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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ArrowInvalid
Message:      JSON parse error: Column(/label) changed from number to boolean in row 8
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 160, in _generate_tables
                  df = pandas_read_json(f)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 38, in pandas_read_json
                  return pd.read_json(path_or_buf, **kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/json/_json.py", line 815, in read_json
                  return json_reader.read()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/json/_json.py", line 1025, in read
                  obj = self._get_object_parser(self.data)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/json/_json.py", line 1051, in _get_object_parser
                  obj = FrameParser(json, **kwargs).parse()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/json/_json.py", line 1187, in parse
                  self._parse()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pandas/io/json/_json.py", line 1403, in _parse
                  ujson_loads(json, precise_float=self.precise_float), dtype=None
              ValueError: Trailing data
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1854, in _prepare_split_single
                  for _, table in generator:
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 686, in wrapped
                  for item in generator(*args, **kwargs):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 163, in _generate_tables
                  raise e
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 137, in _generate_tables
                  pa_table = paj.read_json(
                File "pyarrow/_json.pyx", line 308, in pyarrow._json.read_json
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: JSON parse error: Column(/label) changed from number to boolean in row 8
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1412, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 988, in stream_convert_to_parquet
                  builder._prepare_split(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1741, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1897, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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attr
string
batch_name
string
dataset
string
ext
string
global_id
string
lang
string
lang_pred
string
quality_signal
string
seq_id
int64
tags
string
text
string
title
string
version
string
label
int64
url
string
id
string
{"url":"http://www.kwwzjednoczonaprawica.pl/82252-hotwife-dating-sites-in-covington/","date":"2017-11-20T07:28:13Z","file_path":"s3://commoncrawl/crawl-data/CC-MAIN-2017-47/segments/1510934805923.26/warc/CC-MAIN-20171120071401-20171120091401-00796.warc.gz","language_score":0.8678588271141052,"token_count":1523,"dump":"CC-MAIN-2017-47"}
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Hotwife dating sites in covington Posted: 09 Mar 2017, 03:34 Author: LubykaxOrg m m m m m m fo m fo m m m m m fo fo fo m m fo m m m m fo fo fo m fo m m fo m thecouchqb. Org t m m m m m m m m m m m m m m m m m phatt. Org m fo t m m m fo m m fo fo m m m fo m fo t m fo m m t m m m t m m m m m m fo m m m t casualboots. Org m m m m m m m fo m m t m t m m m m djeboro. Org m m fo m m fo m m m m m m m m fo t t m fo m m fo m m t m m m z m fo fo fo m m z fo m m fo m m. Org 9386.org m t m m t m m t fo m m m t m m m m m m m m t m m m fo fo m m m m m fo m m m kaskagorri. Org m m fo t m fo m fo m m m m m warslavery. Org m m t m m m m prolifemenofamerica. Edit Unlike Ohio, for better or for worse, Kentucky still allows smoking in its bars. "As part of Holder's confirmation process, a list of legal briefs to the committee was turned over to senate staffers he said. Org m m fo t m m t m m m m m m m t m m m m fo m m m fo m m t fo m m t fo m m m m m m m m m m. 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Held from 9am - 3pm on the second Sunday of most months (from May to August and also October in the MainStrasse Village. Org fo m m m m fo m m fo z m m z t m fo t m m m m m m m m memoc. Org t m t m z t m m m m m m m m m m m m m theautomaticoffice. Org m fo t m m m m fo m m m m t m m m fo t m m m m m fo m m fo m m m fo m t m m m m m m t m fo. At 10 AM; Sat. Org m m m aircraftdeliveries. With plenty of flexible meeting space and complimentary Wi-Fi throughout the hotel near the Northern Kentucky Convention Center and Duke Energy Center, you'll find everything you need for a productive meeting. Org m m m fo m m m m m z m m m t m m m m m m m t t surda. Org m m m m m z fo m m m m m m t fo fo mentalhealthatwork. Org m m m newhobby. Creamies was asked by a grade school principal to make a frozen treat with milk instead of sugar water. Creamies developed an ice milk bar. Bruno 's Marketplace offers gourmet food products from Northern California, including. Bruno 's Wax Peppers, Sierra Nevada Chileno Peppers, Waterloo BBQ Sauce, Bruno. Turner Gas Company s historical footprint and expertise focuses on Propane (LPG). Hotwife dating sites in covington 10-round middleweight bout headlines card at Emerald Queen Casino tacoma, Wash. We pride ourselves in being a hotwife dating sites in covington full-service propane company, and we are even more proud to be serving the southeast Texas communities that we live. As a family-owned and operated usda processing facility, we provide delicatessen, steak, veal, pork, lamb and other specialty meat items nationwide to distributors, chain restaurants, retail foodservice and industrial accounts. Like us on social media and help us bring boxing back to its former glory. Creamies developed an ice milk bar made with real fruit and other natural flavorings that the children and their parents loved. However there is far more to boxing, such as getting your body ready and conditioned for what boxing is about to do. Your customers will taste the difference and come back time and time again for products prepared by Deli Brands of America. Back in the late 1950s Creamies was asked by a grade school principal to make a frozen treat with milk instead of sugar water. 557, amateur, Ebony, Mature, Cuckold, Hardcore, Fucking, White, Bbw, Gay, Pussy, Dick, Black, Milf, Creampie, Anal, Fetish, Wife, Sex, Big Cock, Tits, Gangbang, Babe, Sucking, Ass, Asian, Doggystyle, Boobs, Blonde, Hd, Girl, Public, Tight, Blowjob, Japanese, Young, Group Sex, Fat, Home Made, 3some, Vintage, Huge. You are also welcome to contact us to discuss your need for precise humidification or evaporation. Throughout these sessions you will begin learning how to box one step at a time. Our experienced staff is dedicated to providing exceptional propane service for your home or business! 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Kyley "Indigo Wild" Gallagher is a certified aerial lyra and aerial yoga instructor. She specializes in aerial lyra & aerial fabric performances. Book her now for an aerial performance, aerial modeling, or for private coaching in the aerial arts. Remote training available by request. Join me for an aerial lyra or aerial yoga class! Location: Maui, Hawaii Aerial Yoga Instructor. Certified by: Yoga Alliance (YACEP) Aerial Lyra Instructor. Certified by: National Academy of Sports Medicine (NASM) American Council on Exercise (ACE) Aerobics and Fitness Association of America (AFAA)
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Though you should not have to wear a full suit in late August, Gabe, Rasta, Mike and I had a lot of fun the other day. Bluegills work great at San O'fre. We had 6' to 8' and they all worked really good at trimming and gliding through all the sections and flat spots. Gabe rode a 9'8'' Gabezilla and nose rode. He also showed us how to do proper flying kick outs over the whitewash.
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{"url":"https://www.shopjadebutterfly.com/collections/24-99/products/take-flight-button-front-sweater?variant=40431742386336","date":"2022-12-03T15:05:45Z","file_path":"s3://commoncrawl/crawl-data/CC-MAIN-2022-49/segments/1669446710933.89/warc/CC-MAIN-20221203143925-20221203173925-00819.warc.gz","language_score":0.9110627174377441,"token_count":98,"dump":"CC-MAIN-2022-49"}
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Take Flight Button Front Sweater - Unit Price Shipping calculated at checkout. Part cardigan, part sweater with the cutest flutter sleeve! This lightweight cable knit can be worn closed or open as a quick throw on. The unique flutter sleeve design gives this sweater a little something extra! 100% Acrylic
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{"url":"https://old.govregs.com/uscode/title50_chapter42_subchapterIV_partA","date":"2023-09-26T03:24:44Z","file_path":"s3://commoncrawl/crawl-data/CC-MAIN-2023-40/segments/1695233510130.53/warc/CC-MAIN-20230926011608-20230926041608-00283.warc.gz","language_score":0.7385841012001038,"token_count":278,"dump":"CC-MAIN-2023-40"}
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Sort by Rank 10 per page United States Code U.S. Code most recently checked for updates: Sep 25, 2023 § 2581. Defense Environmental Cleanup Account § 2582. Requirement to develop future use plans for defense environmental cleanup § 2582a. Future-years defense environmental cleanup plan § 2583. Repealed. § 2584. Repealed. § 2585. Accelerated schedule for defense environmental cleanup activities § 2586. Defense environmental cleanup technology program § 2586a. Other programs relating to technology development § 2587. Report on defense environmental cleanup expenditures § 2588. Public participation in planning for defense environmental cleanup § 2589. Policy of Department of Energy regarding future defense environmental management matters § 2590. Estimation of costs of meeting defense environmental cleanup milestones required by consent orders § 2591. Public statement of environmental liabilities © 2016 GovRegs | Download the GovRegs app!
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{"url":"http://solarmc4.com/products/21-Solar-grounding-lugs-solar-earth-clamp.html","date":"2022-12-03T16:21:23Z","file_path":"s3://commoncrawl/crawl-data/CC-MAIN-2022-49/segments/1669446710933.89/warc/CC-MAIN-20221203143925-20221203173925-00694.warc.gz","language_score":0.701475977897644,"token_count":314,"dump":"CC-MAIN-2022-49"}
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PV4.0 DC solar connector > solar grounding connector or earth lugs > Solar grounding lugs solar earth clamp - The photovoltaic ground clamp is used to fasten the cable, - which makes the cable easier to manage, more beautiful and easy to install and use. Place of Origin: Guangdong, China (Mainland) Brand Name: NSPV Model Number: Earth clamp Type: Earth Clamp for solar system Frame Thickness Range: 1.1-4.5mm Mounting hole diameter: diameter 5.2±0.1 Temperature: -40°C to 90°C Suitable cable cross sections: 2.5/4.0/6.0/10mm2 & 14/12/10/6Awg Used with: earth cable 2.5mm2-10mm2 Earthing clamp made by copper Clamps assembly consists of a wire bolt,used for solar power system 1Quick and easy mounting procedures. 2Rgged and compact hex bolt design made from stainless steel. 3Bottom edge feature cuts through the anodized aluminum surface when securing the hex bolt to the module frame. 4Standard tooling can be used with the hex nuts. 5Product appearance concise. 6Twenty-five Year warranty. 7Small,Flexible and Fitted various place assemble.
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Shunfeng express is one of China’s leading domestic express logistics service providers, and an intelligent logistics operators who has a large domestic as well as international logistics networks which are composed of air transportation network, ground transportation network and internet data network. Their cargo business requires air planning information and daily flight dynamic data of China flights to support their routes planning and arrange purchasing capacity. Daily invocation about 100,000 flights (current and future), involving 4,000 airlines, we provide all related flights basic data support for Shunfeng by matching flight information of shunfeng express flights. At present, Shunfeng invokes 3,000 to 4,000 flights dynamic information, involving about 1,500 to 2,000 routes and the invocation rate is more than 98% within 5 minutes which offers strongly support in timely monitoring mission of shunfeng flights. Meituan transportation business mainly covers train tickets, air tickets, ship tickets, bus tickets business and the airfares traded is more than ten billion of dollars a year. It provides large traffic travel services to meet demands of its users, which needs airlines schedule planning data, airports operation data, flight real-time dynamic data and passenger travel care data to support the full scene services after ticketing. Flight master reminds more than 40,000 passengers about flight changes information everyday based on customers demands, providing professional and accurate data to passengers so that passenger can arrive at the airport on time, make online check in, boarding and pick up luggage. SERVICEDATA DATA ANALYSIS MAPPING SYSTEM ABOUTFLIGHT MASTER CONTACT US Copyright © 2010-2022 flightmaster
