71 SLE: 2.56 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", - "\u001b[91m110: Guess: $624.00 Truth: $65.88 Error: $558.12 SLE: 4.99 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", - "\u001b[91m111: Guess: $651.00 Truth: $229.99 Error: $421.01 SLE: 1.08 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", - "\u001b[91m112: Guess: $176.00 Truth: $9.14 Error: $166.86 SLE: 8.18 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", - "\u001b[91m113: Guess: $547.00 Truth: $199.00 Error: $348.00 SLE: 1.02 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", - "\u001b[91m114: Guess: $747.00 Truth: $109.99 Error: $637.01 SLE: 3.64 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", - "\u001b[91m115: Guess: $251.00 Truth: $570.42 Error: $319.42 SLE: 0.67 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", - "\u001b[93m116: Guess: $168.00 Truth: $279.99 Error: $111.99 SLE: 0.26 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", - "\u001b[91m117: Guess: $474.00 Truth: $30.99 Error: $443.01 SLE: 7.28 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", - "\u001b[91m118: Guess: $389.00 Truth: $31.99 Error: $357.01 SLE: 6.10 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", - "\u001b[91m119: Guess: $277.00 Truth: $15.90 Error: $261.10 SLE: 7.84 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", - "\u001b[91m120: Guess: $948.00 Truth: $45.99 Error: $902.01 SLE: 9.03 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", - "\u001b[91m121: Guess: $656.00 Truth: $113.52 Error: $542.48 SLE: 3.05 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", - "\u001b[93m122: Guess: $705.00 Truth: $516.99 Error: $188.01 SLE: 0.10 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", - "\u001b[91m123: Guess: $571.00 Truth: $196.99 Error: $374.01 SLE: 1.13 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", - "\u001b[91m124: Guess: $225.00 Truth: $46.55 Error: $178.45 SLE: 2.43 Item: Technical Precision Replacement for GE G...\u001b[0m\n", - "\u001b[91m125: Guess: $702.00 Truth: $356.99 Error: $345.01 SLE: 0.46 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", - "\u001b[92m126: Guess: $333.00 Truth: $319.95 Error: $13.05 SLE: 0.00 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", - "\u001b[91m127: Guess: $864.00 Truth: $96.06 Error: $767.94 SLE: 4.78 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", - "\u001b[91m128: Guess: $787.00 Truth: $190.99 Error: $596.01 SLE: 1.99 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", - "\u001b[91m129: Guess: $795.00 Truth: $257.95 Error: $537.05 SLE: 1.26 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", - "\u001b[92m130: Guess: $58.00 Truth: $62.95 Error: $4.95 SLE: 0.01 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", - "\u001b[91m131: Guess: $235.00 Truth: $47.66 Error: $187.34 SLE: 2.49 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", - "\u001b[91m132: Guess: $842.00 Truth: $226.99 Error: $615.01 SLE: 1.71 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", - "\u001b[91m133: Guess: $33.00 Truth: $359.95 Error: $326.95 SLE: 5.58 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", - "\u001b[91m134: Guess: $825.00 Truth: $78.40 Error: $746.60 SLE: 5.49 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", - "\u001b[91m135: Guess: $324.00 Truth: $172.77 Error: $151.23 SLE: 0.39 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", - "\u001b[93m136: Guess: $411.00 Truth: $316.45 Error: $94.55 SLE: 0.07 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", - "\u001b[91m137: Guess: $275.00 Truth: $87.99 Error: $187.01 SLE: 1.28 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", - "\u001b[91m138: Guess: $68.00 Truth: $226.63 Error: $158.63 SLE: 1.42 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", - "\u001b[91m139: Guess: $217.00 Truth: $31.49 Error: $185.51 SLE: 3.62 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", - "\u001b[91m140: Guess: $936.00 Truth: $196.00 Error: $740.00 SLE: 2.43 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", - "\u001b[91m141: Guess: $966.00 Truth: $78.40 Error: $887.60 SLE: 6.25 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", - "\u001b[91m142: Guess: $581.00 Truth: $116.25 Error: $464.75 SLE: 2.57 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", - "\u001b[91m143: Guess: $898.00 Truth: $112.78 Error: $785.22 SLE: 4.27 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", - "\u001b[91m144: Guess: $736.00 Truth: $27.32 Error: $708.68 SLE: 10.62 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", - "\u001b[91m145: Guess: $323.00 Truth: $145.91 Error: $177.09 SLE: 0.63 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", - "\u001b[93m146: Guess: $218.00 Truth: $171.09 Error: $46.91 SLE: 0.06 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", - "\u001b[91m147: Guess: $672.00 Truth: $167.95 Error: $504.05 SLE: 1.91 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", - "\u001b[91m148: Guess: $512.00 Truth: $28.49 Error: $483.51 SLE: 8.16 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", - "\u001b[91m149: Guess: $406.00 Truth: $122.23 Error: $283.77 SLE: 1.43 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", - "\u001b[91m150: Guess: $906.00 Truth: $32.99 Error: $873.01 SLE: 10.79 Item: Learning Resources Coding Critters Range...\u001b[0m\n", - "\u001b[91m151: Guess: $937.00 Truth: $71.20 Error: $865.80 SLE: 6.58 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", - "\u001b[91m152: Guess: $659.00 Truth: $112.75 Error: $546.25 SLE: 3.09 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", - "\u001b[91m153: Guess: $470.00 Truth: $142.43 Error: $327.57 SLE: 1.41 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", - "\u001b[91m154: Guess: $147.00 Truth: $398.99 Error: $251.99 SLE: 0.99 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", - "\u001b[93m155: Guess: $272.00 Truth: $449.00 Error: $177.00 SLE: 0.25 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", - "\u001b[93m156: Guess: $143.00 Truth: $189.00 Error: $46.00 SLE: 0.08 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", - "\u001b[91m157: Guess: $253.00 Truth: $120.91 Error: $132.09 SLE: 0.54 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", - "\u001b[91m158: Guess: $763.00 Truth: $203.53 Error: $559.47 SLE: 1.74 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", - "\u001b[91m159: Guess: $575.00 Truth: $349.99 Error: $225.01 SLE: 0.25 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", - "\u001b[91m160: Guess: $552.00 Truth: $34.35 Error: $517.65 SLE: 7.56 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", - "\u001b[93m161: Guess: $270.00 Truth: $384.99 Error: $114.99 SLE: 0.13 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", - "\u001b[91m162: Guess: $765.00 Truth: $211.00 Error: $554.00 SLE: 1.65 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", - "\u001b[91m163: Guess: $599.00 Truth: $129.00 Error: $470.00 SLE: 2.34 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", - "\u001b[91m164: Guess: $439.00 Truth: $111.45 Error: $327.55 SLE: 1.86 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", - "\u001b[91m165: Guess: $920.00 Truth: $81.12 Error: $838.88 SLE: 5.84 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", - "\u001b[93m166: Guess: $598.00 Truth: $457.08 Error: $140.92 SLE: 0.07 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", - "\u001b[91m167: Guess: $409.00 Truth: $49.49 Error: $359.51 SLE: 4.39 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", - "\u001b[91m168: Guess: $371.00 Truth: $80.56 Error: $290.44 SLE: 2.30 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", - "\u001b[92m169: Guess: $225.00 Truth: $278.39 Error: $53.39 SLE: 0.04 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", - "\u001b[91m170: Guess: $142.00 Truth: $364.50 Error: $222.50 SLE: 0.88 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", - "\u001b[93m171: Guess: $522.00 Truth: $378.99 Error: $143.01 SLE: 0.10 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", - "\u001b[91m172: Guess: $506.00 Truth: $165.28 Error: $340.72 SLE: 1.24 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", - "\u001b[92m173: Guess: $94.00 Truth: $56.74 Error: $37.26 SLE: 0.25 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", - "\u001b[91m174: Guess: $774.00 Truth: $307.95 Error: $466.05 SLE: 0.85 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", - "\u001b[92m175: Guess: $49.00 Truth: $38.00 Error: $11.00 SLE: 0.06 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", - "\u001b[91m176: Guess: $882.00 Truth: $53.00 Error: $829.00 SLE: 7.81 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", - "\u001b[91m177: Guess: $113.00 Truth: $498.00 Error: $385.00 SLE: 2.18 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", - "\u001b[91m178: Guess: $157.00 Truth: $53.99 Error: $103.01 SLE: 1.11 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", - "\u001b[91m179: Guess: $643.00 Truth: $350.00 Error: $293.00 SLE: 0.37 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", - "\u001b[91m180: Guess: $164.00 Truth: $299.95 Error: $135.95 SLE: 0.36 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", - "\u001b[91m181: Guess: $812.00 Truth: $94.93 Error: $717.07 SLE: 4.57 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", - "\u001b[91m182: Guess: $697.00 Truth: $379.00 Error: $318.00 SLE: 0.37 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", - "\u001b[91m183: Guess: $433.00 Truth: $299.95 Error: $133.05 SLE: 0.13 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", - "\u001b[91m184: Guess: $611.00 Truth: $24.99 Error: $586.01 SLE: 9.98 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", - "\u001b[92m185: Guess: $66.00 Truth: $41.04 Error: $24.96 SLE: 0.22 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", - "\u001b[93m186: Guess: $395.00 Truth: $327.90 Error: $67.10 SLE: 0.03 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", - "\u001b[91m187: Guess: $391.00 Truth: $10.99 Error: $380.01 SLE: 12.16 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", - "\u001b[91m188: Guess: $611.00 Truth: $14.99 Error: $596.01 SLE: 13.28 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", - "\u001b[91m189: Guess: $480.00 Truth: $84.95 Error: $395.05 SLE: 2.97 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", - "\u001b[91m190: Guess: $542.00 Truth: $111.00 Error: $431.00 SLE: 2.49 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", - "\u001b[91m191: Guess: $258.00 Truth: $123.73 Error: $134.27 SLE: 0.53 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", - "\u001b[91m192: Guess: $995.00 Truth: $557.38 Error: $437.62 SLE: 0.33 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", - "\u001b[91m193: Guess: $567.00 Truth: $95.55 Error: $471.45 SLE: 3.14 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", - "\u001b[91m194: Guess: $882.00 Truth: $154.00 Error: $728.00 SLE: 3.03 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", - "\u001b[91m195: Guess: $966.00 Truth: $198.99 Error: $767.01 SLE: 2.48 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", - "\u001b[91m196: Guess: $12.00 Truth: $430.44 Error: $418.44 SLE: 12.27 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", - "\u001b[91m197: Guess: $697.00 Truth: $45.67 Error: $651.33 SLE: 7.32 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", - "\u001b[91m198: Guess: $739.00 Truth: $249.00 Error: $490.00 SLE: 1.18 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", - "\u001b[93m199: Guess: $118.00 Truth: $42.99 Error: $75.01 SLE: 0.99 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", - "\u001b[91m200: Guess: $699.00 Truth: $181.33 Error: $517.67 SLE: 1.81 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", - "\u001b[91m201: Guess: $907.00 Truth: $6.03 Error: $900.97 SLE: 23.63 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", - "\u001b[91m202: Guess: $550.00 Truth: $29.99 Error: $520.01 SLE: 8.28 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", - "\u001b[92m203: Guess: $769.00 Truth: $899.00 Error: $130.00 SLE: 0.02 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", - "\u001b[93m204: Guess: $274.00 Truth: $399.99 Error: $125.99 SLE: 0.14 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", - "\u001b[91m205: Guess: $788.00 Truth: $4.66 Error: $783.34 SLE: 24.38 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", - "\u001b[91m206: Guess: $657.00 Truth: $261.41 Error: $395.59 SLE: 0.85 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", - "\u001b[91m207: Guess: $349.00 Truth: $136.97 Error: $212.03 SLE: 0.87 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", - "\u001b[92m208: Guess: $115.00 Truth: $79.00 Error: $36.00 SLE: 0.14 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", - "\u001b[93m209: Guess: $301.00 Truth: $444.99 Error: $143.99 SLE: 0.15 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", - "\u001b[92m210: Guess: $446.00 Truth: $411.94 Error: $34.06 SLE: 0.01 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", - "\u001b[92m211: Guess: $162.00 Truth: $148.40 Error: $13.60 SLE: 0.01 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", - "\u001b[91m212: Guess: $465.00 Truth: $244.99 Error: $220.01 SLE: 0.41 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", - "\u001b[91m213: Guess: $4.00 Truth: $86.50 Error: $82.50 SLE: 8.19 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", - "\u001b[91m214: Guess: $977.00 Truth: $297.95 Error: $679.05 SLE: 1.40 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", - "\u001b[91m215: Guess: $740.00 Truth: $399.99 Error: $340.01 SLE: 0.38 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", - "\u001b[91m216: Guess: $897.00 Truth: $599.00 Error: $298.00 SLE: 0.16 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", - "\u001b[91m217: Guess: $737.00 Truth: $105.99 Error: $631.01 SLE: 3.73 Item: Barbie Top Model Doll\u001b[0m\n", - "\u001b[91m218: Guess: $270.00 Truth: $689.00 Error: $419.00 SLE: 0.87 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", - "\u001b[91m219: Guess: $996.00 Truth: $404.99 Error: $591.01 SLE: 0.81 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", - "\u001b[91m220: Guess: $513.00 Truth: $207.76 Error: $305.24 SLE: 0.81 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", - "\u001b[91m221: Guess: $781.00 Truth: $171.82 Error: $609.18 SLE: 2.28 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", - "\u001b[93m222: Guess: $183.00 Truth: $293.24 Error: $110.24 SLE: 0.22 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", - "\u001b[93m223: Guess: $520.00 Truth: $374.95 Error: $145.05 SLE: 0.11 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", - "\u001b[91m224: Guess: $935.00 Truth: $111.99 Error: $823.01 SLE: 4.47 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", - "\u001b[93m225: Guess: $109.00 Truth: $42.99 Error: $66.01 SLE: 0.84 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", - "\u001b[91m226: Guess: $892.00 Truth: $116.71 Error: $775.29 SLE: 4.11 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", - "\u001b[91m227: Guess: $641.00 Truth: $118.61 Error: $522.39 SLE: 2.82 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", - "\u001b[91m228: Guess: $306.00 Truth: $147.12 Error: $158.88 SLE: 0.53 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", - "\u001b[91m229: Guess: $862.00 Truth: $119.99 Error: $742.01 SLE: 3.86 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", - "\u001b[91m230: Guess: $655.00 Truth: $369.98 Error: $285.02 SLE: 0.32 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", - "\u001b[91m231: Guess: $520.00 Truth: $315.55 Error: $204.45 SLE: 0.25 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", - "\u001b[91m232: Guess: $624.00 Truth: $190.99 Error: $433.01 SLE: 1.39 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", - "\u001b[93m233: Guess: $204.00 Truth: $155.00 Error: $49.00 SLE: 0.07 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", - "\u001b[91m234: Guess: $157.00 Truth: $349.99 Error: $192.99 SLE: 0.64 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", - "\u001b[91m235: Guess: $383.00 Truth: $249.99 Error: $133.01 SLE: 0.18 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", - "\u001b[91m236: Guess: $781.00 Truth: $42.99 Error: $738.01 SLE: 8.28 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", - "\u001b[91m237: Guess: $166.00 Truth: $17.99 Error: $148.01 SLE: 4.73 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", - "\u001b[93m238: Guess: $553.00 Truth: $425.00 Error: $128.00 SLE: 0.07 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", - "\u001b[91m239: Guess: $977.00 Truth: $249.99 Error: $727.01 SLE: 1.85 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", - "\u001b[91m240: Guess: $798.00 Truth: $138.23 Error: $659.77 SLE: 3.05 Item: Schmidt Spiele - Manhattan\u001b[0m\n", - "\u001b[91m241: Guess: $945.00 Truth: $414.99 Error: $530.01 SLE: 0.67 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", - "\u001b[91m242: Guess: $544.00 Truth: $168.28 Error: $375.72 SLE: 1.37 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", - "\u001b[91m243: Guess: $941.00 Truth: $199.99 Error: $741.01 SLE: 2.39 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", - "\u001b[91m244: Guess: $1.00 Truth: $126.70 Error: $125.70 SLE: 17.28 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", - "\u001b[91m245: Guess: $614.00 Truth: $5.91 Error: $608.09 SLE: 20.15 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", - "\u001b[91m246: Guess: $332.00 Truth: $193.06 Error: $138.94 SLE: 0.29 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", - "\u001b[91m247: Guess: $501.00 Truth: $249.99 Error: $251.01 SLE: 0.48 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", - "\u001b[93m248: Guess: $20.00 Truth: $64.12 Error: $44.12 SLE: 1.28 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", - "\u001b[92m249: Guess: $115.00 Truth: $114.99 Error: $0.01 SLE: 0.00 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", - "\u001b[92m250: Guess: $952.00 Truth: $926.00 Error: $26.00 SLE: 0.00 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Set the random seed\n", "\n", @@ -613,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "id": "97451c73-9c1b-43a8-b3b9-9c41942e48a2", "metadata": {}, "outputs": [], @@ -630,277 +331,10 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": null, "id": "8cf384eb-30c2-40d8-b7e5-48942ac6a969", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[91m1: Guess: $220.46 Truth: $374.41 Error: $153.95 SLE: 0.28 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", - "\u001b[92m2: Guess: $220.46 Truth: $225.11 Error: $4.65 SLE: 0.00 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", - "\u001b[91m3: Guess: $220.46 Truth: $61.68 Error: $158.78 SLE: 1.59 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", - "\u001b[91m4: Guess: $220.46 Truth: $599.99 Error: $379.53 SLE: 1.00 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", - "\u001b[91m5: Guess: $220.46 Truth: $16.99 Error: $203.47 SLE: 6.30 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", - "\u001b[91m6: Guess: $220.46 Truth: $31.99 Error: $188.47 SLE: 3.63 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", - "\u001b[91m7: Guess: $220.46 Truth: $101.79 Error: $118.67 SLE: 0.59 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", - "\u001b[93m8: Guess: $220.46 Truth: $289.00 Error: $68.54 SLE: 0.07 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", - "\u001b[91m9: Guess: $220.46 Truth: $635.86 Error: $415.40 SLE: 1.12 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", - "\u001b[91m10: Guess: $220.46 Truth: $65.99 Error: $154.47 SLE: 1.43 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", - "\u001b[92m11: Guess: $220.46 Truth: $254.21 Error: $33.75 SLE: 0.02 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", - "\u001b[91m12: Guess: $220.46 Truth: $412.99 Error: $192.53 SLE: 0.39 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", - "\u001b[92m13: Guess: $220.46 Truth: $205.50 Error: $14.96 SLE: 0.00 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", - "\u001b[92m14: Guess: $220.46 Truth: $248.23 Error: $27.77 SLE: 0.01 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", - "\u001b[91m15: Guess: $220.46 Truth: $399.00 Error: $178.54 SLE: 0.35 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", - "\u001b[91m16: Guess: $220.46 Truth: $373.94 Error: $153.48 SLE: 0.28 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", - "\u001b[91m17: Guess: $220.46 Truth: $92.89 Error: $127.57 SLE: 0.74 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", - "\u001b[91m18: Guess: $220.46 Truth: $51.99 Error: $168.47 SLE: 2.05 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", - "\u001b[93m19: Guess: $220.46 Truth: $179.00 Error: $41.46 SLE: 0.04 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", - "\u001b[91m20: Guess: $220.46 Truth: $19.42 Error: $201.04 SLE: 5.68 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", - "\u001b[91m21: Guess: $220.46 Truth: $539.95 Error: $319.49 SLE: 0.80 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", - "\u001b[93m22: Guess: $220.46 Truth: $147.67 Error: $72.79 SLE: 0.16 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", - "\u001b[91m23: Guess: $220.46 Truth: $24.99 Error: $195.47 SLE: 4.59 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", - "\u001b[93m24: Guess: $220.46 Truth: $149.00 Error: $71.46 SLE: 0.15 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", - "\u001b[91m25: Guess: $220.46 Truth: $16.99 Error: $203.47 SLE: 6.30 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", - "\u001b[91m26: Guess: $220.46 Truth: $7.99 Error: $212.47 SLE: 10.27 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", - "\u001b[92m27: Guess: $220.46 Truth: $199.99 Error: $20.47 SLE: 0.01 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", - "\u001b[92m28: Guess: $220.46 Truth: $251.45 Error: $30.99 SLE: 0.02 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", - "\u001b[92m29: Guess: $220.46 Truth: $231.62 Error: $11.16 SLE: 0.00 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", - "\u001b[91m30: Guess: $220.46 Truth: $135.00 Error: $85.46 SLE: 0.24 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", - "\u001b[93m31: Guess: $220.46 Truth: $356.62 Error: $136.16 SLE: 0.23 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", - "\u001b[92m32: Guess: $220.46 Truth: $257.99 Error: $37.53 SLE: 0.02 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", - "\u001b[91m33: Guess: $220.46 Truth: $27.99 Error: $192.47 SLE: 4.13 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", - "\u001b[93m34: Guess: $220.46 Truth: $171.20 Error: $49.26 SLE: 0.06 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", - "\u001b[92m35: Guess: $220.46 Truth: $225.00 Error: $4.54 SLE: 0.00 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", - "\u001b[91m36: Guess: $220.46 Truth: $105.00 Error: $115.46 SLE: 0.54 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", - "\u001b[93m37: Guess: $220.46 Truth: $299.99 Error: $79.53 SLE: 0.09 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", - "\u001b[91m38: Guess: $220.46 Truth: $535.09 Error: $314.63 SLE: 0.78 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", - "\u001b[91m39: Guess: $220.46 Truth: $12.33 Error: $208.13 SLE: 7.90 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", - "\u001b[91m40: Guess: $220.46 Truth: $84.99 Error: $135.47 SLE: 0.89 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", - "\u001b[91m41: Guess: $220.46 Truth: $15.99 Error: $204.47 SLE: 6.59 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", - "\u001b[91m42: Guess: $220.46 Truth: $62.44 Error: $158.02 SLE: 1.56 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", - "\u001b[91m43: Guess: $220.46 Truth: $82.99 Error: $137.47 SLE: 0.94 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", - "\u001b[91m44: Guess: $220.46 Truth: $599.95 Error: $379.49 SLE: 1.00 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", - "\u001b[92m45: Guess: $220.46 Truth: $194.99 Error: $25.47 SLE: 0.01 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", - "\u001b[93m46: Guess: $220.46 Truth: $344.95 Error: $124.49 SLE: 0.20 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", - "\u001b[91m47: Guess: $220.46 Truth: $37.99 Error: $182.47 SLE: 3.02 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", - "\u001b[92m48: Guess: $220.46 Truth: $224.35 Error: $3.89 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", - "\u001b[91m49: Guess: $220.46 Truth: $814.00 Error: $593.54 SLE: 1.70 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", - "\u001b[91m50: Guess: $220.46 Truth: $439.88 Error: $219.42 SLE: 0.47 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", - "\u001b[93m51: Guess: $220.46 Truth: $341.43 Error: $120.97 SLE: 0.19 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", - "\u001b[91m52: Guess: $220.46 Truth: $46.78 Error: $173.68 SLE: 2.35 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", - "\u001b[93m53: Guess: $220.46 Truth: $171.44 Error: $49.02 SLE: 0.06 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", - "\u001b[91m54: Guess: $220.46 Truth: $458.00 Error: $237.54 SLE: 0.53 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", - "\u001b[91m55: Guess: $220.46 Truth: $130.75 Error: $89.71 SLE: 0.27 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", - "\u001b[91m56: Guess: $220.46 Truth: $83.81 Error: $136.65 SLE: 0.92 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", - "\u001b[91m57: Guess: $220.46 Truth: $386.39 Error: $165.93 SLE: 0.31 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", - "\u001b[93m58: Guess: $220.46 Truth: $169.00 Error: $51.46 SLE: 0.07 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", - "\u001b[91m59: Guess: $220.46 Truth: $17.95 Error: $202.51 SLE: 6.04 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", - "\u001b[92m60: Guess: $220.46 Truth: $269.00 Error: $48.54 SLE: 0.04 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", - "\u001b[91m61: Guess: $220.46 Truth: $77.77 Error: $142.69 SLE: 1.07 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", - "\u001b[91m62: Guess: $220.46 Truth: $88.99 Error: $131.47 SLE: 0.81 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", - "\u001b[93m63: Guess: $220.46 Truth: $364.41 Error: $143.95 SLE: 0.25 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", - "\u001b[91m64: Guess: $220.46 Truth: $127.03 Error: $93.43 SLE: 0.30 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", - "\u001b[91m65: Guess: $220.46 Truth: $778.95 Error: $558.49 SLE: 1.59 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", - "\u001b[92m66: Guess: $220.46 Truth: $206.66 Error: $13.80 SLE: 0.00 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", - "\u001b[91m67: Guess: $220.46 Truth: $35.94 Error: $184.52 SLE: 3.21 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", - "\u001b[93m68: Guess: $220.46 Truth: $149.00 Error: $71.46 SLE: 0.15 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", - "\u001b[92m69: Guess: $220.46 Truth: $251.98 Error: $31.52 SLE: 0.02 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", - "\u001b[93m70: Guess: $220.46 Truth: $160.00 Error: $60.46 SLE: 0.10 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", - "\u001b[91m71: Guess: $220.46 Truth: $39.99 Error: $180.47 SLE: 2.85 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", - "\u001b[93m72: Guess: $220.46 Truth: $362.41 Error: $141.95 SLE: 0.25 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", - "\u001b[93m73: Guess: $220.46 Truth: $344.00 Error: $123.54 SLE: 0.20 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", - "\u001b[91m74: Guess: $220.46 Truth: $25.09 Error: $195.37 SLE: 4.57 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", - "\u001b[93m75: Guess: $220.46 Truth: $175.95 Error: $44.51 SLE: 0.05 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", - "\u001b[91m76: Guess: $220.46 Truth: $132.64 Error: $87.82 SLE: 0.26 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", - "\u001b[91m77: Guess: $220.46 Truth: $422.99 Error: $202.53 SLE: 0.42 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", - "\u001b[93m78: Guess: $220.46 Truth: $146.48 Error: $73.98 SLE: 0.17 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", - "\u001b[93m79: Guess: $220.46 Truth: $156.83 Error: $63.63 SLE: 0.11 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", - "\u001b[92m80: Guess: $220.46 Truth: $251.99 Error: $31.53 SLE: 0.02 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", - "\u001b[91m81: Guess: $220.46 Truth: $940.33 Error: $719.87 SLE: 2.09 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", - "\u001b[91m82: Guess: $220.46 Truth: $52.99 Error: $167.47 SLE: 1.99 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", - "\u001b[92m83: Guess: $220.46 Truth: $219.95 Error: $0.51 SLE: 0.00 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", - "\u001b[91m84: Guess: $220.46 Truth: $441.03 Error: $220.57 SLE: 0.48 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", - "\u001b[93m85: Guess: $220.46 Truth: $168.98 Error: $51.48 SLE: 0.07 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", - "\u001b[91m86: Guess: $220.46 Truth: $2.49 Error: $217.97 SLE: 17.23 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", - "\u001b[91m87: Guess: $220.46 Truth: $98.62 Error: $121.84 SLE: 0.64 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", - "\u001b[92m88: Guess: $220.46 Truth: $256.95 Error: $36.49 SLE: 0.02 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", - "\u001b[91m89: Guess: $220.46 Truth: $30.99 Error: $189.47 SLE: 3.74 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", - "\u001b[91m90: Guess: $220.46 Truth: $569.84 Error: $349.38 SLE: 0.90 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", - "\u001b[93m91: Guess: $220.46 Truth: $177.99 Error: $42.47 SLE: 0.05 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", - "\u001b[91m92: Guess: $220.46 Truth: $997.99 Error: $777.53 SLE: 2.27 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", - "\u001b[92m93: Guess: $220.46 Truth: $219.00 Error: $1.46 SLE: 0.00 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", - "\u001b[92m94: Guess: $220.46 Truth: $225.55 Error: $5.09 SLE: 0.00 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", - "\u001b[91m95: Guess: $220.46 Truth: $495.95 Error: $275.49 SLE: 0.65 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", - "\u001b[91m96: Guess: $220.46 Truth: $942.37 Error: $721.91 SLE: 2.10 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", - "\u001b[91m97: Guess: $220.46 Truth: $1.94 Error: $218.52 SLE: 18.68 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", - "\u001b[93m98: Guess: $220.46 Truth: $284.34 Error: $63.88 SLE: 0.06 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", - "\u001b[93m99: Guess: $220.46 Truth: $171.90 Error: $48.56 SLE: 0.06 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", - "\u001b[93m100: Guess: $220.46 Truth: $144.99 Error: $75.47 SLE: 0.17 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", - "\u001b[91m101: Guess: $220.46 Truth: $470.47 Error: $250.01 SLE: 0.57 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", - "\u001b[91m102: Guess: $220.46 Truth: $66.95 Error: $153.51 SLE: 1.40 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", - "\u001b[91m103: Guess: $220.46 Truth: $117.00 Error: $103.46 SLE: 0.40 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", - "\u001b[93m104: Guess: $220.46 Truth: $172.14 Error: $48.32 SLE: 0.06 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", - "\u001b[91m105: Guess: $220.46 Truth: $392.74 Error: $172.28 SLE: 0.33 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", - "\u001b[91m106: Guess: $220.46 Truth: $16.99 Error: $203.47 SLE: 6.30 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", - "\u001b[91m107: Guess: $220.46 Truth: $1.34 Error: $219.12 SLE: 20.70 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", - "\u001b[93m108: Guess: $220.46 Truth: $349.98 Error: $129.52 SLE: 0.21 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", - "\u001b[91m109: Guess: $220.46 Truth: $370.71 Error: $150.25 SLE: 0.27 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", - "\u001b[91m110: Guess: $220.46 Truth: $65.88 Error: $154.58 SLE: 1.43 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", - "\u001b[92m111: Guess: $220.46 Truth: $229.99 Error: $9.53 SLE: 0.00 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", - "\u001b[91m112: Guess: $220.46 Truth: $9.14 Error: $211.32 SLE: 9.51 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", - "\u001b[92m113: Guess: $220.46 Truth: $199.00 Error: $21.46 SLE: 0.01 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", - "\u001b[91m114: Guess: $220.46 Truth: $109.99 Error: $110.47 SLE: 0.48 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", - "\u001b[91m115: Guess: $220.46 Truth: $570.42 Error: $349.96 SLE: 0.90 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", - "\u001b[93m116: Guess: $220.46 Truth: $279.99 Error: $59.53 SLE: 0.06 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", - "\u001b[91m117: Guess: $220.46 Truth: $30.99 Error: $189.47 SLE: 3.74 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", - "\u001b[91m118: Guess: $220.46 Truth: $31.99 Error: $188.47 SLE: 3.63 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", - "\u001b[91m119: Guess: $220.46 Truth: $15.90 Error: $204.56 SLE: 6.62 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", - "\u001b[91m120: Guess: $220.46 Truth: $45.99 Error: $174.47 SLE: 2.40 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", - "\u001b[91m121: Guess: $220.46 Truth: $113.52 Error: $106.94 SLE: 0.43 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", - "\u001b[91m122: Guess: $220.46 Truth: $516.99 Error: $296.53 SLE: 0.72 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", - "\u001b[92m123: Guess: $220.46 Truth: $196.99 Error: $23.47 SLE: 0.01 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", - "\u001b[91m124: Guess: $220.46 Truth: $46.55 Error: $173.91 SLE: 2.37 Item: Technical Precision Replacement for GE G...