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What is an Electric Pressure PID Control System? The digital pressure data transmitted by the pressure sensor (transmitter) is sent to the controller via cable. If the pressure is below the desired value, the controller sends a signal to the proportional motor to open. If the pressure is above the desired value, the controller sends a throttling signal to the proportional motor. Until the pressure values set on the controller are reached.
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All dehumidifiers have a Silica gel rotor produced by 'Seibu Giken DST'. The Silica gel is chemically bonded to the rotor with an unique process. As a result, there will be no transfer of silica gel into the air which means no dust at all. This is also beneficial for the lifetime of your dryer. After 10 years of operation the rotor will still have a drying capacity of more than 90% of its initial capacity. When the rotor is dirty, it can easily be cleaned by washing it. Several benefits are:
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Date: 30th November 2010 Time: 9am – 4.30pm Place: Mount Murray Hotel and Country Club, Mount Murray Road, Santon, Isle of Man In the first workshop organized by IISC, the main conclusion was that space was increasingly becoming an economic commodity. Building on that, with participation of researchers and space policy professionals, the Second IISC Workshop will focus on the advantages for society of space applications, with an emphasis on: The present transition of public oriented space activities towards more private oriented space activities, and The roles of governments as a catalyst within this ongoing project The aim of the workshop is to combine the opinions of researchers with the views of policy makers to foster common understanding as to how the growing importance of space activities can be more effectively imbedded in policies.
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Dynamic and highly experienced precision engineers in Norfolk High-quality precision-engineered components Proven track-record, technical expertise and capability in precision engineering Family-owned, totally committed âcan doâ service, providing no-nonsense custom built precision engineering solutions, guidance and advice. An ISO 9001/2015 certified company. Read more > Working wonders with metal for more than a century. Certificate Number 12836 ISO 9001: 2015
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The WBM MSW202 Mastless Snow Wing, designed for motor graders, provides a 48” maximum benching height capability. With the use of one hydraulic control, the operator can parallel lift the snow wing moldboard from the level ground position to the maximum benching height position. Compared to the previous MSW200 model, the MSW202 also has an increased moldboard heel to ground clearance in the transport position by 44” and increased rear mount to ground line clearance by 9.5”. *Due to the highly customizable nature of our products, some of the images shown on our website may not depict our standard offerings. Your heavy equipment dealer or WBM representative can provide details and related specifications for all of our products.
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Natalie Mars - Fuck Machine ~ Ł'tx - XVIDEOS.COM XVIDEOS Natalie Mars - Fuck Machine ~ Ł'tx free [nataliemars.com] Natalie Mars_fuck-machine.1080p - Vporn.com [NatalieMars.com] Natalie Mars_Fuck-Mac Natalie Mars Cuckolds the World: TS Star pounds slave ... We are redirecting you to "Natalie Mars Cuckolds the World: TS Star pounds slave, delivers JOI". TS Cutie Natalie Mars Stuffs Toys In Her Ass - XVIDEOS.COM XVIDEOS TS Cutie Natalie Mars Stuffs Toys In Her Ass free Natalie Mars In Sexiest Maid Ever- aShemaletube.com Natalie Mars in Natalie Mars In Sexiest Maid Ever featuring hardcore,anal sex,blowjob,shemale,redhead,fucking,pornstar,freckles TS Anal pig Natalie Mars gets fucked and sounded by Mandy ... Watch TS Anal pig Natalie Mars gets fucked and sounded by Mandy and Bianca Stone. Pornhub is the ultimate xxx porn and sex site. Sailor Girl Natalie Mars' Big Dildo! - Tranny Sunny Attended by pornstar(s): Natalie Mars. Categories: Pornstars American. Well hey there sailor! Sexy Natalie Mars is back in a sexy sailor girl outfit and ... Chanel Noir,Natalie Mars - Chanel Noir - ShemaleStarDB.com Models: Chanel Noir , Natalie Mars Content: 15 images Description: Chanel Noir Added: Sep 16th 2017 (4 months ago ) Views: 58381 Shot's date: Aug 8th 2017 ... Música - Bruno Mars - Kboing Músicas Para Você Ouvir Ouça músicas do artista Bruno Mars. Músicas nacionais e internacionais para você ouvir, ler e se divertir. Cifras, traduções, e muito mais Natalie Grant - In Christ Alone Lyrics | MetroLyrics Lyrics to 'In Christ Alone' by Natalie Grant: Til on that cross as Jesus died The wrath of God was satisfied For every sin on Him was laid Here in the death of
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Space Walk of Middle Tennessee is one of many in the nationwide Space Walk family. The company has been serving customers since 1959, when the first inflatable amusement ride was constructed. Since then, we have been the nation's number one partner for great events. No connections yet. No skype name yet
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I have recently been assisting with the setup of a new gallery and shop space above the Start the Bus bar in Bristol. As a result I was asked to come up with a logo for both. Here are a few variations of the final design. The START space launches on the 19th March 2010 so keep a look out for this little critter as he will prominent in the promotion of the space. All thoughts welcome on any possible changes. Email me at [email protected].
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The correct material for each area of application. There is a wide range of aluminium alloys that can be hot forged. Depending on your request, we can propose a suitable material for you. There are alloys with focus on high mechanical properties, weldability, corrosion resistance or high surface quality after anodization. Weighing only 1/3 compared to steel, aluminium allows for more flexibility in part design. Lighter parts result in a reduced inertness of fast moving parts and allow for performance advantages. Substituting steel by aluminium can solve some problems where the weight budged is at its limit. Gained weight savings by aluminium parts, can then be used In more critical areas. Compared to steel, more complex and detailed geometries are possible when using aluminium alloys. Multi part assemblies can sometimes be replaced by a more complex single aluminium parts. Near-Net-Shape parts allow substantial cost savings. Kühr standard aluminium alloys - EN AW 6060 (AlMgSi) - EN AW 6082 (AlSi1MgMn) - EN AW 6182 (AlSi1MgZr) - EN AW 7075 (AlZn5,5MgCu) - EN AW 7022 (AlZn5Mg3Cu) - and many more Copper is mainly known for its high conductivity. But other properties set copper appart. It is antimicrobial and highly corrosion resistant. Pure copper is sometimes not suitable for highly stressed parts. Various copper alloys can address this shortcomings. All of them can be forged reasonably well to allow for many design options. Kupfer eignet sich hervorragend für Copper is ideal for electronic components and live parts. It can easily be forged so that geometries can be optimized to only use the minimum required amount of the precious material. In case of special requirements concerning hardness or strength, alloys exist that could be heat-treated to reach the required specifications. Some alloys allow for a drastic increase of standard pure copper properties. Kühr standard alloys copper - CW004A (Cu-ETP) - CW008A (Cu-Of) - CW111C (CuNi2Si) - CW109C (Cuni1Si) - CW106C (CuCr1Zr) - and many more Brass has many advantages. It can forged and machined exceptionally well to allow for minimal production costs. Brass alloys are the best alloys when talking about hot-forging of non-ferrous metals. This allows for very delicate and detailed parts with a high degree of deformation. Combined with extraordinarily good cutting properties, automation levels and productivity levels when using brass are very high. There is a wide range of brass alloys. Alloys can be selected depending on mechanical properties, corrosion resistance, machinability or environmental safety. Kühr standard alloys brass - CW612N (CuZn39Pb2) - CW614N (CuZn39Pb3) - CW617N (CuZn40Pb2) - CW510L (CuZn42) - CW713R (CuZn37Mn3Al2PbSi) - any many more Titanium is known for its exceptional strength to weight ratio. This combination of “steel-strength” with minimal weight allows it to be the ideal candidate for extreme applications. Titanium forgings can be found in areaospace and aviation applications as well as in high end racing, sports or medical parts. Besides its good mechanical properties, titanium is highly corrosion resistant. This allows for applications where chemical products come in contact with parts were steel or other materials are not resistant enough. A better biocompatibility than steel allows titanium to be used in implants for patients with special needs. Very good mechanical properties at minimal weight. Titanium allows for more design options in areas where weight efficiency allows to boos performance. Highly stressed parts in aviation, racing or medicine are typicaly titanium parts. The forging of the already expectional titanium alloys can further increase its mechanical properties. Sensible products that are not allowed to fail, are often titanium parts. Forged titanium implants allow for light and reliable parts with minimal risk for failure. Kühr standard alloys titanium - Titan Grade 5 ELI (Ti6Al4V) - more alloys on request
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https://kuehr.com/en/materials/
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Bacto, Welcome to the forum! A stroker engine is ideal for a heavy truck,more low end torque than stock. But, a stroker rotating assembly is expensive! Yes they can be reliable. It might be better just to keep it stock. I only do big blocks,so hopefully some one who knows small blocks will chime in! good luck, john
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GlasCraft to Graco Part # Cross Reference Why Did The Part Numbers Change? After Graco's acquisition of GlasCraft all GlasCraft part numbers were converted to reflect Graco's part numbering system. Our website lists all GlasCraft parts and equipment utilizing these new part numbers. We have created this handy form so you can covert these legacy GlasCraft part numbers to the new Graco part numbers. To convert your legacy GlasCraft part numbers to the new Graco replacement part numbers enter the GlasCraft part number into the form below and click on the CONVERT button, the new Graco part number will be displayed along with a brief product description.
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THE BUCKET WORKS manufactures and sells quality EVA foam fly fishing line management systems. Our foam stripping bucket/basket product line is designed to address fly line management issues, providing a more enjoyable fly fishing experience for both Saltwater and Fresh. Our business sells foam stripping buckets, formerly manufactured by Sea Level Fly Fishing, and now by The Bucket Works. As a fly fisherman we know, if there is something a fly line can catch on, it will. Also boats have their own challenges that can frustrate even the best fly fisherman. THE BUCKET WORKS product line provides you efficient and functional solutions to fly line management that will enhance the fly fishing experience.
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Air compressor repairs and lift repairs is our kinda thing. Quality Air & lift sales, installs and maintenance compressors, lifts and any automotive equipment in an automotive shop. Need reels mounted for air, oil or water? Need your plumbing for the air or oil? We do that too.. Give us a call today and see what we can do for you!
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Aluminum Panel to Wood Fasteners Description Here is our selection of industry changing fasteners specifically designed for use with Aluminum Alloy Panels. Special material choices and processes were chosen for these fasteners to have the least reactive fasteners for aluminum roofing and aluminum liner panel applications. This range includes screw through panel to wood aluminum panel fasteners made of actual aluminum to avoid dissimilar metal reactions. The A team fasteners have been tested for strength and reactions providing the best possible solutions for the installation of Aluminum 5v Crimp panels and 3/4″ Rib panels to wood substrates.
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Mobil Special 4T is a general performance four-stroke motorcycle engine oil intended for lubrication of small four-stroke engines. Features and Benefits Mobil Special 4T combines highly refined mineral oils and a balanced additive system to prevent build up of deposits and provide wear and corrosion protection. Key features and benefits include: |Features||Advantages and Potential Benefits| |Effective wear protection||Extended engine life| |Thermal and oxidation stability, deposit control||Maintains clean engines for smoother operation| |Good corrosion protection||Protects critical engine parts and wear surfaces| Mobil Special 4T is specifically recommended for use in small four-stroke engines; such as those found in smaller motorcycles, lawn mowers, small generators and pumps and in all applications where an API SF level performance is recommended.
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We have been lucky enough to shoot some amazing views all across the Pacific Northwest. Seeing the San Juan Islands from the sky to hovering over Haystack Rock, even following an elk through the Idaho panhandle, our camera-equipped drone has done it all. Just imagine what that kind of perspective we can provide for your project! Sometimes a bird’s eye view is all you need to truly showcase a property. Our aerial photographs will undoubtedly set your home apart from the competition. Maybe you don’t need a high definition aerial video, but rather a collection of aerial photos. Let us take to the sky in our brand new DJI Phantom 4 Professional. This means we can offer low altitude, short range, remote controlled aerial services capable of delivering Aerial Drone Video and Aerial Drone Photography for a multitude of industries. Look at some of our favorite shots below and see for yourself. And if you’re interested in aerial video, we can definitely handle that, as well.
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The best way to find out how to get Air France cheap flights tickets is by searching for them on the airline's website. As you may know, many airlines have their own online search engines and booking systems in order to help people easily find the best airfare deals while they are looking to fly. What is the Air France mileage program? The Air France mileage program is a great way to get cheap flights. Air France offers miles for sale to members of its loyalty club, the Plus member benefits program. The Plus membership includes perks such as priority boarding and early check-in, so it's definitely worth signing up for if you're an Air France fan. You can also use miles to purchase tickets on the airline's website. How many miles are needed to fly with Air France? Air France is a great airline for flying to many different destinations. One of the great things about Air France is that their flights are relatively cheap, especially when you compare it to other airlines. You don’t need a lot of miles to fly with Air France, so it’s an excellent option for those on a budget. Here are the basic requirements to fly with Air France: -You must have a valid passport and ticket. -You must be at least 18 years old. -You must have no outstanding debts with any airlines. -Your total fare cannot exceed €750 per person, including all taxes and fees. Express Deals (for groups, families) Air France has some great deals for groups and families. For example, you can get a round-trip flight from Los Angeles to Paris for only $269. That's less than half the price of the average ticket! And if you're traveling with more than six people, Air France will discount your ticket even more. So whether you're planning a family vacation or a business trip, Air France has got you covered. Booking online vs booking through a travel agent Air France is one of the most popular airline companies, so finding cheap flights is not hard. However, there are a few things to keep in mind if you plan on booking online. First, be sure to compare all the available deals to find the best one for you. Second, make sure that your travel dates and flight times are compatible with your schedule. Finally, remember to compare prices between different airlines and travel agents. Privacy concerns and extra fees Air France is a popular airline because of its reasonable rates and convenient schedules. However, there are some privacy concerns that travelers should be aware of before flying with Air France. First, the airline charges an extra fee for checking in baggage that can amount to as much as $100 per bag. Additionally, the airline collects a passenger’s name, address, and other personal information before boarding the plane. Finally, Air France charges additional fees for things like using a credit card or buying food on board the plane.
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Must be willing to work overtime and be ready to travel as the need arises. Technicians must be able to lift and carry equipment weighing about 30 lbs often. At times, they may have to lift heavier equipment. Additionally, they should be able to work in small spaces and at varying heights and be required to climb ladders. • Perform tests on cable communications systems and circuit groups • Operate manual and motorized cable construction equipment • Cable Pulls and Install and repair circuits and wiring • Perform maintenance on Alarm Systems and Video/CCTV Systems
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Symphony Air Cooler – SYM-HIC-26I Buy Symphony Air Cooler – Hi Cool Smart i from Singer Sri Lanka. – Air Coolers Sri Lanka | Compare Air Cooler Prices in Sri Lanka and buy Air Coolers online from Singer. We offer a wide range of Symphony Air Coolers in Sri Lanka. Shop now!
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First SynLev Asset Pre-Launch Micro Update We are very excited to launch our first leveraged synthetic asset. A 3X ETH/USD BULL & BEAR pair will launch tomorrow Nov 18 at 11 AM EST. This is phase 3 in our launch plan detailed in a previous blog post. Once trading begins all SynLev exchange liquidity providers will start earning fees in ETH immediately. SYN staking will not be enabled on launch. We want to ensure we can offer adequate support to users and troubleshoot any issues. As such SYN holders can expect staking to be turned on a few days after the launch tomorrow. All ETH fees that would be paid to SYN stakers will be diverted to a holding contract and released 24 hours after SYN staking is turned on to give all users a fair chance to claim initial staking rewards. To prepare for mainnet launch and contract upgrades announced previously the SynLev exchange page will be offline for approximately 5 hours before launch.
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I have taken a lot of photos over the past couple of weeks. It has been a very big mixed bag of photos too. This is kind of a weird post. It is going to be a preview of sorts. Basically everything you see... I will be blogging about.. Stay tuned in over the next couple of weeks,
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Madagascar reopens boundaries for U.S. citizens beginning Saturday, Oct. 23. As of 6 November 2021, Madagascar’s borders will be partly reopened for flights from Europe to Antananarivo via Air Madagascar and Air France. Charter flights from Milan/Rome to Nosy Be are also authorised. Regional flights between Madagascar and neighbouring Indian Ocean islands – Mauritius (via Air Mauritius) and Reunion Island (via Air Austral) also resumed from 23 October 2021. Private jet flights to Madagascar will have to have special authorisation from the President of the Republic and the Prime Minister. The health measures for international travellers arriving in Madagascar are as follows: Mandatory PCR test (25 euros) included in the air fare Quarantine for one (01) to two (02) days pending test results If the test is negative, the traveller is free to move around. In the event of a positive result, they will be quarantined for another 14 days. Flights entering Madagascar will be limited to a rate of one (01) flight every 5 hours as recommended by the ICAO. According to an Oct. 15 press release from the Madagascar National Tourism Board. If the test comes back positive, the quarantine will be extended another 14 days.
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Safety of marine constructions is fundamentally dependent on corrosion control by protective coatings and their maintenance. Coating maintenance is expensive and has safety challenges. To determine the optimal time to perform coating maintenance is difficult since several issues must be considered at the same time, like economy, logistics, safety without compromising the integrity of the construction or the safety workers. Intelligent decision support systems (DSS) will aid the maintenance optimization. The introduction of sensor- and drone photo monitoring enables intelligent predictive maintenance systems and decision support systems also for coatings. This process can become even more effective if predictive simulations can forecast coating degradation and corrosion induced damage. Sensors and automatic inspections are now being introduced and deliver (computationally) useful information. Key to the success of this revolution is that information can be extracted from the data. Developing sensors, computational models, software tools and AI for this purpose is the technical objective of this project. The project consists of four main technical developments: · Laboratory investigation of correlation between environmental parameters and coating degradation to fill the holes in our current understanding · Development of acoustic sensors for monitoring coating degradation. Inspection of atmospheric coatings is achieved by photo, aided by drones, which is known technology · Development of a neural network (AI) for analysing sensor data, picture data and simulation data on coating degradation · Development of a model to predict the coating degradation rate and corrosion from the current state, and future need for coating maintenance TAIFUN will start at TRL4 with the goal to achieve TRL6 where the modelling approach will be tested, calibrated, verified and validated on damage scenarios defined by industrial partners. Duration of the project is 3 years. Project leader: Ole Øystein Knudsen Category: Teknisk-industrielle institutter Institution: SINTEF AS
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Aquarius has produced its first map of global ocean salinity. The map is a composite of the first two and a half weeks of data since the instrument became operational on August 25. Yellow and red colors represent areas of higher salinity, with blues and purples indicating areas of lower salinity. Aquarius is a focused effort to measure Sea Surface Salinity and will provide the global view of salinity variability needed for climate studies. The mission is a collaboration between NASA and the Space Agency of Argentina (Comisión Nacional de Actividades Espaciales).