\u001b[0m\n", - "\u001b[93m125: Guess: $220.46 Truth: $356.99 Error: $136.53 SLE: 0.23 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", - "\u001b[93m126: Guess: $220.46 Truth: $319.95 Error: $99.49 SLE: 0.14 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", - "\u001b[91m127: Guess: $220.46 Truth: $96.06 Error: $124.40 SLE: 0.68 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", - "\u001b[92m128: Guess: $220.46 Truth: $190.99 Error: $29.47 SLE: 0.02 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", - "\u001b[92m129: Guess: $220.46 Truth: $257.95 Error: $37.49 SLE: 0.02 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", - "\u001b[91m130: Guess: $220.46 Truth: $62.95 Error: $157.51 SLE: 1.54 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", - "\u001b[91m131: Guess: $220.46 Truth: $47.66 Error: $172.80 SLE: 2.30 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", - "\u001b[92m132: Guess: $220.46 Truth: $226.99 Error: $6.53 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", - "\u001b[93m133: Guess: $220.46 Truth: $359.95 Error: $139.49 SLE: 0.24 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", - "\u001b[91m134: Guess: $220.46 Truth: $78.40 Error: $142.06 SLE: 1.05 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", - "\u001b[93m135: Guess: $220.46 Truth: $172.77 Error: $47.69 SLE: 0.06 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", - "\u001b[93m136: Guess: $220.46 Truth: $316.45 Error: $95.99 SLE: 0.13 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", - "\u001b[91m137: Guess: $220.46 Truth: $87.99 Error: $132.47 SLE: 0.83 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", - "\u001b[92m138: Guess: $220.46 Truth: $226.63 Error: $6.17 SLE: 0.00 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", - "\u001b[91m139: Guess: $220.46 Truth: $31.49 Error: $188.97 SLE: 3.68 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", - "\u001b[92m140: Guess: $220.46 Truth: $196.00 Error: $24.46 SLE: 0.01 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", - "\u001b[91m141: Guess: $220.46 Truth: $78.40 Error: $142.06 SLE: 1.05 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", - "\u001b[91m142: Guess: $220.46 Truth: $116.25 Error: $104.21 SLE: 0.40 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", - "\u001b[91m143: Guess: $220.46 Truth: $112.78 Error: $107.68 SLE: 0.44 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", - "\u001b[91m144: Guess: $220.46 Truth: $27.32 Error: $193.14 SLE: 4.23 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", - "\u001b[93m145: Guess: $220.46 Truth: $145.91 Error: $74.55 SLE: 0.17 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", - "\u001b[93m146: Guess: $220.46 Truth: $171.09 Error: $49.37 SLE: 0.06 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", - "\u001b[93m147: Guess: $220.46 Truth: $167.95 Error: $52.51 SLE: 0.07 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", - "\u001b[91m148: Guess: $220.46 Truth: $28.49 Error: $191.97 SLE: 4.06 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", - "\u001b[91m149: Guess: $220.46 Truth: $122.23 Error: $98.23 SLE: 0.34 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", - "\u001b[91m150: Guess: $220.46 Truth: $32.99 Error: $187.47 SLE: 3.51 Item: Learning Resources Coding Critters Range...\u001b[0m\n", - "\u001b[91m151: Guess: $220.46 Truth: $71.20 Error: $149.26 SLE: 1.26 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", - "\u001b[91m152: Guess: $220.46 Truth: $112.75 Error: $107.71 SLE: 0.44 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", - "\u001b[93m153: Guess: $220.46 Truth: $142.43 Error: $78.03 SLE: 0.19 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", - "\u001b[91m154: Guess: $220.46 Truth: $398.99 Error: $178.53 SLE: 0.35 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", - "\u001b[91m155: Guess: $220.46 Truth: $449.00 Error: $228.54 SLE: 0.50 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", - "\u001b[92m156: Guess: $220.46 Truth: $189.00 Error: $31.46 SLE: 0.02 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", - "\u001b[91m157: Guess: $220.46 Truth: $120.91 Error: $99.55 SLE: 0.36 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", - "\u001b[92m158: Guess: $220.46 Truth: $203.53 Error: $16.93 SLE: 0.01 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", - "\u001b[93m159: Guess: $220.46 Truth: $349.99 Error: $129.53 SLE: 0.21 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", - "\u001b[91m160: Guess: $220.46 Truth: $34.35 Error: $186.11 SLE: 3.37 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", - "\u001b[91m161: Guess: $220.46 Truth: $384.99 Error: $164.53 SLE: 0.31 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", - "\u001b[92m162: Guess: $220.46 Truth: $211.00 Error: $9.46 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", - "\u001b[91m163: Guess: $220.46 Truth: $129.00 Error: $91.46 SLE: 0.28 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", - "\u001b[91m164: Guess: $220.46 Truth: $111.45 Error: $109.01 SLE: 0.46 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", - "\u001b[91m165: Guess: $220.46 Truth: $81.12 Error: $139.34 SLE: 0.98 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", - "\u001b[91m166: Guess: $220.46 Truth: $457.08 Error: $236.62 SLE: 0.53 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", - "\u001b[91m167: Guess: $220.46 Truth: $49.49 Error: $170.97 SLE: 2.19 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", - "\u001b[91m168: Guess: $220.46 Truth: $80.56 Error: $139.90 SLE: 1.00 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", - "\u001b[93m169: Guess: $220.46 Truth: $278.39 Error: $57.93 SLE: 0.05 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", - "\u001b[93m170: Guess: $220.46 Truth: $364.50 Error: $144.04 SLE: 0.25 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", - "\u001b[91m171: Guess: $220.46 Truth: $378.99 Error: $158.53 SLE: 0.29 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", - "\u001b[93m172: Guess: $220.46 Truth: $165.28 Error: $55.18 SLE: 0.08 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", - "\u001b[91m173: Guess: $220.46 Truth: $56.74 Error: $163.72 SLE: 1.81 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", - "\u001b[93m174: Guess: $220.46 Truth: $307.95 Error: $87.49 SLE: 0.11 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", - "\u001b[91m175: Guess: $220.46 Truth: $38.00 Error: $182.46 SLE: 3.02 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", - "\u001b[91m176: Guess: $220.46 Truth: $53.00 Error: $167.46 SLE: 1.99 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", - "\u001b[91m177: Guess: $220.46 Truth: $498.00 Error: $277.54 SLE: 0.66 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", - "\u001b[91m178: Guess: $220.46 Truth: $53.99 Error: $166.47 SLE: 1.94 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", - "\u001b[93m179: Guess: $220.46 Truth: $350.00 Error: $129.54 SLE: 0.21 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", - "\u001b[93m180: Guess: $220.46 Truth: $299.95 Error: $79.49 SLE: 0.09 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", - "\u001b[91m181: Guess: $220.46 Truth: $94.93 Error: $125.53 SLE: 0.70 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", - "\u001b[91m182: Guess: $220.46 Truth: $379.00 Error: $158.54 SLE: 0.29 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", - "\u001b[93m183: Guess: $220.46 Truth: $299.95 Error: $79.49 SLE: 0.09 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", - "\u001b[91m184: Guess: $220.46 Truth: $24.99 Error: $195.47 SLE: 4.59 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", - "\u001b[91m185: Guess: $220.46 Truth: $41.04 Error: $179.42 SLE: 2.76 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", - "\u001b[93m186: Guess: $220.46 Truth: $327.90 Error: $107.44 SLE: 0.16 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", - "\u001b[91m187: Guess: $220.46 Truth: $10.99 Error: $209.47 SLE: 8.50 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", - "\u001b[91m188: Guess: $220.46 Truth: $14.99 Error: $205.47 SLE: 6.91 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", - "\u001b[91m189: Guess: $220.46 Truth: $84.95 Error: $135.51 SLE: 0.90 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", - "\u001b[91m190: Guess: $220.46 Truth: $111.00 Error: $109.46 SLE: 0.46 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", - "\u001b[91m191: Guess: $220.46 Truth: $123.73 Error: $96.73 SLE: 0.33 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", - "\u001b[91m192: Guess: $220.46 Truth: $557.38 Error: $336.92 SLE: 0.86 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", - "\u001b[91m193: Guess: $220.46 Truth: $95.55 Error: $124.91 SLE: 0.69 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", - "\u001b[93m194: Guess: $220.46 Truth: $154.00 Error: $66.46 SLE: 0.13 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", - "\u001b[92m195: Guess: $220.46 Truth: $198.99 Error: $21.47 SLE: 0.01 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", - "\u001b[91m196: Guess: $220.46 Truth: $430.44 Error: $209.98 SLE: 0.44 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", - "\u001b[91m197: Guess: $220.46 Truth: $45.67 Error: $174.79 SLE: 2.42 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", - "\u001b[92m198: Guess: $220.46 Truth: $249.00 Error: $28.54 SLE: 0.01 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", - "\u001b[91m199: Guess: $220.46 Truth: $42.99 Error: $177.47 SLE: 2.61 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", - "\u001b[92m200: Guess: $220.46 Truth: $181.33 Error: $39.13 SLE: 0.04 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", - "\u001b[91m201: Guess: $220.46 Truth: $6.03 Error: $214.43 SLE: 11.90 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", - "\u001b[91m202: Guess: $220.46 Truth: $29.99 Error: $190.47 SLE: 3.87 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", - "\u001b[91m203: Guess: $220.46 Truth: $899.00 Error: $678.54 SLE: 1.97 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", - "\u001b[91m204: Guess: $220.46 Truth: $399.99 Error: $179.53 SLE: 0.35 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", - "\u001b[91m205: Guess: $220.46 Truth: $4.66 Error: $215.80 SLE: 13.45 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", - "\u001b[92m206: Guess: $220.46 Truth: $261.41 Error: $40.95 SLE: 0.03 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", - "\u001b[91m207: Guess: $220.46 Truth: $136.97 Error: $83.49 SLE: 0.22 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", - "\u001b[91m208: Guess: $220.46 Truth: $79.00 Error: $141.46 SLE: 1.04 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", - "\u001b[91m209: Guess: $220.46 Truth: $444.99 Error: $224.53 SLE: 0.49 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", - "\u001b[91m210: Guess: $220.46 Truth: $411.94 Error: $191.48 SLE: 0.39 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", - "\u001b[93m211: Guess: $220.46 Truth: $148.40 Error: $72.06 SLE: 0.15 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", - "\u001b[92m212: Guess: $220.46 Truth: $244.99 Error: $24.53 SLE: 0.01 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", - "\u001b[91m213: Guess: $220.46 Truth: $86.50 Error: $133.96 SLE: 0.86 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", - "\u001b[93m214: Guess: $220.46 Truth: $297.95 Error: $77.49 SLE: 0.09 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", - "\u001b[91m215: Guess: $220.46 Truth: $399.99 Error: $179.53 SLE: 0.35 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", - "\u001b[91m216: Guess: $220.46 Truth: $599.00 Error: $378.54 SLE: 0.99 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", - "\u001b[91m217: Guess: $220.46 Truth: $105.99 Error: $114.47 SLE: 0.53 Item: Barbie Top Model Doll\u001b[0m\n", - "\u001b[91m218: Guess: $220.46 Truth: $689.00 Error: $468.54 SLE: 1.29 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", - "\u001b[91m219: Guess: $220.46 Truth: $404.99 Error: $184.53 SLE: 0.37 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", - "\u001b[92m220: Guess: $220.46 Truth: $207.76 Error: $12.70 SLE: 0.00 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", - "\u001b[93m221: Guess: $220.46 Truth: $171.82 Error: $48.64 SLE: 0.06 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", - "\u001b[93m222: Guess: $220.46 Truth: $293.24 Error: $72.78 SLE: 0.08 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", - "\u001b[91m223: Guess: $220.46 Truth: $374.95 Error: $154.49 SLE: 0.28 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", - "\u001b[91m224: Guess: $220.46 Truth: $111.99 Error: $108.47 SLE: 0.45 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", - "\u001b[91m225: Guess: $220.46 Truth: $42.99 Error: $177.47 SLE: 2.61 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", - "\u001b[91m226: Guess: $220.46 Truth: $116.71 Error: $103.75 SLE: 0.40 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", - "\u001b[91m227: Guess: $220.46 Truth: $118.61 Error: $101.85 SLE: 0.38 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", - "\u001b[93m228: Guess: $220.46 Truth: $147.12 Error: $73.34 SLE: 0.16 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", - "\u001b[91m229: Guess: $220.46 Truth: $119.99 Error: $100.47 SLE: 0.37 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", - "\u001b[91m230: Guess: $220.46 Truth: $369.98 Error: $149.52 SLE: 0.27 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", - "\u001b[93m231: Guess: $220.46 Truth: $315.55 Error: $95.09 SLE: 0.13 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", - "\u001b[92m232: Guess: $220.46 Truth: $190.99 Error: $29.47 SLE: 0.02 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", - "\u001b[93m233: Guess: $220.46 Truth: $155.00 Error: $65.46 SLE: 0.12 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", - "\u001b[93m234: Guess: $220.46 Truth: $349.99 Error: $129.53 SLE: 0.21 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", - "\u001b[92m235: Guess: $220.46 Truth: $249.99 Error: $29.53 SLE: 0.02 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", - "\u001b[91m236: Guess: $220.46 Truth: $42.99 Error: $177.47 SLE: 2.61 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", - "\u001b[91m237: Guess: $220.46 Truth: $17.99 Error: $202.47 SLE: 6.03 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", - "\u001b[91m238: Guess: $220.46 Truth: $425.00 Error: $204.54 SLE: 0.43 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", - "\u001b[92m239: Guess: $220.46 Truth: $249.99 Error: $29.53 SLE: 0.02 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", - "\u001b[91m240: Guess: $220.46 Truth: $138.23 Error: $82.23 SLE: 0.22 Item: Schmidt Spiele - Manhattan\u001b[0m\n", - "\u001b[91m241: Guess: $220.46 Truth: $414.99 Error: $194.53 SLE: 0.40 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", - "\u001b[93m242: Guess: $220.46 Truth: $168.28 Error: $52.18 SLE: 0.07 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", - "\u001b[92m243: Guess: $220.46 Truth: $199.99 Error: $20.47 SLE: 0.01 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", - "\u001b[91m244: Guess: $220.46 Truth: $126.70 Error: $93.76 SLE: 0.30 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", - "\u001b[91m245: Guess: $220.46 Truth: $5.91 Error: $214.55 SLE: 12.02 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", - "\u001b[92m246: Guess: $220.46 Truth: $193.06 Error: $27.40 SLE: 0.02 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", - "\u001b[92m247: Guess: $220.46 Truth: $249.99 Error: $29.53 SLE: 0.02 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", - "\u001b[91m248: Guess: $220.46 Truth: $64.12 Error: $156.34 SLE: 1.50 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", - "\u001b[91m249: Guess: $220.46 Truth: $114.99 Error: $105.47 SLE: 0.42 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", - "\u001b[91m250: Guess: $220.46 Truth: $926.00 Error: $705.54 SLE: 2.05 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Run our constant predictor\n", "Tester.test(constant_pricer)\n" @@ -908,28 +342,17 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "id": "6173a4b9-f0b9-407b-a1de-dc8f045adb8f", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'{\"Brand\": \"Delphi\", \"Fit Type\": \"Vehicle Specific Fit\", \"Item Dimensions LxWxH\": \"19.7 x 7.7 x 5.1 inches\", \"Item Weight\": \"2.2 Pounds\", \"Auto Part Position\": \"Unknown\", \"Operation Mode\": \"Mechanical\", \"Manufacturer\": \"Delphi\", \"Model\": \"FUEL PUMP\", \"Product Dimensions\": \"19.7 x 7.7 x 5.1 inches\", \"Country of Origin\": \"USA\", \"Item model number\": \"FG0166\", \"Is Discontinued By Manufacturer\": \"No\", \"Exterior\": \"Painted\", \"Manufacturer Part Number\": \"FG0166\", \"OEM Part Number\": \"25326856, 89060639, A30416, E4061R, MU242\", \"Best Sellers Rank\": {\"Automotive\": 913571, \"Automotive Replacement Electric Fuel Pumps\": 6568}, \"Domestic Shipping\": \"Item can be shipped within U.S.\", \"International Shipping\": \"This item is not eligible for international shipping. Learn More\", \"Date First Available\": \"August 9, 2006\"}'" - ] - }, - "execution_count": 93, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "train[0].details" ] }, { "cell_type": "code", - "execution_count": 94, + "execution_count": null, "id": "ce16eee8-bb34-4914-9aa5-57e30a567842", "metadata": {}, "outputs": [], @@ -946,81 +369,20 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": null, "id": "ac702a10-dccb-43d4-887b-6f92a0fb298f", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "dict_keys(['Brand', 'Fit Type', 'Item Dimensions LxWxH', 'Item Weight', 'Auto Part Position', 'Operation Mode', 'Manufacturer', 'Model', 'Product Dimensions', 'Country of Origin', 'Item model number', 'Is Discontinued By Manufacturer', 'Exterior', 'Manufacturer Part Number', 'OEM Part Number', 'Best Sellers Rank', 'Domestic Shipping', 'International Shipping', 'Date First Available'])" - ] - }, - "execution_count": 96, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "train[0].features.keys()" ] }, { "cell_type": "code", - "execution_count": 97, + "execution_count": null, "id": "fd7a41c5-0c51-41be-a61d-8e80c3e90930", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('Date First Available', 360062),\n", - " ('Item Weight', 350444),\n", - " ('Manufacturer', 349357),\n", - " ('Brand', 340323),\n", - " ('Best Sellers Rank', 330473),\n", - " ('Item model number', 277573),\n", - " ('Product Dimensions', 262400),\n", - " ('Color', 183794),\n", - " ('Is Discontinued By Manufacturer', 169828),\n", - " ('Manufacturer Part Number', 145092),\n", - " ('Material', 137447),\n", - " ('Country of Origin', 121451),\n", - " ('Style', 77639),\n", - " ('Special Feature', 74709),\n", - " ('Part Number', 74529),\n", - " ('Batteries Required?', 73595),\n", - " ('Package Dimensions', 72900),\n", - " ('Item Dimensions LxWxH', 71385),\n", - " ('Included Components', 67509),\n", - " ('Model', 65144),\n", - " ('Size', 58233),\n", - " ('Item Package Quantity', 58149),\n", - " ('Batteries Included?', 56779),\n", - " ('OEM Part Number', 56062),\n", - " ('Special Features', 53740),\n", - " ('Exterior', 50566),\n", - " ('Power Source', 50256),\n", - " ('Vehicle Service Type', 49420),\n", - " ('Finish Type', 46262),\n", - " ('Voltage', 46036),\n", - " ('Mounting Type', 38043),\n", - " ('Model Name', 37524),\n", - " ('Shape', 34816),\n", - " ('Finish', 31901),\n", - " ('Number of Items', 31871),\n", - " ('Connectivity Technology', 31441),\n", - " ('Compatible Devices', 28907),\n", - " ('Wattage', 28564),\n", - " ('Batteries', 28460),\n", - " ('Position', 27027)]" - ] - }, - "execution_count": 97, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Look at 20 most common features in training set\n", "\n", @@ -1034,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": null, "id": "3cef84a9-4932-48fd-9f7a-51cfc06e3216", "metadata": {}, "outputs": [], @@ -1067,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": null, "id": "f4848b4a-3c5a-4168-83a5-57a1f3ff270d", "metadata": {}, "outputs": [], @@ -1078,21 +440,10 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": null, "id": "0cd11cc8-f16e-4991-b531-482189ddc4b6", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "13.57055237029551" - ] - }, - "execution_count": 100, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "average_weight = sum(weights)/len(weights)\n", "average_weight" @@ -1100,7 +451,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": null, "id": "efe8ec7f-9777-464f-a809-b06b7033bdb2", "metadata": {}, "outputs": [], @@ -1112,7 +463,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": null, "id": "c2659fef-a455-431a-9a0e-59342b80084b", "metadata": {}, "outputs": [], @@ -1127,21 +478,10 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": null, "id": "20b9b5be-30bc-4d3a-8492-fbae119421a0", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "380638.258828069" - ] - }, - "execution_count": 103, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ranks = [get_rank(t) for t in train]\n", "ranks = [r for r in ranks if r]\n", @@ -1151,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": null, "id": "081e646a-ea50-4ec3-9512-6d5f96f8aef6", "metadata": {}, "outputs": [], @@ -1163,7 +503,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": null, "id": "afd5daf7-cb2b-47af-bf17-dd71a9db65d0", "metadata": {}, "outputs": [], @@ -1174,60 +514,10 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": null, "id": "85c89012-a922-401b-8a3b-94af641bf27a", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('HP', 5500),\n", - " ('Power Stop', 3594),\n", - " ('Dell', 3254),\n", - " ('Detroit Axle', 2734),\n", - " ('Lenovo', 2441),\n", - " ('Dorman', 2116),\n", - " ('SAMSUNG', 1772),\n", - " ('BUYAUTOPARTS!', 1715),\n", - " ('ACDelco', 1609),\n", - " ('Evan Fischer', 1415),\n", - " ('ASUS', 1387),\n", - " ('Sony', 1282),\n", - " ('Canon', 1201),\n", - " ('Callahan BRAKE PARTS', 1154),\n", - " ('Kohler', 1152),\n", - " ('CURT', 1120),\n", - " ('R1 Concepts', 1054),\n", - " ('Rareelectrical', 966),\n", - " ('Coverking', 941),\n", - " ('Garage-Pro', 888),\n", - " ('Kingston Brass', 852),\n", - " ('Spectra Premium', 834),\n", - " ('Moen', 829),\n", - " ('Auto Dynasty', 824),\n", - " ('WeatherTech', 822),\n", - " ('DELTA FAUCET', 811),\n", - " ('Generic', 793),\n", - " ('Apple', 783),\n", - " ('Cardone', 765),\n", - " ('APS', 763),\n", - " ('K&N', 758),\n", - " ('GM', 743),\n", - " ('Walker', 732),\n", - " ('EBC Brakes', 717),\n", - " ('AKKON', 646),\n", - " ('SPEC-D TUNING', 626),\n", - " ('TYC', 626),\n", - " ('Covercraft', 618),\n", - " ('Intel', 610),\n", - " ('A-Premium', 607)]" - ] - }, - "execution_count": 106, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# investigate the brands\n", "\n", @@ -1244,7 +534,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": null, "id": "386dde54-e028-4a6d-b291-cce889ac1fa3", "metadata": {}, "outputs": [], @@ -1257,7 +547,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": null, "id": "c31c9c59-9d0d-47a8-a046-f20ed8d38d4c", "metadata": {}, "outputs": [], @@ -1273,24 +563,10 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": null, "id": "88850855-f5bd-4be2-9d7c-75bf8a21609b", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'weight': 2.2,\n", - " 'rank': 460069.5,\n", - " 'text_length': 748,\n", - " 'is_top_electronics_brand': 0}" - ] - }, - "execution_count": 109, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Look at features in a training item\n", "get_features(train[0])" @@ -1298,7 +574,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": null, "id": "ee9b5298-68b7-497d-8b2e-875287bb25b2", "metadata": {}, "outputs": [], @@ -1317,24 +593,10 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": null, "id": "cc1d68e0-ab33-40f4-9334-461d426af25c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "weight: 0.26423218629576695\n", - "rank: 5.197480233116636e-05\n", - "text_length: 0.007609328351322259\n", - "is_top_electronics_brand: 198.14254283207853\n", - "Intercept: 182.18661987897224\n", - "Mean Squared Error: 33034.336771967886\n", - "R-squared Score: 0.09091571194865511\n" - ] - } - ], + "outputs": [], "source": [ "# Traditional Linear Regression!\n", "\n", @@ -1367,7 +629,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": null, "id": "6561c3c7-ac7f-458b-983c-4a164b9d02c3", "metadata": {}, "outputs": [], @@ -1382,277 +644,10 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": null, "id": "9bf2caa4-657a-4fc6-9dcb-bed7eaf8dd65", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[93m1: Guess: $228.68 Truth: $374.41 Error: $145.73 SLE: 0.24 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", - "\u001b[92m2: Guess: $214.45 Truth: $225.11 Error: $10.66 SLE: 0.00 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", - "\u001b[91m3: Guess: $191.46 Truth: $61.68 Error: $129.78 SLE: 1.26 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", - "\u001b[93m4: Guess: $389.92 Truth: $599.99 Error: $210.07 SLE: 0.18 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", - "\u001b[91m5: Guess: $211.35 Truth: $16.99 Error: $194.36 SLE: 6.09 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", - "\u001b[91m6: Guess: $211.42 Truth: $31.99 Error: $179.43 SLE: 3.47 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", - "\u001b[91m7: Guess: $190.88 Truth: $101.79 Error: $89.09 SLE: 0.39 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", - "\u001b[93m8: Guess: $190.14 Truth: $289.00 Error: $98.86 SLE: 0.17 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", - "\u001b[91m9: Guess: $220.89 Truth: $635.86 Error: $414.97 SLE: 1.11 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", - "\u001b[91m10: Guess: $199.88 Truth: $65.99 Error: $133.89 SLE: 1.21 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", - "\u001b[92m11: Guess: $214.57 Truth: $254.21 Error: $39.64 SLE: 0.03 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", - "\u001b[91m12: Guess: $216.59 Truth: $412.99 Error: $196.40 SLE: 0.41 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", - "\u001b[92m13: Guess: $211.27 Truth: $205.50 Error: $5.77 SLE: 0.00 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", - "\u001b[93m14: Guess: $190.61 Truth: $248.23 Error: $57.62 SLE: 0.07 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", - "\u001b[91m15: Guess: $194.48 Truth: $399.00 Error: $204.52 SLE: 0.51 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", - "\u001b[91m16: Guess: $205.67 Truth: $373.94 Error: $168.27 SLE: 0.35 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", - "\u001b[91m17: Guess: $201.32 Truth: $92.89 Error: $108.43 SLE: 0.59 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", - "\u001b[91m18: Guess: $191.13 Truth: $51.99 Error: $139.14 SLE: 1.66 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", - "\u001b[92m19: Guess: $189.00 Truth: $179.00 Error: $10.00 SLE: 0.00 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", - "\u001b[91m20: Guess: $206.85 Truth: $19.42 Error: $187.43 SLE: 5.38 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", - "\u001b[91m21: Guess: $187.25 Truth: $539.95 Error: $352.70 SLE: 1.11 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", - "\u001b[93m22: Guess: $195.82 Truth: $147.67 Error: $48.15 SLE: 0.08 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", - "\u001b[91m23: Guess: $187.94 Truth: $24.99 Error: $162.95 SLE: 3.94 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", - "\u001b[93m24: Guess: $194.94 Truth: $149.00 Error: $45.94 SLE: 0.07 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", - "\u001b[91m25: Guess: $196.15 Truth: $16.99 Error: $179.16 SLE: 5.73 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", - "\u001b[91m26: Guess: $191.93 Truth: $7.99 Error: $183.94 SLE: 9.40 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", - "\u001b[92m27: Guess: $198.12 Truth: $199.99 Error: $1.87 SLE: 0.00 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", - "\u001b[91m28: Guess: $386.59 Truth: $251.45 Error: $135.14 SLE: 0.18 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", - "\u001b[92m29: Guess: $228.22 Truth: $231.62 Error: $3.40 SLE: 0.00 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", - "\u001b[93m30: Guess: $191.91 Truth: $135.00 Error: $56.91 SLE: 0.12 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", - "\u001b[91m31: Guess: $210.66 Truth: $356.62 Error: $145.96 SLE: 0.28 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", - "\u001b[92m32: Guess: $240.31 Truth: $257.99 Error: $17.68 SLE: 0.00 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", - "\u001b[91m33: Guess: $207.97 Truth: $27.99 Error: $179.98 SLE: 3.90 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", - "\u001b[93m34: Guess: $229.18 Truth: $171.20 Error: $57.98 SLE: 0.08 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", - "\u001b[93m35: Guess: $277.23 Truth: $225.00 Error: $52.23 SLE: 0.04 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", - "\u001b[91m36: Guess: $213.50 Truth: $105.00 Error: $108.50 SLE: 0.50 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", - "\u001b[93m37: Guess: $200.01 Truth: $299.99 Error: $99.98 SLE: 0.16 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", - "\u001b[91m38: Guess: $249.60 Truth: $535.09 Error: $285.49 SLE: 0.58 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", - "\u001b[91m39: Guess: $189.67 Truth: $12.33 Error: $177.34 SLE: 7.08 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", - "\u001b[91m40: Guess: $192.85 Truth: $84.99 Error: $107.86 SLE: 0.66 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", - "\u001b[91m41: Guess: $192.46 Truth: $15.99 Error: $176.47 SLE: 5.92 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", - "\u001b[91m42: Guess: $199.85 Truth: $62.44 Error: $137.41 SLE: 1.33 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", - "\u001b[91m43: Guess: $193.96 Truth: $82.99 Error: $110.97 SLE: 0.71 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", - "\u001b[93m44: Guess: $393.43 Truth: $599.95 Error: $206.52 SLE: 0.18 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", - "\u001b[91m45: Guess: $387.50 Truth: $194.99 Error: $192.51 SLE: 0.47 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", - "\u001b[91m46: Guess: $204.85 Truth: $344.95 Error: $140.10 SLE: 0.27 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", - "\u001b[91m47: Guess: $190.01 Truth: $37.99 Error: $152.02 SLE: 2.52 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", - "\u001b[92m48: Guess: $200.74 Truth: $224.35 Error: $23.61 SLE: 0.01 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", - "\u001b[91m49: Guess: $248.02 Truth: $814.00 Error: $565.98 SLE: 1.41 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", - "\u001b[92m50: Guess: $407.63 Truth: $439.88 Error: $32.25 SLE: 0.01 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", - "\u001b[92m51: Guess: $298.17 Truth: $341.43 Error: $43.26 SLE: 0.02 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", - "\u001b[91m52: Guess: $204.81 Truth: $46.78 Error: $158.03 SLE: 2.13 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", - "\u001b[92m53: Guess: $210.37 Truth: $171.44 Error: $38.93 SLE: 0.04 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", - "\u001b[91m54: Guess: $215.55 Truth: $458.00 Error: $242.45 SLE: 0.56 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", - "\u001b[91m55: Guess: $387.14 Truth: $130.75 Error: $256.39 SLE: 1.17 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", - "\u001b[91m56: Guess: $186.73 Truth: $83.81 Error: $102.92 SLE: 0.63 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", - "\u001b[91m57: Guess: $209.47 Truth: $386.39 Error: $176.92 SLE: 0.37 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", - "\u001b[92m58: Guess: $188.43 Truth: $169.00 Error: $19.43 SLE: 0.01 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", - "\u001b[91m59: Guess: $265.72 Truth: $17.95 Error: $247.77 SLE: 6.99 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", - "\u001b[93m60: Guess: $212.88 Truth: $269.00 Error: $56.12 SLE: 0.05 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", - "\u001b[91m61: Guess: $198.77 Truth: $77.77 Error: $121.00 SLE: 0.87 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", - "\u001b[91m62: Guess: $211.88 Truth: $88.99 Error: $122.89 SLE: 0.74 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", - "\u001b[91m63: Guess: $213.43 Truth: $364.41 Error: $150.98 SLE: 0.28 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", - "\u001b[91m64: Guess: $216.97 Truth: $127.03 Error: $89.94 SLE: 0.28 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", - "\u001b[91m65: Guess: $250.39 Truth: $778.95 Error: $528.56 SLE: 1.28 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", - "\u001b[91m66: Guess: $389.46 Truth: $206.66 Error: $182.80 SLE: 0.40 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", - "\u001b[91m67: Guess: $191.03 Truth: $35.94 Error: $155.09 SLE: 2.72 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", - "\u001b[93m68: Guess: $204.82 Truth: $149.00 Error: $55.82 SLE: 0.10 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", - "\u001b[92m69: Guess: $215.79 Truth: $251.98 Error: $36.19 SLE: 0.02 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", - "\u001b[91m70: Guess: $288.82 Truth: $160.00 Error: $128.82 SLE: 0.35 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", - "\u001b[91m71: Guess: $189.29 Truth: $39.99 Error: $149.30 SLE: 2.36 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", - "\u001b[93m72: Guess: $263.46 Truth: $362.41 Error: $98.95 SLE: 0.10 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", - "\u001b[93m73: Guess: $210.03 Truth: $344.00 Error: $133.97 SLE: 0.24 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", - "\u001b[91m74: Guess: $195.16 Truth: $25.09 Error: $170.07 SLE: 4.07 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", - "\u001b[93m75: Guess: $254.35 Truth: $175.95 Error: $78.40 SLE: 0.13 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", - "\u001b[93m76: Guess: $190.05 Truth: $132.64 Error: $57.41 SLE: 0.13 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", - "\u001b[91m77: Guess: $223.57 Truth: $422.99 Error: $199.42 SLE: 0.40 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", - "\u001b[93m78: Guess: $210.12 Truth: $146.48 Error: $63.64 SLE: 0.13 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", - "\u001b[91m79: Guess: $271.94 Truth: $156.83 Error: $115.11 SLE: 0.30 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", - "\u001b[93m80: Guess: $193.44 Truth: $251.99 Error: $58.55 SLE: 0.07 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", - "\u001b[91m81: Guess: $243.85 Truth: $940.33 Error: $696.48 SLE: 1.81 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", - "\u001b[91m82: Guess: $191.18 Truth: $52.99 Error: $138.19 SLE: 1.61 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", - "\u001b[92m83: Guess: $191.58 Truth: $219.95 Error: $28.37 SLE: 0.02 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", - "\u001b[91m84: Guess: $230.02 Truth: $441.03 Error: $211.01 SLE: 0.42 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", - "\u001b[93m85: Guess: $211.58 Truth: $168.98 Error: $42.60 SLE: 0.05 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", - "\u001b[91m86: Guess: $198.06 Truth: $2.49 Error: $195.57 SLE: 16.35 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", - "\u001b[91m87: Guess: $193.60 Truth: $98.62 Error: $94.98 SLE: 0.45 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", - "\u001b[93m88: Guess: $198.38 Truth: $256.95 Error: $58.57 SLE: 0.07 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", - "\u001b[91m89: Guess: $211.35 Truth: $30.99 Error: $180.36 SLE: 3.58 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", - "\u001b[93m90: Guess: $409.34 Truth: $569.84 Error: $160.50 SLE: 0.11 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", - "\u001b[92m91: Guess: $210.35 Truth: $177.99 Error: $32.36 SLE: 0.03 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", - "\u001b[91m92: Guess: $224.92 Truth: $997.99 Error: $773.07 SLE: 2.21 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", - "\u001b[92m93: Guess: $212.10 Truth: $219.00 Error: $6.90 SLE: 0.00 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", - "\u001b[92m94: Guess: $210.44 Truth: $225.55 Error: $15.11 SLE: 0.00 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", - "\u001b[91m95: Guess: $191.34 Truth: $495.95 Error: $304.61 SLE: 0.90 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", - "\u001b[91m96: Guess: $259.07 Truth: $942.37 Error: $683.30 SLE: 1.66 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", - "\u001b[91m97: Guess: $189.10 Truth: $1.94 Error: $187.16 SLE: 17.38 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", - "\u001b[93m98: Guess: $194.96 Truth: $284.34 Error: $89.38 SLE: 0.14 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", - "\u001b[93m99: Guess: $227.02 Truth: $171.90 Error: $55.12 SLE: 0.08 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", - "\u001b[93m100: Guess: $188.63 Truth: $144.99 Error: $43.64 SLE: 0.07 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", - "\u001b[91m101: Guess: $198.08 Truth: $470.47 Error: $272.39 SLE: 0.74 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", - "\u001b[91m102: Guess: $210.63 Truth: $66.95 Error: $143.68 SLE: 1.29 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", - "\u001b[91m103: Guess: $206.61 Truth: $117.00 Error: $89.61 SLE: 0.32 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", - "\u001b[93m104: Guess: $234.24 Truth: $172.14 Error: $62.10 SLE: 0.09 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", - "\u001b[93m105: Guess: $283.94 Truth: $392.74 Error: $108.80 SLE: 0.10 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", - "\u001b[91m106: Guess: $188.56 Truth: $16.99 Error: $171.57 SLE: 5.55 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", - "\u001b[91m107: Guess: $213.67 Truth: $1.34 Error: $212.33 SLE: 20.42 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", - "\u001b[91m108: Guess: $191.37 Truth: $349.98 Error: $158.61 SLE: 0.36 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", - "\u001b[93m109: Guess: $237.69 Truth: $370.71 Error: $133.02 SLE: 0.20 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", - "\u001b[91m110: Guess: $266.81 Truth: $65.88 Error: $200.93 SLE: 1.92 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", - "\u001b[92m111: Guess: $211.85 Truth: $229.99 Error: $18.14 SLE: 0.01 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", - "\u001b[91m112: Guess: $211.37 Truth: $9.14 Error: $202.23 SLE: 9.25 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", - "\u001b[92m113: Guess: $191.44 Truth: $199.00 Error: $7.56 SLE: 0.00 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", - "\u001b[91m114: Guess: $194.86 Truth: $109.99 Error: $84.87 SLE: 0.32 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", - "\u001b[91m115: Guess: $284.30 Truth: $570.42 Error: $286.12 SLE: 0.48 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", - "\u001b[93m116: Guess: $193.05 Truth: $279.99 Error: $86.94 SLE: 0.14 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", - "\u001b[91m117: Guess: $191.68 Truth: $30.99 Error: $160.69 SLE: 3.22 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", - "\u001b[91m118: Guess: $189.34 Truth: $31.99 Error: $157.35 SLE: 3.07 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", - "\u001b[91m119: Guess: $189.10 Truth: $15.90 Error: $173.20 SLE: 5.86 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", - "\u001b[91m120: Guess: $193.83 Truth: $45.99 Error: $147.84 SLE: 2.02 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", - "\u001b[93m121: Guess: $188.47 Truth: $113.52 Error: $74.95 SLE: 0.25 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", - "\u001b[91m122: Guess: $219.12 Truth: $516.99 Error: $297.87 SLE: 0.73 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", - "\u001b[93m123: Guess: $256.40 Truth: $196.99 Error: $59.41 SLE: 0.07 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", - "\u001b[91m124: Guess: $190.78 Truth: $46.55 Error: $144.23 SLE: 1.94 Item: Technical Precision Replacement for GE G...