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1mm 25mm Sheet Metal Parts Product Description Quick Details 16 guage sheet metal fabricating CO2 laser cutting Aluminum parts Manufacturer laser cutting parts 304 stainless steel 20mm thick sheet metal parts 1mm to 6mm thick steel Manufacturer of sheet metal fabrication 2mm laser cutting parts 1MM TO 25MM Thickness sheet... Manufacturer laser cutting parts 304 stainless steel 20mm thick sheet metal parts 1mm to 6mm thick steel Manufacturer of sheet metal fabrication 2mm laser cutting parts 1MM TO 25MM Thickness sheet metal CNC laser cutting bending cabinet fabrication parts CNC Machining or Not: CNC Machining Type: Broaching, Drilling, Etching / Chemical Machining, Laser Machining, Milling, Other Machining Services, Turning Material Capabilities: Aluminum, Brass, Bronze, Copper, Precious Metals, Stainless Steel, Steel Alloys Micro Machining or Not: Micro Machining CNC Machining Parts: metal parts High precision machining parts professional OEM customized metal mechanical parts Stainless steel, steel alloy, copper, brass, titanium steel Turning, Milling, Drilling, threading, stampling, punching Polishing, Chrome plating, zinc plating, blackening, Nickel plating, Electrophoresis, Anodization, Oxidation Metal colors available OEM & ODM Precision instruments, Surgical equipments, Automotive parts, Optical products, LED flash lights, Electronics parts, precise tools etc… All parts are not in stock, customization only. Parts can be supplied according to customers' drawings or samples. Features of sheet mtal laser cutting parts: * High precision and high speed for cutting all kinds of parts * CNC Operation to make sure the accuracy * Smooth edges, reduced deburring * Minimize tooling expense * Dealing with steel,cold roller steel,hot roller steel,zinc plate,aluminumn.S.S,SECC,SPCC,etc * A wide range of metal material Thickness from 0.2mm to 25mm. * Low cost and Quick delivery! * More than 15 years Professional Sheet metal Fabrication service. * OEM/ODM ,Customized service! Sheet Metal Fabrication: Laser Cutting Parts Materials: Iron(SPCC,SECC,SPTE,TINPLATE),S.S,Aluminum,Red Copper,Brass,Bronze,etc) Thickness: 0.2mm to 25mm depend on different material Surface Treatment: Powder coating,Zinc plating,Hot-dip,Silkscreen,Polishing,etc Application: Machinery parts,equipment,vessel,railroad,auto part,hardware tool,building,engineering machines,etc Advantages: Low cost & Fast Delivery & High quality Manufature Type: OEM/ODM/Customized Equipments: Bystronic Laser cutting machies TRUMPF Laser cutting machines Sheet Metal Shearing machines CNC Bending Machines CNC Punching Machines Other Sheet Metal Fabrications: CNC Laser cutting, CNC Plasma cutting,CNC Punching,Stamping,Bending, Welding,Roll-in, Surface treatment We can do more for you with varied kinds of sheet metal fabrication: * Metal sheet laser cutting, * Sheet Metal Shearing * Metal sheet folding * Metal Sheet spheronization, * CNC Punching, * CNC cutting,etc.
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selected pellets only from the best manufacturing batches for the optimal performance during your important sport competitions. One by one package for the best protection during transport. Weight sorted pellets with tolerance of Heaviest hunting projectile for long ranges. Unique aerodynamic torpedo design. Maximum possible impact and maximum penetration. Lowest rate of lead fouling and consistent shot spreads thanks to special alloy and lubrication... Very heavy hunting pellet for long ranges. Unique aerodynamic torpedo design. No contact with lead thanks to special copper coating (20% harder than comparable lead pellets). Maximum possible impact and maximum penetration. Low deformation of pellet. Attention: Only for PCP-rifles...
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Special training was really fun. Except for the fact that I got up at 6:30 am. First we ran around the building twice. Then we did some forms, like working on the chambers, stances, all that. Then we worked on sticks such as blunt object defense and 9 count. Then we worked on kicking drills. Finally we capped it off with doing squats for five minutes straight. -- Devlin Knill
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It was confirmed last week that Nigerian singer D’banj will grace the launch of the Ciroc Pineapple drink flava in Uganda. The event which will take place at Guvnor is expected to attract more than 2000 people. By this, the organizers of the event decided to use both and outside the club. Tickets to the event apart from the ones on invite only will cost Shs200,000 CÎROC Pineapple will be available exclusively at Guvnor for the next few weeks before being launched nation-wide.
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Computer Engineering and Applications ›› 2006, Vol. 42 ›› Issue (10): 23-. • 博士论坛 • In near-field optical storage, dynamic flying height measuring technique is a key of the theory and its application. In flying height measuring method utilizing light intensity interference principle, the position control of micro flying head has effect on measuring error. This paper presents a location system based on visual feedback, focus on its configuration. The precision of mechanical control component and imaging processing algorithm was detailed. Analysis and experiment prove that this system has a location precision of 11μm, which causes flying height measuring error less than 1nm. These parameters enable high-resolution dynamic measurement of spacing between the flying head and disk. ,,. Location System of Near-field Micro Flying-head Based on Visual Feedback[J]. Computer Engineering and Applications, 2006, 42(10): 23-. Add to citation manager EndNote|Ris|BibTeX
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Number of Items: 5,555 Mint Price: 1.5 Launch Date: 28-Nov-2021 21:00 (UTC) The project is creating the Space Rex crypto game whereby NFT holders will gain big advantages (i.e benefit from early access or free drops). Holders of the Space Rex NFT are eligible to receive the Space Rex Egg Token $SRE. 1. Team Members: Scotty (Co-founder), Nero (Visual art lead), T-Bone (Co-founder), Apollo (Dev lead)
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Balanced Weight and Strength Due to their outstanding structural properties, DIAB® closed cell vinyl foams are an excellent choice for sandwich core material in a composite part. When used as a structural sandwich core, 4lb vinyl foams strike a balance between strength and weight, while offering insulative properties. Vinyl foam sandwich cores significantly reduce weight and increase stiffness while maintaining or increasing strength compared to a thick reinforced laminate. 4lb foam is used extensively in marine (leisure, military and commercial) and automotive applications. Applications vary for the different thicknesses we offer. Commonly used for vertical supports and walls, 3/8" thick foam offers additional strength and impact resistance to a composite laminate without adding significant weight. 1/2" thick foam offers significant strength to a part with a limited impact on overall weight. Applications for 1/2" vinyl foam include boat hulls, exterior panels, and other structural components. Many customers experiment with various thicknesses and densities of foam to find the correct balance between part weight and strength. Vinyl Foams are compatible with all of our resins and can be easily thermoformed with a heat gun or oven. DIAB® Divinycell H60 4 Lb. Density, 32" X 48" Sheets.
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Recent PostsHow did he get that shot? January February March April May June July August September October November December Trying to predict the future to record the present to remember the past. How did he get that shot? July 08, 2013 The past month had me photographing in a lot of unique situations. There were the epic fireworks at the W.Va. Capitol, that Super-moon, and a less than safe drive down th...Read the Full Post » © Tyler Evert Photography
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top of page Firefighter Accountability System Passport Tags The use of a Personnel Accountability System provides enhanced personnel safety for firefighters at an emergency scene. 4″ X 2″ Plastic with Velcro Available in rigid or flexible Available in multiple colors. Call for a quote. Engraved Logos to personalize products bottom of page
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Tuff Stuff Overland Tuff Stuff Portable Air Compressor Air up on the go with the all new TUFF Air! TUFF STUFF OVERLAND TUFF AIR PORTABLE AIR COMPRESSOR Stay prepared on the road with the all-new Tuff Air Portable Air Compressor. Rugged and compact, the Tuff Air is the perfect accessory to take for every adventure. Tuff Stuff Lighting Tuff Stuff Halo Light up the night with Tuff Stuff Base Camp Lighting.
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Sunday, May 7th, 7-9pm at Jackalope Brewing Company All signups will also receive CBP emails with exclusive offers and announcements. All signups may be contacted by our Welcome Party partners. Are you an industry supplier interested in a future promotion? Please shoot us an email at [email protected]
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direct-fit speaker system package bolts in to 2014+ GMC Sierra or Chevy Silverado crew cab trucks. Front 3-way component speakers: 8″ door woofer, dash mounted 3″ midrange + 1″ silk dome tweeter for optimum imaging/staging. Read: 6.5″ coaxial speakers. all factory speaker location mounting adapters included. vehicle specific wiring harness included. not compatible with Bose factory-equipped trucks. Model Number SPT-31GM.
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Air Force One is designed for coaches with air brakes. If you have air brakes, AFO is the industry's best choice. AFO uses air to activate, so there is no worry with your exhaust brake. Air Force One is truly an advance in towed-vehicle braking technology: proportionate, progressive, gentle, user friendly, and fits every towed vehicle with no modifications. Designed for diesel motor homes, AFO is the smallest, most effective braking system available. Air Force One is the only air brake system that energizes the towed vehicle's power brakes through a patent-pending process that does not require an electronic vacuum pump. In fact, Air Force One has no moving parts to wear out at all. Air Force One is also the industry's first and ONLY supplemental brake system that protects the coach with a patent-pending breakaway system that seals the coach's air supply in the event of a separation of the coach and the towed vehicle. Effective yet Invisible: Air Force One uses a small amount of air from the coach's air brake system to create the vacuum necessary to activate the power brakes of the towed and then applies the towed vehicle's brakes in a truly proportionate manner. As you apply the brakes in the coach, a proportionate amount of air is supplied to the Air Force One system to activate the towed vehicle's brakes. Because Air Force One uses the same air that brakes the coach, truly mirrored and proportionate braking is achieved in the towed vehicle. The Air Force One operating unit mounts under the hood of the towed vehicle, completely out of sight. The brake actuator is also very small and mounts on the brake arm of the towed vehicle. Once installed, the entire system is invisible and always ready for towing with no set up or take down. Total Coach Protection: Total Coach Protection exclusively with Air Force One is a process that protects the air supply on the coach. To meet federal regulations (FMVSS 121) when using air brakes, the supplemental brake system must protect the towing vehicle air supply. SMI includes the components necessary to meet these important safety regulations. If the towed vehicle separates or the towing system fails, the coach air is protected. Air Force One is the safest air brake system available. No other air-operated system offers this level of safety and control. Coach Notification is a vital part of all supplemental braking systems. A signal from the towed vehicle's brake light switch is used to alert you in the coach that the towed vehicle's brakes are applied. Coach Notification, combined with power-assisted brakes, a small operating unit, and 100% proportionate braking combine to make Air Force One the best choice for all diesel motor homes with air brakes. Fits ALL Towed Vehicles! No need to ask if Air Force One is compatible with your towed vehicle. Air Force One fits all makes and models – from the largest F-350 to the Hummer H2 and H3 and all hybrids -- Air Force One fits them all. Each Air Force One system comes complete with everything necessary for the installation on every towed vehicle. When you purchase a new towed vehicle, the Air Force One system is simply transferred to the new car without purchasing any new parts. This convenience comes only from SMI and Air Force One. Air Force One fits every tow vehicle, including the newest "live" pedal cars. In addition, the Air Force One is easy to transfer to a new towed vehicle – Many of the semi-permanent systems today will not work on ALL towed vehicles or they require special parts for certain towed vehicles. Not Air Force One, Air Force One is absolutely a universal fit for every towed vehicle. Air Force One offers the latest in supplemental braking technology. Air Force One uses the coach's air to create vacuum for the towed vehicle’s power-brake feature, and also uses the same air supply to proportionately apply the brakes in the towed vehicle. Since it uses the coach’s air supply, Air Force One does not need an electric pump. In fact, the Air Force One operating unit has no moving parts at all. The Air Force One operating unit is very small and fits under the hood of your towed vehicle (see one). The brake actuator mounts on the brake arm just like the Stay-IN-Play cylinder. In addition, Air Force One is the only air brake that offers and includes coach protection for the air supply in event of a separation. With “Total Coach Protection,” the coach’s air supply is sealed off to allow the coach to stop normally. At the same time the coach is protected, the breakaway system on the car activates the towed-vehicle’s brakes. Air Force One also includes a coach notification light. This light is activated directly by the towed’s brake-light switch. Any time the brakes are applied in the towed vehicle, the light is on. Air Force One is a revolutionary product that will apply truly proportionate brake effort in your towed vehicle. The simple install combined with vacuum-assisted power brakes and truly proportionate braking makes the Air Force One system second to none for a motor home with air brakes. Combine the power brakes of the car being active with all the other great features, including no set up for towing, and you too will agree with RV’ers all over the country; Air Force One is the greatest new innovation for this industry. Things that are different are not the same. Air Force One is truly better. With Air Force One, attach your AFO jumper and you are ready to tow. There is no set up in the towed vehicle and, because AFO uses the power brakes there is no need for adjustments. AFO will brake the car just as you would if you were driving it: gently, efficiently, and truly 100% proportionate. Best of all it is all automatic. Air Force One uses a patented process to create vacuum in the towed vehicle's power brake system. This process energizes the power brakes for the towed vehicle without the engine running. Air Force One does not require an electronic pump, so battery drain cannot be an issue. In fact, there are no moving parts to wear out and no circuit boards to go bad. Air Force One will be the last supplemental brake you will ever buy. Progressive is good, proportionate is better. Using the coach air is the only way to create true 100% proportionate braking effort. Whether you are on a bumpy road or using your exhaust brake down a hill, Air Force will only apply the brakes in the towed vehicle when you apply the brake in the coach. The braking in the towed vehicle mirrors the coach WITHOUT any complicated adjustments. Inertia-based systems simply cannot offer this level of simplicity and consistency. Using deceleration to determine braking is progressive, using the action of your foot on the brake pedal and the associated amount of air is proportionate. Air Force One uses an approved air tap in method so you will not affect the warranty on your air brakes. DOT and FMVSS (Federal Vehicle Motor Vehicle Safety Standards) #121 require supplemental brake systems to have a separate air tank (ping tank) and a separate valve to control the supplemental system. All other air brake systems take air off of the rear wheels to apply the supplemental brake which can impact your warranty. Spartan requires a separate valve and ping tank to maintain your warranty which you must purchase separately with any other air brake. Only Air Force One meets the regulations and only Air Force One includes everything you need. Many systems have no signal at all and others generate the signal from activation. The best signal for you to know when the brakes are on in the towed vehicle is from the brake light switch. Air Force One includes a simple LED light that mounts on your tow bar. The light turns on when the brakes are applied in the tow car. If the light is on, the brakes are on. You want to know if the brakes are on, not simply if the system is cycling. The Super Bright LED's will let you know when the brakes are on. Radio signals are not as dependable as a wire especially in the newer diesel rigs. Air Force One lets you know what you need to know, when you need to know it! If you have any specific questions or would like to know more information please contact the SMI Manufacturing 24/7 technical support team at: 1-800-893-3763.
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Anchor your sneaker rotation with classic white and black Air Force 1 shoes, and combine with Nike joggers for a contemporary look. Shop Air Force 1 shoes for men, women and kids, and be sure to check out the entire collection of Nike sneakers for additional options. Get the best deals on Nike Air Force 1 White Athletic Shoes for Women when you shop the largest online selection at. Free shipping on many items Browse your favorite brands affordable prices. Nike Air Force 1 One Sage Low Triple White AR5339-100 AF1 Women's 11.5, Men's 10. $100.00. Free shipping. Sometimes you expect more from a shoe. That’s why the Nike Air Force 1 Sage Low sneaker delivers on all fronts. You can’t go wrong with this magnificent choice that launched in 1982. The original Air Force 1 transformed the industry when it introduced Nike Air technology to the basketball world. Buy and sell authentic Air Force 1 Sage Low Triple White W shoes AR5339-100 and thousands of other Nike sneakers with price data and release dates. The Nike Air Force 1 Sage XX Low is imported. Subtle sophistication and heritage styling join forces for a match made in footwear heaven on the Women's Nike Air Force 1 Sage XX Low Casual Shoes. Supple suede blankets the upper, while the minimalist take on an iconic model delivers a luxurious look that will turn heads. Nike Air Force 1 Sage Low Women's • White/White/White. The Nike Air Force 1 – a simple silhouette – has become one of the most in-demand and highly badged shoes since its debut in 1982. This iconic sneaker was one of the first to hit viral status thanks to its limited colorways in only a few locations. It emptied shelves so quickly. More recently, the Nike Air Force 1 Sage was redesigned by women, for women. A chunky midsole and minimal, luxury upper maintain the timeless style of the original and propel it to the forefront of the chunky shoe trend. Everlasting Influence. Air Force 1 shoes are responsible for some of the most recognizable trends and tactics in sneaker culture. Shop the latest selection of womens nike air force 1 at Lady Foot Locker. With stores across the nation, and some of the hottest brands and latest trends, Lady Footlocker makes it easy to find great footwear and apparel for women all in one place. Free shipping on select products. The Air Force 1 Low ‘White-on-White’ It didn’t take long before the sleek silhouette of the Air Force 1 made its way off the court and onto the streets. The release of the Nike Air Force 1 Low ‘White-on-White’ was an instant casual footwear success. Find the Nike Air Force 1 Sage Low Women's Shoe at. Free delivery and returns. Colour Shown: Black/White/Black; Style: AR5339-002; Air Force 1 Origins. This once hoops shoe was named after Air Force One—the aircraft that carries the US President. In 1982, it was the first basketball shoe to house Nike Air, revolutionising the. Shop the latest selection of Sale Nike Air Force 1 at Foot Locker. Find the hottest sneaker drops from brands like Jordan, Nike, Under Armour, New Balance, and a. From the moment the Bruce Kilgore-designed Nike Air Force 1 shoe hit the shelves, they made waves thanks to the casual, clean-cut design. Known by many names including Uptowns, Forces, White-on-Whites, Flavs, Air Force Ones, or AF1s, the Nike Air Force Ones are a true pop culture icon and remain as popular as they were in 1982. nike women's nike wmns air force 1 '07 basketball shoes 9.5 white/white. Nike Women's White Air Force 1 AF1 Sage Platform Sneakers Shoes Brand New. $139.99. Free shipping. New Nike Women's Air Force 1 Sage Low Shoes Sneakers - Bio BeigeAR5339-203 $139.98$20.00 Shipping. Nike Air Force 1 Sage Low LX Beige. Gode basketballsko Til Bred Fod Mandag Aften Fodboldscore Lige Nu Sådan Ryddes Google-søgehistorik Have En Homoseksuel Dag Top Fantasy Baseball-spillere 2018 Pudsning Af Murske Murske Anerkendelse Åbnings Bemærkninger Sydlige Gamle Dame Navne Jaguar F Type Power Os Choice Krydsord Club Factory Awb Tracking Familieferie Alt Inklusive 2020 Øjeblikkelig Gryde Potluck Opskrifter Minolta Dual 35 Vælg Ikke Findes Pga At Bellerive Ankelstrop Hæle I Nærheden Af mig Lange Frisurer, Der Er Lette At Vedligeholde Toe Tennis Sko Historiske Fiktionbøger For Mænd Subaru Outback 2019 Spec Icc Bowler Ranking 2019 Se Nun Movie Online Hd Plot Definition Literature Moderne Udendørs Køkken Og Bar Online-læring I Videregående Uddannelser Jet Airways 9w 557 Togtider Leighton Buzzard Til Euston Rejse Et Kreditkort Seneste Halskæde Guld Fodbold-VM I Dag Plan Hugo Boss Deep Red Woman Gratis Kæledyrsadoptionscenter I Nærheden Af mig
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Launched the S7 and Method XL professional 3D printers, the first products to be introduced as part of the updated brand. Used this launch to stress test our recently created global structure and team processes, successfully delivering on all sales metrics and goals. The first major product release to be announced after MakerBot and Ultimaker merged, the S7 is poised to become our most successful launch up to date. A limited timeline and a recently restructured team proved challenging but eventually we delivered results well beyond required metrics on leads, MQLs and closed won opportunities. Renders, animations (Keyshot) and photography developed for launch and website assets. Additional custom website elements were developed to illustrate specific features of the product
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kmartell wrote:Drone aerial surveillance over US agriculture. Sounds very creepy to me. "to monitor animal feedlots that may be polluting water."...sounds lame....there's got to be another way!!! Can't hi-res satellite provide the same info? How about the EPA guy doing spot checks? Just another example of the camel getting its nose under the tent. Where next? Where will it stop? That's the scary part of this!!! Kind of like that TV show Person Of Interest !!! Zenith wrote:What do you think you can see from the ground when looking in from the edge of a 15,000 acre ranch? Users browsing this forum: No registered users and 1 guest
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MPBC was founded in 1976 as a spin-off of RCA Canada’s Research and Development Laboratories. We entered the niche market of telecommunications in the early 1990s when we developed and produced the undersea branching multiplexers for the trans-Atlantic cable TAT-9; the first commercial trans-Atlantic optical fiber system between North America and Europe that provided undersea switching between its five landing points. Today, MPBC is a leading supplier of innovative, high-performance fiber amplifier subsystems that extend the reach of optical fiber spans. Our patented Super Raman technology is recognized throughout the industry as a key enabling technology that appreciably augments the distance and channel counts of unrepeatered systems. More recently, we have moved our Telecommunications know-how from undersea to land and to space with the commercial launch of amplification systems for satellite communications. MPBC’s R&D and manufacturing facilities are headquartered in Montreal, Quebec, Canada. Our technological leadership is ensured by continuously evolving our product offerings in concert with changing market requirements, allowing us to provide our customers with leading-edge customized solutions.
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Live stream preview The Land that Time Forgot 1107. The Land That Time Forgot • Fantasy, 14-Apr-2017 In the theater, the crew watches as a German U-boat crew and some rescued Brits are stranded on a volcanic island populated by dinosaurs in "The Land That Time Forgot" (1974). Meanwhile, on the SOL, Jonah and the bots are attacked by a space squid with an uncanny likeness to Tom Servo. This episode features the song "Moon 14 Mesozoic Ranch Dinosaur BBQ Theme."