\u001b[0m\n", - "\u001b[93m125: Guess: $252.99 Truth: $356.99 Error: $104.00 SLE: 0.12 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", - "\u001b[91m126: Guess: $190.40 Truth: $319.95 Error: $129.55 SLE: 0.27 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", - "\u001b[91m127: Guess: $204.17 Truth: $96.06 Error: $108.11 SLE: 0.56 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", - "\u001b[92m128: Guess: $192.74 Truth: $190.99 Error: $1.75 SLE: 0.00 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", - "\u001b[92m129: Guess: $233.53 Truth: $257.95 Error: $24.42 SLE: 0.01 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", - "\u001b[91m130: Guess: $192.95 Truth: $62.95 Error: $130.00 SLE: 1.23 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", - "\u001b[91m131: Guess: $211.81 Truth: $47.66 Error: $164.15 SLE: 2.18 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", - "\u001b[92m132: Guess: $215.27 Truth: $226.99 Error: $11.72 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", - "\u001b[91m133: Guess: $208.95 Truth: $359.95 Error: $151.00 SLE: 0.29 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", - "\u001b[91m134: Guess: $207.14 Truth: $78.40 Error: $128.74 SLE: 0.93 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", - "\u001b[92m135: Guess: $209.12 Truth: $172.77 Error: $36.35 SLE: 0.04 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", - "\u001b[92m136: Guess: $277.95 Truth: $316.45 Error: $38.50 SLE: 0.02 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", - "\u001b[91m137: Guess: $230.64 Truth: $87.99 Error: $142.65 SLE: 0.92 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", - "\u001b[91m138: Guess: $388.29 Truth: $226.63 Error: $161.66 SLE: 0.29 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", - "\u001b[91m139: Guess: $263.49 Truth: $31.49 Error: $232.00 SLE: 4.40 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", - "\u001b[92m140: Guess: $211.73 Truth: $196.00 Error: $15.73 SLE: 0.01 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", - "\u001b[91m141: Guess: $201.96 Truth: $78.40 Error: $123.56 SLE: 0.88 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", - "\u001b[91m142: Guess: $223.45 Truth: $116.25 Error: $107.20 SLE: 0.42 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", - "\u001b[91m143: Guess: $203.75 Truth: $112.78 Error: $90.97 SLE: 0.35 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", - "\u001b[91m144: Guess: $190.13 Truth: $27.32 Error: $162.81 SLE: 3.65 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", - "\u001b[93m145: Guess: $196.56 Truth: $145.91 Error: $50.65 SLE: 0.09 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", - "\u001b[93m146: Guess: $211.85 Truth: $171.09 Error: $40.76 SLE: 0.05 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", - "\u001b[92m147: Guess: $190.55 Truth: $167.95 Error: $22.60 SLE: 0.02 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", - "\u001b[91m148: Guess: $212.36 Truth: $28.49 Error: $183.87 SLE: 3.92 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", - "\u001b[93m149: Guess: $199.69 Truth: $122.23 Error: $77.46 SLE: 0.24 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", - "\u001b[91m150: Guess: $190.24 Truth: $32.99 Error: $157.25 SLE: 2.98 Item: Learning Resources Coding Critters Range...\u001b[0m\n", - "\u001b[91m151: Guess: $261.33 Truth: $71.20 Error: $190.13 SLE: 1.66 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", - "\u001b[91m152: Guess: $201.32 Truth: $112.75 Error: $88.57 SLE: 0.33 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", - "\u001b[91m153: Guess: $259.99 Truth: $142.43 Error: $117.56 SLE: 0.36 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", - "\u001b[93m154: Guess: $257.40 Truth: $398.99 Error: $141.59 SLE: 0.19 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", - "\u001b[91m155: Guess: $191.41 Truth: $449.00 Error: $257.59 SLE: 0.72 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", - "\u001b[92m156: Guess: $190.24 Truth: $189.00 Error: $1.24 SLE: 0.00 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", - "\u001b[93m157: Guess: $191.14 Truth: $120.91 Error: $70.23 SLE: 0.21 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", - "\u001b[92m158: Guess: $237.07 Truth: $203.53 Error: $33.54 SLE: 0.02 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", - "\u001b[91m159: Guess: $188.56 Truth: $349.99 Error: $161.43 SLE: 0.38 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", - "\u001b[91m160: Guess: $208.46 Truth: $34.35 Error: $174.11 SLE: 3.17 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", - "\u001b[91m161: Guess: $191.22 Truth: $384.99 Error: $193.77 SLE: 0.49 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", - "\u001b[92m162: Guess: $210.15 Truth: $211.00 Error: $0.85 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", - "\u001b[93m163: Guess: $207.87 Truth: $129.00 Error: $78.87 SLE: 0.22 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", - "\u001b[91m164: Guess: $210.44 Truth: $111.45 Error: $98.99 SLE: 0.40 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", - "\u001b[91m165: Guess: $203.56 Truth: $81.12 Error: $122.44 SLE: 0.83 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", - "\u001b[91m166: Guess: $212.01 Truth: $457.08 Error: $245.07 SLE: 0.59 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", - "\u001b[91m167: Guess: $190.96 Truth: $49.49 Error: $141.47 SLE: 1.78 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", - "\u001b[91m168: Guess: $214.57 Truth: $80.56 Error: $134.01 SLE: 0.94 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", - "\u001b[92m169: Guess: $223.84 Truth: $278.39 Error: $54.55 SLE: 0.05 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", - "\u001b[91m170: Guess: $204.93 Truth: $364.50 Error: $159.57 SLE: 0.33 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", - "\u001b[93m171: Guess: $234.26 Truth: $378.99 Error: $144.73 SLE: 0.23 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", - "\u001b[93m172: Guess: $209.73 Truth: $165.28 Error: $44.45 SLE: 0.06 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", - "\u001b[91m173: Guess: $201.48 Truth: $56.74 Error: $144.74 SLE: 1.57 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", - "\u001b[93m174: Guess: $209.41 Truth: $307.95 Error: $98.54 SLE: 0.15 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", - "\u001b[91m175: Guess: $187.78 Truth: $38.00 Error: $149.78 SLE: 2.49 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", - "\u001b[91m176: Guess: $189.06 Truth: $53.00 Error: $136.06 SLE: 1.58 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", - "\u001b[91m177: Guess: $207.80 Truth: $498.00 Error: $290.20 SLE: 0.76 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", - "\u001b[91m178: Guess: $210.03 Truth: $53.99 Error: $156.04 SLE: 1.81 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", - "\u001b[93m179: Guess: $253.12 Truth: $350.00 Error: $96.88 SLE: 0.10 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", - "\u001b[93m180: Guess: $209.99 Truth: $299.95 Error: $89.96 SLE: 0.13 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", - "\u001b[91m181: Guess: $196.77 Truth: $94.93 Error: $101.84 SLE: 0.52 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", - "\u001b[91m182: Guess: $193.96 Truth: $379.00 Error: $185.04 SLE: 0.45 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", - "\u001b[93m183: Guess: $212.42 Truth: $299.95 Error: $87.53 SLE: 0.12 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", - "\u001b[91m184: Guess: $197.08 Truth: $24.99 Error: $172.09 SLE: 4.12 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", - "\u001b[91m185: Guess: $244.68 Truth: $41.04 Error: $203.64 SLE: 3.12 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", - "\u001b[93m186: Guess: $207.27 Truth: $327.90 Error: $120.63 SLE: 0.21 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", - "\u001b[91m187: Guess: $211.83 Truth: $10.99 Error: $200.84 SLE: 8.27 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", - "\u001b[91m188: Guess: $197.58 Truth: $14.99 Error: $182.59 SLE: 6.35 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", - "\u001b[91m189: Guess: $194.77 Truth: $84.95 Error: $109.82 SLE: 0.68 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", - "\u001b[91m190: Guess: $192.83 Truth: $111.00 Error: $81.83 SLE: 0.30 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", - "\u001b[91m191: Guess: $207.32 Truth: $123.73 Error: $83.59 SLE: 0.26 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", - "\u001b[91m192: Guess: $193.53 Truth: $557.38 Error: $363.85 SLE: 1.11 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", - "\u001b[91m193: Guess: $208.37 Truth: $95.55 Error: $112.82 SLE: 0.60 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", - "\u001b[91m194: Guess: $255.01 Truth: $154.00 Error: $101.01 SLE: 0.25 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", - "\u001b[92m195: Guess: $208.11 Truth: $198.99 Error: $9.12 SLE: 0.00 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", - "\u001b[91m196: Guess: $226.06 Truth: $430.44 Error: $204.38 SLE: 0.41 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", - "\u001b[91m197: Guess: $196.46 Truth: $45.67 Error: $150.79 SLE: 2.08 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", - "\u001b[93m198: Guess: $188.66 Truth: $249.00 Error: $60.34 SLE: 0.08 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", - "\u001b[91m199: Guess: $209.96 Truth: $42.99 Error: $166.97 SLE: 2.46 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", - "\u001b[92m200: Guess: $194.19 Truth: $181.33 Error: $12.86 SLE: 0.00 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", - "\u001b[91m201: Guess: $188.04 Truth: $6.03 Error: $182.01 SLE: 10.84 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", - "\u001b[91m202: Guess: $189.03 Truth: $29.99 Error: $159.04 SLE: 3.29 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", - "\u001b[91m203: Guess: $397.17 Truth: $899.00 Error: $501.83 SLE: 0.67 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", - "\u001b[91m204: Guess: $197.96 Truth: $399.99 Error: $202.03 SLE: 0.49 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", - "\u001b[91m205: Guess: $189.57 Truth: $4.66 Error: $184.91 SLE: 12.37 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", - "\u001b[92m206: Guess: $217.83 Truth: $261.41 Error: $43.58 SLE: 0.03 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", - "\u001b[93m207: Guess: $208.80 Truth: $136.97 Error: $71.83 SLE: 0.18 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", - "\u001b[91m208: Guess: $187.65 Truth: $79.00 Error: $108.65 SLE: 0.74 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", - "\u001b[91m209: Guess: $189.95 Truth: $444.99 Error: $255.04 SLE: 0.72 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", - "\u001b[91m210: Guess: $214.79 Truth: $411.94 Error: $197.15 SLE: 0.42 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", - "\u001b[93m211: Guess: $212.15 Truth: $148.40 Error: $63.75 SLE: 0.13 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", - "\u001b[92m212: Guess: $207.27 Truth: $244.99 Error: $37.72 SLE: 0.03 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", - "\u001b[91m213: Guess: $262.45 Truth: $86.50 Error: $175.95 SLE: 1.21 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", - "\u001b[93m214: Guess: $406.83 Truth: $297.95 Error: $108.88 SLE: 0.10 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", - "\u001b[91m215: Guess: $209.91 Truth: $399.99 Error: $190.08 SLE: 0.41 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", - "\u001b[91m216: Guess: $212.34 Truth: $599.00 Error: $386.66 SLE: 1.07 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", - "\u001b[91m217: Guess: $210.49 Truth: $105.99 Error: $104.50 SLE: 0.46 Item: Barbie Top Model Doll\u001b[0m\n", - "\u001b[91m218: Guess: $213.76 Truth: $689.00 Error: $475.24 SLE: 1.36 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", - "\u001b[91m219: Guess: $212.42 Truth: $404.99 Error: $192.57 SLE: 0.41 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", - "\u001b[93m220: Guess: $258.95 Truth: $207.76 Error: $51.19 SLE: 0.05 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", - "\u001b[93m221: Guess: $218.28 Truth: $171.82 Error: $46.46 SLE: 0.06 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", - "\u001b[93m222: Guess: $208.47 Truth: $293.24 Error: $84.77 SLE: 0.12 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", - "\u001b[91m223: Guess: $203.27 Truth: $374.95 Error: $171.68 SLE: 0.37 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", - "\u001b[91m224: Guess: $258.22 Truth: $111.99 Error: $146.23 SLE: 0.69 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", - "\u001b[91m225: Guess: $192.94 Truth: $42.99 Error: $149.95 SLE: 2.20 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", - "\u001b[91m226: Guess: $294.53 Truth: $116.71 Error: $177.82 SLE: 0.85 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", - "\u001b[91m227: Guess: $201.96 Truth: $118.61 Error: $83.35 SLE: 0.28 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", - "\u001b[93m228: Guess: $197.23 Truth: $147.12 Error: $50.11 SLE: 0.08 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", - "\u001b[93m229: Guess: $187.79 Truth: $119.99 Error: $67.80 SLE: 0.20 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", - "\u001b[91m230: Guess: $214.58 Truth: $369.98 Error: $155.40 SLE: 0.29 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", - "\u001b[93m231: Guess: $228.56 Truth: $315.55 Error: $86.99 SLE: 0.10 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", - "\u001b[92m232: Guess: $202.42 Truth: $190.99 Error: $11.43 SLE: 0.00 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", - "\u001b[92m233: Guess: $187.76 Truth: $155.00 Error: $32.76 SLE: 0.04 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", - "\u001b[93m234: Guess: $212.05 Truth: $349.99 Error: $137.94 SLE: 0.25 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", - "\u001b[93m235: Guess: $195.15 Truth: $249.99 Error: $54.84 SLE: 0.06 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", - "\u001b[91m236: Guess: $191.20 Truth: $42.99 Error: $148.21 SLE: 2.17 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", - "\u001b[91m237: Guess: $189.38 Truth: $17.99 Error: $171.39 SLE: 5.31 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", - "\u001b[91m238: Guess: $197.20 Truth: $425.00 Error: $227.80 SLE: 0.59 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", - "\u001b[93m239: Guess: $190.62 Truth: $249.99 Error: $59.37 SLE: 0.07 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", - "\u001b[93m240: Guess: $207.46 Truth: $138.23 Error: $69.23 SLE: 0.16 Item: Schmidt Spiele - Manhattan\u001b[0m\n", - "\u001b[91m241: Guess: $221.32 Truth: $414.99 Error: $193.67 SLE: 0.39 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", - "\u001b[92m242: Guess: $205.85 Truth: $168.28 Error: $37.57 SLE: 0.04 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", - "\u001b[92m243: Guess: $200.98 Truth: $199.99 Error: $0.99 SLE: 0.00 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", - "\u001b[93m244: Guess: $195.78 Truth: $126.70 Error: $69.08 SLE: 0.19 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", - "\u001b[91m245: Guess: $211.41 Truth: $5.91 Error: $205.50 SLE: 11.73 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", - "\u001b[92m246: Guess: $192.01 Truth: $193.06 Error: $1.05 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", - "\u001b[93m247: Guess: $192.94 Truth: $249.99 Error: $57.05 SLE: 0.07 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", - "\u001b[91m248: Guess: $207.64 Truth: $64.12 Error: $143.52 SLE: 1.36 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", - "\u001b[91m249: Guess: $202.20 Truth: $114.99 Error: $87.21 SLE: 0.31 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", - "\u001b[91m250: Guess: $195.34 Truth: $926.00 Error: $730.66 SLE: 2.41 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+0AAAK7CAYAAACH525NAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC/eklEQVR4nOzdd3iV5f3H8fcJ2ZBBIEOUIQgiCi4URQU3VRx1gQNxttbRintUrVoVtbXa6s/aWhXFXWfrHih1oHXgwlnZAgmBkACBzOf3xxOSE2YCCSfj/bquXJzc58k533OSHPI9n/u+n0gQBAGSJEmSJKnFiYt1AZIkSZIkae1s2iVJkiRJaqFs2iVJkiRJaqFs2iVJkiRJaqFs2iVJkiRJaqFs2iVJkiRJaqFs2iVJkiRJaqFs2iVJkiRJaqFs2iVJkiRJaqFs2iUxYcIEIpEIH3/88TqPmTlzJpFIhAkTJmy+wprQ22+/TSQSqf3o0KED2dnZHH744et93G3Nqu/1zJkzN/t977vvvvW+BykpKey4447ccccdVFdXN+g2IpEI1157bfMW2girP6boj169esW6vCYxc+ZM9t1333VeP23aNM455xz23HNPOnbsSCQS4e23317rsWeeeSY77LADmZmZpKSk0K9fPy655BIKCwvXOPa///0vI0aMIC0tjU6dOrHffvvx3nvvNajmN954g4MOOohu3bqRlJRETk4O+++/Py+99NJ6v27FihX069ePSCTCH//4xwbd1+rf9/T0dIYOHcpjjz22xrGrfv/W9RwFQcA222xDJBJZ4zlftGgRV1xxBQMGDKBjx45kZGTQv39/Tj75ZL744os17qMhr+fr+miK37F3332XM888k1133ZWkpKRGv+688MILjB07loEDB5KQkEAkElnrcddee+16H8vjjz++3vvZ0PN12GGHrfG73KtXL0499dTaz+fNm8e1117LZ5991uDH1xQa+hyt7/u9oecn2rvvvsuhhx5K586dSUlJoW/fvvz+97+vd8wzzzzDtttuS3p6Oocddhg//fTTGrdz2GGHMXbs2MY9WKmdi491AZJahy222IIpU6bQp0+fWJeySW666Sb2228/KioqmDp1Ktdddx3Dhw/ns88+o2/fvrEur9mNHDmSKVOmsMUWW8Tk/nv37s0jjzwCQEFBAffccw8XXHAB8+fP55Zbbtng10+ZMoWtttqquctslOjHFC0pKSkG1Wx+H3/8Mc899xw777wzBxxwAP/+97/Xeezy5cv55S9/yTbbbENycjIff/wxN954Iy+99BJTp04lMTERgI8++ohhw4ax++67M3HiRIIg4NZbb+WAAw7grbfeYs8991xvTYsWLWL77bfnzDPPJC8vj8WLF3PPPfcwcuRIJk6cyJgxY9b6dVdffTXLly9v9HNw7LHHctFFFxEEATNmzOCmm27ixBNPJAgCTjzxxDWOT0tL47777lujMZ88eTI//vgjaWlp9caXLVvGHnvswbJly7jkkkvYcccdWbFiBd9//z3PPPMMn332GYMGDWp03b/+9a/XWl9T/I69+eabvPHGG+y8886kp6ev842cdXn22Wf54IMP2HnnnUlKSuKTTz5Z63FnnnkmP/vZz9YY/8UvfsGPP/641us21bPPPkt6enrt5/PmzeO6666jV69e7LTTTk1+f+uroyHP0Spr+3439P+9Rx99lJNPPplRo0bx0EMP0alTJ3788UfmzZtXe8yPP/7I8ccfz6WXXsqwYcO45pprOOWUU3jjjTdqj3nyySf54IMP+OabbxrxSCURSGr3HnjggQAIPvroo1iXskmWL1++zuveeuutAAj++c9/1ht/8MEHAyC45pprmru8Nayv3rZo+PDhwfbbb19vrLy8POjdu3eQmpoalJeXr/Xrqqurg9LS0s1RYqPve22PqaFKS0uD6urqtV63qT8blZWVwcqVKzfpNp5//vlgl112CVJSUgIg6NSpU7DjjjsGDz74YL3jqqqqai//85//DIDgrbfeavD93H333QEQvPnmm7VjI0aMCHJzc+s9DyUlJUHXrl2DoUOHbtTjKS8vD7bccstgn332Wev1H374YZCYmFj7GP7whz806HaB4Nxzz603NnPmzAAIhg0bVm981WvtmWeeGaSkpATFxcX1rh8zZkyw5557Bttvv30wfPjw2vH7778/AIJJkyattYbo70FDXs9nzJjRqMe4MaJr+sMf/hAAwYwZMzbq688999ygMX+yzpgxI4hEIsGYMWM2eOyGnq+RI0cGPXv2XO9tfPTRRwEQPPDAAw2usSk09Dna1O/33Llzg44dOwZnn332eo+7++67g379+tV+/t577wWRSKT2NbSoqCjIy8vb7M+T1BY4PV5Sg6xtevyqaYnTpk3jhBNOICMjg9zcXE4//XSKi4vrfX0QBNx9993stNNOpKSk0LlzZ4499limT59e77jXX3+dI488kq222ork5GS22WYbzjrrrDWmz666708//ZRjjz2Wzp07b9QsgMGDBwOQn59fb/yHH37gxBNPJCcnh6SkJLbbbjv+7//+b42vnzZtGgcffDCpqalkZ2dz7rnn8uKLL64x/XXfffdlhx124D//+Q9Dhw4lNTWV008/HYCSkhIuvvhitt56axITE9lyyy0ZN27cGonfP//5T4YMGUJGRgapqan07t279jYAqqurueGGG9h2221JSUkhMzOTQYMG8ec//7n2mHVNj7///vvZcccdSU5OJisri6OOOmqNJOTUU0+lU6dO/O9//+PQQw+lU6dOdO/enYsuuoiysrKGP+lREhIS2HXXXSktLWXhwoVAON34vPPO45577mG77bYjKSmJBx98sPa61afu/vTTT/zyl7+ke/fuJCYm0q1bN4499th639OGPsfru+9Nsep5f+211zj99NPJzs4mNTWVsrKy9f5szJ49mzFjxtT7ObztttvqLSdY9bt56623csMNN7D11luTlJTEW2+9tdH1fvbZZxxzzDHk5uZy7733svPOO/P4449z7LHHUlBQUO/YuLhN+1MiOzsbgPj4usl/7733Hvvuuy+pqam1Y2lpaQwbNoz333+f+fPnN/p+EhISyMzMrHc/q5SXl3P66adz7rnn1r4mbIqePXuSnZ29xuvKKieccAJAvSn0xcXFPP300/V+p1dZtGgRwDpnyGzq96A5bGpNm/L1999/P0EQcOaZZ25SDesSPT3+7bffZrfddgPgtNNOW2OJwfTp0zn++ONrl2rk5uZywAEHNMlU+s31ff/HP/7B8uXLueyyy9Z73MqVK+nYsWPt5506dSIIgtr/Hy677DK22267eksLJDWM0+MlbbJjjjmG0aNHc8YZZ/Dll19yxRVXAOEfTqucddZZTJgwgd/85jfccsstLF68mOuvv56hQ4fy+eefk5ubC4TT6/bcc0/OPPNMMjIymDlzJn/605/Ye++9+fLLL0lISKh330cffTTHH388v/rVrzZqWuuMGTMA6NevX+3Y119/zdChQ+nRowe33XYbeXl5vPrqq/zmN7+hsLCQ3/3udwDMnz+f4cOH07FjR/7617+Sk5PDY489xnnnnbfW+5o/fz5jxozh0ksv5aabbiIuLo7S0lKGDx/O3LlzufLKKxk0aBDTpk3jmmuu4csvv+SNN94gEokwZcoURo8ezejRo7n22mtJTk5m1qxZTJo0qfb2b731Vq699lquuuoqhg0bRkVFBd9++y1LlixZ73Mwfvx4rrzySk444QTGjx/PokWLuPbaa9lzzz356KOP6k2frKio4IgjjuCMM87goosu4j//+Q+///3vycjI4Jprrmn08w/h9zw+Pp7OnTvXjj333HO88847XHPNNeTl5ZGTk7PWr/3pp5/YbbfdqKioqH3+Fi1axKuvvkpRURG5ubkNfo4be9/RKisr1xiLi4tb44/q008/vXaK9vLly2t/ntf2s7Fw4UKGDh1KeXk5v//97+nVqxcvvPACF198MT/++CN33313vdv+y1/+Qr9+/fjjH/9Ienp67fdtbbWtTYcOHWqfh7feeovKykoeffRRlixZwr333svIkSMZOXJkg25rQyorKykrK+Ozzz7j6quvZu+992avvfaqvb68vHytywtWjX355ZcNWuJRXV1NdXU1BQUF/O1vf+P7779f6zKM66+/nuXLl/P73/++9s2jTVFcXMzixYvZY4891np9eno6xx57LPfffz9nnXUWEDbwcXFxjB49mjvuuKPe8auWA4wdO5Yrr7ySffbZhy5dumxyndXV1Wv9+Yh+Y2PVc7ghq/YKibXq6momTJjANttsw/Dhwxv8dVVVVWt9LoIgWO/X7bLLLjzwwAOcdtppXHXVVbW/I6uWGBx66KFUVVVx66230qNHDwoLC3n//ffrvS5vruf45ptv5sorryQ+Pp5ddtmFSy+9lCOOOGKDX/ef//yHrKwsvv32W4488ki++uorsrKyOProo7n11ltrlwoMHTqUiy++mH/961/svffe/OEPf2C77bYjMzOT9957j4kTJ/L5559vdP1SuxbboF9SS9CY6ZTR09p+97vfBUBw66231jv2nHPOCZKTk2un/k6ZMiUAgttuu63ecXPmzAlSUlKCSy+9dK33WV1dHVRUVASzZs0KgOD5559f474bOq191fT4J554IqioqAhKS0uD9957L9h2222DAQMGBEVFRbXHjhgxIthqq63WmLp63nnnBcnJycHixYuDIAiCSy65JIhEIsG0adPqHTdixIg1pggPHz58jSnAQRAE48ePD+Li4tZ47p966qkACF566aUgCILgj3/8YwAES5YsWedjPOyww4Kddtppvc/Dqu/1qmmqRUVFQUpKSnDooYfWO2727NlBUlJScOKJJ9aOnXLKKQEQPPnkk/WOPfTQQ4Ntt912vfcbBHVTySsqKoKKiopg3rx5weWXXx4AwXHHHVd7HBBkZGTUPs/RgOB3v/td7eenn356kJCQEHz99dfrvN+GPscbuu91PSZgrR9nnHFG7XGrnvexY8eu8zZW/9lY9dx8+OGH9cbPPvvsIBKJBN99910QBHW/m3369FnrEoN11bf6R/Tv9uOPP177+zJjxox6U7XXpyHT41e9Hqz6OPTQQ4OSkpJ6x+y0005Bv3796k3/raioCHr37h0AwaOPPtqgelb9LgJBenp68Mwzz6xxzNSpU4OEhITglVdeCYKg8VOJgeCcc84JKioqgvLy8uD7778PjjjiiCAtLS34+OOP6x0b/Vq76jXpq6++CoIgCHbbbbfg1FNPDYIgWGN6fBAEwfXXXx8kJibWPp6tt946+NWvfhV8/vnn67yPdVn1GNf18c4779Qeu+q1dkMf65tCvjHT46M1Znr8yy+/HADB+PHjG3T8querMY+tZ8+ewSmnnFL7+bqmxxcWFgZAcMcdd6y3hlWvrRv6WN/v4fqeo3nz5gW/+MUvgieffDJ45513gkceeSTYY489AiC4995711tbEATBtttuGyQnJwdpaWnBTTfdFLz11lvBrbfeGqSkpAR77bVXvWU+v/3tb4NIJBIAwRZbbBFMmTIlKCsrCwYMGBD8/ve/3+B9SVo7k3ZJm2z1d+oHDRrEypUrKSgoIDc3lxdeeIFIJMKYMWPqJRl5eXnsuOOO9aaRFxQUcM011/Diiy8yb968eunDN998s8Z9HXPMMY2qdfTo0fU+32KLLXj//ffJzMwEwul9b775JmeffTapqan16j300EO56667+OCDDzjkkEOYPHkyO+ywAwMGDKh3myeccAKvvvrqGvfduXNn9t9//3pjL7zwAjvssAM77bRTvfsaMWJE7RT7Qw45pHb65ahRozjjjDPYa6+92HLLLevd1u67786LL77IOeecw5FHHsmee+5Zb7OktZkyZQorVqxYY7pi9+7d2X///XnzzTfrjUciEQ4//PB6Y4MGDaqX+K/PtGnT6s2WSEhI4KSTTlpj6cH+++9fL3lfl5dffpn99tuP7bbbbp3HNPQ5bux9r9KnT5+17sC8atp3tHX9vK7tZ2PSpEkMGDCA3Xffvd74qaeeyl//+lcmTZpUb4bIEUccscZMFAg3dWuIrbfeuvbysccey/HHH8/o0aPZaqutqKys5JZbbuHQQw9l4MCBDbq9dRk4cCAfffQRpaWlfPbZZ9x8880cdNBBTJo0qXY6/K9//WvOOOMMzjvvPH77299SXV3Nddddx6xZs4CGTwu+8847WbJkCfPnz+fhhx9m9OjRPPjgg7XT0ysrKzn99NMZPXo0I0aM2OjHdPfdd9eb+ZCQkMCzzz7Lrrvuus6vGT58OH369OH+++/n1FNP5aOPPuK2225b5/FXX301v/zlL3nppZf48MMPef/997nnnnv4xz/+wUMPPVT7mBrj/PPPX+umfP3796+9/Mtf/pLDDjtsg7fVUjZevO+++4iPj2/0FOyHHnpora8jF1xwAXPmzNmoWrKysujTpw9/+MMfqKqqYr/99mPHHXdc4+f32muvXecMrWirb1DYUFtssQV///vf640dd9xxDBkyhMsvv5xTTz11rctGVqmurmblypX87ne/4/LLLwfCJV+JiYmMGzeON998kwMPPBCAG264gYsvvpj8/Hz69OlDfHx87Q7zl112GbNmzeLcc8/l/fffJy8vjxtvvJGjjjpqox6X1J7YtEvaZKtP01z1x9uKFSuAcL14EAS1U+BX17t3byD8w+Dggw9m3rx5XH311QwcOJCOHTtSXV3NHnvsUXt70Rq7C/ott9zC/vvvT2lpKa+99hrjx4/n5z//OR9++CFJSUksWrSIyspK7rzzTu6888613saq9fWLFi2q1+issq7HubZa8/Pz+d///rfWZiv6voYNG8Zzzz3HX/7yF8aOHUtZWRnbb789v/3tb2v/WL/iiivo2LEjDz/8MPfccw8dOnRg2LBh3HLLLetcp7u+tbLdunXj9ddfrzeWmppKcnJyvbGkpCRWrly51ttf3aoGNxKJkJyczNZbb11v3fIqDf2+Lly4cIM7XTf0OW7sfa+SnJzc4HXQ67rttY0vWrRoraeN69atW+31Dbnthu5mHT3ttkOHDjz22GNcc801PPPMM9x+++3cd999XHHFFZx33nn85S9/adBtrk3Hjh1rn69hw4YxZMgQ9thjD/72t79xwQUXAOEygoULF3LDDTfw17/+FQiniF988cXccssta7xhtS7RSzuOOOIIDjnkEM4991xGjx5NXFwcd9xxB9OnT+fJJ5+sna5cUlIChG/gLVmyhLS0tA1OSR41ahSXXHIJFRUVtUuEjj/+eD799NN17s4diUQ47bTT+Mtf/sLKlSvp168f++yzz3rvJzc3l9NOO43TTjsNCKctH3LIIZx//vkb1bRvtdVWG/zZbegSkXWdbmxzKiws5F//+hcjR44kLy+vUV+73XbbrfW5yMjI2OimPRKJ8Oabb3L99ddz6623ctFFF5GVlcVJJ53EjTfeWNuE9+jRo0E79jflc5yQkMDo0aO5/PLL+eGHH9b7xmeXLl344Ycf1nhj65BDDmHcuHF8+umntU07QGZmZu0b4T/88APjx4/n9ddfJyEhgTFjxtCvXz/mzp3L22+/zdFHH80XX3xR7w1ISWuyaZfU7Lp27UokEuGdd95Z7zrVr776is8//5wJEyZwyimn1F7/v//9b5233dg/Ynr37l2vYUhJSeGqq67izjvv5OKLL6Zz58506NCBk08+mXPPPXett7GqUe/SpctaN5pasGBBg2vt2rUrKSkp9db/r379KkceeSRHHnkkZWVlfPDBB4wfP54TTzyRXr16seeeexIfH8+FF17IhRdeyJIlS3jjjTe48sorGTFiBHPmzFlrc7zqDZe1bew1b968evffFBra4Db0+5qdnc3cuXPXe0xjnuPG3PfGWNdtr228S5cu6/y+QMPrXtebFat74IEH1kgnt9tuO0466SRef/113n77ba688sran7t1rddurMGDBxMXF8f3339fb/yyyy5j3Lhx/PDDD6SlpdGzZ0/OOussOnbsuN4Ee3123313XnnlFRYuXEhubi5fffUVxcXFa22sr776aq6++mqmTp26wTc+srOza3+u99xzT7bbbjuGDx/OBRdcwAsvvLDOrzv11FO55ppruOeee7jxxhsb/XiGDRvGwQcfzHPPPUdBQUGDmuvGuv7667nuuus2eFzPnj0bdR725jBx4kTKy8ubbQO6jdGzZ0/uu+8+AL7//nuefPJJrr32WsrLy7nnnnuA8E2qhmx4OXz48EafOm99gpr1+huauTJo0CA++OCDjfr6s846i7Fjx7LXXnuxbNky3n33Xe6++25SU1M59NBDGTBgAK+//rpNu7QBNu2Smt1hhx3GzTffzE8//cSoUaPWedyqpmP1xv5vf/tbs9V26aWXMmHCBG6++WbOOuss0tLS2G+//Zg6dSqDBg2qPW/02gwfPpw//vGPfP311/WmyK9tqvS6HHbYYdx000106dJlran92iQlJTF8+HAyMzN59dVXmTp16hrnrc7MzOTYY4/lp59+Yty4ccycOXONafwQNhgpKSk8/PDDHHfccbXjc+fOZdKkSRx77LENfiyxcMghhzBx4kS+++47tt1227UeszHPcUtwwAEHMH78eD799FN22WWX2vGHHnqISCTCfvvt16Db2Zjp8UEQrPVNgP3224/x48evsYP8ppg8eTLV1dVss802a1yXlJTEDjvsAIQ76T/xxBP84he/ICUlpdH3EwQBkydPJjMzs/bNqlVTg6MtWLCAE044gV/96leMHj16rXVtyD777MPYsWN58MEHmTJlyjrPK7/llltyySWX8O2339Z7o3J1+fn5ZGdnr9EcVVVV8cMPP5CamlqbbDa11jQ9/r777qNbt271lrtsDqvPLluXfv36cdVVV/H000/z6aef1o439/T4tamoqOCJJ56ga9euG/wZP+aYY/j73//Oyy+/zM4771w7/tJLLwGs8w28Bx54gG+++YZnn30WqGvyozeNXbZs2QY3+5Nk0y4pyqRJk9aalBx66KGbdLt77bUXv/zlLznttNP4+OOPGTZsGB07dmT+/Pm8++67DBw4kLPPPpv+/fvTp08fLr/8coIgICsri3//+99rTNFuSgkJCdx0002MGjWKP//5z1x11VX8+c9/Zu+992afffbh7LPPplevXixdupT//e9//Pvf/65dvz1u3Djuv/9+DjnkEK6//npyc3N59NFH+fbbb4GGrbsdN24cTz/9NMOGDeOCCy5g0KBBVFdXM3v2bF577TUuuugihgwZwjXXXMPcuXM54IAD2GqrrViyZAl//vOfSUhIqN0h+fDDD2eHHXZg8ODBZGdnM2vWLO644w569uy5zim6mZmZXH311Vx55ZWMHTuWE044gUWLFnHdddeRnJxcu1N+S3X99dfz8ssvM2zYMK688koGDhzIkiVLeOWVV7jwwgvp379/g5/jjbVixYq1plCw7j9mG+KCCy7goYceYuTIkVx//fX07NmTF198kbvvvpuzzz67wcnUxpzC7JZbbuGHH37guOOOIzExkZUrV/Liiy9y+eWX07VrV4YOHVp7bGlpae0f76ueh8mTJ1NYWEjHjh1rG6gXXniBe++9lyOOOIKePXtSUVHBxx9/zB133ME222xTLx396quvePrppxk8eDBJSUl8/vnn3HzzzfTt27d2fewqZ5xxBg8++CA//vgjPXv2BMJZKTvuuCM77bQTXbp0Yd68eUyYMIHJkyfzf//3f7Xrd/v3719v/TZQ+xrYp08f9t1330Y/d6v8/ve/54knnuDqq6/mjTfeWOdxN9988wZva+LEifztb3/jxBNPZLfddiMjI4O5c+fyj3/8o/ZMCKu/wdiQ1/PZs2ev9Wc3Ozu79hSa3bp1q12S0RgLFy5k8uTJQLjbP4R7UGRnZ5OdnV1vZ/f4+HiGDx9ebw+NWbNm1b7h9OOPPwLw1FNPAeEp11b/uf7www+ZNm0aV1555Wbfxb5Pnz6kpKTwyCOPsN1229GpUye6detGYWEh5513Hscddxx9+/YlMTGRSZMm8cUXX9SuDV/1eNa2FGZDGvocXXjhhVRUVLDXXnuRl5fHnDlzuPPOO/nss8944IEH6j1f119/Pddffz1vvvlm7ffo4IMP5vDDD+f666+vXa728ccfc91113HYYYex9957r1HbwoULueSSS/jrX/9KRkYGEL7psOeee3LJJZdw9dVX85///IcZM2ZwwAEHNPqxS+1O7PbAk9RSbGj33BkzZqx39/iFCxeu9fZW3yn4/vvvD4YMGRJ07NgxSElJCfr06ROMHTu23g7LX3/9dXDQQQcFaWlpQefOnYPjjjsumD179hq7hq/rvtdl1U7N//znP9d6/ZAhQ4LOnTvX7s4+Y8aM4PTTTw+23HLLICEhIcjOzg6GDh0a3HDDDfW+7quvvgoOPPDAIDk5OcjKygrOOOOM4MEHHwyAers6r9o5fW2WLVsWXHXVVcG2224bJCYmBhkZGcHAgQODCy64IFiwYEEQBEHwwgsvBIccckiw5ZZbBomJiUFOTk5w6KGH1tvl+bbbbguGDh0adO3aNUhMTAx69OgRnHHGGcHMmTNrj1nX9+Yf//hHMGjQoNr7P/LII9fYFf+UU04JOnbsuEb9q74XG7K+5yAaEJx77rnrvC765yAIwrMQnH766UFeXl6QkJAQdOvWLRg1alSQn59fe0xDnuMN3fe6HtP6fncqKiqCIFj/jt7re15mzZoVnHjiiUGXLl2ChISEYNtttw3+8Ic/1NtVvbG7nTfE1KlTg9NPPz3YZpttgpSUlAAIsrOzg5EjRwZTp06td+z6diKP3nX7m2++CY499tigZ8+eQXJycpCcnBz0798/uOSSS4JFixbVu83vvvsuGDZsWJCVlRUkJiYG22yzTXDVVVcFy5YtW6PWVTtvR/9M33LLLcFuu+0WdO7cOejQoUPQpUuXYMSIEcELL7ywwce+MbvHr+tn5pJLLgmAYPLkyUEQNGxn9yBYc/f4r7/+OrjooouCwYMHB9nZ2UF8fHzQuXPnYPjw4cHEiRPrfW1jXs/X9XHSSSc16LGvz6rX3LV9rL4L+trG1vc4onduX+UXv/hFEIlEgh9//LFRdW7oezJy5MgN7h4fBEHw2GOPBf379w8SEhJqX6fy8/ODU089Nejfv3/QsWPHoFOnTsGgQYOC22+/PaisrGxUneurfUPP0X333RfsvvvuQVZWVu3PzogRI4JXX311jdtc9Xq++hkgSktLg8suuyzo3r17EB8fH/To0SO44oorgpUrV661tjFjxgQjR45cY/zHH38MDjrooKBTp07BNttsEzz22GOb9BxI7UUkCJyTIklN6Ze//CWPPfYYixYtWu/0eqk1mDlzJqeeemqTrqWVJEkN5/R4SdoE119/Pd26daN3794sW7aMF154gX/84x9cddVVNuySJEnaZDbtkrQJEhIS+MMf/sDcuXOprKykb9++/OlPf+L888+PdWlSk8jMzGz0Oa8lSVLTcXq8JEmSJEkt1Ia3NpYkSZIkSTFh0y5JkiRJUgtl0y5JkiRJUgvlRnRAdXU18+bNIy0tjUgkEutyJEmSJEltXBAELF26lG7duhEXt+483aYdmDdvHt27d491GZIkSZKkdmbOnDlstdVW67zeph1IS0sDwicrPT09xtVIkiRJktqKIICPS+DpQlhRXTe+HSVcNrh7bT+6LjbtUDslPj093aZdkiRJktQkllTAxHz4qhRIhUQgPR5OzIE+AVwGG1yibdMuSZIkSVITCgKYUgJPFtRP14ekw+gc6NgBSkoadls27ZIkSZIkNZGimnR92vK6sfR4GJMLO3Zq/O3ZtEuSJEmStImCAN4thqcWwsqodH2PdBhVk65vDJt2SZIkSZI2waIKmLgAvimtG8usSdcHbkS6Hs2mXZIkSZKkjRAE8E5Nul4Wla7vlQHHZkPqRqbr0WzaJUmSJElqpMJyeCgfvotK1zvHw8l5sH3Hprsfm3ZJkiRJkhooCGDyEnimsH66vk8GHJMNKU2QrkezaZckSZIkqQEW1qTr30el61kJMDYXtmvCdD2aTbskSZIkSesRBDBpCTy7ECqCuvFhmXBMV0hu4nQ9mk27JEmSJEnrUFAODy6A/62oG+tSk673b6Z0PZpNuyRJkiRJq6kOYFIRPFdYP13fLxOOyoakuM1Th027JEmSJElRFpTBg/kwPSpd75oAp+RBv9TNW4tNuyRJkiRJhOn6G0XwfCFU1qTrEWD/znBk182XrkezaZckSZIktXvzy2DCApi5sm4sJxFOyYVtNnO6Hs2mXZIkSZLUblUH8OpieGFR/XT9gJp0PTEG6Xo0m3ZJkiRJUrs0ryZdnxWVrucmhmvX+6TErq5oNu2SJEmSpHalKipdr4pK1w/OgsO7QEKM0/VoNu2SJEmSpHZj7sowXZ9TVje2RU26vnULSdej2bRLkiRJktq8ymp4ZTG8uDhcxw4QF4ERnWFkC0vXo9m0S5IkSZLatDk16frcqHS9WxKcmgc9k2NXV0PYtEuSJEmS2qTK6jBZf2W1dP1nWTAyC+JbaLoezaZdkiRJktTmzKpJ1+dFpetbJYVr13u08HQ9mk27JEmSJKnNqKwOd4V/tah+uj4yK0zYW0O6Hs2mXZIkSZLUJsxcEabr88vrxrrXrF3fqhWl69Fs2iVJkiRJrVpFNfx7Eby2GGrCdTpE4LAuMCIrvNxa2bRLkiRJklqt6TXpen5Uut4zOVy7vmVS7OpqKjbtkiRJkqRWp7wani+EN4vq0vX4qHQ9rhWn69Fs2iVJkiRJrcr/SuHBfCiIStd71aTr3dpAuh7Npl2SJEmS1CqU1aTrk1ZL14/oCgd1bjvpejSbdkmSJElSi/d9KTy0ABZW1I31ToFTciGvjaXr0WzaJUmSJEktVlk1PLsQ3lpSN5YQgZ93hf3baLoezaZdkiRJktQifbscJuZDYVS63iclXLuemxi7ujYnm3ZJkiRJUouysgqeKYTJS+rGEiJwVDbsl9n20/VoNu2SJEmSpBbjm5p0fVFUut43BcbmQU47Sdej2bRLkiRJkmJuZRU8tRDeKa4bS4yDo7vCvpkQaUfpejSbdkmSJElSTE1bDhMXQFFl3di2qTA2F7q2w3Q9mk27JEmSJCkmSmvS9fei0vWkODg2G/bJaL/pejSbdkmSJEnSZvflMng4H5ZEpevbpcLJedAlIXZ1tTQ27ZIkSZKkzaa0Cp4sgCkldWPJNen63qbra7BplyRJkiRtFp8vg0fyoTgqXd++I4zJhSzT9bWyaZckSZIkNavlVfBEAXy4Wro+KgeGppuur49NuyRJkiSp2UxdCo8WQElUur5DTbre2XR9g2zaJUmSJElNblklPF4AHy2tG0vtAKOzYYjpeoPZtEuSJEmSmtSnS+HRfFhaVTc2qBOclAOZpuuNYtMuSZIkSWoSSyvhsQL4ZLV0/fgc2D3NdH1j2LRLkiRJkjZJEISN+mMFsCwqXd+pE5yUC+l2nhvNp06SJEmStNFKKsOp8FOX1Y117AAn5MBg0/VNZtMuSZIkSWq0IID/Lg1P5bY8Kl3fJS1s2E3Xm4ZPoyRJkiSpUYor4ZF8+DwqXU/rACfkwq5psaurLbJplyRJkiQ1SBDAhyXwxEIojUrXB6eFm82l2WE2OZ9SSZIkSdIGLamAh/Phy+V1Y2kdwo3mdjZdbzY27ZIkSZKkdQoCmFICTxbAiuq68d3Tw3S9Y4fY1dYe2LRLkiRJktaqqAIm5sO0qHQ9PR7G5MKOnWJXV3ti0y5JkiRJqicI4N1ieGohrIxK1/dIh1Gm65uVTbskSZIkqdaiCpi4AL4prRvLrEnXB5qub3Y27ZIkSZIkggDeqUnXy6LS9aEZcFw2pJqux4RNuyRJkiS1c4Xl4dr1b6PS9c7xcHIebN8xdnXJpl2SJEmS2q0ggMlL4JnC+un63hlwbDakmK7HnE27JEmSJLVDC8vhoXz4Pipdz0qAk3NhgOl6i2HTLkmSJEntSBDApCXwXCGUR6XrwzLhmK6QbLreoti0S5IkSVI7UVAODy6A/62oG+uSAGNzob/peotk0y5JkiRJbVx1AJOKwnS9Iqgb3zcTjs6GpLiYlaYNsGmXJEmSpDYsvxwmLIDpUel61wQ4JQ/6pcauLjWMTbskSZIktUHVAbxRBM8XQmVNuh4B9usMP+9qut5a2LRLkiRJUhszvyxM12eurBvLSQzXrvc1XW9VbNolSZIkqY2oDuDVxfDCovrp+gGd4ciukGi63urYtEuSJElSGzCvJl2fFZWu5yaGa9f7pMSuLm0am3ZJkiRJasWqotL1qqh0/aAsOKILJJiut2o27ZIkSZLUSs1dGabrc8rqxraoSde3Nl1vE2zaJUmSJKmVqayGVxbDi4vDdewQpusjsuAw0/U2xaZdkiRJklqROTXp+tyodL1bEpySC71M19scm3ZJkiRJagUqq+GlxfByVLoeF4GfZcHILIg3XW+TbNolSZIkqYWbVZOuz4tK17dKCteu90iOXV1qfjbtkiRJktRCVVaHu8K/WlQ/XT80Cw4xXW8XbNolSZIkqQWauSJM1+eX1411r0nXu5uutxs27ZIkSZLUglRUw78XwWuLoSZcp0MERnYJ1693iMS0PG1mNu2SJEmS1EJMXwEPLoAFUel6j2Q4NQ+2TIpdXYodm3ZJkiRJirGKani+EN4oqkvX4yPhOdcPNl1v12zaJUmSJCmGfqxJ1/Oj0vVeyeHa9W6m6+2eTbskSZIkxUB5NTxXCJNWS9eP6AoHdQ53iZds2iVJkiRpM/uhNEzXF1bUjfVOgVNyIc90XVFs2iVJkiRpMymrhmcXwltL6sYSInBkVzjAdF1rYdMuSZIkSZvBd6Xw0AIojErX+6SEa9dzE2NXl1o2m3ZJkiRJakYrq+CZQpi8pG4sIQJHZcN+mabrWj+bdkmSJElqJt8sh4n5sCgqXe+bAmPzIMd0XQ1g0y5JkiRJTWxlFTy1EN4prhtLjIOju8K+mRAxXVcD2bRLkiRJUhOathwmLoCiyrqxfqnhzvBdTdfVSDbtkiRJktQEVlTBPxfCe1HpelIcHJMNwzJM17VxbNolSZIkaRN9tSxcu74kKl3vnxquXe+SELu61PrZtEuSJEnSRiqtgicLYEpJ3VhyHBybDXubrqsJ2LRLkiRJ0kb4Yhk8nA/FUen6gI5wci5kma6ridi0S5IkSVIjLK+CJwrgw9XS9VE5MDTddF1Ny6ZdkiRJkhros6XwSAGURKXrO3SEMbnQ2XRdzcCmXZIkSZI2YFklPF4AHy2tG0vtAKOyYQ/TdTUjm3ZJkiRJWo9Pl8Kj+bC0qm5sUCc4KQcyTdfVzGzaJUmSJGktllbCYwXwyWrp+vE5sHua6bo2D5t2SZIkSYoSBGGj/lgBLItK13fqBCflQrpdlDYjf9wkSZIkqUZJZTgVfuqyurGOHeCEHBhsuq4YsGmXJEmS1O4FQbjJ3OMF4SndVtklLWzYTdcVK/7oSZIkSWrXiivhkXz4PCpd79QBTsyFXdNiV5cENu2SJEmS2qkggA9L4ImFUBqVrg9OCzebS7NbUgvgj6EkSZKkdmdJBTycD18urxtLq0nXdzFdVwti0y5JkiSp3QgCmFICTxbAiuq68d3TYXQ2dLJDUgvjj6QkSZKkdqGoAibmw7SodD09Hsbkwo6dYleXtD427ZIkSZLatCCA94rhnwthZVS6vkc6jMoJT+kmtVQ27ZIkSZLarMUV8NAC+Ka0biwzHk7KhUGm62oFbNolSZIktTlBAO8Uw1MLoSwqXR+aAcdlQ6rpuloJm3ZJkiRJbUphebh2/dvV0vWTc2EH03W1MjbtkiRJktqEIIDJS+CZwvrp+t4ZcGw2pJiuqxWyaZckSZLU6i0sh4fy4fuodL1zPIzNgwEdY1eXtKls2iVJkiS1WkEAby2BZwuhPCpdH5YJx3SFZNN1tXI27ZIkSZJapYLycGf4H1bUjXVJgLG50N90XW2ETbskSZKkVqU6gElF8FwhVAR14/tmwlGm62pjbNolSZIktRr55TBhAUyPSte7JsApedAvNXZ1Sc3Fpl2SJElSi1cdwBtF8K/V0vX9O8PPu0JSXOxqk5pTTH+0Kysrueqqq9h6661JSUmhd+/eXH/99VRX1+0gEQQB1157Ld26dSMlJYV9992XadOm1budsrIyfv3rX9O1a1c6duzIEUccwdy5czf3w5EkSZLUDOaXwa2z4emFdQ17TiJc3B1G59iwq22L6Y/3Lbfcwj333MNdd93FN998w6233sof/vAH7rzzztpjbr31Vv70pz9x11138dFHH5GXl8dBBx3E0qVLa48ZN24czz77LI8//jjvvvsuy5Yt47DDDqOqqioWD0uSJElSE6gO4JVFcMMsmLEyHIsAB3aGq3tCX6fDqx2IBEEQbPiw5nHYYYeRm5vLfffdVzt2zDHHkJqaysSJEwmCgG7dujFu3Dguu+wyIEzVc3NzueWWWzjrrLMoLi4mOzubiRMnMnr0aADmzZtH9+7deemllxgxYsQG6ygpKSEjI4Pi4mLS09Ob58FKkiRJarB5ZeHa9Vkr68ZyE8O1631SYleX1FQa2ofGNGnfe++9efPNN/n+++8B+Pzzz3n33Xc59NBDAZgxYwYLFizg4IMPrv2apKQkhg8fzvvvvw/AJ598QkVFRb1junXrxg477FB7zOrKysooKSmp9yFJkiQp9qoCeKkmXZ8Vla4fnBWm6zbsam9iuhHdZZddRnFxMf3796dDhw5UVVVx4403csIJJwCwYMECAHJzc+t9XW5uLrNmzao9JjExkc6dO69xzKqvX9348eO57rrrmvrhSJIkSdoEc1eG6fqcsrqxvJp0vbfNutqpmDbtTzzxBA8//DCPPvoo22+/PZ999hnjxo2jW7dunHLKKbXHRSKRel8XBMEaY6tb3zFXXHEFF154Ye3nJSUldO/efRMeiSRJkqSNVVkNryyGlxaHSTuE6fqILDisCyS40ZzasZg27ZdccgmXX345xx9/PAADBw5k1qxZjB8/nlNOOYW8vDwgTNO32GKL2q8rKCioTd/z8vIoLy+nqKioXtpeUFDA0KFD13q/SUlJJCUlNdfDkiRJktRAc2rS9blR6Xq3JDglF3qZrkuxXdNeWlpKXFz9Ejp06FB7yrett96avLw8Xn/99drry8vLmTx5cm1Dvuuuu5KQkFDvmPnz5/PVV1+ts2mXJEmSFFuV1eE512+aXdewx0Xg0C7w2x427NIqMU3aDz/8cG688UZ69OjB9ttvz9SpU/nTn/7E6aefDoTT4seNG8dNN91E37596du3LzfddBOpqamceOKJAGRkZHDGGWdw0UUX0aVLF7Kysrj44osZOHAgBx54YCwfniRJkqS1mLUSHlwAP0Wl61smhWvXeybHri6pJYpp037nnXdy9dVXc84551BQUEC3bt0466yzuOaaa2qPufTSS1mxYgXnnHMORUVFDBkyhNdee420tLTaY26//Xbi4+MZNWoUK1as4IADDmDChAl06NAhFg9LkiRJ0lpUVsMLi+DVovAc7FCTrmfBIVkQ79p1aQ0xPU97S+F52iVJkqTmNXNFuHZ9fnnd2FZJcGoedDddVzvU0D40pkm7JEmSpLatohr+vQheWwyr0sIOq9L1LuFlSetm0y5JkiSpWUxfEa5dXxCVrvdIDneG38p0XWoQm3ZJkiRJTaqiGp4vhDeK6tL1+Eh4zvWDs0zXpcawaZckSZLUZH6sSdfzo9L1XsnhzvDdkmJXl9Ra2bRLkiRJ2mTl1fBcIUxaLV0/oisc1DncJV5S49m0S5IkSdokP5SG6frCirqxrWvS9S1M16VNYtMuSZIkaaOUVcOzC+GtJXVjCTXp+oGm61KTsGmXJEmS1GjflcJDC6AwKl3vkxKm67mJsatLamts2iVJkiQ12MoqeKYQJi+pG0uIwFHZsF+m6brU1GzaJUmSJDXIt8vhoXxYFJWu902BsXmQY7ouNQubdkmSJEnrtbIKnloI7xTXjSXGwdFdYd9MiJiuS83Gpl2SJEnSOn29PFy7XlRZN9YvFU7Jha6m61Kzs2mXJEmStIYVVfDPhfBeVLqeVJOuD880XZc2F5t2SZIkSfV8tQwm5sOSqHS9f2q4dr1LQuzqktojm3ZJkiRJAJRWwZMFMKWkbiw5Do7Nhr0zTNelWLBplyRJksQXy+DhfCiOStcHdISTcyHLdF2KGZt2SZIkqR1bXgVPFMCHq6Xro3JgaLrpuhRrNu2SJElSO/XZUnikAEqi0vUdOsKYXOhsui61CDbtkiRJUjuzrBIeL4CPltaNpdSk63uarkstik27JEmS1I58uhQezYelVXVjgzrBSTmQaboutTg27ZIkSVI7sLQSHiuAT6LS9dQOcHwO7J5mui61VDbtkiRJUhsWBGGj/lgBLItK13fsBCflQoYdgdSi+SsqSZIktVElleFU+KnL6sY6doATcmCw6brUKti0S5IkSW1MEMDHNen68qh0fedOcGIupNsFSK2Gv66SJElSG1JcCY/kw+dR6XqnmnR9V9N1qdWxaZckSZLagCCAD0vgiYVQGpWuD04LN5tL8y9/qVXyV1eSJElq5ZZUwCMF8EVUup7WIZwKv0ta7OqStOls2iVJkqRWKghgSgn8c7V0ffd0GJ0NnfxrX2r1/DWWJEmSWqGiCng4H75aXjeWHg8n5cBOputSm2HTLkmSJLUiQQDvl8CTBbCyum58j3QYlROe0k1S22HTLkmSJLUSiytgYj58HZWuZ8bDSbkwqFPs6pLUfGzaJUmSpBYuCOCdYnh6Yf10fWgGHJcNqabrUptl0y5JkiS1YIsq4KEF8G1p3VhmPJycCzuYrkttnk27JEmS1AIFAUxeAs8UQllUur53BhybDSmm61K7YNMuSZIktTCF5fBgPnwfla53joeT82D7jrGrS9LmZ9MuSZIktRBBAG8vCdP18qh0fVgmHNMVkk3XpXbHpl2SJElqAQrKw7XrP6yoG+uSAGNzob/putRu2bRLkiRJMVQdwKQieK4QKoK68X0z4SjTdands2mXJEmSYiS/HB5cAD9GpetdE2BsHmybGru6JLUcNu2SJEnSZlYdwBtF8K/V0vX9MuGobEiKi1lpkloYm3ZJkiRpM5pfBg/lw/SodD07AU7Jg76m65JWY9MuSZIkbQbVAbxek65X1qTrEeCAznBkV0g0XZe0FjbtkiRJUjObVxauXZ+5sm4sNzFM1/ukxK4uSS2fTbskSZLUTKoCeHUxvLiofrp+UBYc0QUSTNclbYBNuyRJktQM5q6EB/NhdlS6nleTrvc2XZfUQDbtkiRJUhOqCuDlRfDS4vAyhOn6wVlwuOm6pEayaZckSZKayJyV4dr1OWV1Y1skwql50Mt0XdJGsGmXJEmSNlFlNby8OEzXq2vS9bgIjOgMh3WBeNN1SRvJpl2SJEnaBLNXwoQF8FNUut4tKUzXeybHri5JbYNNuyRJkrQRKqvhxcXwymrp+qFZcEiW6bqkpmHTLkmSJDXSzBXhzvDzotL1rWrS9e6m65KakE27JEmS1EAV1fDvRfDaYqgJ14mLwMgs+JnpuqRmYNMuSZIkNcD0FeHO8AvK68Z6JMMpubCV6bqkZmLTLkmSJK1HRTX8axG8HpWud4iEu8KPyAovS1JzsWmXJEmS1uHHmnQ9Pypd75kcrl3vlhS7uiS1HzbtkiRJ0mrKq+H5QnizqC5dj4/A4V3g4KxwHbskbQ427ZIkSVKUH0rhoXwoiErXt06GU/JgC9N1SZuZTbskSZIElFXDswvh7SX10/Uju8KBnU3XJcWGTbskSZLave9Lw7XrhRV1Y31SwnQ9NzF2dUmSTbskSZLarbJqeKYmXV8lIQI/7wr7m65LagFs2iVJktQufbs8XLu+KCpd36YmXc8xXZfUQti0S5IkqV1ZWQVPF8J/ltSNJcbBUV1hv0yImK5LakFs2iVJktRufL0cHloARZV1Y/1SYWwuZJuuS2qBbNolSZLU5q2ogn8uhPeK68aS4uDorjA803RdUstl0y5JkqQ27atl8HB+/XS9fyqcnAtdTdcltXA27ZIkSWqTSmvS9fdXS9ePzYZ9MkzXJbUONu2SJElqc75YBo/kw5KodH27VDg5D7okxK4uSWosm3ZJkiS1Gcur4MkC+KCkbiw5Do7Lhr1M1yW1QjbtkiRJahM+r1m7XhKVrm/fMVy73tl0XVIrZdMuSZKkVm1ZJTxeAB8trRtLiYNRObBnuum6pNbNpl2SJEmt1tSl4dr1pVV1YwM7wphcyDRdl9QG2LRLkiSp1Vlak65/HJWup3aA0dkwxHRdUhti0y5JkqRW5ZOl8Gg+LItK13fsBCflQoZ/3UpqY3xZkyRJUqtQUgmPFcCnUel6xw5wfA7slma6LqltsmmXJElSixYE4TT4xwrCU7qtsnMnODEX0v2LVlIb5kucJEmSWqySynCjuc+W1Y116gAn5MCupuuS2gGbdkmSJLU4QQD/XRpuNlcala4PTgunw6f5V6ykdsKXO0mSJLUoSyrgkQL4IipdT+sQToXfJS12dUlSLNi0S5IkqUUIAvigBJ5cWD9d360mXe/kX66S2iFf+iRJkhRzRRXwcD58tbxuLD0eTsqBnUzXJbVjNu2SJEmKmSCA90vgyQJYWV03PiQdRueEp3STpPbMpl2SJEkxsbgCJubD11HpekY8jMmFQZ1iV5cktSQ27ZIkSdqsggDeLYanFtZP14dmwHHZkGq6Lkm1bNolSZK02SyqgIcWwLeldWOZ8XByLuxgui5Ja7BplyRJUrMLAvhPMTy9EMqi0vW9atL1FNN1SVorm3ZJkiQ1q8JyeDAfvo9K1zvHw8l5sH3H2NUlSa2BTbskSZKaRRDA20vgmUIoj0rX98mAY7Mh2XRdkjbIpl2SJElNrqA8XLv+w4q6sS4J4dr17UzXJanBbNolSZLUZKoDeGsJPLsQKoK68X0z4aiupuuS1Fg27ZIkSWoS+eXw4AL4MSpd75oAY/Ng29TY1SVJrZlNuyRJkjZJdQBvFsHzhfXT9f0y4ahsSIqLWWmS1OrZtEuSJGmjzS+Dh/JhelS6np0Ap+RBX9N1SdpkNu2SJElqtOoAXi+CfxVCZU26HgH27ww/7wqJpuuS1CRs2iVJktQo88rCteszV9aN5STCqXnQJyV2dUlSW2TTLkmSpAapDuDVxfDCovrp+oGd4ciukGC6LklNzqZdkiRJGzR3JTyYD7Oj0vW8xHDtem/TdUlqNjbtkiRJWqeqAF5ZDC8uCi9DmK4fnAWHdzFdl6TmZtMuSZKktZqzMly7PqesbmyLmrXrvUzXJWmzsGmXJElSPZXV8PJieGlxuI4dIC4CIzrDYV0g3nRdkjYbm3ZJkiTVml2Trs+NSte7JYXpes/k2NUlSe2VTbskSZKorIYXF4fr16PT9UOy4NAs03VJihWbdkmSpHZu5opwZ/h5Uen6VjXpenfTdUmKKZt2SZKkdqqiOjzn+quLoSZcJy4CI7PgZ6brktQi2LRLkiS1QzNWhGvX55fXjXWvSde3Ml2XpBbDpl2SJKkdqaiGfy2C16PS9Q6RcFf4EVnhZUlSy2HTLkmS1E78WJOu50el6z2Tw3S9W1Ls6pIkrZtNuyRJUhtXXg3PF8KbRXXpenwEDu8CB2eF69glSS2TTbskSVIb9kMpPJQPBVHp+tbJcEoebGG6Lkktnk27JElSG1RWDc8VwlurpetHdoUDO5uuS1JrYdMuSZLUxnxfGq5dL6yoG+udAqfkQp7puiS1KjbtkiRJbURZNTyzEN5eUjeWEIGfd4X9TdclqVWyaZckSWoDvl0erl1fFJWub5MSrl3PSYxdXZKkTRMX6wJ++uknxowZQ5cuXUhNTWWnnXbik08+qb0+CAKuvfZaunXrRkpKCvvuuy/Tpk2rdxtlZWX8+te/pmvXrnTs2JEjjjiCuXPnbu6HIkmStNmtrIJH8uH2uXUNe2IcjM6Bi7vbsEtSaxfTpr2oqIi99tqLhIQEXn75Zb7++mtuu+02MjMza4+59dZb+dOf/sRdd93FRx99RF5eHgcddBBLly6tPWbcuHE8++yzPP7447z77rssW7aMww47jKqqqhg8KkmSpM3jm+Vw3Sz4z5K6sX6pcE3PcDp8xOnwktTqRYIgCDZ8WPO4/PLLee+993jnnXfWen0QBHTr1o1x48Zx2WWXAWGqnpubyy233MJZZ51FcXEx2dnZTJw4kdGjRwMwb948unfvzksvvcSIESM2WEdJSQkZGRkUFxeTnp7edA9QkiSpGayogqcWwrvFdWNJcXB0VxieabMuSa1BQ/vQmCbt//rXvxg8eDDHHXccOTk57Lzzztx7772118+YMYMFCxZw8MEH144lJSUxfPhw3n//fQA++eQTKioq6h3TrVs3dthhh9pjVldWVkZJSUm9D0mSpNZg2nK4bmb9hr1/Tbq+r+m6JLU5MW3ap0+fzl//+lf69u3Lq6++yq9+9St+85vf8NBDDwGwYMECAHJzc+t9XW5ubu11CxYsIDExkc6dO6/zmNWNHz+ejIyM2o/u3bs39UOTJElqUqVV4Wnc/jIXiirDsaQ4OCkXxm0FXV27LkltUkx3j6+urmbw4MHcdNNNAOy8885MmzaNv/71r4wdO7b2uMhqbxkHQbDG2OrWd8wVV1zBhRdeWPt5SUmJjbskSWqxvlwGD+fDksq6se1S4eQ86JIQu7okSc0vpkn7FltswYABA+qNbbfddsyePRuAvLw8gDUS84KCgtr0PS8vj/LycoqKitZ5zOqSkpJIT0+v9yFJktTSLK+CB+bDXT/VNezJcXByLpy/lQ27JLUHMW3a99prL7777rt6Y99//z09e/YEYOuttyYvL4/XX3+99vry8nImT57M0KFDAdh1111JSEiod8z8+fP56quvao+RJElqbT5fBtfOhA+itt7ZviNc2wv2znTtuiS1FzGdHn/BBRcwdOhQbrrpJkaNGsV///tf/v73v/P3v/8dCKfFjxs3jptuuom+ffvSt29fbrrpJlJTUznxxBMByMjI4IwzzuCiiy6iS5cuZGVlcfHFFzNw4EAOPPDAWD48SZKkRlteBY8XwH+jmvWUOBiVA3um26xLUnsT06Z9t91249lnn+WKK67g+uuvZ+utt+aOO+7gpJNOqj3m0ksvZcWKFZxzzjkUFRUxZMgQXnvtNdLS0mqPuf3224mPj2fUqFGsWLGCAw44gAkTJtChQ4dYPCxJkqSNMnUpPJIPS6vqxgZ2hDG5kOlUeElql2J6nvaWwvO0S5KkWFpaGabrHy+tG0vtAKOzYYjpuiS1SQ3tQ2OatEuSJLV3nyyFx1ZL13fsFJ7KLcO/1CSp3fO/AkmSpBhYWgmPFsCnUel6xw5wfA7slma6LkkK2bRLkiRtRkEQToN/rCDcdG6VnTvBibmQ7l9nkqQo/rcgSZK0mZRUhhvNfbasbqxTBzghB3Y1XZckrcVGnaf9nXfeYcyYMey555789NNPAEycOJF33323SYuTJElqC4IAPiyB382s37Dvmhaed32wm81Jktah0U37008/zYgRI0hJSWHq1KmUlZUBsHTpUm666aYmL1CSJKk1W1IBd8+D++dDac10+LQOcFY3+GU3SHPeoyRpPRrdtN9www3cc8893HvvvSQk1J0wdOjQoXz66adNWpwkSVJrFQQwpRiumwVfRKXru9Wk67ukxaw0SVIr0uj3dr/77juGDRu2xnh6ejpLlixpipokSZJataIKeDgfvlpeN5YeDyfmwM4265KkRmh0077FFlvwv//9j169etUbf/fdd+ndu3dT1SVJktTqBAG8XwJPFsDK6rrxIekwOic8pZskSY3R6Kb9rLPO4vzzz+f+++8nEokwb948pkyZwsUXX8w111zTHDVKkiS1eItr0vVpUel6RjyclAs7dopdXZKk1q3RTfull15KcXEx++23HytXrmTYsGEkJSVx8cUXc9555zVHjZIkSS1WEMC7xfDUwvrp+p7pMCoHUk3XJUmbIBIEQbAxX1haWsrXX39NdXU1AwYMoFOn1vsWcklJCRkZGRQXF5Oenh7rciRJUiuxqAImLoBvSuvGMuNhTC4MbL1/GkmSNoOG9qGN3j3+9NNPZ+nSpaSmpjJ48GB23313OnXqxPLlyzn99NM3qWhJkqTWIAhg8hK4bmb9hn2vDPhdLxt2SVLTaXTS3qFDB+bPn09OTk698cLCQvLy8qisrGzSAjcHk3ZJktRQheXwUD58F9Wsd46Hk/Ng+46xq0uS1Lo0tA9t8Jr2kpISgiAgCAKWLl1KcnJy7XVVVVW89NJLazTykiRJbUUQwNtL4JlCKI9au75PBhybDcmuXZckNYMGN+2ZmZlEIhEikQj9+vVb4/pIJMJ1113XpMVJkiS1BAXl8NAC+GFF3VhWAozNhe1M1yVJzajBTftbb71FEATsv//+PP3002RlZdVel5iYSM+ePenWrVuzFClJkhQLQQCTlsCzC6EiakHh8Ew4uqvpuiSp+TW4aR8+fDgAM2bMoHv37sTFNXoPO0mSpFYjvxweXAA/RqXrXRPg5Fzob7ouSdpMGn2e9p49ewLhKd9mz55NeXl5vesHDRrUNJVJkiTFQHUAbxbB84X10/X9MuGobEgyt5AkbUaNbtoXLlzIaaedxssvv7zW66uqqja5KEmSpFhYUAYP5sP0qHQ9OwHG5kG/1NjVJUlqvxr9XvG4ceMoKirigw8+ICUlhVdeeYUHH3yQvn378q9//as5apQkSWpW1QG8uhh+P6uuYY8AB3SGq3vZsEuSYqfRSfukSZN4/vnn2W233YiLi6Nnz54cdNBBpKenM378eEaOHNkcdUqSJDWLeWXh2vWZK+vGchLhlFzYxmZdkhRjjW7aly9fXns+9qysLBYuXEi/fv0YOHAgn376aZMXKEmS1BxWpesvLILKmrXrEeDAznBEV0h07bokqQVodNO+7bbb8t1339GrVy922mkn/va3v9GrVy/uuecetthii+aoUZIkqUn9VJOuz4pK13MT4dQ86J0Su7okSVpdo5v2cePGMX/+fAB+97vfMWLECB555BESExOZMGFCU9cnSZLUZKoCeGUxvLgovAxhun5wFhzeBRJM1yVJLUwkCIJgw4etW2lpKd9++y09evSga9euTVXXZlVSUkJGRgbFxcWkp6fHuhxJktQM5q6ECQtgTlnd2BaJcEoebG26LknazBrahzY6aV9damoqu+yyy6bejCRJUrOorIaXF8NLi8N17ABxERjRGUaarkuSWrhGN+1BEPDUU0/x1ltvUVBQQHV1db3rn3nmmSYrTpIkaVPMXhmuXZ8bla53SwrXrvdMjl1dkiQ1VKOb9vPPP5+///3v7LfffuTm5hKJRJqjLkmSpI1WWQ0vLg7Xr0en64dkwaFZEG+6LklqJRrdtD/88MM888wzHHrooc1RjyRJ0iaZVbN2fV5Uur5VTbre3XRdktTKNLppz8jIoHfv3s1RiyRJ0karqA7Puf5aUf10fWQW/Mx0XZLUSjX6v69rr72W6667jhUrVjRHPZIkSY02YwXcOKv+dPjuSfDbHnBYVxt2SVLr1eik/bjjjuOxxx4jJyeHXr16kZCQUO/6Tz/9tMmKkyRJWp+KavjXInh9Maw6h22HCBzWBUZkhZclSWrNGt20n3rqqXzyySeMGTPGjegkSVLM/Lgi3Bk+v7xurGdyeN71LZNiV5ckSU2p0U37iy++yKuvvsree+/dHPVIkiStV3k1PF8IbxbVpevxETi8CxycFa5jlySprWh00969e3fS09OboxZJkqT1+qEUHsqHgqh0vVdyuDP8FqbrkqQ2qNHbstx2221ceumlzJw5sxnKkSRJWlNZNTxRALfNqWvY4yNwTDZc1sOGXZLUdjU6aR8zZgylpaX06dOH1NTUNTaiW7x4cZMVJ0mS9H1puHa9sKJurHcKnJILeTbrkqQ2rtFN+x133NEMZUiSJNVXVg3PLIS3l9SNJUTg511h/86uXZcktQ+NbtpPOeWU5qhDkiSp1rfLw7Xri6LS9W1SYGwe5CbGri5Jkja3BjXtJSUltZvPlZSUrPdYN6mTJEkba2UVPF0I/1lSN5YQgaOzYb9M8EyzkqT2pkFNe+fOnZk/fz45OTlkZmau9dzsQRAQiUSoqqpq8iIlSVLb901Nur44Kl3vW5Ou55iuS5LaqQY17ZMmTSIrKwuAt956q1kLkiRJ7cuKKnh6IbxTXDeWFAdHd4XhmabrkqT2rUFN+/Dhw2svb7311nTv3n2NtD0IAubMmdO01UmSpDZt2nKYuACKKuvGtk2FsbnQ1XRdkqTGb0S39dZb106Vj7Z48WK23nprp8dLkqQNKq2Cfy6E91dL14/Nhn0yTNclSVql0U37qrXrq1u2bBnJyclNUpQkSWq7vlwGD+fDkqh0fbtUODkPuiTEri5JklqiBjftF154IQCRSISrr76a1NTU2uuqqqr48MMP2WmnnZq8QEmS1DaUVsETBfBB1IlokuPguGzYy3RdkqS1anDTPnXqVCBM2r/88ksSE+sWmiUmJrLjjjty8cUXN32FkiSp1fu8Jl0viUrXt+8IY3Ihy3RdkqR1anDTvmrX+NNOO40///nPno9dkiRt0PKadP3DqHQ9JQ5G5cCe6abrkiRtSKPXtD/wwAP1Pi8pKWHSpEn079+f/v37N1lhkiSpdZu6FB4tqJ+uD6xJ1zNN1yVJapBGN+2jRo1i2LBhnHfeeaxYsYLBgwczc+ZMgiDg8ccf55hjjmmOOiVJUiuxtBIeL4CPl9aNpXaA0dkwxHRdkqRGiWvsF/znP/9hn332AeDZZ58lCAKWLFnCX/7yF2644YYmL1CSJLUenyyF62bWb9h37AS/6wl7uNmcJEmN1uimvbi4mKysLABeeeUVjjnmGFJTUxk5ciQ//PBDkxcoSZJavqWV8Ld58Pd5sLQqHOvYAc7YAs7u5nR4SZI2VqOnx3fv3p0pU6aQlZXFK6+8wuOPPw5AUVGR52mXJKmdCYIwVX+sINx0bpWdO8GJuZDe6L80JElStEb/Vzpu3DhOOukkOnXqRM+ePdl3332BcNr8wIEDm7o+SZLUQpVUwqP5MHVZ3VjHDnBiDuya5lR4SZKaQqOb9nPOOYchQ4Ywe/ZsDjroIOLiwhn2vXv3dk27JEntQBDAf5eGp3KLTtd3TYMTciDNdF2SpCYTCYIgiHURsVZSUkJGRgbFxcWef16SpPVYUgGPFMAXUel6Wgc4ITds2iVJUsM0tA9t8EZ0AwYMYPHixbWf//KXv2ThwoW1nxcUFJCamrqR5UqSpJYsCOCDYrhuVv2Gfbc0+F0vG3ZJkppLg5v2b7/9lsrKytrPH3/8cZYurTufSxAErFy5smmrkyRJMbekAu76CR5YAKU10+HT4+FX3eDMbk6HlySpOW30f7Nrm1UfcccZSZLajCCAKSXwZAGsqK4bH5IOo3PCTeckSVLz8r1xSZK0hqIKmJgP05bXjaXHw5hc2LFT7OqSJKm9aXDTHolE1kjSTdYlSWpbggDeLYanFsLKqHR9j3QYZbouSdJm1+CmPQgCDjjgAOLjwy9ZsWIFhx9+OImJiQD11rtLkqTWZ1EFTFwA35TWjWXWpOsDTdclSYqJBjftv/vd7+p9fuSRR65xzDHHHLPpFUmSpM0qCOCdmnS9LCpd3ysDjs2GVNN1SZJixvO043naJUntV2E5PJQP30Wl653j4eQ82L5j7OqSJKmta2gf6kZ0kiS1Q0EAk5fAM4X10/V9MuCYbEgxXZckqUWwaZckqZ1ZWJOufx+VrmclwNhc2M50XZKkFsWmXZKkdiIIYNISeHYhVEQtjhuWCcd0hWTTdUmSWhybdkmS2oGCcnhwAfxvRd1Yl5p0vb/puiRJLZZNuyRJbVh1AJOK4LnC+un6fplwVDYkxcWsNEmS1AANatr/8pe/NPgGf/Ob32x0MZIkqeksKIMH82F6VLreNQFOyYN+qbGrS5IkNVyDTvm29dZbN+zGIhGmT5++yUVtbp7yTZLUllQH8EYRPF8IlTX/y0eA/TvDkV1N1yVJagma9JRvM2bMaLLCJElS85lfBhMWwMyVdWM5iXBKLmxjui5JUquz0Wvay8vLmTFjBn369CE+3qXxkiTFUnUAry6GFxbVT9cPqEnXE03XJUlqlRr9X3hpaSlnnHEGqampbL/99syePRsI17LffPPNTV6gJElav3llcPPscLO5VQ17biJc0gOOy7FhlySpNWv0f+NXXHEFn3/+OW+//TbJycm14wceeCBPPPFEkxYnSZLWrSqAlxbBDbNgVs10+AhwcBZc3RP6pMS0PEmS1AQaPa/9ueee44knnmCPPfYgEonUjg8YMIAff/yxSYuTJElrN3dluHZ9Tlnd2BaJ4c7wW9usS5LUZjS6aV+4cCE5OTlrjC9fvrxeEy9JkppeZTW8shheXByuY4cwXf9ZFozsAglOhZckqU1p9H/tu+22Gy+++GLt56sa9XvvvZc999yz6SqTJEn1zFkJ42fDvxfVNezdkuCKnvDzbBt2SZLaokYn7ePHj+dnP/sZX3/9NZWVlfz5z39m2rRpTJkyhcmTJzdHjZIktWuV1WGy/kpUuh4XqUnXsyDeZl2SpDar0f/NDx06lPfee4/S0lL69OnDa6+9Rm5uLlOmTGHXXXdtjholSWq3Zq2EG2eHG86tati3SoIreoSncrNhlySpbYsEQRDEuohYKykpISMjg+LiYtLT02NdjiRJVFaH51x/tah+un5oFhxiui5JUqvX0D60QdPjS0pKGnzHNr2SJG2amSvCneHnl9eNdU8Kd4bvnrzur5MkSW1Pg5r2zMzMBu8MX1VVtUkFSZLUXlVUh5vMvbYYVk2D6xCBw7rAiKzwsiRJal8a1LS/9dZbtZdnzpzJ5Zdfzqmnnlq7W/yUKVN48MEHGT9+fPNUKUlSGze9Jl3Pj0rXeyaH6fqWSbGrS5IkxVaj17QfcMABnHnmmZxwwgn1xh999FH+/ve/8/bbbzdlfZuFa9olSbFSXg3PF8KbRXXpenxUuh5nui5JUpvU0D600dvYTJkyhcGDB68xPnjwYP773/829uYkSWq3/lcKv58Fb0Q17L2S4bc94ZAuNuySJGkjmvbu3btzzz33rDH+t7/9je7duzdJUZIktWVl1fBkAfxxDhTUTIePj8DR2XBZD+jmdHhJklSjQWvao91+++0cc8wxvPrqq+yxxx4AfPDBB/z44488/fTTTV6gJEltyfel8NACWFhRN9Y7BU7JhTybdUmStJqNOk/73Llzufvuu/n2228JgoABAwbwq1/9qtUm7a5plyQ1t7JqeHYhvLWkbiwhAj/vCvt3diq8JEntTUP70I1q2tsam3ZJUnP6djlMzIfCqHS9T0q4M3xuYuzqkiRJsdPQPrTR0+MBlixZwn333cc333xDJBJhwIABnH766WRkZGx0wZIktTUrq+CZQpi8pG4sIQJHZcN+mabrkiRpwxqdtH/88ceMGDGClJQUdt99d4Ig4OOPP2bFihW89tpr7LLLLs1Va7MxaZckNbVvatL1RVHpet8UGJsHOabrkiS1e802PX6fffZhm2224d577yU+PgzqKysrOfPMM5k+fTr/+c9/Nq3yGLBplyQ1lZVV8NRCeKe4biwxDo7uCvtmQsR0XZIk0YxNe0pKClOnTqV///71xr/++msGDx5MaWnpxlUcQzbtkqSmMG05TFwARZV1Y9umwthc6Gq6LkmSojTbmvb09HRmz569RtM+Z84c0tLSGl+pJEmtXGlNuv5eVLqeFAfHZsM+GabrkiRp4zW6aR89ejRnnHEGf/zjHxk6dCiRSIR3332XSy65hBNOOKE5apQkqcX6chk8nA9LotL17VLh5DzokhC7uiRJUtvQ6Kb9j3/8I5FIhLFjx1JZGf6FkpCQwNlnn83NN9/c5AVKktQSlVbBkwUwpaRuLLkmXd/bdF2SJDWRjT5Pe2lpKT/++CNBELDNNtuQmpra1LVtNq5plyQ1xufL4JF8KI5K17fvCGNyIct0XZIkNUCznqcdIDU1lYEDB27sl0uS1Oosr4InCuDD1dL1UTkwNN10XZIkNb0GN+2nn356g467//77N7oYSZJaqqlL4dECKIlK13eoSdc7m65LkqRm0uCmfcKECfTs2ZOdd96ZjZxRL0lSq7OsEh4vgI+W1o2ldoDR2TDEdF2SJDWzBjftv/rVr3j88ceZPn06p59+OmPGjCErK6s5a5MkKaY+XQqP5sPSqrqxQZ3gpBzINF2XJEmbQVxDD7z77ruZP38+l112Gf/+97/p3r07o0aN4tVXXzV5lyS1KUsr4e/z4G/z6hr21A5w+hZwTjcbdkmStPls9O7xs2bNYsKECTz00ENUVFTw9ddf06lTp6aub7Nw93hJEkAQwCdL4bECWBaVru/UCU7KhfSN3r5VkiSpvmbfPT4SiRCJRAiCgOrq6o29GUmSWoSSynAq/NRldWMdO8AJOTA4zbXrkiQpNho8PR6grKyMxx57jIMOOohtt92WL7/8krvuuovZs2e32pRdktS+BUF4CrdrZ9Zv2HdJg2t7wW5uNidJkmKowUn7Oeecw+OPP06PHj047bTTePzxx+nSpUtz1iZJUrMqroRH8uHzqGY9rQOckAu7psWuLkmSpFUavKY9Li6OHj16sPPOOxNZT+TwzDPPNFlxm4tr2iWpfVmVrj+xEEqj1q4PToPjcyDNteuSJKmZNfma9rFjx663WZckqTVYUgEP58OXy+vG0jqEG83tbLqujbFwCnx6AcR3giF/h069Y12RJKkN2ejd49sSk3ZJTaq8GBZ/ApkDITk71tWoRhDAlBJ4sgBWRO2funt6mK537NA89/v2zLe5bvJ1dE/vzh0/u4OslKzmuSPFznM9oPSncPOD3ANg/1djXZEkqRVo9t3jJUlrUbYYXt4RSudCQiYc8il02jrWVbV7RRUwMR+mRaXr6fEwJhd2bMZ9VCuqKjj8scNZXr6cSCRCp8RO3D3y7ua7Q8VG1QqgGoK4msuSJDWdRu0eL0nagIL/hA07QMUS+OnFmJbT3gUBvLMk3Bk+umHfIz3cGb45G3aAiuoKSitKCQgntRWtLGreO1RsDPkHJOdCx16w6+2xrkaS1Ma0mKZ9/PjxRCIRxo0bVzsWBAHXXnst3bp1IyUlhX333Zdp06bV+7qysjJ+/etf07VrVzp27MgRRxzB3LlzN3P1klSj8yCISwIi4UeX3WJdUbu1qAL+PDdcv76yZjp8ZjyctyWctkXzTYePlpqQyu0jbiepQxI9Mnpw9bCrm/9OtfltdSQcvQCO/BGydo11NZKkNqZFNO0fffQRf//73xk0aFC98VtvvZU//elP3HXXXXz00Ufk5eVx0EEHsXTp0tpjxo0bx7PPPsvjjz/Ou+++y7JlyzjssMOoqqpa/W4kqfl16g0HT4FB18OBk6HrkFhX1O4EAfxnCVw3E74prRsfmgG/6wUDmzldX91vhvyGFb9dwYzzZzAge8DmvXNJktTqxXwjumXLlrHLLrtw9913c8MNN7DTTjtxxx13EAQB3bp1Y9y4cVx22WVAmKrn5uZyyy23cNZZZ1FcXEx2djYTJ05k9OjRAMybN4/u3bvz0ksvMWLEiAbV4EZ0ktQ2FJaHa9e/jWrWO8fDyXmwfcfY1SVJkrS6hvahMU/azz33XEaOHMmBBx5Yb3zGjBksWLCAgw8+uHYsKSmJ4cOH8/777wPwySefUFFRUe+Ybt26scMOO9QeszZlZWWUlJTU+5AktV5BAG8XwfWz6jfse9ek6zbskiRtwNKl8MILMH16rCvRamK6e/zjjz/Op59+ykcffbTGdQsWLAAgNze33nhubi6zZs2qPSYxMZHOnTuvccyqr1+b8ePHc911121q+ZKkFmBhOTyUD99HNetZCXByLgywWZckacNWrIBdd4UffoCEBHjnHRjiEr+WImZJ+5w5czj//PN5+OGHSU5OXudxkUik3udBEKwxtroNHXPFFVdQXFxc+zFnzpzGFS9JirkggDdr0vXohn1YJvyupw272rggCD8kqSl88UXYsANUVcFzz8W0HNUXs6b9k08+oaCggF133ZX4+Hji4+OZPHkyf/nLX4iPj69N2FdPzAsKCmqvy8vLo7y8nKKionUeszZJSUmkp6fX+5AktR4F5fDHOfBkAZTX7AzfJQEu2ApOyoXkzbAzvBQzc5+Hf2bAU1kw79VYVyOpLdh2W+jSJbxcXQ3DhsW2HtUTs6b9gAMO4Msvv+Szzz6r/Rg8eDAnnXQSn332Gb179yYvL4/XX3+99mvKy8uZPHkyQ4cOBWDXXXclISGh3jHz58/nq6++qj1GktR2VAfwxmK4fib8b0Xd+L6Z4dr1/qbrag8+OR8ql0JFMXx6QayrkdQWZGbCJ5/A7bfD22/DIYfEuiJFidma9rS0NHbYYYd6Yx07dqRLly614+PGjeOmm26ib9++9O3bl5tuuonU1FROPPFEADIyMjjjjDO46KKL6NKlC1lZWVx88cUMHDhwjY3tJK3DG2/Aa6/ByJEwfHisq5HWKb8cJiyA6VHNetcEOCUP+qXGri5ps+uQUnMhgLjEmJYiqQ3p2RPGjYt1FVqLmG5EtyGXXnopK1as4JxzzqGoqIghQ4bw2muvkZaWVnvM7bffTnx8PKNGjWLFihUccMABTJgwgQ4dnBup1cyfH76LmJKywUNbvUWLwndJd9wRttlm3cd9/DEcfDBEInDbbfDZZzBw4Mbd5/Tp8ItfQElJ+C7t3ntv3O1Iq6kO4I0ieL4QKmuW8EaA/TrDz7tCUszPgyJtZpGoP9+qStd9nCSpTYj5edpbAs/T3sYFAZx+OkyYEDbtq5rZtmrJEth+e5g3DxIT4YMPYOed137s/ffDGWfUff7oo3DCCRt3vyNHwquvhuugcnPDN0maSnEx/PrX4RsDv/2tU7bakfllYbo+c2XdWE4ijM2Fvqbraq9eHATFX4WXO/WBI36IbT2SpI3Sas7TLjW7n34KG3YIzz/5f/8X03Ka3SefhA07QEUFvPTSuo897DDo1i283LNnmLpvrBUr6nYzLivb+NtZm+uuC99QeP99OPpoWL68aW9fLU51AC8vghtm1TXsEeDAznB1Txt2tXO7/xU69oLUHjDk3lhXI0lqZi16erzUJDp3hrQ0KC0NU+A+fWJdUfMaNCh8zEVF4bT3ffdd97E5OfDdd/Dtt7DddtBxE3bx+tOfYNSo8I2Re+7Z+NtZm+Li8N9VbwiUl29arWrR5tWk67Oi0vXcxHDtep92sLpF2qDsveDI6bGuQpK0mdi0q+3r2BEmTQoT9r594cILY11R88rOhqlTw4R9t91g8OD1H9+p04aPaYiddoLvv9/021mbK66A996DWbPg978P35RQm1MVwKuL4YVF4WUI0/WDsuCILpDg3DBJktQOuaYd17RLUqzNXRmm63OiVlZsUZOub226LkmS2qCG9qEm7ZKkmKmshlcWw4uLw3XsEKbrI7LgMNN1SZIkm3ZJUmzMqUnX50al692S4JRc6GW6LkmSBNi0S5I2s8pqeGkxvByVrsdF4GdZMDIL4k3XJUmSatm0S5I2m1k16fq8qHR9q6Rw7XqP5NjVJUmS1FLZtEuSml1ldbgr/KtF9dP1Q7PgENN1SZKkdbJplyQ1q5krwnR9fnndWPeadL276bokSdJ62bRLkppFRTX8exG8thhWnVu0QwRGdgnXr3eIxLQ8SZKkVsGmXZLU5KavgAcXwIKodL1HMpyaB1smxa4uSZKk1samXZLUZCqq4flCeKOoLl2Pj4TnXD/YdF2SJKnRbNolSU3ix5p0PT8qXe+VHK5d72a6LkmStFFs2iVJm6S8Gp4rhEmrpetHdIWDOoe7xEuSJGnj2LRLkjbaD6Vhur6wom6sdwqckgt5puuSJEmbzKZdktRoZdXw7EJ4a0ndWEIEjuwKB5iuS5IkNRmbdklSo3xXCg8tgMKodL1PSrh2PTcxdnVJkiS1RTbtkqQGWVkFzxTC5CV1YwkROCob9ss0XZckSWoONu2SpA36ZjlMzIdFUel63xQYmwc5puuSJEnNxqZdkrROK6vgqYXwTnHdWGIcHN0V9s2EiOm6JElSs7JplySt1bTlMHEBFFXWjfVLDXeG72q6LkmStFnYtEuS6llRBf9cCO9FpetJcXBMNgzLMF2XJEnanGzaJUm1vloWrl1fEpWu908N1653SYhdXZIkSe2VTbskidIqeLIAppTUjSXHwbHZsLfpuiRJUszYtEtSO/fFMng4H4qj0vUBHeHkXMgyXZckSYopm3ZJaqeWV8ETBfDhaun6qBwYmm66LkmS1BLYtEtSO/TZUnikAEqi0vUdOsKYXOhsui5JktRi2LRLUjuyrBIeL4CPltaNpcTB6BzYw3RdkiSpxbFpl6R24tOl8Gg+LK2qGxvUCU7KgUzTdUmSpBbJpl2S2rillfBYAXwSla6ndoDjc2D3NNN1SZKklsymXZLaqCAIG/XHCmBZVLq+Uyc4MRcy/B9AkiSpxfNPNklqg0oqw6nwU5fVjXXsACfkwGDTdUmSpFbDpl2S2pAgCDeZe7wgPKXbKrukhQ17uq/6kiRJrYp/vklSG1FcCY/kw+dR6XqnDuFU+F3TYleXJEmSNp5NuyS1ckEAH5bAEwuhNCpdH5wWbjaX5iu9JElSq+WfcpLUii2pgIfz4cvldWNpNen6LqbrkiRJrZ5NuyS1QkEAU0rgyQJYUV03vns6jM6GTr66S5IktQn+WSdJrUxRBUzMh2lR6Xp6PIzJhR07xa4uSZIkNT2bdklqJYIA3iuGfy6ElVHp+h7pMConPKWbJEmS2habdklqBRZXwEML4JvSurHMeDgpFwaZrkuSJLVZNu2S1IIFAbxTDE8thLKodH1oBhyXDamm65IkSW2aTbsktVCF5eHa9W9XS9dPzoUdTNclSZLaBZt2SWphggAmL4FnCuun63tnwLHZkGK6LkmS1G7YtEtSC7KwHB7Kh++j0vXO8TA2DwZ0jF1dkiRJig2bdklqAYIA3loCzxZCeVS6PiwTjukKyabrkiRJ7ZJNuyTFWEF5uDP8DyvqxrokwNhc6G+6LkmS1K7ZtEtSjFQHMKkIniuEiqBufN9MOMp0XZIkSdi0S1JM5JfDhAUwPSpd75oAp+RBv9TY1SVJkqSWxaZdkjaj6gDeKIJ/rZau798Zft4VkuJiV5skSZJaHpt2SdpM5pfBgwtgxsq6sZzEcO16X9N1SZIkrYVNuyQ1s+oAXlsM/14ElTXpegQ4oDMc2RUSTdclSZK0DjbtktSM5pWFa9dnRaXruYnh2vU+KbGrS5IkSa2DTbskNYOqAF5dDC8sCi9DmK4flAVHdIGEGKfrs4tns7JyJf269IttIZIkSVovJ2VKUhObuxLGz4LnC+sa9rxEuLQHHJMd+4Z9wmcT6HVHL7a9a1uueeua2BYjSZKk9bJpl6QmUlkNLxTCTbNhTlk4FgF+lgVX9YTeLWQ6/J8/+DMB4bsJt39we4yrkSRJ0vrYtKt1CQK48kpIS4Nhw2Dx4lhXJAEwZyWMnx1uNrcqXe+WBJf3gKNaQLoebZctdiFChLhIHINyB8W6HEmSJK2Ha9rVunz9NYwfH15+7z34v/+Dq6+ObU1q1yqr4aXF8PLicJd4gLhImK6PzIL4FtSsr3LXoXfRr0s/SitK+fWQX8e6HEmSJK2HTbtal5So+cVBAKme3FqxM2tleN71n8rqxrZMCneG75kcu7o2JCUhhcv2vizWZUiSJKkBbNrVuvTuDf/4B9x5J+y2G5x7bqwrWlNFBTz5ZHh51ChISIhtPWpyldXhrvCvFtVP1w/NgkNaaLouSZKk1smmXa3PGWeEHy3V2WfDffeFl994Ax54ILb1qEnNXBGed31+ed3YVklwah50b8HpuiRJklonm3apqb36at3l116LXR1qUhXV4SZzry2mZt916LAqXe8SXpYkSZKampM4paZ2/PFrv6xWa/oKuGEWvBrVsPdIhit7wGFdbdg3u8pSmD4B5jwX7m0htQQTJ8LYsfDMM7GuRJLUxkSCwL94SkpKyMjIoLi4mPT09FiXo9YuCGDSpPDy/vtDxI6utaqohucL4Y2iumY9PgKHdYGDs2zWY2bSwbDg9fDywOthoGeQUIy9+SYceCDExYX/B3zyCey8c6yrkiS1cA3tQ50eLzW1SAQOOCDWVWgT/bgi3Bk+P2rteq/kcGf4bkmxq6vdCwJY8Gbd5/NfsWlX7E2fHv5bXR3+O3OmTbskqck4PV6SopRXw5MF8IfZdQ17fASOzobLetiwx1wkAt2Pqvu8x3Gxq0Va5ZhjYNttw8u77gojRsS2HklSm2LSLmnTlRfDov9C5kBIyYt1NRvth9IwXV9YUTe2dU26vsVmbtbfn/M+t7x3Cz3SezD+wPF0Suy0eQtoyfZ6DOa/CgmZkLN3rKuRICsLvvoKFiyAbt3CafKSJDURm3ZJm6Z8Cbw0CErnQHwa/OwTSO8b66oapawanl0Iby2pG0uIwBFd4cDO4TnYN2s9lWX87OGfsax8GZFIhKT4JP548B83bxEtWVwCbHlYrKuQ6ouPh622inUVkqQ2yKZd0qZZ+G7YsANULoV5L0D6BbGtqRG+K4WHFkBhVLreJyVM13MTY1PTysqVLC1fCkAcceQvz49NIZIkSYo5529JTSUI6jYhak8yB0GHFCASfnQZEuuKGmRlFTyaD3+aU9ewJ0RgVA5c3D12DTtARnIG1w6/lrhIHF1Tu3Lp0EtjV4wkSZJiylO+4Snf1ATeeAOOPRYqKuCBB2DUqFhXtHkt+Qp++jdk7w05+8S6mg36djk8lA+LotL1vikwNg9yYtisr66ssoyEDgnERXx/VZIkqa1paB9q045Nu5rAzjvD55+HaXteHsyfH+uKtBYrq+CphfBOcd1YYhwc3RX2zQw3JpckSZI2B8/TLm1OXbuGuwUHAXTpEutqtBZfLw/XrhdV1o31S4VTcqFrC0rXJUmSpGjOuWwKVVXwzTewbFmsK2mYkhI47rjwnLL33RfratqG++6Do4+GkSPhn/+MdTWKsqIqbNb/PLeuYU+KgxNy4MKtbNglSZLUsjk9nk2cHl9eDvvuC1OmhAnrhx9Cnz7NUmeT+d3v4IYbwk3TIhGYOzc8r6zUxny1DCbmw5KodL1/arh2vUtC7OqSJEmSGtqHmrRvqv/+N2zYAYqK4JFHNvw1JSVw8skwZAg891yzlrdWFRV1i3eDACor1398Q27vf/8L/5VagNIqmDAf7vyprmFPjoMxuTBuKxv2JvfjffDqHvDJhVDt64AkSVJTck37ptp6a0hMDKfIV1XB9ttv+GtuvBEefTRMukeNgoULISOj+Wtd5cIL4YMP4Kuv4LLLoEePcPzFF+GHH+D448PN1BqiuBj22AO+/Rb69g1nGnTu3Hy1SxvwxTJ4OB+Ko96LGtARTs6FLJv1plf8DXx4Znh50YeQ0R+2+WVsa5IkSWpDbNo31ZZbwttvh0347ruH65o3ZOnSuqS7oiKcYr85de0KkybVH5swAU47Lazrjjvg++/DNyM25MUXw4Ydwob/X/+CU05p6oo3rzffhIkTw+/n2We3ny3Fg6BVP9blVfBEAXxYUjeWHBeed31oeqt+aC1bxdKoT+KgvHidh0qSJG2SsrIwKE1NjXUlm5XT45vCnnvCnXeGU94b0hlcdhkMGBD+sN1yC2RnN3+NG/Kf/9Ttfj5rVsNPWda3b/hvXM2PUr9+TVtXEIRvKFx5ZfimQHObPRt+9rOwaT/3XHj88ea/z1irKoPJR8Bj8fD2SKhaGeuKGu2zpXDtzPoN+w4d4dpesFeGDXuz6rIbbPMriEuArnvANmfGtp6qsvB1Q5IktS0vvwxZWZCeDn//e6yr2azciA7P0w7AK6+EO59XV4fT3d97r64R35Dnnw8T95/9rGEzDRrj7rvD5rlDh3Da/ezZkJLStPcR7f33Ya+9wstxcXDddXDVVc13f81tyTRY+A7kHgDpfdd+zOyn4N3j6j4f+hj0On7z1LeJllXC4wXwUVTYm1KTru9put6+BAF8cj58fyd07AUHTIJOW8e6KkmS1FR22w0++ST8Pz8zM9xPrJXzPO1qnJ/9DKZNC1P24cMb3rADHHlk+NEcpk4NG/aqKigshAULwn0Emsvuu8OBB8Ibb4Tr+seOXf/xzz4L774LxxwDQ4c2TQ3LZ0N8R0jaxPO9F38Nr+wC1eXQIRVGfrX2JiYxc/2ft1CfLoVH82FpVd3YoE5wUg5kuna9/Vk+I2zYAUrnwHd3wq5/im1NkiSp6XTvHvYGEC5Rbkds2lWnf//woyU59dRwqnpVFYwYAb16Ne/9xcfDa6/BTz9BTs761/W/+mo4s6BDh3B5xHffbfobClMvh29ugUgCDHsWthy58be18N2wYQeoKoXCD9fetOceADvdCnOfgy0Phy1GbPx9bgZLK+GxAvgkKl1P7QDH58DuaabrTSKohp9eCJdKdD8qnPq+StkiWPg+ZO0MqVvFrsbVxaeHdVZXhvWn5Ma6IkmS1JT+9rdwWfHy5eEprNsRm3a1bHvtFab/P/0EO+64eTqySAS2akAz8uWX4bGrzhzwww+b1rRXV8G3fwgvB5Xw7e2b1rTnHhAm9pXLISETcvZZ+3GRCAy4JPxowYIgbNQfK4BlUen6jp3gpFzI8NWs6Xz+W/j65vByz+Nhr8fCy2WL4MWBsHJ+OHvjZ5+Eu8W3BMldYdjzYcKeuT1sOy7WFUmSpKaUnR027u2Qf+aq5cvNDT9amuOOCzcSLCyEHXaAvffetNuL6wCd+sCy6WGHmjFg024vrQ+MnBYm7Nl7Q2q3Tbu9GCqpDKfCT11WN9axA5yQA4NN15ve3H/VXf7pxbrLhVPChh3C2RvzX245TTtAt0PCD7U/y5eHpzHdbrtwgyJJsfHee3DbbeHphG+8ETp2jHVFUptg0y5trJ49Yfp0+PHH8GwADTlF3obs9xp8dwckdoHtLt702+vYM/xopYIAPq5J15dHpes7d4ITcyHdV7Dm0f1omPZ1eHmrqP0qOu8UJuxVpUAcdN0rFtVJ9RUVwS67wMyZ4bKmTz9td2sdpRZh5cpwj6Tly8N305OSwnBjcysqCvdp2mkn6NRp89+/1Az8k1faFGlp4X8KTaVTL9j1jqa7vVasuBIeyYfPo9L1TjXp+q6m681r0PWQvVe4pn3Lw+rGU7eCQz6FeS+FDXvX3WNXo7TKm2+GDTtAQQH8+9/wq1/FtCSpXVqxApbV/KcdF9fw0wc3pdmzwzfxFi0K90GaOjXcZVxq5WzaW7IFC6C4ODz3uR2K2okgCM+3/sRCKI1K1wenhZvNpfmq1fwiEej2s7Vfl75t+CG1FDvsEG4iWl0dvoA05Rupkhquc+fwNLk33ghdusAlMdgr51//Cht2CN/Me+stOOqozV+H1MQacV4vbVb//nd4WoP+/eE3v4l1NdJmsaQC7p4HDyyoa9jTOsBZ3eAX3WzYJa1F//7w9ttw6aXhWT322CPWFUnt1+9/H06Pnz8fBg7c/Pe/667hG89xcZCQEJsa1PSWLw/fBBozBr74ItbVxEQkCIIg1kXEWkNPar9ZjRgRnnoMwhefsrLwxUdqg4IAppTAP1dL13dPh9HZ0MlmXZIkNcSkSeEbeYcfDrvtFutq1BTOPx/uuiu83KVL+KZQhw6xramJNLQP9U/hlmrQIHj99fCdwt69w6l/UhtUVAEP58NXy+vG0uPhpBzYKW3DX//C9y/wZf6XjN5hNL07926+QiVJUsu3//7hh9qOOXPCf6urw7M2lZdDSkpsa9rM7ARbqhtvhLy8cFOd885zTbvanCCA90vgyQJYWV03vkc6jMoJT+m2If+c9k9GPTWKCBFum3Ib08+fTnpSC5ktI0mSpE13ySXwxhuwdClcfXW7a9jBpr3lSkyEiy6KdRVqo77I/4IXvn+BfXrswz4999ns97+4Aibmw9dR6XpmPJyUC4MacXaWD+Z+QIdIB6qCKhatWMSMohnsmLdj0xesjVe5HD44HQo/hH7nwoAYbEwkSZJarz33hIULw9MKZmTEupqYsGmX2plZS2Yx5B9DKKssA+C9099jz+57bpb7DgJ4pxieXlg/XR+aAcdlQ2ojlycdt/1x3PXRXVRVVbFT3k4MyB7QtAVr0/1wD8z+JxDAZ5fCliMhw++TJElqhKSk8KOdsmmXYqmqHD6/EpZ8Dn3Phe4/b/a7/CL/C1ZWrqz9/L8//XezNO2LKuChBfBtad1YZjycnAs7NCJdj7bHVnvw2pjXmDJ3Cr/c9ZckdHCzxhYnqAYiQBD1eZTSufDJhVC5DHa6GToP2twVSpIktWg27VIsfX8XfPsnIID8t+DncyBli2a9y7177E339O7MKZlDelI6h/U7rFnvLwhg8hJ4phDKovq1vWrS9ZRN2PzzzelvMuLhEVQFVTw57Un++4v/Eh/ny1qL0vdsKHwPCv8bTo/P3KH+9f/9Fcx/BQjgnR/giB9iUqYkSVJL5V+3ahqLF8Pf/hauM/nFLzw9XUOVFUIkDoKq8KO8uNmb9s4pnfny7C/5aN5HDModRE7HnGa7r8JyeDAfvo9K1zvHw8l5sH3HTb/9p75+qvby1AVTmV40nX5d+m36DavpJHSCYc+t+/qywpr0PYDyRZurqthYsACSkyEzM9aVSJKkViQu1gWojRg5Eq66Ktzp/hI3mmqw5C0gvhMQgX7nQfq2m+VuM5IzOLD3gc3WsAcBvFUE182Cb5dXE9RMjd4nA67t1TQNO8CwnsOoCsITu2+ZtiU9Mno0zQ23BEu+gpLvYl1F06sqh3mvQNEX4ec73wqJWdAhFQbfFdvamtP118MWW0BODrz4YqyrkSRJrUgkCIIg1kXEWkNPaq/1SEyEiorw8h57wJQpsa2nNZj/Grw1gtr1vod+uebU4VaooDxcu/7DCvjvTx/yWf7npMdV8MQ+h/Gzbj2b/P5e/d+rfFv4Lcdtfxzd0ro1+e3HxBfXwFe/Dy/veidse15s62kqQQCTDoL8N8PP93oceo4Ox6HtntoyCMLNcyoqwse4zz4weXKsq5IkSTHW0D7UpF1N45e/XPtlrVvJ9zUXahqWT1v3Kf6qA3hjMVw/M2zYl1cs57MFn0HRWyz7/lL+NfWWZrnfEduM4Pw9zm87DTuEex2s8sP/xa6OplaxpK5hJwKzn6y5GGm9Dfu8eXDGGXDaaTB79tqPiUSgd2/o0CG83M8lHJIkqeFc066mceed4R+t6enQt2/z3ldFBZSWtv7zNPY4DqZeBNXl4ecFrTd5yy+HBxfAjyvqxvISO5Aw/y4ql02DSKRZ1843le8Xfc83C79h/633Jy0pLXaFZO0GC94AAuiye+zqaGoJGZCxPRRPAwLI2TfWFTVcYSGUlcGWW9YfHzsW3n47vPztt+ueZfTyy/DHP4br2a+4ojkrlSRJrcEjjzQ47HR6PE6Pb1W+/BL23z/8A/qCC+BPf4p1RZvm4wvg+zuASNjAHDgpxgU1TnUAbxTBvwqhIuqVZL9MOCob/jPjdW6bchv9uvTjlgNvISUhJWa1bsh7s99j3wf3pbK6kn5d+vH5rz4nOT45NsWUF8MPf4W4xHD39fiW+7w1WtlimPUYpG4FWx7ROhL2J56Ak06Cqiq46ab6TXe/fvBDzY73W20Fc+bEpkZJktS6pKdTsnQpGbDBPtSmHZv2VuX00+Ghh8I/ngHy88ONnVqr6kqYMREql0Lv0yAhhuluI80vg4fyYXpUup6dAKfkQd/U2NW1sS557RL+9MGfqK45j/jHv/iYXbvtGuOqtNk88ADcdx8MHRo25vFRE9F23RU+/TS83KkTLF1ad91TT4UNfRCEt3HSSZu3bimWJk8OZ5ocfjjsskusq5Gk1qV7d0p++omMIHBNu9qY7t2huhri4sI/njt1inVFmyYuHvqcBtv+ptU07NUBvLoYbphV17BHgAM6wzW9WmfDDrBvr31rG/acjjmeOq49+eab8A3B996DP/whbL6jDRgQvuZ06ADbrnaGh2OPheLi8MOGfeMsWAD/+Ad8+GGsK1FjfPAB7LdfeGaEPfeE6dNjXZEktS7PPgvDhzfoUNe0q3W54gooL4cZM+D88yF1PR1iZSUsW9ayz4m86CP44LTwPNVD/gHZQ2Nd0XrNKwvXrs9cWTeWkwin5kGfFjCD+7lvn+OlH17ikG0O4ajtjmrU147sN5LJp07mi/wvOKr/UbFd067Nq6Sk7nIkAkuW1L/+7ruhVy9YvhwuvnjNr0+O0TKKtmDZsnAmw7x54XP/8sswYkSsq1JDfPRROMMkCML/l7/4ItxwUZLUMIMHw/PPN2ifLqfH4/T4Num772DffcME5xe/gL/9rWWunX1pZ1hSc77qtL5w+LexrWcdqmrS9RcXQeWqs3MBB2XBEV0gIWrOTnlVOYkdEpu8hpKyEl778TX6ZvVlx7wd17j+vz/9lyH/GEJcJI7qoJoPzviAIVsNafI61MY8+miYFK5YAT/9FP4H+vLL0LlzrCurr6oKvvoqXDffpUusq2k6n3wSPucQzma48MJwtoNavlmzYOedoagIevSAzz5reb83ktTCecq3jVFWFusKWrbCQrjsMrjyyjWTqJbmrrtg4cLw8r33wsyZMS1nnaLfSGiJbyoAc1fCzbPh+cK6hj0vES7tAcdkhw37t4Xfcunrl7LNX7Yh6YYkjnr8KCqqKpqshvKqcvb4xx4c98/j2PlvO3PkY0fyh/f+UO8+flgUbga2aor794u+X+ttaTP773/h7LPhnnvqzsfeUrzwQjil/bvvYO5cOO+8cMpvS2s8qqrgoINgp53C5mjV+vq2YMAA2Hrrus8POyx2tahxevYMN2F8++3wDaWW9nvTGCUl4awPSWqhbNqj5eY2727kS5bA+++HUyxbo1Gj4Lbb4JZb4NRTm/a2b789nMY+eHCYdm2q6LXvyclN88dE5QpYuXDTbyfakH9A5sDwNFh7TGja295EVQG8UAg3zYbZNdPhI8C+GWVc1G0FvWumwxetKGKPf+zBH9//Iz8W/QjAc989x1sz32qyWqYXTeebwm8ACAj49/f/5rI3LmP8u+NrjxnZbyTbdgnXG/fr0o/Dtz28/o0sfB8+vRjm/qvJ6tqgFfnhqdsqSjZ8bEtTXQnVjXjjpaoqnNWSlwfnnBP+/hUWhjNe7r03bNwnTPj/9u48vKkq/QP4N0n3Ai3dW0Aoguw7CLIqKoqsgwqCbD90FBSFQUdQHAFldVyBEcQNBFQQUAGBoWxFQEYoVMqOrAVaSltoC6Vb8v7+OM3Wpm26kbT9fp4nD8nJyb0n6c0l733PUl6tLdylS8DOnUCGxbiO9HRgyBDzYxHzBJfO5tQp1X5AXVz+9lvHtqcseXqqbPuqVcCff9o9tq/KO3dOrabi6Ath/v7qb1a9Ag8n+vJL9RvBzw/48UdHt4aIyCYG7ZZEgDfeUGOzPv8cGDEC+PVXYNkyNdnQvfeqromWJ/XoaPVj9OOPC//Bd/myWr+8Sxc1kVGfPqpb2XvvqbHX9rp5E+jdGwgLUwF0aaSmAqdP2/+f/vHj6j0aDMCxY/mfX7oUCAgAWrRQ27XX9euqS2RKCnD4sJq52dKdO2qfxfGPfwD/+pf6u23ZUvpx7dd/B9YFqdshG2Nai8OQA0RPAbZ2AX4fCUm/rNZsD7Duyl2akSsignd2voMG8xvg5U0vI8dg+xhbe3wtJv13En6PtV5bOjYDmHMR2JCkgncACHUDGqf/jFFfVEfgv33x4zH1Pbhw8wJSMlMgsG7vpP9OQvAHwVgStaTE78Mo3Dcc9Xzrmd8fBBqNxhTIA4Cvhy9ixsXgzCtncHTcUfh6+Jo3kHYW2PYgcOpjYPcAIH57qdtUpNTTwIaGwI5HgU0t1TJuFcXVLcAaX2B1NeD8CuvnEhPVuSDv8fnzz+rH77VrwKJF6tx55Yr6/ur1ahK3kw4Y/rF3L9CggVoqsmtX8/k2I0MF7kYBAaoXkTPasMF8X68HWrZ0XFvKQ82a6qJw8+aObknFsGyZOqZbtrQ9xwIVz9tvq98Y2dnAtGmObg0RkW1CkpKSIgAkRaMRCQwUWbtWTa2i1YpoNMZpVsw3T0+RnByRtDSRGjVEdDpV/tFHBe/kP//Jvx3jrbDXHT8u0qePyKBBIufPi0yfrtplfO3Zs6peUpLI4MEi998vsnFj0W86Olq1HRDp21dEry/6NZ9+quprNCJffWX9XGamiJubel6nExkypOjtGSUnmz9DQKR6dfVeRUTeeEOVhYSoz6I85GQU8lymyO9jRFZ5i6zUiKyEumWlFm8ft6+IHJwoEj1V5OSnIishhtybcZuHT35vqj5792xxfddVGsxvIH8l/VXst7Tz/E7BdJhuK4+szFdn85nNgukQ3QyduL7rKhduXJBMvV76b/1CvFd/K022RsrfT+hl7CmRnxJEsvUitT+qbdpmw/kNRUQkKydLGi1oZCoP/yRcenzTQ3QzdILpEO0Mrdy8c7PY7yGv67evyxdRX0iflX0E0yGeMz0l8kKkfS++ssn8t1sJkROFfOfKyrH3rfd5ZZP189m3Rc4uFbm8QcRgKP/22GLQq2NyU2uRo7PN7fi1lfl4XxNkrh8ZKeLurr6TgweL3LkjcvGiet26ddbntY0b1XmyVy/1uGZNkRMnite+O3dEvvxSZOlSkaws+16zZo3I44+L/Otfav+vvmp9fjl61Fx3xgx1Pq1Vq/zOL6WVlSXi4mI+97Zp47jjhZxDhw7m49nd3dGtqfg6dlTnCJ1O/d4iIrqLTHFoSkqh9Zhpt/TEE2oCogsX1Phig8F2FlqnU88nJqpstTGLdOpUwds2LhNka9zy3LnAww/bXi5lyBCVKf7lF7UkkTbPn8z4eMYMYO1aNZvrk09aZ5AspaQA69erLL2xm/7GjWpcWmEMBjXe88oVNcvvmDHWz2s0gKur+f15WkwlfuSImg14wAA1cU1eNWuqz8AoPR1YskRl7N5/X5Vdv27f0IXbt4G4OIt261Wm8NTC/F2U9VnAzt7AKg/g11bArfP5t3d+KXDuayDnNgABoAXcAwFdMadKj+wHnF4AHJsDnPsGgBYaqO7mRk+uHYql0UuRmJ6It3a8hWxDNs7fOI95e+cVb19Avsz61rNb8eKGF60y6keuHYEGGuhFj2xDNvYmXMJz0Wex/roet7PTceL6CdxIPY4p9wADAwEXLVCnRh3oNDroNDrUqVEHAOCqc4Wvhy80ue8m6U4SWgS1MO1Hp9FBq7H/VJOZk4kbd27kKw/wCsDzbZ/HhqEbcPbVs7j62lV0r9vdvo0GdQd8mqr77oFAnSftbk+R0q8COx8HNrUCrm42l+c93vKeSyL7AftHq3+Pz0WpiEEN3Shu74zLvwDHZgE3ooE/3wISIlW5Zyig0QIaHeAZYq7/xRcqGwUAq1ernkd166o1mvv2VeeIunVVT5fevdV5ccsWdX6JjQUaNy5e+0aOBJ5/Xg3HGT++6Prnz6uM7ZYtqhfTV1+ppaj0enVuCghQ7TN65x2VcY+NBZo0KV7b7hadDqhRQ53rtVo107qzzH+RlQWsWAH88IPzDi2ojDp0UMeAVqvmOaDSWbNG/aYZOzb/co9ERE6CQbul775TP4iGDVPL+wBAp05qfDSgfjg1bap+rGq16sff4MHqOXd3NV69UyfVZT6v+fPVf7IiQGiouVyjUQFpZKQaB5pXcrK5S3piolrmrH9/NXHPggXmdhonUBFRP6qzbYxFTU9X72/AAGDlSvPFhmrV1DjUgqxZo8ar1aypJpuxVdfVVdVr00b9WJ9jHmuMp58Gtm1T3WX//nfb+3j2WXPQr9erz7xaNbWkm/FzM+73r7/U0IUXXzRPNgcAv/+u5iUICwNeeUWVxbwD/D4CiHoV2JVngqO4LeoGAClHgA2NgMQ/rOsYcmAVWof1BnpuU+urF0faaUD0AAzIMRgQ5X4fruUAZ7KAU1nASwnAuWxg0cFF8HDxgLvOHRpoIBDrbt526hneEy93eBn+nv7oWKsjlv25DF8d/go9v+2Ja7euAQCebvo0/Dz9AOhQ995XsdPwAJJy3I1vHEjeiL95Hkddi9WsVj21CiNbjcTo1qOxfNByU3ntGrWh1Wih1WgR7B2MaQ9OQ++GvdE0oClWDlpp9/JpB64cQPAHwfB73w9vRLxhs45Go0H9mvWL97m4eAOPHwIejwL6nwW877H/tUWJnqLGrd+MAX57OveYgXWwCwAuFhd6xABcsxjzbzwOSyLrJrCptRq6EdFFzb1gr5xbth93/AqoOwyoMwjousb8fPPm6lyk06nvpnFCyl9/VUNmFixQFz0/+sh8QVGjUV15vb3V4+xstaqDPRcYduww399ux5CGpCTzUBqtVl34e+YZdaFy1iw1KV61atavsbzY6Iy0WvX59uqlznvzin8Rr9w895xq09Ch5nMulb+PPlJD8qZPV8cGlU7t2ipRsHAhEBjo6NYQEdnEJd9QwFT72dlAQoIKALOzVXb5nnvyZ7pF1I/U/v3VOE9AjenOG7iHhqofqoAK9nfvVmMrO3RQgblWC3TrpmZhtbRunco2ubqqiwV6veoN8MQT1mvZnjun2nDpEjBzJvDqq/nf6P79KusEqP09+qgaZ//cc4Vfra9Vy7yGbosWarKg4ggOVp+lRgO0bQscPGi7XkSEGhPbqpWapV6nU5/Txx+r+QTee09l8Fu0AE7kjmXu3199RoD64bh6tflH+40bwB99gMR96rFGBzyTbf6Bnvg/YGsniwZogYbjgA4LzUU56cC+4cD134BaAwCXakD1BqqeVmf/Z3BsLvDnmzBAi0dvNcWOuKPwdPHE1G5TMW/vPNzKUsHS+PvHY37v+djy1xbM2TMHDfwa4JPHPinVmuFvbX8L7+99H3pRmbCoF6LQNrQtAOBoyi38J/YWsl0CodPoIBAcubQJ509MQ796rbG472K42HGB4vrt65iybQpuZd3C9Aeno0lgybKWw9YOw6pjq0wzwN+cfBM+HkWvXelQe54BYteoizJaN2DwLUDrCmSnAZH9get7gHrDgE7fqOy1UWR/4EruWOV2nwKNbHxn7XH2K+B/z5sfd1sH1LFzjXp9JrBnMHB5M3C9HnD/V0DnboXU16tZ4M+fVxNQvfWW+p66uKhzz++/qzk/evSwfYEuNlbN6xEbCzz+uBqr7VLI8TVxIvDpp+r+9OlFjzc1GFRWfvlylTnfsaPwC5JUOkFB5gun4eG2e4sRERFRgexeevyudNYvwOzZs6V9+/ZSrVo1CQwMlAEDBsjJkyet6hgMBpk2bZqEhoaKh4eH9OjRQ45ajkkUkYyMDBk/frz4+/uLl5eX9OvXT2JjY+1uh71jCQrVpIkab6jRqPt5zZxpHoP2wQfm8l9+UeO1GzYUOXTI9rYNBnU7cEBt3zjWPiqqeG28eVMkIMDcji1b7HtdixZqn1qtSHi4SOvWamy9veMqFy0yzw1Qv77I7dvFa/fu3Wq/4eHqvq+veXxnu3bmelOnqjKdTr3PrCyR04vNY4r3jsi/7ZMLRL5zMY/fPfOF7TZkp4v86C/ynU7VO/5h8d6DiMjtK3Lqyn7T2G/dDJ2M2zhOEm8nyszImTJ//3zJzMks/nZzJacny+2s/J/tqcRT4j/PXzAd8ui3j0qOPkey9CJrE0RePCnyQu5t7CmRDdfV2HVHmRwxWbQztKKdoRW/uX6l+jzumpTTagz42mCRc8vtf11OpkjszyLXfivd/q9uzT3Gc4/hxAPFe/3Klea5KNzdReLi7HudXi8yf77ImDEiv/2mxoobz0+AyIYN+V/z7rvW84QsWVL4PgwGkV27RPbsKd447owMjvu+G8aPN/8t33rL0a0hIiKqcOyNQx2aaX/88cfxzDPPoEOHDsjJycHUqVMRExOD48ePwzu3K+W8efMwa9YsLF26FPfddx9mzpyJ3bt349SpU6ieu8TIuHHjsGHDBixduhT+/v547bXXkJycjKioKOh0RWdD7b7CUZjffgNGjVL3ly1TWfO8jh1TGe6Sjp389lvzPgCVTRo+PH+92Fg1LqtePdV10bLrZ2ysmuW5TRs1k7I91q4FXnhB9QxItRinu3mzypYVJCZGfS6xsapLp/FQK+p1eTVpYp512sVFDUVIT1efZe3aaljBG2+opZDmzVP7mzDBPBPxjWjVhTiwm+3seMpJ4PwyoEYTIHyE7a6y6ZeBn3OHSWh0QPgooNNX9r+HXLezbuOej+9BSmYK9KLHF/2+wPNtny/6hUWYt2ce3tz+JjxcPPDLM7/g0XsftW5+djqOJRyDi9YF1Wq0xIoEHeKzzM/f4wGMCgZqe6BEMnIyoIEG7i7uRVcuxJ3sO3g38l3EpsZi0gOTTD0CqAh/fQnERwC1/wbUe6Z4r33nHdV13NhD5X//A+6/v/htMPYAMpo/P3+X6RUr1DnJyMNDrazh71/8/ZHjGQxq6JOLC/DQQ849zICIiMgJ2RuHOlX3+OvXryMoKAiRkZHo3r07RARhYWGYOHEiJk+eDADIzMxEcHAw5s2bhxdffBEpKSkIDAzE8uXLMSR3zd2rV6+iTp062LRpEx6z7EJegDIJ2u+GpCS1jvmFC6or4sGDal1RS9nZqiv5lSvqB9XHH6supllZqut5WpoKwPfuVWPwn3pKdVkvTOPGaiIpY07FaM0aNemdLUePqu1mZ6sgOzPTPIHfyZOqjfaqWdM8dtbIx0dNqmcUuRWodQnwrA2EFf03LzYRYM/TQOxaQOcFPLwdCOhU9OtsOJV4Csv+XIYmAU0wvOVwaEr5Q1dE4D7THdmGbGigQY96PbBzlPUa6fsv78eD3z6KTJ9eqF13DHo3fAIaaKDTAH39gcf8AF0Jm7HiyAqM+WUMdFodvn/yewxsPLBU76dSubhKLS9XeyBQ64kiqzvEmTNq2ExSkurWbgzCiisjA3jkEfMSa/v25R8fKqKWXouMNJ9Ljh4FmjUr/fsgIiIiqmDsjUNL8Mus/KTkBmF+uYHo+fPnER8fj169epnquLu7o0ePHti3bx9efPFFREVFITs726pOWFgYmjdvjn379tkM2jMzM5GZmWl6nGrMHkdGqvF5gwbZt653YqLKFOWd2Ki8+PurcfN//aXGonvYSIsmJ6tMM6Ay0QcOqPuvvQb85z8qaF6+3Jz1//hjtaa6cbK9vIwzKxuzcL6+KgDv10+NJy/Inj3myfAyM9Vs0jk55vXuS0OrBdzcrMv2vgTU/Uvd77AYaPhi6faRl0YDdP1RTSjnEQS41SzxphoFNMLsh2cXXdHupmlQx6cOLt68CIEg3Dc8X51Pozcgs9YbgGsQLqdeRlpmGlr41MDoECCsdMlxvBHxBrIN2cg2ZOOt7W/dvaBdBDj7BZB8CAgfCQR2vjv7tde1ncDeZ9Q49rNfAk/8Cfi2KPp1d1vDhmpVhytXVLCdd94Oe3l4qJ41cXFqrLOtwF+jUWu4d+mizlUDBpT9rO3JyerCQ4sWzjsj/N2wd6/q7TRggPXkp0RERFThOM3s8SKCSZMmoWvXrmie2605PnfituDgYKu6wcHBpufi4+Ph5uaGmjVrFlgnrzlz5sDHx8d0q2MMWPv3V5OydetW9PI1772nskiBgWrGUctlxoyuX1eZ6PvvV0sQlVZMDLB0qfpxbCtgB9SPZWMXVa3W3J1+/34V5BgMamk645J2GRmFL1X3xRfWy8fNn68er1qlJscryCOPmGeL9vJSn8XTTwPd7Vyiy9Kzz5rvh4erbv0//6yWmKpWDXh+FFAnN2CHBojfqu7m7RlQElk3gAOvAOtCgY2NgMzkUgXs5WXzs5sxstVITOw4EZ88/ompPMsA/JgAHHZ9BHANyi3VY1CgBlPuKX3ADgC1qtcyLQNXu0bt0m/QXhe+A/54UQXE23sCd2x/3x0mNfd7JQYAAqSddWhzCuXtDdx3X8kDdiONRk3eWVimvnFj1SX+wgXgp59Kv09Lt26pSTWHDAFatlQT45Wl3bvVCiJt26qlLJ3Vpk3qPDlunFoxxLi8JxEREVVIThO0jx8/HkeOHMH333+f77m83YdFpMguxYXVefPNN5GSkmK6xRoz08b6R49aLyWWl8EAvPuuup+RocZt1qunssuW3n5b/Sg9cAAYOFBlnEsqJkb9+HrpJfWj1NZ658b3sH69+rF69qxaJghQy6MZPfus6l4OqB+gnQvJUObkWI9TNI4TB1RAvGmTGvOed4m5Bg1Ur4CJE1WQ//33ai36y5ftfcfqc1u4UG3jv/9VSz6dPat6RHTurGaeTksDlnwDBBvnEBA1rvfyL8CPPsBafyAuwv595rXjMeDMQiAjHkg7A2zroYLFuzyqRG/Qo7CRLPf534evB3yNDx/7EDXcVdeaM+nAexeBbTcAjUYLQANknAcuvoc27tegLaPhpz8O/hHDWgzDyFYjsXTg0rLZqKVb54GDrwIx71ovZ5Z6Us0vIHrAkAmkx5b9vgF1oebEB8DZrwFDMdairvMk4J3b68G3JRDySPm0ryLy9FSraJT1GOjDh809jQwGdX4qSyNHquE9f/6p1nR2Vtu3q+FIgLqgfPq0Y9tDRERk9Pvvqsfu2LHWQ12pUE7RPf6VV17B+vXrsXv3btSubc7UheQu1RMfH49Qi+59CQkJpux7SEgIsrKycOPGDatse0JCAjoXEIy6u7vD3d1GitEYFHXooDLWBdFo1ARosbHmjLxeryaKs5zc7dAh8zYzM9USZMVdfkhELR+3bp05ME5PV0vDWU5KZ0mnU+vFW3r+eTX5XFQU8Le/qXVez5xRy6sVlLUH1LJNO3aoTP3YseqCQUKCCvwPHDB/2YYOVevcW7rnHtWdXqtVn49er7a1Y4f6/N5+u+B979unejwYDCqbfvp0wV08NRqg51bg6hbAqxbg3wH4+R4gJw2ABjg0CegTU/B7LIgYgOQ8y9NJNrDvWSDnNtCggDXny9iSqCV4ZfMrqOFWAxuGbUCn2rbH0l+7dQ2erp5wd62Bn64Du24CxjC/oV84Tp2aA0neirahbWx2oS+per718O3fvi2z7VkRAbY/DNy+CMCgLsbcNx6oPxqoPwr4axGQmQQE9wRqtimbfeqzgGvbAc9QoGZrYOdjQHIUAAFunQVazbJvOx6BQN+TQPolwLseYMfSeVXSiRNqcrpbt9QQnocfLtl2DAa1LJyRcfx8VdS/v3mpvIYNq/YwgZIyGNRQjpgYYMyYkk3OSERE1rKzgd691cTWGo3qtbtggaNbVSE4NNMuIhg/fjzWrVuHHTt2IDzcOpAIDw9HSEgIIiLMmdKsrCxERkaaAvJ27drB1dXVqk5cXByOHj1aYNBeoB071BrDO3eqQFME+Owz1WV+925zPY0G2LrV+j9xvV5lwi01bmz9+JZaixvXrqmx5OvWmYN6g8H21aZ33lFdMWfOtC7fv1+9Rq9XFwSOHzdPFmfLoUPqS/Lii0CjRmpfHTsWHrADKmDesEH1PHjvPfXeZ85Un5Fle9essf36kSOBgAB1v3t3NbZ9xQpgzhzrH9h5RUaax9HfuqXWpM/JsV1XDKprdNgTKmAHVBd2jVbd3PzyvybpoOpafWp+bvdlGzRaoJ6N2fmhNa/9Xs5EBK9ufhVZ+iwkZyTjnZ3v2Kz3XuR7CPkwBH4LOuG+9Ssw5+h+ZBvURZ57PYE3a+dgQcd+WP3UKuz5vz3QFWeN+TzSs9OxLHoZNp7eWGj2v0yIHrh9HkDu3+jGIeB/Y4C/PgeqNwAGXAL6nQF6RpRNUCwCRPYFdj0BbG4DnF9hDtgB4Hox/+46N9XOihiwHzpkHlZTnsaPVxny06eth8Lo9arXk