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A mechanical seal is a device used to seal fluids on a rotating shaft. It consists of two flat faces, one rotating and one that is stationary and mounted perpendicular to the shaft. Rotation of the rotary seal ring against the stationary seat ring causes a rapid pressure drop across the primary seal interface caused by friction on the liquid molecules between the seal faces. Liquid molecules also act as small ball bearings to lubricate and reduce friction which reduces heat and wear. The factors that affect seal reliability and must be considered when selecting a seal are:
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All of our Air Fryer recipes, in one convenient location? What could possibly be better? You’re bound to find easy and delectable recipes! Our Easiest Ever Air Fryer Donut and Air Fryer Garlic Knots recipes are incredibly easy and flavorful! Air Fryer Nachos and Air Fryer Pizza Dip are great choices for appetizers or snacks! Our Air Fryer S’mores will add a delicious finishing touch onto any course!
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January 21, 2018 at 9:45 pm #3182 Initially, it features directly putting into the more direct competition with the travel startup Hopper which is one of the best application platforms to search for the optimum flights to travel wherever you want. Predominantly, the Hopper is mobile application service only. google flights Even though the hopper is mobile-service only, the Google Flights initiated with the online site and it implemented the services through a mobile application. Based on that, you can track and manage your flight using the mobile device. The Google Flights mobile application is the easy-to-use interface in which you can find the cheap flights in a variety of ways and you can realize the price drops by tracking historical pricing data. Through the application, you can know how to select the flights based on available suggestions on Google Flights online. It includes the integrated explore tab from which you can figure out where you want to visit. For instance, Whether you are desired to visit the United States of America, China, or any other holy places like Amritsar, Makka, Jerusalem, etc., you can see the refined results which include the only those destinations that you preferred with direct flights. Using this tools, you can view the coming week’s blog where you can search for the next week flights which are available for you at affordable prices. In order to experience the above-mentioned services through Google Flights, you are required to visit the online site google.com/flights for booking a flight ticket with premium costs.Otherwise, you can consider the Google Flights mobile application too in which you will be able to get the services very conveniently than an online site. How to Book Tickets On Google Flights Well, we have listed the hassle free guide from searching the available flights to booking the cheapest possible flight. Let’s Get Started Check out the Official Google Flights Booking Website Enter the departure city or airport and destination. You can Find the popular destinations with google flights using discover destination – places tool Choose the desired ticket type which is located on the top of the departure and destination field – Round Trip – One Way – Multi City Choose the Number of passengers (Adults + Children) and Cabin Class On Right of the Ticket type Click on the calendar to get the flight dates.You’ll see the lowest total price to fly for each day. This flight prices are updated for every 24 hours. google flights app ios google flights anywhere google flights android google flights air canada google flights all inclusive google flights api python google flights affiliate google flights alternative google flights booking google flights bangalore to hyderabad google flights bangalore to mumbai google flights bangalore to goa google flights bangalore to lucknow google flights bangalore to london google flights book with a travel agent google flights brasil google flights business class google flights br google flights belgium - This topic was modified 1 year, 10 months ago by 17track. You must be logged in to reply to this topic.
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- 品質One-stop operation, from the material into the factory to complete 100% by the self-processing, improve high quality and efficiency. - 經驗With decades of accumulated experience, the selection of mechanical parts is excellent. - 場地Covering an area of 1,200 pings, 25 working colleagues, each with their own duties, more than 20 working machines, processing a wide range. - 精密Precision machining to gantry machining, large parts ranging from screws up to 1.5 meters in diameter and 8 meters in length, with open milling machines for direct machining of large workpieces without space constraints. - 品檢The product inspection uses 3D bit detectors and infrared multi-point inspection to provide customers with the most accurate dimensional tolerances. - 降低成本We are highly willing to cooperate with customers to develop spare parts and consumables, which will greatly reduce the future maintenance costs of our customers. - 溝通Communication is smooth, the window is clear, and customer needs and reviews can be communicated directly.
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EkoLance Receives Grant from HUMAN Protocol to Build First Decentralized Job Platform for WEB3 Jobs We are proud and excited to announce that EkoLance will work with the HUMAN Protocol to revolutionize the work distribution ecosystem and facilitate the exchange of knowledge, funds, work, and contributions on chain. The HUMAN grants program will help us to fund, develop, and deploy a well-researched concept on the HUMAN protocol. EkoLance’s big idea is to launch a decentralized job distribution platform which will be used by a closed group of about 50 000 selected, trained and certified Web3 professionals. EkoLance corporate partners will have exclusive access to it and can launch job requests on chain. This grant is the first step to building this unique feature on the HUMAN protocol, and as we progress, we plan to launch more features that wi
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Debora Hankinson Presents at Space Strategies 2017 Nov 6, 2017 Debora Hankinson, Director of Strategic Facility Planning, will be presenting “Leveraging Your Current Space Management Tools for Long-Range Strategic Facility Planning and Data Analysis” at this years’ Space Strategies 2017 held in St. Petersburg, Florida, November 13 & 14. The conference is attended by individuals at corporate, university, and government organizations who are involved in space planning and space management. The goal of the conference is to provide education to planning teams on new space utilization metrics, analytical techniques, space planning and interior design concepts, space allocation solutions, technology systems, and cost models to advance institution’s goals.
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|Home||» Products||» Air Bed||» Air Bed| With an aim to become a leading entity in this domain, we are engaged in manufacturing, exporting and supplying supreme grade array of Air Bed. With the use of optimum quality raw materials and modern techniques, this bed is manufactured at our advanced production set up under the observation of deft professionals. The provided bed is widely demanded in hospital. Moreover, our valuable patrons can easily avail the offered Air Bed at affordable rates from us. - Requires less maintenance - Long lasting life - Excellent working - Tear resistance
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Our second report from the RISC-V Global Forum, September 3, 2020. In this report we talk about the very big and the very small. The European Space Agency (ESA) is investigating the case for RISC-V in Space with the NOEL-V processor. Cobham Gaisler is working on a multi-processr chip for NOEL-V. The PicoRio should become for RISC-V what Raspberry Pi is for ARM: an inexpensive small board computer that could enhance the RISC-V eco system.
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Quick shift gear lever assembly suit all type 9 5-speed gearboxes. Reduces shift movement by around 40%. All new parts chrome lever replaceable spherical bearing. Machined alloy base competition style lever. No plastic parts to fail. These will rattle and vibrate with the engine and transmission and can become annoying.
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Before And After Wheel Restoration Odyssey 1150×400 72 Dpi If Alloy Aluminum Repair Before And After Wheel Restoration Odyssey 1150×400 72 Dpi If Alloy Aluminum Repair . On this website we recommend many pictures abaout Alloy Aluminum Wheel Repair that we have collected from various sites Wordpress installed using Zesle Installer, and of course what we recommend is the most excellent of picture for Alloy Aluminum Wheel Repair. If you like the picture on our website, please do not hesitate to visit again and get inspiration from our website. And if you want to see more images more we recommend the gallery below, you can see the picture as a reference design from your Alloy Aluminum Wheel Repair. Thank you for seeing gallery of Alloy Aluminum Wheel Repair, we would be very happy if you come back. Similar Keyword Alloy Aluminum Wheel Repair : alloy aluminum wheel repair, alloy aluminum wheel repair dallas tx, alloy aluminum wheel repair peoria il, aluminum alloy wheel repair in st louis, aluminum alloy wheel repair kit, aluminum alloy wheel repair lubbock, car aluminum alloy wheel repair filler, and more.
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Ok so sitting in my class i got some random ideas for a couple models i want to do over break. 1. Killer croc redesign 2. space suit (reference grey fox, solid snake...etc.) I have a couple concept art designs that i want to take a stab at. so we'll see.
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— OR — 95lb seat pressure at 38.70mm, 204lb @ 12mm Coil bind at 24.40mm. FORD 4.0L 6CYL (BARRA) BA-FG Turbo and non Turbo. High performance Ovate wire, PACALOY Beehive valve spring set. 105lb seat pressure at 38.70mm, 200lb @ 12mm, Coil bind at 24.70mm Your email address will not be published. Required fields are marked * Your review * Save my name, email, and website in this browser for the next time I comment.
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Apple are expected to launch 3 new phones today including the much anticipated iphone11 an new Apple Watch and more new services including TV streaming…..more to follow Its launch day at Apple! Please follow and like us: More from NewsMore posts in News » - Lexmark launch new GO LineTM series printers and MFPs equip small workgroups with secure, dependable colour.Lexmark launch new GO LineTM series printers and MFPs equip small workgroups with secure, dependable colour. - New generation high performance label printers from Toshiba - Kensington & Chelsea Council Swapping “Parking meters for Trees” - Enter the world of professional displays
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IVALTECH was awarded a trophy by Air Liquide in July 2020, for its support during the COVID-19 crisis. In March 2020, during the COVID-19 crisis, Air Liquide, world leader in technologies and services for industry and healthcare, together with 3 other prime contracting parties: Valéo, Schneider and PSA Group, responded to the government’s call for the production of 10 000 respirators. Ivaltech, a long-standing supplier that had already been producing a part for Air Liquide’s respirators, also met the objective of delivering 8,500 respirators in six weeks. “It was a real challenge, we had to deliver 20 times more parts than we would normally in a very particular context, we went from a production of 400 parts to 8000/year. We rethought our organization by creating a specific workshop for Air Liquide products. Also, a complete team working in 3 shifts was called upon during the entire lockdown period” explains Raphaël DURANSON, director of IVALTECH.
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FineFineWeb: A Comprehensive Study on Fine-Grained Domain Web Corpus