71X4c+eVedwQJ2nBg1SM5qXpWXL1DCCFi1UQFeW/vpL9Qwoi67sPXqoYHPtWnVxtajzfEnExKhtO89ctmXryy/Vsfnll+o4Sk52dIuIiCq+7GzVS9b4f0dCgmPbU5GU36pzRRs3bpz4+PjIrl27JC4uznRLT0831Zk7d674+PjIunXrJCYmRoYOHSqhoaGSmppqqjN27FipXbu2bNu2TQ4dOiQ9e/aUVq1aSU5Ojl3tyLc+3o0bIqdPiyxdal6/2M1N5OpVkaQkkd9/F0lMVOXG9cI7dRLJu78jR8xrinfuLPKvf4lER4vce695reIePUQWLBC57z71+IEHRD75ROTKFbXOsJeXeR1cy1vjxiLe3iIeHiLVqpnL+/fPvz7xwYPmthpvn3xSgr9Yrldeyb89jabg+unpIn/9pT5XY32tVqRlSxFPT5GmTUXOn7d+TXR0/n0csLH+dM4dkS0d1frUP9cVSc9dY/rmcZGdT4js6i+SdtZcP+mQyJEZIt97mNdcP7Ww4LYb9God7cNviqz2VfW/06m1sUsgR58jUyKmSKcvOsmiA4uKrG8wGCT0g1DRztCKboZOhq0ZZvV8SkaKvLPjHdHM8BD85xnBysXq9t3n0nrbHolIEtl76XdxfddVMB1y76f32lzLvTgeWvqQaa35ub/NLdW2CpWRJBI5KHcNcovbdzqR/40tn31mpVjvK3KAyL5R5sdnl6lj4uw3Ikemi9y6VD7tyCshQWTsWJHRo0XOnSv//c2bZ/7evf56+e7roYfU+UCjEQkKUmXZ2SLduqn9+/iIHDtW9HbS0tT51njeWFT098uhLlxQ69QfOSKye7eIq6tqd7NmIpmZjm5d4ebPNx8fEyc6ujXlY9Ik6/+Djh51dIuIiCqHuXPV+TUoSOTwYUe3xuHsXafdoUE7VPoq3+2bb74x1TEYDDJt2jQJCQkRd3d36d69u8TExFht586dOzJ+/Hjx8/MTT09P6du3r1y6ZP+PadOHVauWCpo9PdV/0vXqWQeNa9eqH5DGoNnFxfr5e+8ViY213nhsrDo4jYGqu7vtIDzvzVjX8keDrUDZ1mvPnLFuw4wZ+evs3VvMv5aF+Hj1Q9vb29zW1q3te+1rr6nXWF5o0OlUQJLXRx+Zn/f0EIl8S+TyBus6VzZZB1knCrkYcfOEyPeu+QPAA6/arp95QyT6bZHot1QAmZMpEr/D+iKAqGM0PSvd9jbyWBa9zBTwYjrk5xM/F1h3+Z/LpeVnLeXxFY/LY8sfk+HrhkvCrQSrOoN+GCSa95sIls0yB+wrF4vmq39K/zXPi4jIlIgpop2hNe1zf+x+u9pqS44+x6r9D37zYIm3VaQDr4qs1OQP2n/wFLle8vdQKINB5NeW1seTQS+SsFddCBIROf5B7vNakZ/uEdFnl09bLPXrp74HOp3937XSaNDA/P2sWbN893X0qEibNurCZUSEKjt40Pr8MGWKfds6dkxdZPjyy/wXL51JXJz5/xIXF5Fhw6zP79HRjm5h4Vq0MLe1enVHt6Z8HDumjn1ApG9fEb3e0S0iIqo8srKc+//pu8jeoN3h3eNt3UaPHm2qo9FoMH36dMTFxSEjIwORkZGm2eWNPDw8sGDBAiQlJSE9PR0bNmwwzwhfHFeuqO6gGRnq8YUL5omSevVSYy+Ny8OdPJm/u/a5c8DixebHO3eqCdmmTFGPDQb7J6Mz1tXrVRs0GrVUmuVMy8ZyW6+19NBD5td5eqrJ8YozdCA7W82C7+oK9OmjJrHbulV1Dx02DPjnP4HNm+3b1gcfqK72Z8+q7Wk06qefrXUJJ04EvvkGGPd34B134PIcILIfcHG1el4EOLfU+jXVGxa87+QDgCHPhHku1Qsem/77KODYbOD4PGDvUNXVOfghoFp9U5WraVfRaGEjeM32wsifRkKK6CqakmHd1Xfo2qG4dutavnpxaXEY9fMoHEk4gq1nt+KB2g9g+d+WI9DbvO51hh7Ym1UPUmsC4OIPndYFId7+wPVVqHH9C7zd6QUAwIP1HoQhdwhAgFcAGgc0zrc/e+m0OvS9r6/p8ZNNnyzxtoqkT4d5VH6uwO6qS3xAx/LZp0YDPLIL6PAZ0P1noNGraphEYGfAJ3dccPJBqJFFBjVePetG+bTF0qVL5nkhYstpwr2C6Eo+lMIuzZqprvinTqlVJwA1H4aXl9q3Xm89AWZhmjYF/v1vNaSprCe5K0tRUeZu/zk5aglL4/wowcGlXxazvHXpov7VaNQwK2d09ar6/2ngQDV8rLiaNlXftbNn1eSuZbnKARFRVWeMAchuFXCg5V1gGXiJAHPnAm+8oQJVEfWft6tr/gBcxHqytM8+A7KyrOsYg1RLHh7Aq6+qidzyzq5evbpatsfDQ00m949/qDXWn3tOjSfMyVFj5PfuNb/G09N6G926qZkaDx5Uy6Tdc0/xPo+NG9X4e8A8W/zu3cCSJars+eeLN8GecYz72rVqbHvDhsDUqfnraTTA6NHAgLbA5tyLIRodkPg7UHcwcPsCcGm1sbKanbvWEwXvN+QRwN1fTVzm5gf02AjUbAm4eNuufzMGgEHFjSm2J7L7/ODnOHfjHABg+ZHlmPTAJLQOaV1gE0a1HoWPfv8IF1IuAADu5NzB0YSjCK5mvaxhlj7LFGhroMEdy1nTARy/DXwbD9xX/3lcu/gbAMETtRrgq4494GZ4FJ6unnDTqbXsH2vwGPb83x4cjj+MAY0GwMfDp+DPyA5rB6/F5jOb4e/lj673dC36BSXVbKqasd04nl3rDty/CPAIKL99Amo+hIbjCn4+fDRwaY2aC6FWf8C9nNsDqNUqBg9W3/c5c8p/f5ZLthU0l0R5CgxUa74vX64m0Bw27O63oTzdf786DyYmAu7u6rw+fLgaJ/7kk2ouEWf26adqEtM7d9T53xm98IJaalVEXRA6caL42/D2BurXL7oeERFROWPQbqlWLTXBUOPG5pl3ATUDsUajJkPbsEEFwE89pf597TWVmTcGmJZLqxknotPpAH9/YPVqlb2fMkUF4WFhKqPy4YfqR2pYmMouG688dekCzJ6tgm4jWxO+JSWpNdCPHVPbttXL4P77Sz77rU+eIM/X13oppZIuq9Svn7oVuf8mambwG4dV0F53iCp381WBnCH3wkhRS2p5hgJ9TqhMqV97Nbt3YZpOBg6MAyBA0yk2q4RWD4VeVIZMp9HB39O/0E3WcK+B9UPXo+OXHXEn5w7q+dbD/bXy/13q+tbF7J6zMXfvXDQNbIpJD0wCANzRAz9eB/bmJumaBDRBA9/a6FXjNobUDsk9dPIH5V3u6YIu93Qp/P3ayU3nhgGNB5TJtgpVrR7Qeg4QPRmAFuj0NeDTtPz3W5Swx4D+54A7cYBfu7tzpbh/f7X6hF5/dwK6CRPUxULjfUdo21bdKqPAQBWg79ypVitp0ECVl3Tm/LvNzc25l7wD1MVsg0EF7ZzoiIiIKjiNFNWftwpITU2Fj48PUlJSUMPYTfu331Qw+uijhS8bpNerNXtr1VLdGi1lZQGffKK63Y8frzLKhcnJUTO0x8So4P+xx0r1vsqMiOrWvnatytRPnaouVnz8sXp+4kTz/fKiz1AZ9moNAG+LixLXdgKnPwNqNAaa/0t1YS9L6VcACOBV2+bTeoMe70a+i6i4KLzQ7gX0b9Tfrs1eTr2MowlH0blOZ9O66kU5egtYcQ24YZH4bOwFjAgGAsr4bTuV9CuA1q3oiyxUts6eVecwLhdGFdGOHWoFgYwMNQP8cFsrgRARETmWzTjUBgbtsP/DIgsiargAoC5scLxfuUnPza7vsxgO764FngoEuvlwSBARkU3GTHt5z8tARERUQvbGoeweTyVjHC5A5erILWDlNeCmRXa9iRcwIgTwd3Vcu4iInB4vJhMRUSXBoJ3ICd3WA6sTgP2p5jIPLfB0INCF2XUiIiIioiqDQTuRk/kzd+x6qkV2vZm3Grtek9l1IiIiIqIqhUE7kZO4lQP8kAAcSDOXeWqBwUHAAzWYXSciIiIiqooYtBM5gcNpaux6mt5c1sIbGB4M+DK7TkRERERUZTFoJ3KgtNzs+kGL7LqXDhgSCHRkdp2IiIiIqMpj0E7kIFFpwHfXgFsW2fVW1YBngwEffjOJiIiIiAgM2onuutQc4PsE4JBFdt1bBzwTBHSozuw6ERERERGZMWgnuktEVDf47xPUkm5GbaoBw4KBGvw2EhERERFRHgwTiO6C1Bw10Vz0LXNZNR0wNAhox+w6EREREREVgEE7UTkSAf5IU5PNpVtk19tXV93hq/MbSEREREREhWDIQFRObmYDKxOAIxbZ9eo61RW+bXXHtYuIiIiIiCoOBu1EZUwE2J8KrL5unV3vkJtdr8ZvHRERERER2YnhA1EZupENrLgGHL1tLqvhAjwbBLRmdp2IiIiIiIqJQTtRGRAB9qUCqxOADIO5vGMNYEiQWtKNiIiIiIiouBi0E5VScjaw/Bpw3CK77uMCDA8GWlZzXLuIiIiIiKjiY9BOVEIiwJ4UYM116+x6Zx/g6UDAi9l1IiIiIiIqJQbtRCWQlA18Gw+cTDeX+boAI4KB5syuExERERFRGWHQTlQMIsDuFGDtdSDTIrveJTe77snsOhERERERlSEG7UR2SswCll0DTltk12u6ACNCgGbejmsXERERERFVXgzaiYogAuy6CaxLBLIssuvdfICnAgEPZteJiIiIiKicMGgnKkRClhq7fuaOuczfVY1db8LsOhERERERlTMG7UQ2GATYeRP46TqQLebyB32BvwUwu05ERERERHcHg3aiPK5lAcvigbMW2fUAV2BkCNDIy3HtIiIiIiKiqodBO1EugwDbbwC/JFpn1x/yBf4WCLhrHdY0IiIiIiKqohi0EwGIywS+vQacs8iuB7oCo0KAhsyuExERERGRgzBopyrNIEDEDWB9IpCTm13XAOhZExgYALgxu05ERERERA7EoJ2qrKuZauz6hQxzWZAbMDoEuNfTce0iIiIiIiIyYtBOVY5BgP8mAxuTrLPrj9QEBgQArsyuExERERGRk2DQTlXK5Qxg2TXgkkV2PcRNjV2vz+w6ERERERE5GQbtVCXoBdiSDPyapO4DKrveyw/o58/sOhEREREROScG7VTpxWaoseuxmeay0Nyx6/WYXSciIiIiIifGoJ0qrRwDsDkZ2JSsxrEDgFYDPFYT6OsPuDC7TkRERERETo5BO1VKl3Kz65ctsuth7iq7XtfDce0iIiIiIiIqDgbtVKnkGIBfk9X4dcvsem8/4Ak/ZteJiIiIiKhiYdBOlcaFO2pm+KsW2fXaudn1OsyuExERERFRBcSgnSq8bINac/2/yUBuch1aDdDHD3ic2XUiIiIiIqrAGLRThXb+jhq7HpdlLquTm12vzew6ERERERFVcAzaqULKNgDrk4AIi+y6TqNmhX/MT90nIiIiIiKq6Bi0U4VzNje7fs0iu17XQ2XXw9wd1y4iIiIiIqKyxqCdKowsA/BLIrD9hjm77qIB+vkDvfzUOHYiIiIiIqLKhEE7VQhn0oFvrwEJFtn1ernZ9VBm14mIiIiIqJJi0E5OLdMA/JwI7MyTXR8QADxSk9l1IiIiIiKq3Bi0k9M6na7Gridmm8vqewKjgoEQZteJiIiIiKgKYNBOTifTAKy7Duy6aS5z1QADA4CezK4TEREREVEVwqCdnMrJ22rsepJFdr2BJzAqBAhyc1y7iIiIiIiIHIFBOzmFDD2wNhHYfdNc5qoBBgUCD/kCGmbXiYiIiIioCmLQTg53Ije7nmyRXb/PCxgZDAQyu05ERERERFUYg3ZymDt6YM11YE+KucxdCwwKAHr4MrtORERERETEoJ0c4thtYHk8cCPHXNYoN7sewOw6ERERERERAAbtdJel64EfrwP78mTXnwoEuvkwu05ERERERGSJQTvdNTG3gBXXgJsW2fUmXsCIEMDf1XHtIiIiIiIiclYM2qnc3dYDqxOA/anmMg8t8HQg0IXZdSIiIiIiogIxaKdy9Wdudj3VIrvezBsYEQzUZHadiIiIiIioUAzaqVzc1gM/JAB/WGTXPbXA4CDggRrMrhMREREREdmDQTuVucNpwMprQJreXNbCGxgeDPgyu05ERERERGQ3Bu1UZtJyVHb9YJq5zEsHDAkEOjK7TkREREREVGwM2qlMRKUB3+fJrreqBjwbDPjwKCMiIiIiIioRhlNUKmk5wHcJwCGL7Lq3DngmCOhQndl1IiIiIiKi0mDQTiUiorrBf5+gJp0zalMNGBYM1OCRRUREREREVGoMrajYUnPURHPRt8xl1XTA0CCgHbPrREREREREZYZBO9lNBPgjTU02l26RXW9XXQXs1Xk0ERERERERlSmGWWSXm9nAygTgiEV2vbpOdYVvW91x7SIiIiIiIqrMGLRToUSA/anA6uvW2fUO1dVkc9V4BBEREREREZUbhlxUoBvZwIprwNHb5rIaLsCwIKANs+tERERERETljkE75SMC7EsFVicAGQZzeccawJAgtaQbERERERERlT8G7WQlOTe7fswiu+7jAjwbDLSq5rh2ERERERERVUUM2gmAyq7vSQHWXLfOrj9QAxgcBHgxu05ERERERHTXMWgnJGUDy+OBE+nmMl8XYHgw0ILZdSIiIiIiIodh0F6FiQC7U4C114FMi+x6Fx/gqUBm14mIiIiIiByNQXsVlZgFfHsNOGWRXa/pAowIAZp5O65dREREREREZMagvYoRAXbdBNYlAlkW2fVuudl1D2bXiYiIiIiInAaD9iokIQv4Nh44c8dc5ucKjAwGmjC7TkRERERE5HQYtFcBIsCOm8BP14FsMZf38AUGBTC7TkRERERE5KwYtFdy17KAZfHAWYvseoArMCIYaMzsOhERERERkVNj0F5JGQTYfgP4JdE6u/6QL/C3QMBd67CmERERERERkZ0YtFdC8ZnAsmvAOYvseqArMDIEuM/Lce0iIiIiIiKi4mHQXokYBIi4AaxPBHJys+saAD1rAgMCmF0nIiIiIiKqaBi0VxJXM9XY9QsZ5rIgN2BUMNCA2XUiIiIiIqIKiUF7BWcQ4L/JwMYk6+z6IzWB/gGAG7PrREREREREFRaD9grsSm52/aJFdj3YDRgdAtT3dFy7iIiIiIiIqGwwaK+A9AJsSQZ+TVL3AZVd7+UH9PMHXJldJyIiIiIiqhQYtFcwlzOApfFAbKa5LNQNGBUChDO7TkREREREVKkwaK8gcgzA5mRgU7Iaxw4AWg3wWE2gD7PrRERERERElRKD9grgUoYau37ZIrse5q7Grtf1cFy7iIiIiIiIqHwxaHdiOQbg12Q1ft0yu97bD3jCD3Bhdp2IiIiIiKhSY9DupC7mjl2/apFdr52bXa/D7DoREREREVGVwKDdyWQb1JrrW29YZ9f7+AGPM7tORERERERUpTBodyLn76ix63FZ5rI6udn12syuExERERERVTkM2p1AtgFYnwREJAO5yXXoNEBff+AxP3WfiIiIiIiIqh4G7Q52Nje7fs0iu17XQ627Xsvdce0iIiIiIiIix2PQ7iBZBuCXRGD7DXN23UUD9PMHevmpcexERERERERUtTFod4Az6cC314AEi+x6PQ81dj2U2XUiIiIiIiLKxaD9Lso0AD8nAjvzZNcHBACP1GR2nYiIiIiIiKwxaL9LTqerseuJ2eay+p7AqGAghNl1IiIiIiIisoFBeznLNADrrgO7bprLXDXAwACgJ7PrREREREREVAgG7eXo5G01dj3JIrvewBMYGQIEuzmuXURERERERFQxMGgvBxl6YG0isPumucxVAwwKBB7yBTTMrhMREREREZEdGLSXsRO52fVki+x6w9zsehCz60RERERERFQMDNrLyB09sPY68FuKucxdCwwKAHr4MrtORERERERExcegvQwcuw0sjwdu5JjLGnkBI4OBAGbXiYiIiIiIqIQYtJdCuh748TqwL092/alAoJsPs+tERERERERUOgzaSyjmFrDiGnDTIrvexAsYEQL4uzquXURERERERFR5MGgvpnQ9sCoB2J9qLvPQAk8HAl2YXSciIiIiIqIyxKC9GP7Mza6nWmTXm3kDw4MBP2bXiYiIiIiIqIwxaLfD7dzs+v8ssuueWmBwEPBADWbXiYiIiIiIqHwwaC/C4TTguwTr7HqL3Oy6L7PrREREREREVI4YtBcgLQf4IQE4mGYu89IBQwKBjsyuExERERER0V3AoN2GqDTg+2tAmt5c1qoaMCyI2XUiIiIiIiK6e7SObkBZ+eyzzxAeHg4PDw+0a9cOv/32W7G3kZYDfH4VWHLVHLB764DnQoFxYQzYiYiIiIiI6O6qFEH7qlWrMHHiREydOhWHDx9Gt27d0Lt3b1y6dKlY25l9EThk0R2+TTVgej3gfnaHJyIiIiIiIgfQiIg4uhGl1bFjR7Rt2xaLFi0ylTVp0gQDBw7EnDlzinx9amoqfHx8MPpgCtyq1YC3TnWFb1edwToRERERERGVPWMcmpKSgho1ahRYr8KPac/KykJUVBSmTJliVd6rVy/s27fP5msyMzORmZlpepySkqK2dSsVraoBT/sB1QGkpdl8OREREREREVGppKaqNcWLyqNX+KA9MTERer0ewcHBVuXBwcGIj4+3+Zo5c+ZgxowZ+cq/e7AOvgPwj/JoKBEREREREVEeaWlp8PHxKfD5Ch+0G2ny9GMXkXxlRm+++SYmTZpkenzz5k3UrVsXly5dKvTDIqrIUlNTUadOHcTGxhba/YaoouOxTlUBj3OqCnicU2UnIkhLS0NYWFih9Sp80B4QEACdTpcvq56QkJAv+27k7u4Od3f3fOU+Pj48IVClV6NGDR7nVCXwWKeqgMc5VQU8zqkysydpXOFnj3dzc0O7du0QERFhVR4REYHOnTs7qFVEREREREREpVfhM+0AMGnSJIwYMQLt27fHAw88gCVLluDSpUsYO3aso5tGREREREREVGKVImgfMmQIkpKS8O677yIuLg7NmzfHpk2bULduXbte7+7ujmnTptnsMk9UWfA4p6qCxzpVBTzOqSrgcU6kVIp12omIiIiIiIgqowo/pp2IiIiIiIiosmLQTkREREREROSkGLQTEREREREROSkG7UREREREREROqsoH7Z999hnCw8Ph4eGBdu3a4bfffnN0k4jsNmfOHHTo0AHVq1dHUFAQBg4ciFOnTlnVERFMnz4dYWFh8PT0xIMPPohjx45Z1cnMzMQrr7yCgIAAeHt7o3///rh8+fLdfCtEdpszZw40Gg0mTpxoKuNxTpXFlStXMHz4cPj7+8PLywutW7dGVFSU6Xke61TR5eTk4O2330Z4eDg8PT1Rv359vPvuuzAYDKY6PM6JrFXpoH3VqlWYOHEipk6disOHD6Nbt27o3bs3Ll265OimEdklMjISL7/8Mvbv34+IiAjk5OSgV69euH37tqnO+++/j48++ggLFy7EgQMHEBISgkcffRRpaWmmOhMnTsRPP/2EH374AXv27MGtW7fQt29f6PV6R7wtogIdOHAAS5YsQcuWLa3KeZxTZXDjxg106dIFrq6u2Lx5M44fP44PP/wQvr6+pjo81qmimzdvHhYvXoyFCxfixIkTeP/99/Hvf/8bCxYsMNXhcU6Uh1Rh999/v4wdO9aqrHHjxjJlyhQHtYiodBISEgSAREZGioiIwWCQkJAQmTt3rqlORkaG+Pj4yOLFi0VE5ObNm+Lq6io//PCDqc6VK1dEq9XKli1b7u4bICpEWlqaNGzYUCIiIqRHjx4yYcIEEeFxTpXH5MmTpWvXrgU+z2OdKoM+ffrImDFjrMoGDRokw4cPFxEe50S2VNlMe1ZWFqKiotCrVy+r8l69emHfvn0OahVR6aSkpAAA/Pz8AADnz59HfHy81XHu7u6OHj16mI7zqKgoZGdnW9UJCwtD8+bN+V0gp/Lyyy+jT58+eOSRR6zKeZxTZbF+/Xq0b98eTz/9NIKCgtCmTRt88cUXpud5rFNl0LVrV2zfvh2nT58GAPz555/Ys2cPnnjiCQA8zolscXF0AxwlMTERer0ewcHBVuXBwcGIj493UKuISk5EMGnSJHTt2hXNmzcHANOxbOs4v3jxoqmOm5sbatasma8OvwvkLH744QccOnQIBw4cyPccj3OqLM6dO4dFixZh0qRJeOutt/DHH3/g1Vdfhbu7O0aOHMljnSqFyZMnIyUlBY0bN4ZOp4Ner8esWbMwdOhQADynE9lSZYN2I41GY/VYRPKVEVUE48ePx5EjR7Bnz558z5XkOOd3gZxFbGwsJkyYgK1bt8LDw6PAejzOqaIzGAxo3749Zs+eDQBo06YNjh07hkWLFmHkyJGmejzWqSJbtWoVVqxYge+++w7NmjVDdHQ0Jk6ciLCwMIwaNcpUj8c5kVmV7R4fEBAAnU6X72pcQkJCvit7RM7ulVdewfr167Fz507Url3bVB4SEgIAhR7nISEhyMrKwo0bNwqsQ+RIUVFRSEhIQLt27eDi4gIXFxdERkZi/vz5cHFxMR2nPM6pogsNDUXTpk2typo0aWKaIJfndKoM/vnPf2LKlCl45pln0KJFC4wYMQL/+Mc/MGfOHAA8zolsqbJBu5ubG9q1a4eIiAir8oiICHTu3NlBrSIqHhHB+PHjsW7dOuzYsQPh4eFWz4eHhyMkJMTqOM/KykJkZKTpOG/Xrh1cXV2t6sTFxeHo0aP8LpBTePjhhxETE4Po6GjTrX379nj22WcRHR2N+vXr8zinSqFLly75lu08ffo06tatC4DndKoc0tPTodVahyA6nc605BuPcyIbHDQBnlP44YcfxNXVVb766is5fvy4TJw4Uby9veXChQuObhqRXcaNGyc+Pj6ya9cuiYuLM93S09NNdebOnSs+Pj6ybt06iYmJkaFDh0poaKikpqaa6owdO1Zq164t27Ztk0OHDknPnj2lVatWkpOT44i3RVQky9njRXicU+Xwxx9/iIuLi8yaNUvOnDkjK1euFC8vL1mxYoWpDo91quhGjRoltWrVko0bN8r58+dl3bp1EhAQIG+88YapDo9zImtVOmgXEfnPf/4jdevWFTc3N2nbtq1pqSyiigCAzds333xjqmMwGGTatGkSEhIi7u7u0r17d4mJibHazp07d2T8+PHi5+cnnp6e0rdvX7l06dJdfjdE9ssbtPM4p8piw4YN0rx5c3F3d5fGjRvLkiVLrJ7nsU4VXWpqqkyYMEHuuece8fDwkPr168vUqVMlMzPTVIfHOZE1jYiIIzP9RERERERERGRblR3TTkREREREROTsGLQTEREREREROSkG7UREREREREROikE7ERERERERkZNi0E5ERERERETkpBi0ExERERERETkpBu1ERERERERETopBOxEREREREZGTYtBOREREZWL69Olo3bq1o5sBABg9ejQGDhzo6GYQERGVGoN2IiIiJxMfH48JEyagQYMG8PDwQHBwMLp27YrFixcjPT3d0c0rkenTp0Oj0RR6u3DhQrG3e+HCBWg0GkRHR5d5m4mIiJyBi6MbQERERGbnzp1Dly5d4Ovri9mzZ6NFixbIycnB6dOn8fXXXyMsLAz9+/e3+drs7Gy4urre5Rbb5/XXX8fYsWNNjzt06IAXXngBf//7301lgYGBpvtZWVlwc3O7q20kIiJyRsy0ExEROZGXXnoJLi4uOHjwIAYPHowmTZqgRYsWePLJJ/Hrr7+iX79+proajQaLFy/GgAED4O3tjZkzZwIAFi1ahHvvvRdubm5o1KgRli9fbnqNrcz0zZs3odFosGvXLgDArl27oNFosH37drRv3x5eXl7o3LkzTp06ZdXWuXPnIjg4GNWrV8dzzz2HjIyMAt9XtWrVEBISYrrpdDpUr17d9HjKlCl48sknMWfOHISFheG+++4zvceff/7Zalu+vr5YunQpACA8PBwA0KZNG2g0Gjz44INWdT/44AOEhobC398fL7/8MrKzs4v8GxARETkTBu1EREROIikpCVu3bsXLL78Mb29vm3U0Go3V42nTpmHAgAGIiYnBmDFj8NNPP2HChAl47bXXcPToUbz44ov4v//7P+zcubPY7Zk6dSo+/PBDHDx4EC4uLhgzZozpudWrV2PatGmYNWsWDh48iNDQUHz22WfF3oel7du348SJE4iIiMDGjRvtes0ff/wBANi2bRvi4uKwbt0603M7d+7E2bNnsXPnTixbtgxLly41BftEREQVBbvHExEROYm//voLIoJGjRpZlQcEBJiy2C+//DLmzZtnem7YsGFWwfSwYcMwevRovPTSSwCASZMmYf/+/fjggw/w0EMPFas9s2bNQo8ePQAAU6ZMQZ8+fZCRkQEPDw988sknGDNmDJ5//nkAwMyZM7Ft27ZCs+1F8fb2xpdfflmsbvHGLvX+/v4ICQmxeq5mzZpYuHAhdDodGjdujD59+mD79u1WXfKJiIicHTPtRERETiZvNv2PP/5AdHQ0mjVrhszMTKvn2rdvb/X4xIkT6NKli1VZly5dcOLEiWK3o2XLlqb7oaGhAICEhATTfh544AGr+nkfF1eLFi3KdBx7s2bNoNPpTI9DQ0NN7SciIqoomGknIiJyEg0aNIBGo8HJkyetyuvXrw8A8PT0zPcaW93o8wb9ImIq02q1pjKjgsZ5W05qZ3y9wWAo8n2UVEHvxbKtQMHtzSvvpHwajaZc209ERFQemGknIiJyEv7+/nj00UexcOFC3L59u0TbaNKkCfbs2WNVtm/fPjRp0gSAuTt5XFyc6fmSLJfWpEkT7N+/36os7+OyEBgYaNXWM2fOWC17Z8zM6/X6Mt83ERGRM2CmnYiIyIl89tln6NKlC9q3b4/p06ejZcuW0Gq1OHDgAE6ePIl27doV+vp//vOfGDx4MNq2bYuHH34YGzZswLp167Bt2zYAKlvfqVMnzJ07F/Xq1UNiYiLefvvtYrdzwoQJGDVqFNq3b4+uXbti5cqVOHbsmKlXQFnp2bMnFi5ciE6dOsFgMGDy5MlWGfSgoCB4enpiy5YtqF27Njw8PODj41OmbSAiInIkZtqJiIicyL333ovDhw/jkUcewZtvvolWrVqhffv2WLBgAV5//XW89957hb5+4MCB+PTTT/Hvf/8bzZo1w+eff45vvvnGaim0r7/+GtnZ2Wjfvj0mTJhgWiquOIYMGYJ33nkHkydPRrt27XDx4kWMGzeu2Nspyocffog6deqge/fuGDZsGF5//XV4eXmZnndxccH8+fPx+eefIywsDAMGDCjzNhARETmSRvIOFCMiIiIiIiIip8BMOxEREREREZGTYtBORERERERE5KQYtBMRERERERE5KQbtRERERERERE6KQTsRERERERGRk2LQTkREREREROSkGLQTEREREREROSkG7UREREREREROikE7ERERERERkZNi0E5ERERERETkpBi0ExERERERETmp/wdU50i4CN0omgAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# test it\n", "\n", @@ -1661,7 +656,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": null, "id": "79e1574b-52ef-49cc-bfb5-e97252ed5db8", "metadata": {}, "outputs": [], @@ -1675,428 +670,10 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": null, "id": "e126c22e-53e7-4967-9ebb-6b7dd7fe4ade", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
LinearRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "LinearRegression()" - ] - }, - "execution_count": 116, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Use the CountVectorizer for a Bag of Words model\n", "\n", @@ -2109,7 +686,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": null, "id": "4b7148d3-3202-4536-a75c-1627495c51d3", "metadata": {}, "outputs": [], @@ -2121,277 +698,10 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": null, "id": "38f7f7d0-d22c-4282-92e5-9666a7b8535d", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[93m1: Guess: $296.58 Truth: $374.41 Error: $77.83 SLE: 0.05 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", - "\u001b[93m2: Guess: $165.14 Truth: $225.11 Error: $59.97 SLE: 0.09 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", - "\u001b[91m3: Guess: $162.26 Truth: $61.68 Error: $100.58 SLE: 0.92 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", - "\u001b[91m4: Guess: $326.14 Truth: $599.99 Error: $273.85 SLE: 0.37 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", - "\u001b[92m5: Guess: $51.69 Truth: $16.99 Error: $34.70 SLE: 1.15 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", - "\u001b[93m6: Guess: $74.06 Truth: $31.99 Error: $42.07 SLE: 0.68 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", - "\u001b[91m7: Guess: $344.82 Truth: $101.79 Error: $243.03 SLE: 1.47 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", - "\u001b[92m8: Guess: $241.39 Truth: $289.00 Error: $47.61 SLE: 0.03 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", - "\u001b[93m9: Guess: $404.56 Truth: $635.86 Error: $231.30 SLE: 0.20 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", - "\u001b[93m10: Guess: $111.13 Truth: $65.99 Error: $45.14 SLE: 0.27 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", - "\u001b[91m11: Guess: $362.97 Truth: $254.21 Error: $108.76 SLE: 0.13 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", - "\u001b[93m12: Guess: $328.25 Truth: $412.99 Error: $84.74 SLE: 0.05 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", - "\u001b[93m13: Guess: $135.78 Truth: $205.50 Error: $69.72 SLE: 0.17 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", - "\u001b[93m14: Guess: $196.39 Truth: $248.23 Error: $51.84 SLE: 0.05 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", - "\u001b[91m15: Guess: $205.64 Truth: $399.00 Error: $193.36 SLE: 0.44 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", - "\u001b[92m16: Guess: $301.44 Truth: $373.94 Error: $72.50 SLE: 0.05 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", - "\u001b[91m17: Guess: $298.78 Truth: $92.89 Error: $205.89 SLE: 1.35 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", - "\u001b[91m18: Guess: $202.57 Truth: $51.99 Error: $150.58 SLE: 1.81 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", - "\u001b[93m19: Guess: $240.07 Truth: $179.00 Error: $61.07 SLE: 0.09 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", - "\u001b[92m20: Guess: $55.82 Truth: $19.42 Error: $36.40 SLE: 1.05 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", - "\u001b[91m21: Guess: $291.76 Truth: $539.95 Error: $248.19 SLE: 0.38 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", - "\u001b[92m22: Guess: $171.79 Truth: $147.67 Error: $24.12 SLE: 0.02 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", - "\u001b[93m23: Guess: $91.69 Truth: $24.99 Error: $66.70 SLE: 1.62 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", - "\u001b[91m24: Guess: $361.79 Truth: $149.00 Error: $212.79 SLE: 0.78 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", - "\u001b[92m25: Guess: $0.00 Truth: $16.99 Error: $16.99 SLE: 8.35 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", - "\u001b[91m26: Guess: $149.93 Truth: $7.99 Error: $141.94 SLE: 7.96 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", - "\u001b[91m27: Guess: $46.05 Truth: $199.99 Error: $153.94 SLE: 2.11 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", - "\u001b[92m28: Guess: $258.31 Truth: $251.45 Error: $6.86 SLE: 0.00 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", - "\u001b[93m29: Guess: $149.74 Truth: $231.62 Error: $81.88 SLE: 0.19 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", - "\u001b[93m30: Guess: $197.30 Truth: $135.00 Error: $62.30 SLE: 0.14 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", - "\u001b[92m31: Guess: $313.84 Truth: $356.62 Error: $42.78 SLE: 0.02 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", - "\u001b[93m32: Guess: $203.01 Truth: $257.99 Error: $54.98 SLE: 0.06 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", - "\u001b[91m33: Guess: $202.24 Truth: $27.99 Error: $174.25 SLE: 3.79 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", - "\u001b[92m34: Guess: $192.52 Truth: $171.20 Error: $21.32 SLE: 0.01 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", - "\u001b[92m35: Guess: $204.56 Truth: $225.00 Error: $20.44 SLE: 0.01 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", - "\u001b[93m36: Guess: $159.54 Truth: $105.00 Error: $54.54 SLE: 0.17 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", - "\u001b[92m37: Guess: $257.12 Truth: $299.99 Error: $42.87 SLE: 0.02 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", - "\u001b[92m38: Guess: $565.27 Truth: $535.09 Error: $30.18 SLE: 0.00 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", - "\u001b[91m39: Guess: $140.36 Truth: $12.33 Error: $128.03 SLE: 5.58 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", - "\u001b[91m40: Guess: $179.17 Truth: $84.99 Error: $94.18 SLE: 0.55 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", - "\u001b[92m41: Guess: $14.62 Truth: $15.99 Error: $1.37 SLE: 0.01 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", - "\u001b[93m42: Guess: $137.26 Truth: $62.44 Error: $74.82 SLE: 0.61 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", - "\u001b[91m43: Guess: $201.47 Truth: $82.99 Error: $118.48 SLE: 0.77 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", - "\u001b[91m44: Guess: $353.73 Truth: $599.95 Error: $246.22 SLE: 0.28 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", - "\u001b[92m45: Guess: $225.54 Truth: $194.99 Error: $30.55 SLE: 0.02 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", - "\u001b[92m46: Guess: $301.16 Truth: $344.95 Error: $43.79 SLE: 0.02 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", - "\u001b[92m47: Guess: $34.62 Truth: $37.99 Error: $3.37 SLE: 0.01 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", - "\u001b[92m48: Guess: $255.31 Truth: $224.35 Error: $30.96 SLE: 0.02 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", - "\u001b[93m49: Guess: $491.75 Truth: $814.00 Error: $322.25 SLE: 0.25 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", - "\u001b[92m50: Guess: $459.04 Truth: $439.88 Error: $19.16 SLE: 0.00 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", - "\u001b[92m51: Guess: $312.07 Truth: $341.43 Error: $29.36 SLE: 0.01 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", - "\u001b[91m52: Guess: $191.57 Truth: $46.78 Error: $144.79 SLE: 1.94 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", - "\u001b[92m53: Guess: $193.19 Truth: $171.44 Error: $21.75 SLE: 0.01 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", - "\u001b[91m54: Guess: $192.23 Truth: $458.00 Error: $265.77 SLE: 0.75 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", - "\u001b[91m55: Guess: $261.21 Truth: $130.75 Error: $130.46 SLE: 0.47 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", - "\u001b[91m56: Guess: $180.51 Truth: $83.81 Error: $96.70 SLE: 0.58 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", - "\u001b[91m57: Guess: $155.91 Truth: $386.39 Error: $230.48 SLE: 0.82 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", - "\u001b[91m58: Guess: $289.72 Truth: $169.00 Error: $120.72 SLE: 0.29 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", - "\u001b[93m59: Guess: $77.23 Truth: $17.95 Error: $59.28 SLE: 2.01 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", - "\u001b[91m60: Guess: $137.48 Truth: $269.00 Error: $131.52 SLE: 0.45 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", - "\u001b[93m61: Guess: $35.73 Truth: $77.77 Error: $42.04 SLE: 0.58 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", - "\u001b[91m62: Guess: $326.09 Truth: $88.99 Error: $237.10 SLE: 1.67 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", - "\u001b[93m63: Guess: $263.41 Truth: $364.41 Error: $101.00 SLE: 0.10 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", - "\u001b[92m64: Guess: $149.55 Truth: $127.03 Error: $22.52 SLE: 0.03 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", - "\u001b[91m65: Guess: $416.72 Truth: $778.95 Error: $362.23 SLE: 0.39 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", - "\u001b[91m66: Guess: $538.10 Truth: $206.66 Error: $331.44 SLE: 0.91 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", - "\u001b[91m67: Guess: $121.37 Truth: $35.94 Error: $85.43 SLE: 1.43 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", - "\u001b[91m68: Guess: $297.14 Truth: $149.00 Error: $148.14 SLE: 0.47 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", - "\u001b[92m69: Guess: $209.51 Truth: $251.98 Error: $42.47 SLE: 0.03 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", - "\u001b[91m70: Guess: $243.61 Truth: $160.00 Error: $83.61 SLE: 0.17 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", - "\u001b[91m71: Guess: $135.49 Truth: $39.99 Error: $95.50 SLE: 1.45 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", - "\u001b[91m72: Guess: $199.62 Truth: $362.41 Error: $162.79 SLE: 0.35 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", - "\u001b[91m73: Guess: $203.28 Truth: $344.00 Error: $140.72 SLE: 0.27 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", - "\u001b[93m74: Guess: $84.55 Truth: $25.09 Error: $59.46 SLE: 1.41 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", - "\u001b[92m75: Guess: $164.67 Truth: $175.95 Error: $11.28 SLE: 0.00 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", - "\u001b[91m76: Guess: $228.51 Truth: $132.64 Error: $95.87 SLE: 0.29 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", - "\u001b[93m77: Guess: $327.05 Truth: $422.99 Error: $95.94 SLE: 0.07 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", - "\u001b[93m78: Guess: $201.04 Truth: $146.48 Error: $54.56 SLE: 0.10 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", - "\u001b[91m79: Guess: $320.96 Truth: $156.83 Error: $164.13 SLE: 0.51 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", - "\u001b[92m80: Guess: $227.20 Truth: $251.99 Error: $24.79 SLE: 0.01 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", - "\u001b[91m81: Guess: $151.75 Truth: $940.33 Error: $788.58 SLE: 3.31 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", - "\u001b[91m82: Guess: $211.82 Truth: $52.99 Error: $158.83 SLE: 1.88 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", - "\u001b[91m83: Guess: $75.14 Truth: $219.95 Error: $144.81 SLE: 1.13 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", - "\u001b[91m84: Guess: $241.86 Truth: $441.03 Error: $199.17 SLE: 0.36 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", - "\u001b[91m85: Guess: $316.55 Truth: $168.98 Error: $147.57 SLE: 0.39 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", - "\u001b[93m86: Guess: $80.51 Truth: $2.49 Error: $78.02 SLE: 9.93 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", - "\u001b[93m87: Guess: $177.39 Truth: $98.62 Error: $78.77 SLE: 0.34 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", - "\u001b[92m88: Guess: $256.24 Truth: $256.95 Error: $0.71 SLE: 0.00 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", - "\u001b[92m89: Guess: $21.27 Truth: $30.99 Error: $9.72 SLE: 0.13 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", - "\u001b[93m90: Guess: $356.27 Truth: $569.84 Error: $213.57 SLE: 0.22 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", - "\u001b[92m91: Guess: $165.47 Truth: $177.99 Error: $12.52 SLE: 0.01 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", - "\u001b[91m92: Guess: $505.02 Truth: $997.99 Error: $492.97 SLE: 0.46 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", - "\u001b[92m93: Guess: $242.10 Truth: $219.00 Error: $23.10 SLE: 0.01 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", - "\u001b[92m94: Guess: $222.99 Truth: $225.55 Error: $2.56 SLE: 0.00 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", - "\u001b[91m95: Guess: $279.94 Truth: $495.95 Error: $216.01 SLE: 0.33 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", - "\u001b[91m96: Guess: $345.71 Truth: $942.37 Error: $596.66 SLE: 1.00 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", - "\u001b[91m97: Guess: $159.50 Truth: $1.94 Error: $157.56 SLE: 16.00 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", - "\u001b[91m98: Guess: $166.28 Truth: $284.34 Error: $118.06 SLE: 0.29 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", - "\u001b[93m99: Guess: $224.55 Truth: $171.90 Error: $52.65 SLE: 0.07 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", - "\u001b[93m100: Guess: $93.78 Truth: $144.99 Error: $51.21 SLE: 0.19 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", - "\u001b[91m101: Guess: $259.73 Truth: $470.47 Error: $210.74 SLE: 0.35 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", - "\u001b[92m102: Guess: $77.39 Truth: $66.95 Error: $10.44 SLE: 0.02 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", - "\u001b[93m103: Guess: $45.28 Truth: $117.00 Error: $71.72 SLE: 0.88 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", - "\u001b[91m104: Guess: $268.58 Truth: $172.14 Error: $96.44 SLE: 0.20 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", - "\u001b[91m105: Guess: $218.92 Truth: $392.74 Error: $173.82 SLE: 0.34 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", - "\u001b[92m106: Guess: $22.51 Truth: $16.99 Error: $5.52 SLE: 0.07 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", - "\u001b[93m107: Guess: $46.78 Truth: $1.34 Error: $45.44 SLE: 9.10 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", - "\u001b[93m108: Guess: $256.04 Truth: $349.98 Error: $93.94 SLE: 0.10 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", - "\u001b[93m109: Guess: $255.82 Truth: $370.71 Error: $114.89 SLE: 0.14 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", - "\u001b[91m110: Guess: $185.73 Truth: $65.88 Error: $119.85 SLE: 1.05 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", - "\u001b[92m111: Guess: $270.29 Truth: $229.99 Error: $40.30 SLE: 0.03 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", - "\u001b[93m112: Guess: $83.80 Truth: $9.14 Error: $74.66 SLE: 4.51 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", - "\u001b[91m113: Guess: $485.39 Truth: $199.00 Error: $286.39 SLE: 0.79 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", - "\u001b[91m114: Guess: $279.62 Truth: $109.99 Error: $169.63 SLE: 0.86 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", - "\u001b[93m115: Guess: $359.09 Truth: $570.42 Error: $211.33 SLE: 0.21 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", - "\u001b[93m116: Guess: $204.85 Truth: $279.99 Error: $75.14 SLE: 0.10 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", - "\u001b[91m117: Guess: $132.76 Truth: $30.99 Error: $101.77 SLE: 2.05 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", - "\u001b[91m118: Guess: $124.75 Truth: $31.99 Error: $92.76 SLE: 1.79 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", - "\u001b[93m119: Guess: $78.44 Truth: $15.90 Error: $62.54 SLE: 2.40 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", - "\u001b[93m120: Guess: $118.26 Truth: $45.99 Error: $72.27 SLE: 0.87 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", - "\u001b[92m121: Guess: $105.69 Truth: $113.52 Error: $7.83 SLE: 0.01 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", - "\u001b[93m122: Guess: $353.03 Truth: $516.99 Error: $163.96 SLE: 0.14 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", - "\u001b[93m123: Guess: $262.23 Truth: $196.99 Error: $65.24 SLE: 0.08 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", - "\u001b[92m124: Guess: $74.66 Truth: $46.55 Error: $28.11 SLE: 0.22 Item: Technical Precision Replacement for GE G...\u001b[0m\n", - "\u001b[93m125: Guess: $259.26 Truth: $356.99 Error: $97.73 SLE: 0.10 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", - "\u001b[93m126: Guess: $195.84 Truth: $319.95 Error: $124.11 SLE: 0.24 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", - "\u001b[91m127: Guess: $221.73 Truth: $96.06 Error: $125.67 SLE: 0.69 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", - "\u001b[92m128: Guess: $227.91 Truth: $190.99 Error: $36.92 SLE: 0.03 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", - "\u001b[92m129: Guess: $271.48 Truth: $257.95 Error: $13.53 SLE: 0.00 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", - "\u001b[93m130: Guess: $132.58 Truth: $62.95 Error: $69.63 SLE: 0.54 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", - "\u001b[92m131: Guess: $19.46 Truth: $47.66 Error: $28.20 SLE: 0.75 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", - "\u001b[91m132: Guess: $339.20 Truth: $226.99 Error: $112.21 SLE: 0.16 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", - "\u001b[93m133: Guess: $278.09 Truth: $359.95 Error: $81.86 SLE: 0.07 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", - "\u001b[91m134: Guess: $200.77 Truth: $78.40 Error: $122.37 SLE: 0.87 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", - "\u001b[91m135: Guess: $282.35 Truth: $172.77 Error: $109.58 SLE: 0.24 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", - "\u001b[93m136: Guess: $247.77 Truth: $316.45 Error: $68.68 SLE: 0.06 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", - "\u001b[91m137: Guess: $192.76 Truth: $87.99 Error: $104.77 SLE: 0.61 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", - "\u001b[93m138: Guess: $281.20 Truth: $226.63 Error: $54.57 SLE: 0.05 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", - "\u001b[91m139: Guess: $222.78 Truth: $31.49 Error: $191.29 SLE: 3.72 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", - "\u001b[92m140: Guess: $213.61 Truth: $196.00 Error: $17.61 SLE: 0.01 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", - "\u001b[92m141: Guess: $96.89 Truth: $78.40 Error: $18.49 SLE: 0.04 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", - "\u001b[93m142: Guess: $194.39 Truth: $116.25 Error: $78.14 SLE: 0.26 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", - "\u001b[91m143: Guess: $263.61 Truth: $112.78 Error: $150.83 SLE: 0.71 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", - "\u001b[91m144: Guess: $151.33 Truth: $27.32 Error: $124.01 SLE: 2.83 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", - "\u001b[92m145: Guess: $152.80 Truth: $145.91 Error: $6.89 SLE: 0.00 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", - "\u001b[92m146: Guess: $149.96 Truth: $171.09 Error: $21.13 SLE: 0.02 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", - "\u001b[93m147: Guess: $210.42 Truth: $167.95 Error: $42.47 SLE: 0.05 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", - "\u001b[91m148: Guess: $140.96 Truth: $28.49 Error: $112.47 SLE: 2.47 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", - "\u001b[91m149: Guess: $235.92 Truth: $122.23 Error: $113.69 SLE: 0.43 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", - "\u001b[91m150: Guess: $171.83 Truth: $32.99 Error: $138.84 SLE: 2.64 Item: Learning Resources Coding Critters Range...\u001b[0m\n", - "\u001b[91m151: Guess: $163.76 Truth: $71.20 Error: $92.56 SLE: 0.68 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", - "\u001b[93m152: Guess: $58.53 Truth: $112.75 Error: $54.22 SLE: 0.42 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", - "\u001b[93m153: Guess: $218.31 Truth: $142.43 Error: $75.88 SLE: 0.18 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", - "\u001b[93m154: Guess: $282.25 Truth: $398.99 Error: $116.74 SLE: 0.12 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", - "\u001b[93m155: Guess: $302.86 Truth: $449.00 Error: $146.14 SLE: 0.15 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", - "\u001b[91m156: Guess: $391.64 Truth: $189.00 Error: $202.64 SLE: 0.53 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", - "\u001b[91m157: Guess: $228.64 Truth: $120.91 Error: $107.73 SLE: 0.40 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", - "\u001b[91m158: Guess: $288.50 Truth: $203.53 Error: $84.97 SLE: 0.12 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", - "\u001b[93m159: Guess: $246.48 Truth: $349.99 Error: $103.51 SLE: 0.12 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", - "\u001b[92m160: Guess: $44.74 Truth: $34.35 Error: $10.39 SLE: 0.07 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", - "\u001b[93m161: Guess: $237.98 Truth: $384.99 Error: $147.01 SLE: 0.23 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", - "\u001b[92m162: Guess: $247.85 Truth: $211.00 Error: $36.85 SLE: 0.03 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", - "\u001b[91m163: Guess: $392.86 Truth: $129.00 Error: $263.86 SLE: 1.23 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", - "\u001b[91m164: Guess: $212.95 Truth: $111.45 Error: $101.50 SLE: 0.41 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", - "\u001b[91m165: Guess: $251.81 Truth: $81.12 Error: $170.69 SLE: 1.26 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", - "\u001b[91m166: Guess: $246.36 Truth: $457.08 Error: $210.72 SLE: 0.38 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", - "\u001b[91m167: Guess: $213.16 Truth: $49.49 Error: $163.67 SLE: 2.09 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", - "\u001b[93m168: Guess: $150.56 Truth: $80.56 Error: $70.00 SLE: 0.38 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", - "\u001b[93m169: Guess: $335.11 Truth: $278.39 Error: $56.72 SLE: 0.03 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", - "\u001b[93m170: Guess: $262.32 Truth: $364.50 Error: $102.18 SLE: 0.11 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", - "\u001b[92m171: Guess: $331.71 Truth: $378.99 Error: $47.28 SLE: 0.02 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", - "\u001b[93m172: Guess: $205.37 Truth: $165.28 Error: $40.09 SLE: 0.05 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", - "\u001b[91m173: Guess: $163.48 Truth: $56.74 Error: $106.74 SLE: 1.10 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", - "\u001b[93m174: Guess: $208.04 Truth: $307.95 Error: $99.91 SLE: 0.15 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", - "\u001b[91m175: Guess: $139.91 Truth: $38.00 Error: $101.91 SLE: 1.65 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", - "\u001b[91m176: Guess: $182.46 Truth: $53.00 Error: $129.46 SLE: 1.50 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", - "\u001b[92m177: Guess: $425.16 Truth: $498.00 Error: $72.84 SLE: 0.02 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", - "\u001b[93m178: Guess: $130.02 Truth: $53.99 Error: $76.03 SLE: 0.75 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", - "\u001b[93m179: Guess: $231.02 Truth: $350.00 Error: $118.98 SLE: 0.17 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", - "\u001b[93m180: Guess: $215.97 Truth: $299.95 Error: $83.98 SLE: 0.11 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", - "\u001b[91m181: Guess: $204.17 Truth: $94.93 Error: $109.24 SLE: 0.58 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", - "\u001b[93m182: Guess: $267.22 Truth: $379.00 Error: $111.78 SLE: 0.12 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", - "\u001b[92m183: Guess: $275.83 Truth: $299.95 Error: $24.12 SLE: 0.01 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", - "\u001b[93m184: Guess: $88.00 Truth: $24.99 Error: $63.01 SLE: 1.52 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", - "\u001b[91m185: Guess: $240.87 Truth: $41.04 Error: $199.83 SLE: 3.06 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", - "\u001b[91m186: Guess: $97.60 Truth: $327.90 Error: $230.30 SLE: 1.45 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", - "\u001b[91m187: Guess: $204.80 Truth: $10.99 Error: $193.81 SLE: 8.08 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", - "\u001b[92m188: Guess: $36.23 Truth: $14.99 Error: $21.24 SLE: 0.71 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", - "\u001b[91m189: Guess: $209.54 Truth: $84.95 Error: $124.59 SLE: 0.80 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", - "\u001b[91m190: Guess: $196.07 Truth: $111.00 Error: $85.07 SLE: 0.32 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", - "\u001b[93m191: Guess: $195.32 Truth: $123.73 Error: $71.59 SLE: 0.21 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", - "\u001b[91m192: Guess: $188.61 Truth: $557.38 Error: $368.77 SLE: 1.17 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", - "\u001b[91m193: Guess: $210.68 Truth: $95.55 Error: $115.13 SLE: 0.62 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", - "\u001b[92m194: Guess: $181.51 Truth: $154.00 Error: $27.51 SLE: 0.03 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", - "\u001b[91m195: Guess: $346.23 Truth: $198.99 Error: $147.24 SLE: 0.30 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", - "\u001b[91m196: Guess: $255.54 Truth: $430.44 Error: $174.90 SLE: 0.27 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", - "\u001b[93m197: Guess: $0.00 Truth: $45.67 Error: $45.67 SLE: 14.77 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", - "\u001b[92m198: Guess: $220.49 Truth: $249.00 Error: $28.51 SLE: 0.01 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", - "\u001b[92m199: Guess: $63.52 Truth: $42.99 Error: $20.53 SLE: 0.15 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", - "\u001b[92m200: Guess: $173.71 Truth: $181.33 Error: $7.62 SLE: 0.00 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", - "\u001b[91m201: Guess: $109.21 Truth: $6.03 Error: $103.18 SLE: 7.57 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", - "\u001b[91m202: Guess: $110.06 Truth: $29.99 Error: $80.07 SLE: 1.63 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", - "\u001b[91m203: Guess: $395.83 Truth: $899.00 Error: $503.17 SLE: 0.67 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", - "\u001b[92m204: Guess: $413.81 Truth: $399.99 Error: $13.82 SLE: 0.00 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", - "\u001b[91m205: Guess: $178.44 Truth: $4.66 Error: $173.78 SLE: 11.95 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", - "\u001b[93m206: Guess: $183.03 Truth: $261.41 Error: $78.38 SLE: 0.13 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", - "\u001b[91m207: Guess: $312.93 Truth: $136.97 Error: $175.96 SLE: 0.68 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", - "\u001b[93m208: Guess: $145.74 Truth: $79.00 Error: $66.74 SLE: 0.37 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", - "\u001b[91m209: Guess: $166.98 Truth: $444.99 Error: $278.01 SLE: 0.95 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", - "\u001b[93m210: Guess: $248.28 Truth: $411.94 Error: $163.66 SLE: 0.25 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", - "\u001b[92m211: Guess: $148.51 Truth: $148.40 Error: $0.11 SLE: 0.00 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", - "\u001b[91m212: Guess: $89.95 Truth: $244.99 Error: $155.04 SLE: 0.99 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", - "\u001b[91m213: Guess: $323.49 Truth: $86.50 Error: $236.99 SLE: 1.72 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", - "\u001b[92m214: Guess: $332.80 Truth: $297.95 Error: $34.85 SLE: 0.01 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", - "\u001b[91m215: Guess: $598.74 Truth: $399.99 Error: $198.75 SLE: 0.16 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", - "\u001b[91m216: Guess: $127.95 Truth: $599.00 Error: $471.05 SLE: 2.36 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", - "\u001b[91m217: Guess: $235.11 Truth: $105.99 Error: $129.12 SLE: 0.63 Item: Barbie Top Model Doll\u001b[0m\n", - "\u001b[91m218: Guess: $401.45 Truth: $689.00 Error: $287.55 SLE: 0.29 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", - "\u001b[93m219: Guess: $247.40 Truth: $404.99 Error: $157.59 SLE: 0.24 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", - "\u001b[92m220: Guess: $189.46 Truth: $207.76 Error: $18.30 SLE: 0.01 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", - "\u001b[91m221: Guess: $267.65 Truth: $171.82 Error: $95.83 SLE: 0.19 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", - "\u001b[93m222: Guess: $221.85 Truth: $293.24 Error: $71.39 SLE: 0.08 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", - "\u001b[91m223: Guess: $213.19 Truth: $374.95 Error: $161.76 SLE: 0.32 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", - "\u001b[92m224: Guess: $124.39 Truth: $111.99 Error: $12.40 SLE: 0.01 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", - "\u001b[93m225: Guess: $86.85 Truth: $42.99 Error: $43.86 SLE: 0.48 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", - "\u001b[91m226: Guess: $248.36 Truth: $116.71 Error: $131.65 SLE: 0.56 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", - "\u001b[91m227: Guess: $310.35 Truth: $118.61 Error: $191.74 SLE: 0.92 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", - "\u001b[91m228: Guess: $241.37 Truth: $147.12 Error: $94.25 SLE: 0.24 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", - "\u001b[91m229: Guess: $242.05 Truth: $119.99 Error: $122.06 SLE: 0.49 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", - "\u001b[93m230: Guess: $247.50 Truth: $369.98 Error: $122.48 SLE: 0.16 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", - "\u001b[92m231: Guess: $274.61 Truth: $315.55 Error: $40.94 SLE: 0.02 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", - "\u001b[93m232: Guess: $255.65 Truth: $190.99 Error: $64.66 SLE: 0.08 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", - "\u001b[93m233: Guess: $83.32 Truth: $155.00 Error: $71.68 SLE: 0.38 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", - "\u001b[92m234: Guess: $331.34 Truth: $349.99 Error: $18.65 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", - "\u001b[92m235: Guess: $236.16 Truth: $249.99 Error: $13.83 SLE: 0.00 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", - "\u001b[91m236: Guess: $128.41 Truth: $42.99 Error: $85.42 SLE: 1.16 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", - "\u001b[93m237: Guess: $63.43 Truth: $17.99 Error: $45.44 SLE: 1.49 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", - "\u001b[91m238: Guess: $252.08 Truth: $425.00 Error: $172.92 SLE: 0.27 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", - "\u001b[93m239: Guess: $343.13 Truth: $249.99 Error: $93.14 SLE: 0.10 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", - "\u001b[91m240: Guess: $21.15 Truth: $138.23 Error: $117.08 SLE: 3.38 Item: Schmidt Spiele - Manhattan\u001b[0m\n", - "\u001b[92m241: Guess: $395.59 Truth: $414.99 Error: $19.40 SLE: 0.00 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", - "\u001b[92m242: Guess: $193.62 Truth: $168.28 Error: $25.34 SLE: 0.02 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", - "\u001b[93m243: Guess: $268.18 Truth: $199.99 Error: $68.19 SLE: 0.09 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", - "\u001b[91m244: Guess: $252.22 Truth: $126.70 Error: $125.52 SLE: 0.47 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", - "\u001b[91m245: Guess: $120.28 Truth: $5.91 Error: $114.37 SLE: 8.21 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", - "\u001b[92m246: Guess: $201.22 Truth: $193.06 Error: $8.16 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", - "\u001b[93m247: Guess: $313.24 Truth: $249.99 Error: $63.25 SLE: 0.05 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", - "\u001b[91m248: Guess: $188.60 Truth: $64.12 Error: $124.48 SLE: 1.14 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", - "\u001b[91m249: Guess: $299.09 Truth: $114.99 Error: $184.10 SLE: 0.90 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", - "\u001b[91m250: Guess: $177.13 Truth: $926.00 Error: $748.87 SLE: 2.72 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# test it\n", "\n", @@ -2449,7 +759,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": null, "id": "e43d3fb9-e013-4573-90bf-9a522132b555", "metadata": {}, "outputs": [], @@ -2462,277 +772,10 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": null, "id": "6740319d-5c8e-4125-9106-97e2e8ab72c7", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[93m1: Guess: $258.56 Truth: $374.41 Error: $115.85 SLE: 0.14 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", - "\u001b[92m2: Guess: $185.23 Truth: $225.11 Error: $39.88 SLE: 0.04 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", - "\u001b[93m3: Guess: $125.58 Truth: $61.68 Error: $63.90 SLE: 0.49 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", - "\u001b[91m4: Guess: $354.83 Truth: $599.99 Error: $245.16 SLE: 0.27 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", - "\u001b[91m5: Guess: $101.58 Truth: $16.99 Error: $84.59 SLE: 3.03 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", - "\u001b[92m6: Guess: $0.00 Truth: $31.99 Error: $31.99 SLE: 12.22 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", - "\u001b[91m7: Guess: $297.53 Truth: $101.79 Error: $195.74 SLE: 1.14 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", - "\u001b[92m8: Guess: $239.09 Truth: $289.00 Error: $49.91 SLE: 0.04 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", - "\u001b[91m9: Guess: $369.86 Truth: $635.86 Error: $266.00 SLE: 0.29 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", - "\u001b[93m10: Guess: $118.96 Truth: $65.99 Error: $52.97 SLE: 0.34 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", - "\u001b[91m11: Guess: $370.73 Truth: $254.21 Error: $116.52 SLE: 0.14 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", - "\u001b[92m12: Guess: $358.74 Truth: $412.99 Error: $54.25 SLE: 0.02 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", - "\u001b[92m13: Guess: $167.04 Truth: $205.50 Error: $38.46 SLE: 0.04 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", - "\u001b[92m14: Guess: $251.28 Truth: $248.23 Error: $3.05 SLE: 0.00 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", - "\u001b[93m15: Guess: $243.16 Truth: $399.00 Error: $155.84 SLE: 0.24 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", - "\u001b[93m16: Guess: $266.32 Truth: $373.94 Error: $107.62 SLE: 0.11 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", - "\u001b[91m17: Guess: $312.67 Truth: $92.89 Error: $219.78 SLE: 1.45 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", - "\u001b[92m18: Guess: $83.55 Truth: $51.99 Error: $31.56 SLE: 0.22 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", - "\u001b[91m19: Guess: $331.43 Truth: $179.00 Error: $152.43 SLE: 0.38 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", - "\u001b[93m20: Guess: $72.60 Truth: $19.42 Error: $53.18 SLE: 1.64 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", - "\u001b[93m21: Guess: $356.63 Truth: $539.95 Error: $183.32 SLE: 0.17 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", - "\u001b[93m22: Guess: $201.00 Truth: $147.67 Error: $53.33 SLE: 0.09 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", - "\u001b[93m23: Guess: $82.31 Truth: $24.99 Error: $57.32 SLE: 1.36 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", - "\u001b[91m24: Guess: $285.12 Truth: $149.00 Error: $136.12 SLE: 0.42 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", - "\u001b[92m25: Guess: $24.80 Truth: $16.99 Error: $7.81 SLE: 0.13 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", - "\u001b[91m26: Guess: $164.07 Truth: $7.99 Error: $156.08 SLE: 8.47 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", - "\u001b[91m27: Guess: $119.17 Truth: $199.99 Error: $80.82 SLE: 0.26 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", - "\u001b[92m28: Guess: $215.65 Truth: $251.45 Error: $35.80 SLE: 0.02 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", - "\u001b[92m29: Guess: $190.18 Truth: $231.62 Error: $41.44 SLE: 0.04 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", - "\u001b[93m30: Guess: $189.83 Truth: $135.00 Error: $54.83 SLE: 0.11 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", - "\u001b[92m31: Guess: $319.25 Truth: $356.62 Error: $37.37 SLE: 0.01 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", - "\u001b[92m32: Guess: $227.99 Truth: $257.99 Error: $30.00 SLE: 0.02 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", - "\u001b[91m33: Guess: $166.07 Truth: $27.99 Error: $138.08 SLE: 3.07 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", - "\u001b[92m34: Guess: $140.72 Truth: $171.20 Error: $30.48 SLE: 0.04 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", - "\u001b[93m35: Guess: $149.78 Truth: $225.00 Error: $75.22 SLE: 0.16 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", - "\u001b[91m36: Guess: $265.15 Truth: $105.00 Error: $160.15 SLE: 0.85 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", - "\u001b[93m37: Guess: $210.90 Truth: $299.99 Error: $89.09 SLE: 0.12 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", - "\u001b[92m38: Guess: $504.96 Truth: $535.09 Error: $30.13 SLE: 0.00 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", - "\u001b[92m39: Guess: $32.34 Truth: $12.33 Error: $20.01 SLE: 0.84 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", - "\u001b[91m40: Guess: $178.67 Truth: $84.99 Error: $93.68 SLE: 0.54 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", - "\u001b[93m41: Guess: $93.92 Truth: $15.99 Error: $77.93 SLE: 2.96 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", - "\u001b[91m42: Guess: $144.28 Truth: $62.44 Error: $81.84 SLE: 0.69 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", - "\u001b[91m43: Guess: $188.14 Truth: $82.99 Error: $105.15 SLE: 0.66 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", - "\u001b[91m44: Guess: $267.80 Truth: $599.95 Error: $332.15 SLE: 0.65 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", - "\u001b[91m45: Guess: $327.29 Truth: $194.99 Error: $132.30 SLE: 0.27 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", - "\u001b[92m46: Guess: $319.11 Truth: $344.95 Error: $25.84 SLE: 0.01 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", - "\u001b[93m47: Guess: $82.63 Truth: $37.99 Error: $44.64 SLE: 0.58 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", - "\u001b[92m48: Guess: $219.38 Truth: $224.35 Error: $4.97 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", - "\u001b[91m49: Guess: $398.87 Truth: $814.00 Error: $415.13 SLE: 0.51 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", - "\u001b[92m50: Guess: $511.89 Truth: $439.88 Error: $72.01 SLE: 0.02 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", - "\u001b[92m51: Guess: $335.24 Truth: $341.43 Error: $6.19 SLE: 0.00 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", - "\u001b[91m52: Guess: $233.35 Truth: $46.78 Error: $186.57 SLE: 2.53 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", - "\u001b[92m53: Guess: $148.19 Truth: $171.44 Error: $23.25 SLE: 0.02 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", - "\u001b[91m54: Guess: $232.89 Truth: $458.00 Error: $225.11 SLE: 0.45 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", - "\u001b[91m55: Guess: $280.41 Truth: $130.75 Error: $149.66 SLE: 0.58 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", - "\u001b[91m56: Guess: $200.26 Truth: $83.81 Error: $116.45 SLE: 0.75 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", - "\u001b[91m57: Guess: $183.14 Truth: $386.39 Error: $203.25 SLE: 0.55 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", - "\u001b[91m58: Guess: $260.77 Truth: $169.00 Error: $91.77 SLE: 0.19 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", - "\u001b[93m59: Guess: $75.62 Truth: $17.95 Error: $57.67 SLE: 1.95 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", - "\u001b[91m60: Guess: $136.20 Truth: $269.00 Error: $132.80 SLE: 0.46 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", - "\u001b[93m61: Guess: $135.63 Truth: $77.77 Error: $57.86 SLE: 0.30 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", - "\u001b[91m62: Guess: $224.89 Truth: $88.99 Error: $135.90 SLE: 0.85 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", - "\u001b[92m63: Guess: $356.22 Truth: $364.41 Error: $8.19 SLE: 0.00 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", - "\u001b[92m64: Guess: $160.30 Truth: $127.03 Error: $33.27 SLE: 0.05 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", - "\u001b[91m65: Guess: $326.05 Truth: $778.95 Error: $452.90 SLE: 0.76 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", - "\u001b[91m66: Guess: $513.69 Truth: $206.66 Error: $307.03 SLE: 0.82 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", - "\u001b[91m67: Guess: $148.49 Truth: $35.94 Error: $112.55 SLE: 1.95 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", - "\u001b[92m68: Guess: $174.06 Truth: $149.00 Error: $25.06 SLE: 0.02 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", - "\u001b[92m69: Guess: $231.62 Truth: $251.98 Error: $20.36 SLE: 0.01 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", - "\u001b[93m70: Guess: $216.68 Truth: $160.00 Error: $56.68 SLE: 0.09 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", - "\u001b[91m71: Guess: $220.38 Truth: $39.99 Error: $180.39 SLE: 2.84 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", - "\u001b[93m72: Guess: $219.25 Truth: $362.41 Error: $143.16 SLE: 0.25 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", - "\u001b[91m73: Guess: $176.72 Truth: $344.00 Error: $167.28 SLE: 0.44 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", - "\u001b[91m74: Guess: $145.19 Truth: $25.09 Error: $120.10 SLE: 2.97 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", - "\u001b[93m75: Guess: $105.35 Truth: $175.95 Error: $70.60 SLE: 0.26 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", - "\u001b[91m76: Guess: $314.54 Truth: $132.64 Error: $181.90 SLE: 0.74 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", - "\u001b[92m77: Guess: $375.43 Truth: $422.99 Error: $47.56 SLE: 0.01 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", - "\u001b[91m78: Guess: $269.93 Truth: $146.48 Error: $123.45 SLE: 0.37 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", - "\u001b[92m79: Guess: $151.12 Truth: $156.83 Error: $5.71 SLE: 0.00 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", - "\u001b[92m80: Guess: $250.22 Truth: $251.99 Error: $1.77 SLE: 0.00 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", - "\u001b[91m81: Guess: $249.43 Truth: $940.33 Error: $690.90 SLE: 1.75 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", - "\u001b[91m82: Guess: $175.31 Truth: $52.99 Error: $122.32 SLE: 1.40 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", - "\u001b[93m83: Guess: $156.20 Truth: $219.95 Error: $63.75 SLE: 0.12 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", - "\u001b[93m84: Guess: $317.59 Truth: $441.03 Error: $123.44 SLE: 0.11 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", - "\u001b[91m85: Guess: $335.86 Truth: $168.98 Error: $166.88 SLE: 0.47 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", - "\u001b[91m86: Guess: $117.81 Truth: $2.49 Error: $115.32 SLE: 12.44 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", - "\u001b[91m87: Guess: $264.27 Truth: $98.62 Error: $165.65 SLE: 0.96 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", - "\u001b[92m88: Guess: $255.25 Truth: $256.95 Error: $1.70 SLE: 0.00 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", - "\u001b[91m89: Guess: $154.26 Truth: $30.99 Error: $123.27 SLE: 2.50 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", - "\u001b[93m90: Guess: $407.93 Truth: $569.84 Error: $161.91 SLE: 0.11 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", - "\u001b[91m91: Guess: $89.76 Truth: $177.99 Error: $88.23 SLE: 0.46 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", - "\u001b[91m92: Guess: $382.73 Truth: $997.99 Error: $615.26 SLE: 0.92 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", - "\u001b[91m93: Guess: $314.15 Truth: $219.00 Error: $95.15 SLE: 0.13 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", - "\u001b[92m94: Guess: $238.86 Truth: $225.55 Error: $13.31 SLE: 0.00 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", - "\u001b[93m95: Guess: $379.84 Truth: $495.95 Error: $116.11 SLE: 0.07 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", - "\u001b[91m96: Guess: $364.16 Truth: $942.37 Error: $578.21 SLE: 0.90 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", - "\u001b[91m97: Guess: $158.73 Truth: $1.94 Error: $156.79 SLE: 15.96 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", - "\u001b[91m98: Guess: $137.95 Truth: $284.34 Error: $146.39 SLE: 0.52 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", - "\u001b[92m99: Guess: $208.67 Truth: $171.90 Error: $36.77 SLE: 0.04 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", - "\u001b[92m100: Guess: $110.85 Truth: $144.99 Error: $34.14 SLE: 0.07 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", - "\u001b[93m101: Guess: $310.59 Truth: $470.47 Error: $159.88 SLE: 0.17 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", - "\u001b[91m102: Guess: $168.83 Truth: $66.95 Error: $101.88 SLE: 0.84 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", - "\u001b[91m103: Guess: $18.90 Truth: $117.00 Error: $98.10 SLE: 3.17 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", - "\u001b[91m104: Guess: $333.76 Truth: $172.14 Error: $161.62 SLE: 0.43 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", - "\u001b[93m105: Guess: $253.81 Truth: $392.74 Error: $138.93 SLE: 0.19 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", - "\u001b[93m106: Guess: $63.43 Truth: $16.99 Error: $46.44 SLE: 1.63 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", - "\u001b[93m107: Guess: $61.59 Truth: $1.34 Error: $60.25 SLE: 10.80 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", - "\u001b[92m108: Guess: $314.70 Truth: $349.98 Error: $35.28 SLE: 0.01 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", - "\u001b[93m109: Guess: $254.80 Truth: $370.71 Error: $115.91 SLE: 0.14 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", - "\u001b[91m110: Guess: $152.44 Truth: $65.88 Error: $86.56 SLE: 0.69 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", - "\u001b[92m111: Guess: $191.66 Truth: $229.99 Error: $38.33 SLE: 0.03 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", - "\u001b[91m112: Guess: $97.20 Truth: $9.14 Error: $88.06 SLE: 5.16 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", - "\u001b[91m113: Guess: $432.19 Truth: $199.00 Error: $233.19 SLE: 0.60 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", - "\u001b[91m114: Guess: $270.85 Truth: $109.99 Error: $160.86 SLE: 0.80 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", - "\u001b[91m115: Guess: $307.78 Truth: $570.42 Error: $262.64 SLE: 0.38 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", - "\u001b[92m116: Guess: $302.72 Truth: $279.99 Error: $22.73 SLE: 0.01 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", - "\u001b[91m117: Guess: $142.70 Truth: $30.99 Error: $111.71 SLE: 2.26 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", - "\u001b[91m118: Guess: $207.94 Truth: $31.99 Error: $175.95 SLE: 3.41 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", - "\u001b[92m119: Guess: $42.52 Truth: $15.90 Error: $26.62 SLE: 0.89 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", - "\u001b[93m120: Guess: $102.03 Truth: $45.99 Error: $56.04 SLE: 0.62 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", - "\u001b[91m121: Guess: $237.07 Truth: $113.52 Error: $123.55 SLE: 0.54 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", - "\u001b[93m122: Guess: $353.80 Truth: $516.99 Error: $163.19 SLE: 0.14 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", - "\u001b[92m123: Guess: $232.52 Truth: $196.99 Error: $35.53 SLE: 0.03 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", - "\u001b[92m124: Guess: $21.73 Truth: $46.55 Error: $24.82 SLE: 0.54 Item: Technical Precision Replacement for GE G...\u001b[0m\n", - "\u001b[93m125: Guess: $266.56 Truth: $356.99 Error: $90.43 SLE: 0.08 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", - "\u001b[91m126: Guess: $154.09 Truth: $319.95 Error: $165.86 SLE: 0.53 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", - "\u001b[91m127: Guess: $228.11 Truth: $96.06 Error: $132.05 SLE: 0.74 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", - "\u001b[91m128: Guess: $289.58 Truth: $190.99 Error: $98.59 SLE: 0.17 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", - "\u001b[91m129: Guess: $78.79 Truth: $257.95 Error: $179.16 SLE: 1.39 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", - "\u001b[93m130: Guess: $141.89 Truth: $62.95 Error: $78.94 SLE: 0.65 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", - "\u001b[92m131: Guess: $13.87 Truth: $47.66 Error: $33.79 SLE: 1.41 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", - "\u001b[92m132: Guess: $250.44 Truth: $226.99 Error: $23.45 SLE: 0.01 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", - "\u001b[92m133: Guess: $372.58 Truth: $359.95 Error: $12.63 SLE: 0.00 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", - "\u001b[91m134: Guess: $275.43 Truth: $78.40 Error: $197.03 SLE: 1.56 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", - "\u001b[91m135: Guess: $351.77 Truth: $172.77 Error: $179.00 SLE: 0.50 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", - "\u001b[91m136: Guess: $131.58 Truth: $316.45 Error: $184.87 SLE: 0.76 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", - "\u001b[92m137: Guess: $100.29 Truth: $87.99 Error: $12.30 SLE: 0.02 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", - "\u001b[91m138: Guess: $331.29 Truth: $226.63 Error: $104.66 SLE: 0.14 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", - "\u001b[91m139: Guess: $170.89 Truth: $31.49 Error: $139.40 SLE: 2.78 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", - "\u001b[92m140: Guess: $198.93 Truth: $196.00 Error: $2.93 SLE: 0.00 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", - "\u001b[91m141: Guess: $168.66 Truth: $78.40 Error: $90.26 SLE: 0.58 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", - "\u001b[91m142: Guess: $214.49 Truth: $116.25 Error: $98.24 SLE: 0.37 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", - "\u001b[91m143: Guess: $250.08 Truth: $112.78 Error: $137.30 SLE: 0.63 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", - "\u001b[91m144: Guess: $143.23 Truth: $27.32 Error: $115.91 SLE: 2.65 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", - "\u001b[93m145: Guess: $203.43 Truth: $145.91 Error: $57.52 SLE: 0.11 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", - "\u001b[92m146: Guess: $181.60 Truth: $171.09 Error: $10.51 SLE: 0.00 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", - "\u001b[93m147: Guess: $209.98 Truth: $167.95 Error: $42.03 SLE: 0.05 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", - "\u001b[93m148: Guess: $104.36 Truth: $28.49 Error: $75.87 SLE: 1.62 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", - "\u001b[91m149: Guess: $253.28 Truth: $122.23 Error: $131.05 SLE: 0.52 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", - "\u001b[93m150: Guess: $103.13 Truth: $32.99 Error: $70.14 SLE: 1.25 Item: Learning Resources Coding Critters Range...\u001b[0m\n", - "\u001b[91m151: Guess: $185.74 Truth: $71.20 Error: $114.54 SLE: 0.90 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", - "\u001b[93m152: Guess: $34.76 Truth: $112.75 Error: $77.99 SLE: 1.34 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", - "\u001b[92m153: Guess: $148.02 Truth: $142.43 Error: $5.59 SLE: 0.00 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", - "\u001b[91m154: Guess: $206.76 Truth: $398.99 Error: $192.23 SLE: 0.43 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", - "\u001b[92m155: Guess: $380.65 Truth: $449.00 Error: $68.35 SLE: 0.03 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", - "\u001b[91m156: Guess: $280.61 Truth: $189.00 Error: $91.61 SLE: 0.15 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", - "\u001b[91m157: Guess: $210.48 Truth: $120.91 Error: $89.57 SLE: 0.30 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", - "\u001b[91m158: Guess: $330.37 Truth: $203.53 Error: $126.84 SLE: 0.23 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", - "\u001b[92m159: Guess: $285.59 Truth: $349.99 Error: $64.40 SLE: 0.04 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", - "\u001b[92m160: Guess: $38.21 Truth: $34.35 Error: $3.86 SLE: 0.01 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", - "\u001b[93m161: Guess: $251.77 Truth: $384.99 Error: $133.22 SLE: 0.18 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", - "\u001b[92m162: Guess: $198.51 Truth: $211.00 Error: $12.49 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", - "\u001b[91m163: Guess: $453.38 Truth: $129.00 Error: $324.38 SLE: 1.57 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", - "\u001b[91m164: Guess: $205.14 Truth: $111.45 Error: $93.69 SLE: 0.37 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", - "\u001b[91m165: Guess: $253.16 Truth: $81.12 Error: $172.04 SLE: 1.28 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", - "\u001b[91m166: Guess: $234.35 Truth: $457.08 Error: $222.73 SLE: 0.44 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", - "\u001b[91m167: Guess: $199.65 Truth: $49.49 Error: $150.16 SLE: 1.90 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", - "\u001b[93m168: Guess: $126.49 Truth: $80.56 Error: $45.93 SLE: 0.20 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", - "\u001b[92m169: Guess: $274.35 Truth: $278.39 Error: $4.04 SLE: 0.00 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", - "\u001b[93m170: Guess: $253.01 Truth: $364.50 Error: $111.49 SLE: 0.13 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", - "\u001b[92m171: Guess: $454.43 Truth: $378.99 Error: $75.44 SLE: 0.03 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", - "\u001b[93m172: Guess: $245.28 Truth: $165.28 Error: $80.00 SLE: 0.15 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", - "\u001b[91m173: Guess: $219.27 Truth: $56.74 Error: $162.53 SLE: 1.79 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", - "\u001b[93m174: Guess: $196.83 Truth: $307.95 Error: $111.12 SLE: 0.20 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", - "\u001b[91m175: Guess: $175.31 Truth: $38.00 Error: $137.31 SLE: 2.28 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", - "\u001b[91m176: Guess: $226.06 Truth: $53.00 Error: $173.06 SLE: 2.06 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", - "\u001b[93m177: Guess: $340.31 Truth: $498.00 Error: $157.69 SLE: 0.14 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", - "\u001b[91m178: Guess: $210.69 Truth: $53.99 Error: $156.70 SLE: 1.82 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", - "\u001b[92m179: Guess: $290.03 Truth: $350.00 Error: $59.97 SLE: 0.04 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", - "\u001b[93m180: Guess: $192.12 Truth: $299.95 Error: $107.83 SLE: 0.20 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", - "\u001b[91m181: Guess: $296.68 Truth: $94.93 Error: $201.75 SLE: 1.28 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", - "\u001b[92m182: Guess: $320.85 Truth: $379.00 Error: $58.15 SLE: 0.03 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", - "\u001b[92m183: Guess: $243.81 Truth: $299.95 Error: $56.14 SLE: 0.04 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", - "\u001b[92m184: Guess: $49.14 Truth: $24.99 Error: $24.15 SLE: 0.43 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", - "\u001b[91m185: Guess: $266.27 Truth: $41.04 Error: $225.23 SLE: 3.42 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", - "\u001b[91m186: Guess: $145.87 Truth: $327.90 Error: $182.03 SLE: 0.65 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", - "\u001b[93m187: Guess: $61.31 Truth: $10.99 Error: $50.32 SLE: 2.72 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", - "\u001b[92m188: Guess: $0.00 Truth: $14.99 Error: $14.99 SLE: 7.68 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", - "\u001b[91m189: Guess: $205.66 Truth: $84.95 Error: $120.71 SLE: 0.77 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", - "\u001b[91m190: Guess: $264.94 Truth: $111.00 Error: $153.94 SLE: 0.75 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", - "\u001b[91m191: Guess: $213.75 Truth: $123.73 Error: $90.02 SLE: 0.30 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", - "\u001b[91m192: Guess: $195.58 Truth: $557.38 Error: $361.80 SLE: 1.09 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", - "\u001b[91m193: Guess: $227.74 Truth: $95.55 Error: $132.19 SLE: 0.74 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", - "\u001b[93m194: Guess: $211.14 Truth: $154.00 Error: $57.14 SLE: 0.10 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", - "\u001b[91m195: Guess: $320.46 Truth: $198.99 Error: $121.47 SLE: 0.23 