arXiv: Coming Soon

Project Page: Coming Soon

Blog: Coming Soon

Data Statistics

Domain (#tokens/#samples) Iteration 1 Tokens Iteration 2 Tokens Iteration 3 Tokens Total Tokens Iteration 1 Count Iteration 2 Count Iteration 3 Count Total Count
aerospace 5.77B 261.63M 309.33M 6.34B 9100000 688505 611034 10399539
agronomy 13.08B 947.41M 229.04M 14.26B 15752828 2711790 649404 19114022
artistic 178.25B 5.79B 3.75B 187.80B 314279703 16113512 9957104 340350319
astronomy 5.20B 134.39M 54.66M 5.38B 7596521 357647 145832 8100000
atmospheric_science 2.80B 102.04M 259.25M 3.16B 5709537 267789 525969 6503295
automotive 36.72B 436.34M 911.65M 38.07B 60239679 1166729 1535882 62942290
beauty 19.10B 671.88M 1.01B 20.78B 34787376 1808382 2201810 38797568
biology 85.84B 371.29M 776.99M 86.99B 81413569 995384 1350348 83759301
celebrity 9.63B 706.41M 4.22B 14.56B 19831188 1803788 7949240 29584216
chemistry 27.80B 588.92M 131.46M 28.52B 31188189 1499085 328038 33015312
christianity 47.72B 403.68M 732.55M 48.86B 55013147 1349874 2021458 58384479
civil_engineering 8.85B 1.27B 402.91M 10.52B 13591632 2683940 940742 17216314
communication_engineering 9.21B 3.60B 327.66M 13.14B 13001767 5959526 746495 19707788
computer_science_and_technology 194.46B 3.95B 4.76B 203.16B 278420434 10263521 8654255 297338210
design 96.58B 3.80B 450.00M 100.82B 190275603 16653588 2090515 209019706
drama_and_film 19.12B 10.86B 206.27M 30.19B 33117478 18443259 564251 52124988
economics 205.01B 1.23B 2.63B 208.87B 263965085 3874091 5505880 273345056
electronic_science 30.19B 7.76B 482.62M 38.43B 42745767 12572747 1115605 56434119
entertainment 152.92B 1.67B 5.06B 159.65B 256935144 5801081 9648023 272384248
environmental_science 56.98B 1.48B 920.77M 59.37B 84500393 3557056 1966731 90024180
fashion 18.72B 977.27M 264.01M 19.96B 53465628 3926500 1346988 58739116
finance 146.39B 327.45M 1.13B 147.85B 187797764 1295893 3058801 192152458
food 56.10B 136.32M 978.91M 57.22B 96485838 613875 3051981 100151694
gamble 30.12B 696.52M 158.48M 30.98B 24909037 770540 164168 25843745
game 43.47B 2.36B 2.68B 48.51B 65680699 4670033 3720700 74071432
geography 110.18B 1.16B 192.67M 111.53B 161677214 3835932 559447 166072593
health 191.20B 427.93M 18.43B 210.06B 215747152 1291215 23975955 241014322
history 45.27B 1.56B 1.69B 48.52B 55710432 4167508 3463033 63340973
hobby 150.23B 42.78B 44.05B 237.06B 276636362 81360893 71407735 429404990
hydraulic_engineering 57.36M 75.40M 3.65M 136.41M 135079 163299 13453 311831
instrument_science 5.35B 2.02B 165.43M 7.54B 8307736 2904274 462256 11674266
journalism_and_media_communication 440.98B 21.00B 1.55B 463.53B 645801807 50657668 4909008 701368483
landscape_architecture 3.07B 557.66M 64.76M 3.70B 5613141 1138409 166526 6918076
law 128.58B 455.19M 2.38B 131.42B 166473205 1660944 6145032 174279181
library 57.16B 5.01B 36.56M 62.21B 86592305 10440991 153014 97186310
literature 71.07B 7.01B 67.53B 145.61B 71191075 13247806 54760578 139199459
materials_science 17.79B 1.11B 303.66M 19.20B 22136519 1663376 708384 24508279
mathematics 5.87B 50.33M 261.65M 6.18B 10131933 179592 653050 10964575
mechanical_engineering 86.13B 1.24B 129.96M 87.49B 111778813 3201605 428714 115409132
medical 140.03B 813.46M 4.97B 145.81B 149594634 2266477 8527901 160389012
mining_engineering 7.26B 206.05M 529.02M 8.00B 5540631 236145 468458 6245234
movie 13.09B 639.20M 124.67M 13.86B 22938808 1577576 511882 25028266
music_and_dance 15.42B 10.38B 618.46M 26.42B 29566554 20233446 1998272 51798272
news 328.47B 12.37B 11.34B 352.18B 508567768 33206709 23482422 565256899
nuclear_science 559.05M 79.89M 78.79M 717.72M 784847 170282 133598 1088727
ocean_science 2.36B 537.82M 229.43M 3.13B 3700000 853052 425792 4978844
optical_engineering 2.33B 253.06M 263.99M 2.85B 3510836 535026 400371 4446233
painting 374.41M 429.63M 96.57M 900.61M 875783 824217 336203 2036203
pet 12.12B 154.14M 307.28M 12.58B 19624688 457635 778970 20861293
petroleum_and_natural_gas_engineering 950.08M 515.05M 121.56M 1.59B 1669447 899860 237843 2807150
philosophy 47.99B 121.26M 335.77M 48.44B 50396964 505275 1030405 51932644
photo 6.56B 1.74B 41.44M 8.34B 16194329 3901598 179607 20275534
physics 21.56B 372.21M 191.17M 22.12B 24640373 843508 473758 25957639
politics 79.52B 253.26M 930.96M 80.70B 97403603 1026315 2504127 100934045
psychology 51.53B 688.50M 2.56B 54.78B 58829917 1881452 4066667 64778036
public_administration 100.13B 5.54B 716.81M 106.39B 160247751 10657768 1785347 172690866
relationship 21.87B 3.69B 129.60M 25.69B 28153321 6794774 321268 35269363
sociology 76.34B 3.59B 8.88B 88.82B 106447186 7836896 13040695 127324777
sports 118.64B 379.18M 1.79B 120.80B 173243631 1286718 4212540 178742889
statistics 19.59B 1.15B 1.75B 22.49B 29958726 2746797 3390606 36096129
systems_science 24.58B 11.30B 163.99M 36.05B 32879249 15120751 470001 48470001
textile_science 2.59B 2.89B 94.56M 5.57B 8018141 8022001 456668 16496810
topicality 34.87M 5.22M 0 40.09M 137789 13506 0 151295
transportation_engineering 12.80B 6.61B 972.50M 20.38B 23595624 11005933 2027812 36629369
travel 78.87B 584.78M 957.26M 80.41B 127250195 1851342 2430704 131532241
urban_planning 12.13B 2.93B 53.24M 15.12B 20040937 6176104 201963 26419004
weapons_science 80.62M 3.32B 140.89M 3.54B 215544 5695154 369541 6280239
Grand Total 4010.76B 206.51B 208.02B 4425.30B 5781764055 442387964 311920860 6536072879

Data Construction Workflow

finefineweb-data-workflow

The data construction workflow can be summarized as follows:

  1. Deduplicate: The FineWeb dataset is deduplicated using exact deduplication and MinHash techniques to remove redundant data.

  2. URL Labeling: Root URLs from FineWeb are counted, and the top 1 million URLs are labeled using GPT-4. This step generates DoI (Domain-of-Interest) Coarse-Grained URLs and DoNI (Domain-of-Non-Interest) Coarse-Grained URLs as seed data sources.

  3. Coarse Recall:

    a. Based on the labeled root URLs, data is sampled for each domain.

    b. The sampled data is labeled using Qwen2-7B-Instruct, producing 500K DoI Positive Data and 500K DoI Negative Data (note that for N>1 iterations, each 500K samples are composed of 250K sampled original seed data and 250K refined data after Fine Recall).

    c. A binary FastText model is trained per domain using the labeled data.

    d. The FastText model performs coarse recall on FineWeb, generating Coarse DoI Data.

  4. Fine Recall:

    a. The Coarse DoI Data is labeled using Qwen2-72B-Instruct to produce 100K DoI Positive Data and 50K DoI Negative Data, with the latter further augmented with 50K negative samples from earlier FastText training.

    b. A BERT model is trained using this labeled data.

    c. The BERT model performs fine recall on the Coarse DoI Data, producing a refined dataset, which is the DoI subset of FineFineWeb.

  5. Coarse-Fine Recall Iteration: The workflow of coarse and fine recall iterates for 3 rounds with the following adjustments:

    a. FastText is re-trained using updated seed data, which combines BERT-recalled samples, BERT-dropped samples, and previously labeled seed data.

    b. The BERT model keeps frozen during subsequent iterations.

    c. Steps for training FastText, coarse recall, and fine recall are repeated without re-labeling data with Qwen2-Instruct models.

Domain-Domain Similarity Analysis

  1. Perform proportional weighted sampling of the domain subsets based on the sample size of each domain, with a total of 1 billion tokens sampled from the domain subsets.
  2. Use the BGE-M3 model to compute the embeddings of the samples in each domain subset, referred to as domain embeddings.
  3. Use the BGE-M3 model to compute the embeddings of the samples in each benchmark, referred to as benchmark embeddings (bench embeddings).
  4. Calculate the MMD distance and the Wasserstein distance between the domain embeddings and the benchmark embeddings.

domain-benchmark similarity

The results above reveal the following observations:

  1. The two code-related benchmarks, MBPP and HumanEval, exhibit relatively large distances from nearly all domains, indicating that the proportion of code data in the training set is relatively small. Notably, their distance to the mathematics domain is comparatively smaller, suggesting a certain degree of overlap between mathematics data and code data.
  2. Benchmarks such as Hellaswag, ARC, MMLU, and BoolQ have distances that are close to almost all domains, except for the gamble domain. This indicates that the samples in these benchmarks involve synergetic effects across multiple domains of knowledge, with a wide distribution.
  3. GSM8K and TriviaQA show significant discrepancies with a small number of domains, suggesting that the distribution differences between domains are more pronounced for samples involving grade-school mathematics and fact-based question answering. Some domains contain a substantial amount of this type of data, while others do not.
  4. The gamble domain exhibits substantial differences from other domains and has large distances from all benchmarks, indicating that pretraining data related to gambling provides limited benefits for these benchmarks.

Domain-Domain Duplication

Let D1,D2,,DND_1, D_2, \dots, D_N represent NN distinct domains, where we select top-20 URLs for each domain DiD_i, denoted as {Ui1,Ui2,,Ui20}\{U_{i1}, U_{i2}, \dots, U_{i20}\},. The total set of URLs across all domains is represented as U\mathcal{U}, and the total number of URLs is M=UM = |\mathcal{U}|.

For each URL UkUU_k \in \mathcal{U}, the term frequency (TF) is defined as the proportion of UkU_k in the total set of URLs: TF(Uk)=count(Uk)M\text{TF}(U_k) = \frac{\text{count}(U_k)}{M}

where count(Uk)\text{count}(U_k) is the number of times UkU_k appears in U\mathcal{U}. Additionally, the document frequency KkK_k of UkU_k is the number of domains in which UkU_k appears. Based on this, the inverse document frequency (IDF) is calculated as: IDF(Uk)=log(NKk)\text{IDF}(U_k) = \log(\frac{N}{K_k})

The TF-IDF value for each URL UijU_{ij} in a specific domain DiD_i is then computed as: TF-IDF(Uij)=TF(Uij)×IDF(Uij)\text{TF-IDF}(U_{ij}) = \text{TF}(U_{ij}) \times \text{IDF}(U_{ij})

domain-domain URL duplication

Using the TF-IDF values of all URLs within a domain, the domain-domain duplicate rate can be analyzed by comparing the distribution of TF-IDF values across domains. If a domain has many URLs with high TF-IDF values, it indicates that the domain’s URLs are relatively unique and significant within the entire set of URLs. Conversely, if a domain has many URLs with low TF-IDF values, it suggests that the domain's URLs are more common across other domains. Analyzing these values helps assess how similar or redundant a domain's content is in relation to others based on its URL composition.

As shown in the figure, most domains have low duplication rates, except for topicality, pet, and atmospheric science.

Domain-Benchmark BPC-Acc Correlation

Experimental method: Using 28 models (see the paper), we first calculate BPC for all domains to obtain a model ranking RDR_D. Similarly, we compute scores across all benchmarks to obtain a model ranking RMR_M. We then calculate the Spearman correlation between RDR_D and RMR_M.

domain-benchmark BPC-Acc correlation

  • For benchmarks like ARC, MMLU, GSM8K, HumanEval, and MBPP, STEM-related domains show higher correlation rankings, particularly mathematics, physics, and systems science.
  • For TriviaQA, which emphasizes factual knowledge over reasoning, domains rich in world knowledge such as literature, history, and library science demonstrate higher correlation rankings.

Bibtex

@misc{
title={FineFineWeb: A Comprehensive Study on Fine-grained Domain Web Corpus},
url={[https://huggingface.co./datasets/m-a-p/FineFineWeb](https://huggingface.co./datasets/m-a-p/FineFineWeb)},
author = {M-A-P, Ge Zhang*, Xinrun Du*, Zhimiao Yu*, Zili Wang*, Zekun Wang, Shuyue Guo, Tianyu Zheng, Kang Zhu, Jerry Liu, Shawn Yue, Binbin Liu, Zhongyuan Peng, Yifan Yao, Jack Yang, Ziming Li, Bingni Zhang, Minghao Liu, Tianyu Liu, Yang Gao, Wenhu Chen, Xiaohuan Zhou, Qian Liu, Taifeng Wang+, Wenhao Huang+},
publisher={huggingface},
verision={v0.1.0},
month={December},
year={2024}
}
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