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", - "\u001b[91m196: Guess: $200.33 Truth: $430.44 Error: $230.11 SLE: 0.58 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", - "\u001b[92m197: Guess: $41.23 Truth: $45.67 Error: $4.44 SLE: 0.01 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", - "\u001b[92m198: Guess: $270.68 Truth: $249.00 Error: $21.68 SLE: 0.01 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", - "\u001b[93m199: Guess: $103.76 Truth: $42.99 Error: $60.77 SLE: 0.75 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", - "\u001b[92m200: Guess: $162.23 Truth: $181.33 Error: $19.10 SLE: 0.01 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", - "\u001b[93m201: Guess: $62.89 Truth: $6.03 Error: $56.86 SLE: 4.87 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", - "\u001b[91m202: Guess: $152.67 Truth: $29.99 Error: $122.68 SLE: 2.56 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", - "\u001b[91m203: Guess: $433.61 Truth: $899.00 Error: $465.39 SLE: 0.53 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", - "\u001b[93m204: Guess: $264.83 Truth: $399.99 Error: $135.16 SLE: 0.17 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", - "\u001b[91m205: Guess: $149.92 Truth: $4.66 Error: $145.26 SLE: 10.78 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", - "\u001b[92m206: Guess: $246.09 Truth: $261.41 Error: $15.32 SLE: 0.00 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", - "\u001b[91m207: Guess: $241.99 Truth: $136.97 Error: $105.02 SLE: 0.32 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", - "\u001b[91m208: Guess: $196.65 Truth: $79.00 Error: $117.65 SLE: 0.82 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", - "\u001b[91m209: Guess: $237.12 Truth: $444.99 Error: $207.87 SLE: 0.39 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", - "\u001b[93m210: Guess: $256.69 Truth: $411.94 Error: $155.25 SLE: 0.22 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", - "\u001b[93m211: Guess: $223.81 Truth: $148.40 Error: $75.41 SLE: 0.17 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", - "\u001b[91m212: Guess: $50.80 Truth: $244.99 Error: $194.19 SLE: 2.43 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", - "\u001b[91m213: Guess: $191.83 Truth: $86.50 Error: $105.33 SLE: 0.62 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", - "\u001b[93m214: Guess: $362.10 Truth: $297.95 Error: $64.15 SLE: 0.04 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", - "\u001b[91m215: Guess: $579.71 Truth: $399.99 Error: $179.72 SLE: 0.14 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", - "\u001b[91m216: Guess: $285.05 Truth: $599.00 Error: $313.95 SLE: 0.55 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", - "\u001b[93m217: Guess: $179.65 Truth: $105.99 Error: $73.66 SLE: 0.27 Item: Barbie Top Model Doll\u001b[0m\n", - "\u001b[91m218: Guess: $317.22 Truth: $689.00 Error: $371.78 SLE: 0.60 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", - "\u001b[93m219: Guess: $264.52 Truth: $404.99 Error: $140.47 SLE: 0.18 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", - "\u001b[92m220: Guess: $182.94 Truth: $207.76 Error: $24.82 SLE: 0.02 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", - "\u001b[91m221: Guess: $317.34 Truth: $171.82 Error: $145.52 SLE: 0.37 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", - "\u001b[92m222: Guess: $330.10 Truth: $293.24 Error: $36.86 SLE: 0.01 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", - "\u001b[92m223: Guess: $337.47 Truth: $374.95 Error: $37.48 SLE: 0.01 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", - "\u001b[92m224: Guess: $108.38 Truth: $111.99 Error: $3.61 SLE: 0.00 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", - "\u001b[93m225: Guess: $0.00 Truth: $42.99 Error: $42.99 SLE: 14.32 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", - "\u001b[91m226: Guess: $234.16 Truth: $116.71 Error: $117.45 SLE: 0.48 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", - "\u001b[91m227: Guess: $278.01 Truth: $118.61 Error: $159.40 SLE: 0.72 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", - "\u001b[93m228: Guess: $207.65 Truth: $147.12 Error: $60.53 SLE: 0.12 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", - "\u001b[92m229: Guess: $156.36 Truth: $119.99 Error: $36.37 SLE: 0.07 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", - "\u001b[91m230: Guess: $184.60 Truth: $369.98 Error: $185.38 SLE: 0.48 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", - "\u001b[92m231: Guess: $268.27 Truth: $315.55 Error: $47.28 SLE: 0.03 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", - "\u001b[91m232: Guess: $363.78 Truth: $190.99 Error: $172.79 SLE: 0.41 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", - "\u001b[93m233: Guess: $84.62 Truth: $155.00 Error: $70.38 SLE: 0.36 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", - "\u001b[92m234: Guess: $292.53 Truth: $349.99 Error: $57.46 SLE: 0.03 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", - "\u001b[92m235: Guess: $229.65 Truth: $249.99 Error: $20.34 SLE: 0.01 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", - "\u001b[91m236: Guess: $169.61 Truth: $42.99 Error: $126.62 SLE: 1.84 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", - "\u001b[93m237: Guess: $81.72 Truth: $17.99 Error: $63.73 SLE: 2.17 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", - "\u001b[91m238: Guess: $234.89 Truth: $425.00 Error: $190.11 SLE: 0.35 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", - "\u001b[91m239: Guess: $387.85 Truth: $249.99 Error: $137.86 SLE: 0.19 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", - "\u001b[93m240: Guess: $93.11 Truth: $138.23 Error: $45.12 SLE: 0.15 Item: Schmidt Spiele - Manhattan\u001b[0m\n", - "\u001b[93m241: Guess: $264.88 Truth: $414.99 Error: $150.11 SLE: 0.20 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", - "\u001b[93m242: Guess: $224.89 Truth: $168.28 Error: $56.61 SLE: 0.08 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", - "\u001b[92m243: Guess: $213.43 Truth: $199.99 Error: $13.44 SLE: 0.00 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", - "\u001b[91m244: Guess: $260.21 Truth: $126.70 Error: $133.51 SLE: 0.51 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", - "\u001b[91m245: Guess: $97.63 Truth: $5.91 Error: $91.72 SLE: 7.07 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", - "\u001b[93m246: Guess: $241.31 Truth: $193.06 Error: $48.25 SLE: 0.05 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", - "\u001b[92m247: Guess: $299.76 Truth: $249.99 Error: $49.77 SLE: 0.03 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", - "\u001b[91m248: Guess: $190.37 Truth: $64.12 Error: $126.25 SLE: 1.16 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", - "\u001b[91m249: Guess: $292.64 Truth: $114.99 Error: $177.65 SLE: 0.86 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", - "\u001b[91m250: Guess: $180.83 Truth: $926.00 Error: $745.17 SLE: 2.65 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "Tester.test(word2vec_lr_pricer)" ] @@ -2754,7 +797,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": null, "id": "fcc289e6-56a1-4119-864f-2fdf8efde643", "metadata": {}, "outputs": [], @@ -2768,277 +811,10 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": null, "id": "80286a48-7cca-40e6-af76-a814a23bb9dc", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[93m1: Guess: $245.22 Truth: $374.41 Error: $129.19 SLE: 0.18 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", - "\u001b[93m2: Guess: $168.65 Truth: $225.11 Error: $56.46 SLE: 0.08 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", - "\u001b[93m3: Guess: $109.01 Truth: $61.68 Error: $47.33 SLE: 0.32 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", - "\u001b[91m4: Guess: $295.74 Truth: $599.99 Error: $304.25 SLE: 0.50 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", - "\u001b[93m5: Guess: $72.75 Truth: $16.99 Error: $55.76 SLE: 1.99 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", - "\u001b[92m6: Guess: $0.00 Truth: $31.99 Error: $31.99 SLE: 12.22 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", - "\u001b[91m7: Guess: $246.66 Truth: $101.79 Error: $144.87 SLE: 0.77 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", - "\u001b[93m8: Guess: $178.26 Truth: $289.00 Error: $110.74 SLE: 0.23 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", - "\u001b[91m9: Guess: $300.43 Truth: $635.86 Error: $335.43 SLE: 0.56 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", - "\u001b[92m10: Guess: $104.01 Truth: $65.99 Error: $38.02 SLE: 0.20 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", - "\u001b[91m11: Guess: $361.83 Truth: $254.21 Error: $107.62 SLE: 0.12 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", - "\u001b[93m12: Guess: $299.94 Truth: $412.99 Error: $113.05 SLE: 0.10 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", - "\u001b[93m13: Guess: $125.24 Truth: $205.50 Error: $80.26 SLE: 0.24 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", - "\u001b[93m14: Guess: $196.61 Truth: $248.23 Error: $51.62 SLE: 0.05 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", - "\u001b[91m15: Guess: $193.80 Truth: $399.00 Error: $205.20 SLE: 0.52 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", - "\u001b[93m16: Guess: $236.03 Truth: $373.94 Error: $137.91 SLE: 0.21 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", - "\u001b[91m17: Guess: $258.78 Truth: $92.89 Error: $165.89 SLE: 1.04 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", - "\u001b[92m18: Guess: $71.91 Truth: $51.99 Error: $19.92 SLE: 0.10 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", - "\u001b[91m19: Guess: $284.59 Truth: $179.00 Error: $105.59 SLE: 0.21 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", - "\u001b[92m20: Guess: $59.28 Truth: $19.42 Error: $39.86 SLE: 1.17 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", - "\u001b[91m21: Guess: $277.30 Truth: $539.95 Error: $262.65 SLE: 0.44 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", - "\u001b[92m22: Guess: $158.21 Truth: $147.67 Error: $10.54 SLE: 0.00 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", - "\u001b[92m23: Guess: $54.87 Truth: $24.99 Error: $29.88 SLE: 0.59 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", - "\u001b[91m24: Guess: $261.89 Truth: $149.00 Error: $112.89 SLE: 0.31 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", - "\u001b[92m25: Guess: $21.42 Truth: $16.99 Error: $4.43 SLE: 0.05 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", - "\u001b[91m26: Guess: $110.70 Truth: $7.99 Error: $102.71 SLE: 6.35 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", - "\u001b[93m27: Guess: $129.90 Truth: $199.99 Error: $70.09 SLE: 0.18 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", - "\u001b[93m28: Guess: $171.18 Truth: $251.45 Error: $80.27 SLE: 0.15 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", - "\u001b[93m29: Guess: $162.25 Truth: $231.62 Error: $69.37 SLE: 0.13 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", - "\u001b[92m30: Guess: $157.60 Truth: $135.00 Error: $22.60 SLE: 0.02 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", - "\u001b[93m31: Guess: $239.96 Truth: $356.62 Error: $116.66 SLE: 0.16 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", - "\u001b[93m32: Guess: $202.82 Truth: $257.99 Error: $55.17 SLE: 0.06 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", - "\u001b[91m33: Guess: $137.74 Truth: $27.99 Error: $109.75 SLE: 2.45 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", - "\u001b[92m34: Guess: $141.54 Truth: $171.20 Error: $29.66 SLE: 0.04 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", - "\u001b[93m35: Guess: $137.24 Truth: $225.00 Error: $87.76 SLE: 0.24 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", - "\u001b[91m36: Guess: $190.15 Truth: $105.00 Error: $85.15 SLE: 0.35 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", - "\u001b[93m37: Guess: $184.89 Truth: $299.99 Error: $115.10 SLE: 0.23 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", - "\u001b[93m38: Guess: $426.37 Truth: $535.09 Error: $108.72 SLE: 0.05 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", - "\u001b[92m39: Guess: $26.38 Truth: $12.33 Error: $14.05 SLE: 0.52 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", - "\u001b[93m40: Guess: $126.96 Truth: $84.99 Error: $41.97 SLE: 0.16 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", - "\u001b[92m41: Guess: $54.53 Truth: $15.99 Error: $38.54 SLE: 1.40 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", - "\u001b[93m42: Guess: $106.13 Truth: $62.44 Error: $43.69 SLE: 0.27 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", - "\u001b[93m43: Guess: $157.56 Truth: $82.99 Error: $74.57 SLE: 0.40 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", - "\u001b[91m44: Guess: $209.05 Truth: $599.95 Error: $390.90 SLE: 1.10 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", - "\u001b[93m45: Guess: $258.01 Truth: $194.99 Error: $63.02 SLE: 0.08 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", - "\u001b[93m46: Guess: $247.99 Truth: $344.95 Error: $96.96 SLE: 0.11 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", - "\u001b[93m47: Guess: $78.90 Truth: $37.99 Error: $40.91 SLE: 0.51 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", - "\u001b[92m48: Guess: $222.76 Truth: $224.35 Error: $1.59 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", - "\u001b[91m49: Guess: $324.96 Truth: $814.00 Error: $489.04 SLE: 0.84 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", - "\u001b[92m50: Guess: $445.70 Truth: $439.88 Error: $5.82 SLE: 0.00 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", - "\u001b[92m51: Guess: $290.45 Truth: $341.43 Error: $50.98 SLE: 0.03 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", - "\u001b[91m52: Guess: $168.37 Truth: $46.78 Error: $121.59 SLE: 1.60 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", - "\u001b[93m53: Guess: $121.44 Truth: $171.44 Error: $50.00 SLE: 0.12 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", - "\u001b[91m54: Guess: $193.25 Truth: $458.00 Error: $264.75 SLE: 0.74 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", - "\u001b[91m55: Guess: $217.32 Truth: $130.75 Error: $86.57 SLE: 0.26 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", - "\u001b[93m56: Guess: $142.79 Truth: $83.81 Error: $58.98 SLE: 0.28 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", - "\u001b[91m57: Guess: $155.25 Truth: $386.39 Error: $231.14 SLE: 0.82 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", - "\u001b[92m58: Guess: $189.53 Truth: $169.00 Error: $20.53 SLE: 0.01 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", - "\u001b[93m59: Guess: $79.60 Truth: $17.95 Error: $61.65 SLE: 2.10 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", - "\u001b[91m60: Guess: $135.12 Truth: $269.00 Error: $133.88 SLE: 0.47 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", - "\u001b[92m61: Guess: $111.46 Truth: $77.77 Error: $33.69 SLE: 0.13 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", - "\u001b[91m62: Guess: $191.44 Truth: $88.99 Error: $102.45 SLE: 0.58 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", - "\u001b[92m63: Guess: $307.20 Truth: $364.41 Error: $57.21 SLE: 0.03 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", - "\u001b[92m64: Guess: $146.87 Truth: $127.03 Error: $19.84 SLE: 0.02 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", - "\u001b[91m65: Guess: $259.67 Truth: $778.95 Error: $519.28 SLE: 1.20 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", - "\u001b[91m66: Guess: $468.82 Truth: $206.66 Error: $262.16 SLE: 0.67 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", - "\u001b[91m67: Guess: $133.80 Truth: $35.94 Error: $97.86 SLE: 1.68 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", - "\u001b[92m68: Guess: $156.64 Truth: $149.00 Error: $7.64 SLE: 0.00 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", - "\u001b[92m69: Guess: $211.87 Truth: $251.98 Error: $40.11 SLE: 0.03 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", - "\u001b[93m70: Guess: $200.67 Truth: $160.00 Error: $40.67 SLE: 0.05 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", - "\u001b[91m71: Guess: $173.61 Truth: $39.99 Error: $133.62 SLE: 2.10 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", - "\u001b[91m72: Guess: $208.91 Truth: $362.41 Error: $153.50 SLE: 0.30 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", - "\u001b[91m73: Guess: $132.35 Truth: $344.00 Error: $211.65 SLE: 0.90 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", - "\u001b[93m74: Guess: $96.70 Truth: $25.09 Error: $71.61 SLE: 1.74 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", - "\u001b[91m75: Guess: $94.85 Truth: $175.95 Error: $81.10 SLE: 0.38 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", - "\u001b[91m76: Guess: $240.75 Truth: $132.64 Error: $108.11 SLE: 0.35 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", - "\u001b[93m77: Guess: $294.73 Truth: $422.99 Error: $128.26 SLE: 0.13 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", - "\u001b[91m78: Guess: $236.62 Truth: $146.48 Error: $90.14 SLE: 0.23 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", - "\u001b[92m79: Guess: $152.60 Truth: $156.83 Error: $4.23 SLE: 0.00 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", - "\u001b[93m80: Guess: $181.57 Truth: $251.99 Error: $70.42 SLE: 0.11 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", - "\u001b[91m81: Guess: $195.10 Truth: $940.33 Error: $745.23 SLE: 2.46 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", - "\u001b[91m82: Guess: $139.57 Truth: $52.99 Error: $86.58 SLE: 0.92 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", - "\u001b[91m83: Guess: $107.04 Truth: $219.95 Error: $112.91 SLE: 0.51 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", - "\u001b[93m84: Guess: $269.71 Truth: $441.03 Error: $171.32 SLE: 0.24 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", - "\u001b[91m85: Guess: $260.70 Truth: $168.98 Error: $91.72 SLE: 0.19 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", - "\u001b[93m86: Guess: $82.39 Truth: $2.49 Error: $79.90 SLE: 10.07 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", - "\u001b[91m87: Guess: $204.10 Truth: $98.62 Error: $105.48 SLE: 0.52 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", - "\u001b[93m88: Guess: $175.78 Truth: $256.95 Error: $81.17 SLE: 0.14 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", - "\u001b[91m89: Guess: $111.98 Truth: $30.99 Error: $80.99 SLE: 1.59 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", - "\u001b[91m90: Guess: $340.38 Truth: $569.84 Error: $229.46 SLE: 0.26 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", - "\u001b[91m91: Guess: $87.14 Truth: $177.99 Error: $90.85 SLE: 0.50 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", - "\u001b[91m92: Guess: $291.93 Truth: $997.99 Error: $706.06 SLE: 1.51 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", - "\u001b[92m93: Guess: $239.32 Truth: $219.00 Error: $20.32 SLE: 0.01 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", - "\u001b[92m94: Guess: $196.50 Truth: $225.55 Error: $29.05 SLE: 0.02 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", - "\u001b[93m95: Guess: $309.87 Truth: $495.95 Error: $186.08 SLE: 0.22 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", - "\u001b[91m96: Guess: $233.85 Truth: $942.37 Error: $708.52 SLE: 1.93 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", - "\u001b[91m97: Guess: $121.33 Truth: $1.94 Error: $119.39 SLE: 13.90 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", - "\u001b[91m98: Guess: $107.96 Truth: $284.34 Error: $176.38 SLE: 0.93 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", - "\u001b[92m99: Guess: $176.26 Truth: $171.90 Error: $4.36 SLE: 0.00 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", - "\u001b[93m100: Guess: $79.51 Truth: $144.99 Error: $65.48 SLE: 0.35 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", - "\u001b[91m101: Guess: $237.60 Truth: $470.47 Error: $232.87 SLE: 0.46 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", - "\u001b[93m102: Guess: $131.85 Truth: $66.95 Error: $64.90 SLE: 0.45 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", - "\u001b[91m103: Guess: $26.03 Truth: $117.00 Error: $90.97 SLE: 2.17 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", - "\u001b[91m104: Guess: $273.58 Truth: $172.14 Error: $101.44 SLE: 0.21 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", - "\u001b[91m105: Guess: $225.99 Truth: $392.74 Error: $166.75 SLE: 0.30 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", - "\u001b[92m106: Guess: $47.14 Truth: $16.99 Error: $30.15 SLE: 0.97 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", - "\u001b[92m107: Guess: $13.49 Truth: $1.34 Error: $12.15 SLE: 3.32 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", - "\u001b[93m108: Guess: $238.37 Truth: $349.98 Error: $111.61 SLE: 0.15 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", - "\u001b[93m109: Guess: $235.89 Truth: $370.71 Error: $134.82 SLE: 0.20 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", - "\u001b[93m110: Guess: $127.84 Truth: $65.88 Error: $61.96 SLE: 0.43 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", - "\u001b[93m111: Guess: $163.03 Truth: $229.99 Error: $66.96 SLE: 0.12 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", - "\u001b[93m112: Guess: $77.44 Truth: $9.14 Error: $68.30 SLE: 4.19 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", - "\u001b[91m113: Guess: $357.97 Truth: $199.00 Error: $158.97 SLE: 0.34 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", - "\u001b[91m114: Guess: $233.97 Truth: $109.99 Error: $123.98 SLE: 0.56 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", - "\u001b[91m115: Guess: $281.86 Truth: $570.42 Error: $288.56 SLE: 0.49 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", - "\u001b[92m116: Guess: $233.10 Truth: $279.99 Error: $46.89 SLE: 0.03 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", - "\u001b[91m117: Guess: $113.11 Truth: $30.99 Error: $82.12 SLE: 1.62 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", - "\u001b[91m118: Guess: $162.63 Truth: $31.99 Error: $130.64 SLE: 2.56 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", - "\u001b[92m119: Guess: $27.49 Truth: $15.90 Error: $11.59 SLE: 0.27 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", - "\u001b[93m120: Guess: $91.97 Truth: $45.99 Error: $45.98 SLE: 0.47 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", - "\u001b[93m121: Guess: $170.16 Truth: $113.52 Error: $56.64 SLE: 0.16 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", - "\u001b[91m122: Guess: $296.96 Truth: $516.99 Error: $220.03 SLE: 0.31 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", - "\u001b[92m123: Guess: $212.10 Truth: $196.99 Error: $15.11 SLE: 0.01 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", - "\u001b[92m124: Guess: $7.81 Truth: $46.55 Error: $38.74 SLE: 2.84 Item: Technical Precision Replacement for GE G...\u001b[0m\n", - "\u001b[93m125: Guess: $254.64 Truth: $356.99 Error: $102.35 SLE: 0.11 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", - "\u001b[91m126: Guess: $135.30 Truth: $319.95 Error: $184.65 SLE: 0.73 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", - "\u001b[91m127: Guess: $194.42 Truth: $96.06 Error: $98.36 SLE: 0.49 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", - "\u001b[92m128: Guess: $221.43 Truth: $190.99 Error: $30.44 SLE: 0.02 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", - "\u001b[91m129: Guess: $64.92 Truth: $257.95 Error: $193.03 SLE: 1.87 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", - "\u001b[93m130: Guess: $132.46 Truth: $62.95 Error: $69.51 SLE: 0.54 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", - "\u001b[92m131: Guess: $16.71 Truth: $47.66 Error: $30.95 SLE: 1.02 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", - "\u001b[92m132: Guess: $211.68 Truth: $226.99 Error: $15.31 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", - "\u001b[92m133: Guess: $306.09 Truth: $359.95 Error: $53.86 SLE: 0.03 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", - "\u001b[91m134: Guess: $244.44 Truth: $78.40 Error: $166.04 SLE: 1.27 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", - "\u001b[91m135: Guess: $305.93 Truth: $172.77 Error: $133.16 SLE: 0.32 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", - "\u001b[93m136: Guess: $194.17 Truth: $316.45 Error: $122.28 SLE: 0.24 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", - "\u001b[92m137: Guess: $106.88 Truth: $87.99 Error: $18.89 SLE: 0.04 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", - "\u001b[93m138: Guess: $292.33 Truth: $226.63 Error: $65.70 SLE: 0.06 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", - "\u001b[91m139: Guess: $147.88 Truth: $31.49 Error: $116.39 SLE: 2.32 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", - "\u001b[92m140: Guess: $160.18 Truth: $196.00 Error: $35.82 SLE: 0.04 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", - "\u001b[93m141: Guess: $151.82 Truth: $78.40 Error: $73.42 SLE: 0.43 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", - "\u001b[93m142: Guess: $188.75 Truth: $116.25 Error: $72.50 SLE: 0.23 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", - "\u001b[91m143: Guess: $235.31 Truth: $112.78 Error: $122.53 SLE: 0.53 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", - "\u001b[91m144: Guess: $129.50 Truth: $27.32 Error: $102.18 SLE: 2.33 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", - "\u001b[92m145: Guess: $161.16 Truth: $145.91 Error: $15.25 SLE: 0.01 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", - "\u001b[92m146: Guess: $177.08 Truth: $171.09 Error: $5.99 SLE: 0.00 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", - "\u001b[92m147: Guess: $170.57 Truth: $167.95 Error: $2.62 SLE: 0.00 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", - "\u001b[93m148: Guess: $71.91 Truth: $28.49 Error: $43.42 SLE: 0.82 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", - "\u001b[91m149: Guess: $206.80 Truth: $122.23 Error: $84.57 SLE: 0.27 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", - "\u001b[92m150: Guess: $66.63 Truth: $32.99 Error: $33.64 SLE: 0.47 Item: Learning Resources Coding Critters Range...\u001b[0m\n", - "\u001b[91m151: Guess: $174.05 Truth: $71.20 Error: $102.85 SLE: 0.78 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", - "\u001b[93m152: Guess: $40.70 Truth: $112.75 Error: $72.05 SLE: 1.01 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", - "\u001b[92m153: Guess: $133.43 Truth: $142.43 Error: $9.00 SLE: 0.00 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", - "\u001b[91m154: Guess: $197.48 Truth: $398.99 Error: $201.51 SLE: 0.49 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", - "\u001b[93m155: Guess: $283.71 Truth: $449.00 Error: $165.29 SLE: 0.21 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", - "\u001b[93m156: Guess: $229.30 Truth: $189.00 Error: $40.30 SLE: 0.04 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", - "\u001b[93m157: Guess: $166.26 Truth: $120.91 Error: $45.35 SLE: 0.10 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", - "\u001b[91m158: Guess: $301.11 Truth: $203.53 Error: $97.58 SLE: 0.15 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", - "\u001b[93m159: Guess: $221.04 Truth: $349.99 Error: $128.95 SLE: 0.21 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", - "\u001b[92m160: Guess: $36.66 Truth: $34.35 Error: $2.31 SLE: 0.00 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", - "\u001b[91m161: Guess: $172.55 Truth: $384.99 Error: $212.44 SLE: 0.64 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", - "\u001b[92m162: Guess: $218.26 Truth: $211.00 Error: $7.26 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", - "\u001b[91m163: Guess: $413.93 Truth: $129.00 Error: $284.93 SLE: 1.35 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", - "\u001b[93m164: Guess: $154.03 Truth: $111.45 Error: $42.58 SLE: 0.10 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", - "\u001b[91m165: Guess: $183.08 Truth: $81.12 Error: $101.96 SLE: 0.65 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", - "\u001b[91m166: Guess: $208.72 Truth: $457.08 Error: $248.36 SLE: 0.61 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", - "\u001b[91m167: Guess: $182.81 Truth: $49.49 Error: $133.32 SLE: 1.67 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", - "\u001b[92m168: Guess: $82.43 Truth: $80.56 Error: $1.87 SLE: 0.00 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", - "\u001b[92m169: Guess: $240.57 Truth: $278.39 Error: $37.82 SLE: 0.02 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", - "\u001b[91m170: Guess: $218.69 Truth: $364.50 Error: $145.81 SLE: 0.26 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", - "\u001b[92m171: Guess: $408.95 Truth: $378.99 Error: $29.96 SLE: 0.01 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", - "\u001b[92m172: Guess: $198.58 Truth: $165.28 Error: $33.30 SLE: 0.03 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", - "\u001b[91m173: Guess: $178.39 Truth: $56.74 Error: $121.65 SLE: 1.29 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", - "\u001b[91m174: Guess: $148.57 Truth: $307.95 Error: $159.38 SLE: 0.53 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", - "\u001b[91m175: Guess: $121.15 Truth: $38.00 Error: $83.15 SLE: 1.30 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", - "\u001b[91m176: Guess: $179.66 Truth: $53.00 Error: $126.66 SLE: 1.46 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", - "\u001b[91m177: Guess: $255.09 Truth: $498.00 Error: $242.91 SLE: 0.44 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", - "\u001b[91m178: Guess: $162.36 Truth: $53.99 Error: $108.37 SLE: 1.19 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", - "\u001b[93m179: Guess: $255.43 Truth: $350.00 Error: $94.57 SLE: 0.10 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", - "\u001b[91m180: Guess: $147.12 Truth: $299.95 Error: $152.83 SLE: 0.50 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", - "\u001b[91m181: Guess: $237.87 Truth: $94.93 Error: $142.94 SLE: 0.83 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", - "\u001b[93m182: Guess: $261.07 Truth: $379.00 Error: $117.93 SLE: 0.14 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", - "\u001b[93m183: Guess: $213.16 Truth: $299.95 Error: $86.79 SLE: 0.12 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", - "\u001b[92m184: Guess: $32.36 Truth: $24.99 Error: $7.37 SLE: 0.06 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", - "\u001b[91m185: Guess: $179.00 Truth: $41.04 Error: $137.96 SLE: 2.12 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", - "\u001b[91m186: Guess: $127.59 Truth: $327.90 Error: $200.31 SLE: 0.88 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", - "\u001b[92m187: Guess: $31.27 Truth: $10.99 Error: $20.28 SLE: 0.98 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", - "\u001b[92m188: Guess: $7.06 Truth: $14.99 Error: $7.93 SLE: 0.47 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", - "\u001b[93m189: Guess: $161.21 Truth: $84.95 Error: $76.26 SLE: 0.40 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", - "\u001b[91m190: Guess: $208.10 Truth: $111.00 Error: $97.10 SLE: 0.39 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", - "\u001b[92m191: Guess: $159.25 Truth: $123.73 Error: $35.52 SLE: 0.06 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", - "\u001b[91m192: Guess: $142.61 Truth: $557.38 Error: $414.77 SLE: 1.84 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", - "\u001b[91m193: Guess: $179.36 Truth: $95.55 Error: $83.81 SLE: 0.39 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", - "\u001b[92m194: Guess: $167.97 Truth: $154.00 Error: $13.97 SLE: 0.01 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", - "\u001b[93m195: Guess: $250.20 Truth: $198.99 Error: $51.21 SLE: 0.05 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", - "\u001b[91m196: Guess: $151.79 Truth: $430.44 Error: $278.65 SLE: 1.08 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", - "\u001b[92m197: Guess: $14.84 Truth: $45.67 Error: $30.83 SLE: 1.17 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", - "\u001b[92m198: Guess: $220.91 Truth: $249.00 Error: $28.09 SLE: 0.01 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", - "\u001b[93m199: Guess: $97.50 Truth: $42.99 Error: $54.51 SLE: 0.65 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", - "\u001b[93m200: Guess: $124.81 Truth: $181.33 Error: $56.52 SLE: 0.14 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", - "\u001b[93m201: Guess: $63.29 Truth: $6.03 Error: $57.26 SLE: 4.90 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", - "\u001b[93m202: Guess: $96.62 Truth: $29.99 Error: $66.63 SLE: 1.32 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", - "\u001b[91m203: Guess: $395.63 Truth: $899.00 Error: $503.37 SLE: 0.67 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", - "\u001b[91m204: Guess: $215.53 Truth: $399.99 Error: $184.46 SLE: 0.38 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", - "\u001b[91m205: Guess: $118.87 Truth: $4.66 Error: $114.21 SLE: 9.32 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", - "\u001b[93m206: Guess: $199.68 Truth: $261.41 Error: $61.73 SLE: 0.07 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", - "\u001b[91m207: Guess: $232.07 Truth: $136.97 Error: $95.10 SLE: 0.27 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", - "\u001b[93m208: Guess: $143.20 Truth: $79.00 Error: $64.20 SLE: 0.35 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", - "\u001b[91m209: Guess: $191.78 Truth: $444.99 Error: $253.21 SLE: 0.70 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", - "\u001b[91m210: Guess: $234.21 Truth: $411.94 Error: $177.73 SLE: 0.32 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", - "\u001b[92m211: Guess: $153.87 Truth: $148.40 Error: $5.47 SLE: 0.00 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", - "\u001b[91m212: Guess: $33.66 Truth: $244.99 Error: $211.33 SLE: 3.84 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", - "\u001b[93m213: Guess: $151.79 Truth: $86.50 Error: $65.29 SLE: 0.31 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", - "\u001b[92m214: Guess: $339.11 Truth: $297.95 Error: $41.16 SLE: 0.02 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", - "\u001b[93m215: Guess: $518.47 Truth: $399.99 Error: $118.48 SLE: 0.07 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", - "\u001b[91m216: Guess: $229.84 Truth: $599.00 Error: $369.16 SLE: 0.91 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", - "\u001b[92m217: Guess: $127.17 Truth: $105.99 Error: $21.18 SLE: 0.03 Item: Barbie Top Model Doll\u001b[0m\n", - "\u001b[91m218: Guess: $248.43 Truth: $689.00 Error: $440.57 SLE: 1.04 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", - "\u001b[91m219: Guess: $201.14 Truth: $404.99 Error: $203.85 SLE: 0.49 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", - "\u001b[92m220: Guess: $171.69 Truth: $207.76 Error: $36.07 SLE: 0.04 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", - "\u001b[91m221: Guess: $279.18 Truth: $171.82 Error: $107.36 SLE: 0.23 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", - "\u001b[92m222: Guess: $278.47 Truth: $293.24 Error: $14.77 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", - "\u001b[93m223: Guess: $271.98 Truth: $374.95 Error: $102.97 SLE: 0.10 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", - "\u001b[92m224: Guess: $88.24 Truth: $111.99 Error: $23.75 SLE: 0.06 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", - "\u001b[93m225: Guess: $0.00 Truth: $42.99 Error: $42.99 SLE: 14.32 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", - "\u001b[91m226: Guess: $221.35 Truth: $116.71 Error: $104.64 SLE: 0.40 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", - "\u001b[91m227: Guess: $208.83 Truth: $118.61 Error: $90.22 SLE: 0.32 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", - "\u001b[92m228: Guess: $184.93 Truth: $147.12 Error: $37.81 SLE: 0.05 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", - "\u001b[92m229: Guess: $120.47 Truth: $119.99 Error: $0.48 SLE: 0.00 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", - "\u001b[91m230: Guess: $126.17 Truth: $369.98 Error: $243.81 SLE: 1.15 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", - "\u001b[93m231: Guess: $212.05 Truth: $315.55 Error: $103.50 SLE: 0.16 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", - "\u001b[91m232: Guess: $289.28 Truth: $190.99 Error: $98.29 SLE: 0.17 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", - "\u001b[91m233: Guess: $55.29 Truth: $155.00 Error: $99.71 SLE: 1.04 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", - "\u001b[93m234: Guess: $269.48 Truth: $349.99 Error: $80.51 SLE: 0.07 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", - "\u001b[93m235: Guess: $173.57 Truth: $249.99 Error: $76.42 SLE: 0.13 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", - "\u001b[91m236: Guess: $142.37 Truth: $42.99 Error: $99.38 SLE: 1.40 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", - "\u001b[93m237: Guess: $69.37 Truth: $17.99 Error: $51.38 SLE: 1.72 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", - "\u001b[91m238: Guess: $203.75 Truth: $425.00 Error: $221.25 SLE: 0.54 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", - "\u001b[93m239: Guess: $311.87 Truth: $249.99 Error: $61.88 SLE: 0.05 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", - "\u001b[91m240: Guess: $54.29 Truth: $138.23 Error: $83.94 SLE: 0.85 Item: Schmidt Spiele - Manhattan\u001b[0m\n", - "\u001b[91m241: Guess: $208.34 Truth: $414.99 Error: $206.65 SLE: 0.47 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", - "\u001b[92m242: Guess: $191.69 Truth: $168.28 Error: $23.41 SLE: 0.02 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", - "\u001b[92m243: Guess: $183.57 Truth: $199.99 Error: $16.42 SLE: 0.01 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", - "\u001b[91m244: Guess: $231.47 Truth: $126.70 Error: $104.77 SLE: 0.36 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", - "\u001b[91m245: Guess: $87.51 Truth: $5.91 Error: $81.60 SLE: 6.50 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", - "\u001b[92m246: Guess: $164.83 Truth: $193.06 Error: $28.23 SLE: 0.02 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", - "\u001b[92m247: Guess: $253.46 Truth: $249.99 Error: $3.47 SLE: 0.00 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", - "\u001b[91m248: Guess: $147.34 Truth: $64.12 Error: $83.22 SLE: 0.68 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", - "\u001b[91m249: Guess: $275.34 Truth: $114.99 Error: $160.35 SLE: 0.75 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", - "\u001b[91m250: Guess: $132.02 Truth: $926.00 Error: $793.98 SLE: 3.77 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "Tester.test(svr_pricer)" ] @@ -3058,7 +834,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": null, "id": "a38812d0-913b-400b-804f-51434d895d05", "metadata": {}, "outputs": [], @@ -3071,277 +847,10 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": null, "id": "88b51c01-c791-4fdc-8010-00b2e486b8ce", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[92m1: Guess: $321.43 Truth: $374.41 Error: $52.98 SLE: 0.02 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", - "\u001b[92m2: Guess: $182.80 Truth: $225.11 Error: $42.31 SLE: 0.04 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", - "\u001b[93m3: Guess: $140.56 Truth: $61.68 Error: $78.88 SLE: 0.66 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", - "\u001b[93m4: Guess: $381.01 Truth: $599.99 Error: $218.98 SLE: 0.21 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", - "\u001b[91m5: Guess: $159.91 Truth: $16.99 Error: $142.92 SLE: 4.80 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", - "\u001b[93m6: Guess: $78.14 Truth: $31.99 Error: $46.15 SLE: 0.77 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", - "\u001b[91m7: Guess: $273.14 Truth: $101.79 Error: $171.35 SLE: 0.96 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", - "\u001b[93m8: Guess: $217.86 Truth: $289.00 Error: $71.14 SLE: 0.08 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", - "\u001b[91m9: Guess: $332.29 Truth: $635.86 Error: $303.57 SLE: 0.42 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", - "\u001b[91m10: Guess: $160.48 Truth: $65.99 Error: $94.49 SLE: 0.77 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", - "\u001b[91m11: Guess: $459.37 Truth: $254.21 Error: $205.16 SLE: 0.35 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", - "\u001b[93m12: Guess: $303.04 Truth: $412.99 Error: $109.95 SLE: 0.10 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", - "\u001b[92m13: Guess: $184.51 Truth: $205.50 Error: $20.99 SLE: 0.01 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", - "\u001b[92m14: Guess: $229.04 Truth: $248.23 Error: $19.19 SLE: 0.01 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", - "\u001b[92m15: Guess: $329.40 Truth: $399.00 Error: $69.60 SLE: 0.04 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", - "\u001b[92m16: Guess: $370.70 Truth: $373.94 Error: $3.24 SLE: 0.00 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", - "\u001b[91m17: Guess: $344.59 Truth: $92.89 Error: $251.70 SLE: 1.70 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", - "\u001b[93m18: Guess: $95.32 Truth: $51.99 Error: $43.33 SLE: 0.36 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", - "\u001b[91m19: Guess: $366.49 Truth: $179.00 Error: $187.49 SLE: 0.51 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", - "\u001b[92m20: Guess: $25.79 Truth: $19.42 Error: $6.37 SLE: 0.07 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", - "\u001b[93m21: Guess: $381.81 Truth: $539.95 Error: $158.14 SLE: 0.12 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", - "\u001b[92m22: Guess: $162.07 Truth: $147.67 Error: $14.40 SLE: 0.01 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", - "\u001b[93m23: Guess: $81.13 Truth: $24.99 Error: $56.14 SLE: 1.32 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", - "\u001b[91m24: Guess: $334.52 Truth: $149.00 Error: $185.52 SLE: 0.65 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", - "\u001b[92m25: Guess: $28.14 Truth: $16.99 Error: $11.15 SLE: 0.23 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", - "\u001b[93m26: Guess: $87.74 Truth: $7.99 Error: $79.75 SLE: 5.24 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", - "\u001b[92m27: Guess: $173.21 Truth: $199.99 Error: $26.78 SLE: 0.02 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", - "\u001b[92m28: Guess: $208.70 Truth: $251.45 Error: $42.75 SLE: 0.03 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", - "\u001b[92m29: Guess: $249.15 Truth: $231.62 Error: $17.53 SLE: 0.01 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", - "\u001b[93m30: Guess: $186.86 Truth: $135.00 Error: $51.86 SLE: 0.10 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", - "\u001b[93m31: Guess: $268.44 Truth: $356.62 Error: $88.18 SLE: 0.08 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", - "\u001b[92m32: Guess: $290.97 Truth: $257.99 Error: $32.98 SLE: 0.01 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", - "\u001b[91m33: Guess: $181.82 Truth: $27.99 Error: $153.83 SLE: 3.39 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", - "\u001b[93m34: Guess: $216.30 Truth: $171.20 Error: $45.10 SLE: 0.05 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", - "\u001b[92m35: Guess: $261.44 Truth: $225.00 Error: $36.44 SLE: 0.02 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", - "\u001b[93m36: Guess: $152.89 Truth: $105.00 Error: $47.89 SLE: 0.14 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", - "\u001b[93m37: Guess: $222.46 Truth: $299.99 Error: $77.53 SLE: 0.09 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", - "\u001b[93m38: Guess: $714.73 Truth: $535.09 Error: $179.64 SLE: 0.08 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", - "\u001b[93m39: Guess: $57.29 Truth: $12.33 Error: $44.96 SLE: 2.18 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", - "\u001b[91m40: Guess: $221.68 Truth: $84.99 Error: $136.69 SLE: 0.91 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", - "\u001b[91m41: Guess: $117.71 Truth: $15.99 Error: $101.72 SLE: 3.78 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", - "\u001b[91m42: Guess: $211.04 Truth: $62.44 Error: $148.60 SLE: 1.46 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", - "\u001b[92m43: Guess: $98.02 Truth: $82.99 Error: $15.03 SLE: 0.03 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", - "\u001b[91m44: Guess: $355.07 Truth: $599.95 Error: $244.88 SLE: 0.27 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", - "\u001b[91m45: Guess: $286.58 Truth: $194.99 Error: $91.59 SLE: 0.15 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", - "\u001b[92m46: Guess: $333.55 Truth: $344.95 Error: $11.40 SLE: 0.00 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", - "\u001b[92m47: Guess: $45.62 Truth: $37.99 Error: $7.63 SLE: 0.03 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", - "\u001b[92m48: Guess: $238.75 Truth: $224.35 Error: $14.40 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", - "\u001b[91m49: Guess: $471.90 Truth: $814.00 Error: $342.10 SLE: 0.30 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", - "\u001b[92m50: Guess: $502.84 Truth: $439.88 Error: $62.96 SLE: 0.02 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", - "\u001b[91m51: Guess: $483.67 Truth: $341.43 Error: $142.24 SLE: 0.12 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", - "\u001b[91m52: Guess: $192.36 Truth: $46.78 Error: $145.58 SLE: 1.95 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", - "\u001b[93m53: Guess: $235.77 Truth: $171.44 Error: $64.33 SLE: 0.10 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", - "\u001b[91m54: Guess: $179.57 Truth: $458.00 Error: $278.43 SLE: 0.87 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", - "\u001b[91m55: Guess: $265.27 Truth: $130.75 Error: $134.52 SLE: 0.50 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", - "\u001b[91m56: Guess: $175.74 Truth: $83.81 Error: $91.93 SLE: 0.54 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", - "\u001b[91m57: Guess: $183.11 Truth: $386.39 Error: $203.28 SLE: 0.55 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", - "\u001b[91m58: Guess: $254.94 Truth: $169.00 Error: $85.94 SLE: 0.17 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", - "\u001b[91m59: Guess: $176.27 Truth: $17.95 Error: $158.32 SLE: 5.00 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", - "\u001b[93m60: Guess: $208.88 Truth: $269.00 Error: $60.12 SLE: 0.06 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", - "\u001b[93m61: Guess: $157.27 Truth: $77.77 Error: $79.50 SLE: 0.49 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", - "\u001b[92m62: Guess: $89.16 Truth: $88.99 Error: $0.17 SLE: 0.00 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", - "\u001b[92m63: Guess: $302.32 Truth: $364.41 Error: $62.09 SLE: 0.03 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", - "\u001b[92m64: Guess: $149.23 Truth: $127.03 Error: $22.20 SLE: 0.03 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", - "\u001b[92m65: Guess: $684.36 Truth: $778.95 Error: $94.59 SLE: 0.02 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", - "\u001b[91m66: Guess: $326.24 Truth: $206.66 Error: $119.58 SLE: 0.21 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", - "\u001b[91m67: Guess: $222.26 Truth: $35.94 Error: $186.32 SLE: 3.24 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", - "\u001b[91m68: Guess: $237.44 Truth: $149.00 Error: $88.44 SLE: 0.21 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", - "\u001b[92m69: Guess: $255.77 Truth: $251.98 Error: $3.79 SLE: 0.00 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", - "\u001b[93m70: Guess: $224.61 Truth: $160.00 Error: $64.61 SLE: 0.11 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", - "\u001b[91m71: Guess: $154.19 Truth: $39.99 Error: $114.20 SLE: 1.77 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", - "\u001b[93m72: Guess: $259.83 Truth: $362.41 Error: $102.58 SLE: 0.11 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", - "\u001b[92m73: Guess: $308.50 Truth: $344.00 Error: $35.50 SLE: 0.01 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", - "\u001b[91m74: Guess: $155.97 Truth: $25.09 Error: $130.88 SLE: 3.22 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", - "\u001b[92m75: Guess: $183.95 Truth: $175.95 Error: $8.00 SLE: 0.00 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", - "\u001b[91m76: Guess: $259.79 Truth: $132.64 Error: $127.15 SLE: 0.45 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", - "\u001b[93m77: Guess: $266.41 Truth: $422.99 Error: $156.58 SLE: 0.21 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", - "\u001b[92m78: Guess: $167.75 Truth: $146.48 Error: $21.27 SLE: 0.02 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", - "\u001b[92m79: Guess: $176.21 Truth: $156.83 Error: $19.38 SLE: 0.01 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", - "\u001b[92m80: Guess: $279.17 Truth: $251.99 Error: $27.18 SLE: 0.01 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", - "\u001b[91m81: Guess: $268.60 Truth: $940.33 Error: $671.73 SLE: 1.56 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", - "\u001b[91m82: Guess: $175.88 Truth: $52.99 Error: $122.89 SLE: 1.41 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", - "\u001b[91m83: Guess: $104.27 Truth: $219.95 Error: $115.68 SLE: 0.55 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", - "\u001b[93m84: Guess: $317.01 Truth: $441.03 Error: $124.02 SLE: 0.11 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", - "\u001b[93m85: Guess: $238.38 Truth: $168.98 Error: $69.40 SLE: 0.12 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", - "\u001b[93m86: Guess: $71.29 Truth: $2.49 Error: $68.80 SLE: 9.19 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", - "\u001b[91m87: Guess: $262.07 Truth: $98.62 Error: $163.45 SLE: 0.94 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", - "\u001b[91m88: Guess: $130.67 Truth: $256.95 Error: $126.28 SLE: 0.45 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", - "\u001b[93m89: Guess: $103.60 Truth: $30.99 Error: $72.61 SLE: 1.40 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", - "\u001b[93m90: Guess: $375.17 Truth: $569.84 Error: $194.67 SLE: 0.17 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", - "\u001b[92m91: Guess: $161.36 Truth: $177.99 Error: $16.63 SLE: 0.01 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", - "\u001b[92m92: Guess: $861.44 Truth: $997.99 Error: $136.55 SLE: 0.02 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", - "\u001b[93m93: Guess: $272.42 Truth: $219.00 Error: $53.42 SLE: 0.05 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", - "\u001b[93m94: Guess: $298.56 Truth: $225.55 Error: $73.01 SLE: 0.08 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", - "\u001b[93m95: Guess: $305.25 Truth: $495.95 Error: $190.70 SLE: 0.23 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", - "\u001b[93m96: Guess: $750.20 Truth: $942.37 Error: $192.17 SLE: 0.05 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", - "\u001b[91m97: Guess: $165.92 Truth: $1.94 Error: $163.98 SLE: 16.31 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", - "\u001b[93m98: Guess: $215.56 Truth: $284.34 Error: $68.78 SLE: 0.08 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", - "\u001b[92m99: Guess: $210.33 Truth: $171.90 Error: $38.43 SLE: 0.04 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", - "\u001b[92m100: Guess: $182.63 Truth: $144.99 Error: $37.64 SLE: 0.05 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", - "\u001b[93m101: Guess: $286.80 Truth: $470.47 Error: $183.67 SLE: 0.24 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", - "\u001b[91m102: Guess: $253.97 Truth: $66.95 Error: $187.02 SLE: 1.75 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", - "\u001b[93m103: Guess: $184.97 Truth: $117.00 Error: $67.97 SLE: 0.21 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", - "\u001b[91m104: Guess: $256.34 Truth: $172.14 Error: $84.20 SLE: 0.16 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", - "\u001b[93m105: Guess: $267.84 Truth: $392.74 Error: $124.90 SLE: 0.15 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", - "\u001b[92m106: Guess: $52.08 Truth: $16.99 Error: $35.09 SLE: 1.17 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", - "\u001b[92m107: Guess: $8.44 Truth: $1.34 Error: $7.10 SLE: 1.95 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", - "\u001b[92m108: Guess: $361.82 Truth: $349.98 Error: $11.84 SLE: 0.00 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", - "\u001b[92m109: Guess: $356.92 Truth: $370.71 Error: $13.79 SLE: 0.00 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", - "\u001b[93m110: Guess: $132.91 Truth: $65.88 Error: $67.03 SLE: 0.48 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", - "\u001b[93m111: Guess: $166.18 Truth: $229.99 Error: $63.81 SLE: 0.10 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", - "\u001b[91m112: Guess: $119.47 Truth: $9.14 Error: $110.33 SLE: 6.13 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", - "\u001b[91m113: Guess: $604.21 Truth: $199.00 Error: $405.21 SLE: 1.23 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", - "\u001b[91m114: Guess: $314.75 Truth: $109.99 Error: $204.76 SLE: 1.09 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", - "\u001b[93m115: Guess: $396.07 Truth: $570.42 Error: $174.35 SLE: 0.13 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", - "\u001b[93m116: Guess: $344.78 Truth: $279.99 Error: $64.79 SLE: 0.04 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", - "\u001b[93m117: Guess: $77.97 Truth: $30.99 Error: $46.98 SLE: 0.82 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", - "\u001b[91m118: Guess: $165.65 Truth: $31.99 Error: $133.66 SLE: 2.62 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", - "\u001b[91m119: Guess: $115.40 Truth: $15.90 Error: $99.50 SLE: 3.72 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", - "\u001b[91m120: Guess: $146.46 Truth: $45.99 Error: $100.47 SLE: 1.31 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", - "\u001b[93m121: Guess: $165.68 Truth: $113.52 Error: $52.16 SLE: 0.14 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", - "\u001b[91m122: Guess: $294.39 Truth: $516.99 Error: $222.60 SLE: 0.32 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", - "\u001b[92m123: Guess: $210.91 Truth: $196.99 Error: $13.92 SLE: 0.00 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", - "\u001b[93m124: Guess: $87.93 Truth: $46.55 Error: $41.38 SLE: 0.39 Item: Technical Precision Replacement for GE G...\u001b[0m\n", - "\u001b[92m125: Guess: $295.40 Truth: $356.99 Error: $61.59 SLE: 0.04 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", - "\u001b[91m126: Guess: $189.87 Truth: $319.95 Error: $130.08 SLE: 0.27 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", - "\u001b[93m127: Guess: $151.20 Truth: $96.06 Error: $55.14 SLE: 0.20 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", - "\u001b[91m128: Guess: $298.66 Truth: $190.99 Error: $107.67 SLE: 0.20 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", - "\u001b[93m129: Guess: $205.96 Truth: $257.95 Error: $51.99 SLE: 0.05 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", - "\u001b[91m130: Guess: $219.22 Truth: $62.95 Error: $156.27 SLE: 1.53 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", - "\u001b[92m131: Guess: $49.19 Truth: $47.66 Error: $1.53 SLE: 0.00 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", - "\u001b[92m132: Guess: $256.29 Truth: $226.99 Error: $29.30 SLE: 0.01 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", - "\u001b[92m133: Guess: $330.46 Truth: $359.95 Error: $29.49 SLE: 0.01 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", - "\u001b[91m134: Guess: $207.58 Truth: $78.40 Error: $129.18 SLE: 0.93 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", - "\u001b[93m135: Guess: $223.31 Truth: $172.77 Error: $50.54 SLE: 0.07 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", - "\u001b[92m136: Guess: $314.39 Truth: $316.45 Error: $2.06 SLE: 0.00 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", - "\u001b[91m137: Guess: $195.31 Truth: $87.99 Error: $107.32 SLE: 0.63 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", - "\u001b[92m138: Guess: $258.93 Truth: $226.63 Error: $32.30 SLE: 0.02 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", - "\u001b[91m139: Guess: $190.34 Truth: $31.49 Error: $158.85 SLE: 3.14 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", - "\u001b[92m140: Guess: $229.94 Truth: $196.00 Error: $33.94 SLE: 0.03 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", - "\u001b[91m141: Guess: $183.48 Truth: $78.40 Error: $105.08 SLE: 0.71 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", - "\u001b[92m142: Guess: $128.54 Truth: $116.25 Error: $12.29 SLE: 0.01 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", - "\u001b[92m143: Guess: $122.12 Truth: $112.78 Error: $9.34 SLE: 0.01 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", - "\u001b[93m144: Guess: $79.46 Truth: $27.32 Error: $52.14 SLE: 1.09 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", - "\u001b[92m145: Guess: $120.72 Truth: $145.91 Error: $25.19 SLE: 0.04 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", - "\u001b[93m146: Guess: $244.65 Truth: $171.09 Error: $73.56 SLE: 0.13 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", - "\u001b[92m147: Guess: $201.72 Truth: $167.95 Error: $33.77 SLE: 0.03 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", - "\u001b[92m148: Guess: $51.26 Truth: $28.49 Error: $22.77 SLE: 0.33 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", - "\u001b[93m149: Guess: $198.91 Truth: $122.23 Error: $76.68 SLE: 0.23 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", - "\u001b[92m150: Guess: $71.05 Truth: $32.99 Error: $38.06 SLE: 0.56 Item: Learning Resources Coding Critters Range...\u001b[0m\n", - "\u001b[91m151: Guess: $174.20 Truth: $71.20 Error: $103.00 SLE: 0.79 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", - "\u001b[92m152: Guess: $95.47 Truth: $112.75 Error: $17.28 SLE: 0.03 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", - "\u001b[92m153: Guess: $171.94 Truth: $142.43 Error: $29.51 SLE: 0.04 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", - "\u001b[93m154: Guess: $240.44 Truth: $398.99 Error: $158.55 SLE: 0.25 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", - "\u001b[93m155: Guess: $593.40 Truth: $449.00 Error: $144.40 SLE: 0.08 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", - "\u001b[93m156: Guess: $239.14 Truth: $189.00 Error: $50.14 SLE: 0.05 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", - "\u001b[93m157: Guess: $182.03 Truth: $120.91 Error: $61.12 SLE: 0.17 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", - "\u001b[92m158: Guess: $235.39 Truth: $203.53 Error: $31.86 SLE: 0.02 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", - "\u001b[92m159: Guess: $392.35 Truth: $349.99 Error: $42.36 SLE: 0.01 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", - "\u001b[93m160: Guess: $108.10 Truth: $34.35 Error: $73.75 SLE: 1.27 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", - "\u001b[91m161: Guess: $202.90 Truth: $384.99 Error: $182.09 SLE: 0.41 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", - "\u001b[92m162: Guess: $208.39 Truth: $211.00 Error: $2.61 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", - "\u001b[91m163: Guess: $405.45 Truth: $129.00 Error: $276.45 SLE: 1.30 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", - "\u001b[93m164: Guess: $184.44 Truth: $111.45 Error: $72.99 SLE: 0.25 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", - "\u001b[91m165: Guess: $271.24 Truth: $81.12 Error: $190.12 SLE: 1.44 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", - "\u001b[92m166: Guess: $395.83 Truth: $457.08 Error: $61.25 SLE: 0.02 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", - "\u001b[91m167: Guess: $161.61 Truth: $49.49 Error: $112.12 SLE: 1.37 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", - "\u001b[92m168: Guess: $108.13 Truth: $80.56 Error: $27.57 SLE: 0.08 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", - "\u001b[92m169: Guess: $301.87 Truth: $278.39 Error: $23.48 SLE: 0.01 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", - "\u001b[93m170: Guess: $229.10 Truth: $364.50 Error: $135.40 SLE: 0.21 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", - "\u001b[92m171: Guess: $312.33 Truth: $378.99 Error: $66.66 SLE: 0.04 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", - "\u001b[92m172: Guess: $170.63 Truth: $165.28 Error: $5.35 SLE: 0.00 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", - "\u001b[91m173: Guess: $210.12 Truth: $56.74 Error: $153.38 SLE: 1.68 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", - "\u001b[91m174: Guess: $173.58 Truth: $307.95 Error: $134.37 SLE: 0.33 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", - "\u001b[91m175: Guess: $168.86 Truth: $38.00 Error: $130.86 SLE: 2.16 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", - "\u001b[91m176: Guess: $222.48 Truth: $53.00 Error: $169.48 SLE: 2.02 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", - "\u001b[93m177: Guess: $335.33 Truth: $498.00 Error: $162.67 SLE: 0.16 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", - "\u001b[91m178: Guess: $224.20 Truth: $53.99 Error: $170.21 SLE: 1.99 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", - "\u001b[92m179: Guess: $341.49 Truth: $350.00 Error: $8.51 SLE: 0.00 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", - "\u001b[93m180: Guess: $193.25 Truth: $299.95 Error: $106.70 SLE: 0.19 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", - "\u001b[91m181: Guess: $228.09 Truth: $94.93 Error: $133.16 SLE: 0.76 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", - "\u001b[92m182: Guess: $357.91 Truth: $379.00 Error: $21.09 SLE: 0.00 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", - "\u001b[93m183: Guess: $235.55 Truth: $299.95 Error: $64.40 SLE: 0.06 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", - "\u001b[92m184: Guess: $31.76 Truth: $24.99 Error: $6.77 SLE: 0.05 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", - "\u001b[91m185: Guess: $145.55 Truth: $41.04 Error: $104.51 SLE: 1.56 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", - "\u001b[91m186: Guess: $123.20 Truth: $327.90 Error: $204.70 SLE: 0.95 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", - "\u001b[91m187: Guess: $164.08 Truth: $10.99 Error: $153.09 SLE: 6.88 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", - "\u001b[92m188: Guess: $20.30 Truth: $14.99 Error: $5.31 SLE: 0.08 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", - "\u001b[93m189: Guess: $149.58 Truth: $84.95 Error: $64.63 SLE: 0.31 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", - "\u001b[93m190: Guess: $187.75 Truth: $111.00 Error: $76.75 SLE: 0.27 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", - "\u001b[93m191: Guess: $172.20 Truth: $123.73 Error: $48.47 SLE: 0.11 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", - "\u001b[93m192: Guess: $350.89 Truth: $557.38 Error: $206.49 SLE: 0.21 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", - "\u001b[91m193: Guess: $182.49 Truth: $95.55 Error: $86.94 SLE: 0.41 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", - "\u001b[92m194: Guess: $148.23 Truth: $154.00 Error: $5.77 SLE: 0.00 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", - "\u001b[91m195: Guess: $318.12 Truth: $198.99 Error: $119.13 SLE: 0.22 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", - "\u001b[91m196: Guess: $255.70 Truth: $430.44 Error: $174.74 SLE: 0.27 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", - "\u001b[93m197: Guess: $122.85 Truth: $45.67 Error: $77.18 SLE: 0.95 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", - "\u001b[93m198: Guess: $304.35 Truth: $249.00 Error: $55.35 SLE: 0.04 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", - "\u001b[91m199: Guess: $156.43 Truth: $42.99 Error: $113.44 SLE: 1.63 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", - "\u001b[92m200: Guess: $205.11 Truth: $181.33 Error: $23.78 SLE: 0.02 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", - "\u001b[91m201: Guess: $136.86 Truth: $6.03 Error: $130.83 SLE: 8.86 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", - "\u001b[91m202: Guess: $124.57 Truth: $29.99 Error: $94.58 SLE: 1.96 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", - "\u001b[93m203: Guess: $541.34 Truth: $899.00 Error: $357.66 SLE: 0.26 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", - "\u001b[92m204: Guess: $334.72 Truth: $399.99 Error: $65.27 SLE: 0.03 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", - "\u001b[93m205: Guess: $83.19 Truth: $4.66 Error: $78.53 SLE: 7.29 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", - "\u001b[92m206: Guess: $260.57 Truth: $261.41 Error: $0.84 SLE: 0.00 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", - "\u001b[91m207: Guess: $261.02 Truth: $136.97 Error: $124.05 SLE: 0.41 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", - "\u001b[91m208: Guess: $183.28 Truth: $79.00 Error: $104.28 SLE: 0.70 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", - "\u001b[91m209: Guess: $232.68 Truth: $444.99 Error: $212.31 SLE: 0.42 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", - "\u001b[93m210: Guess: $279.36 Truth: $411.94 Error: $132.58 SLE: 0.15 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", - "\u001b[93m211: Guess: $189.17 Truth: $148.40 Error: $40.77 SLE: 0.06 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", - "\u001b[91m212: Guess: $111.87 Truth: $244.99 Error: $133.12 SLE: 0.61 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", - "\u001b[93m213: Guess: $148.88 Truth: $86.50 Error: $62.38 SLE: 0.29 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", - "\u001b[92m214: Guess: $259.79 Truth: $297.95 Error: $38.16 SLE: 0.02 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", - "\u001b[91m215: Guess: $656.75 Truth: $399.99 Error: $256.76 SLE: 0.24 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", - "\u001b[91m216: Guess: $305.81 Truth: $599.00 Error: $293.19 SLE: 0.45 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", - "\u001b[93m217: Guess: $161.57 Truth: $105.99 Error: $55.58 SLE: 0.18 Item: Barbie Top Model Doll\u001b[0m\n", - "\u001b[91m218: Guess: $319.72 Truth: $689.00 Error: $369.28 SLE: 0.59 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", - "\u001b[92m219: Guess: $326.71 Truth: $404.99 Error: $78.28 SLE: 0.05 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", - "\u001b[93m220: Guess: $256.99 Truth: $207.76 Error: $49.23 SLE: 0.04 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", - "\u001b[92m221: Guess: $189.89 Truth: $171.82 Error: $18.07 SLE: 0.01 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", - "\u001b[92m222: Guess: $315.15 Truth: $293.24 Error: $21.91 SLE: 0.01 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", - "\u001b[92m223: Guess: $330.66 Truth: $374.95 Error: $44.29 SLE: 0.02 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", - "\u001b[92m224: Guess: $118.01 Truth: $111.99 Error: $6.02 SLE: 0.00 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", - "\u001b[92m225: Guess: $37.04 Truth: $42.99 Error: $5.95 SLE: 0.02 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", - "\u001b[92m226: Guess: $125.04 Truth: $116.71 Error: $8.33 SLE: 0.00 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", - "\u001b[91m227: Guess: $213.39 Truth: $118.61 Error: $94.78 SLE: 0.34 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", - "\u001b[92m228: Guess: $184.86 Truth: $147.12 Error: $37.74 SLE: 0.05 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", - "\u001b[92m229: Guess: $139.69 Truth: $119.99 Error: $19.70 SLE: 0.02 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", - "\u001b[91m230: Guess: $219.42 Truth: $369.98 Error: $150.56 SLE: 0.27 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", - "\u001b[93m231: Guess: $223.24 Truth: $315.55 Error: $92.31 SLE: 0.12 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", - "\u001b[91m232: Guess: $328.04 Truth: $190.99 Error: $137.05 SLE: 0.29 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", - "\u001b[92m233: Guess: $181.41 Truth: $155.00 Error: $26.41 SLE: 0.02 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", - "\u001b[92m234: Guess: $338.55 Truth: $349.99 Error: $11.44 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", - "\u001b[92m235: Guess: $267.64 Truth: $249.99 Error: $17.65 SLE: 0.00 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", - "\u001b[91m236: Guess: $190.52 Truth: $42.99 Error: $147.53 SLE: 2.16 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", - "\u001b[92m237: Guess: $55.73 Truth: $17.99 Error: $37.74 SLE: 1.20 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", - "\u001b[93m238: Guess: $285.19 Truth: $425.00 Error: $139.81 SLE: 0.16 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", - "\u001b[93m239: Guess: $308.66 Truth: $249.99 Error: $58.67 SLE: 0.04 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", - "\u001b[93m240: Guess: $86.20 Truth: $138.23 Error: $52.03 SLE: 0.22 Item: Schmidt Spiele - Manhattan\u001b[0m\n", - "\u001b[91m241: Guess: $208.39 Truth: $414.99 Error: $206.60 SLE: 0.47 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", - "\u001b[93m242: Guess: $227.68 Truth: $168.28 Error: $59.40 SLE: 0.09 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", - "\u001b[92m243: Guess: $182.63 Truth: $199.99 Error: $17.36 SLE: 0.01 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", - "\u001b[91m244: Guess: $228.11 Truth: $126.70 Error: $101.41 SLE: 0.34 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", - "\u001b[91m245: Guess: $163.07 Truth: $5.91 Error: $157.16 SLE: 10.03 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", - "\u001b[92m246: Guess: $227.81 Truth: $193.06 Error: $34.75 SLE: 0.03 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", - "\u001b[93m247: Guess: $313.35 Truth: $249.99 Error: $63.36 SLE: 0.05 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", - "\u001b[91m248: Guess: $213.64 Truth: $64.12 Error: $149.52 SLE: 1.42 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", - "\u001b[91m249: Guess: $210.13 Truth: $114.99 Error: $95.14 SLE: 0.36 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", - "\u001b[91m250: Guess: $287.74 Truth: $926.00 Error: $638.26 SLE: 1.36 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "Tester.test(random_forest_pricer)" ]