Stumpy - STUMPY Basics#. Analyzing Motifs and Anomalies with STUMP#. This tutorial utilizes the main takeaways from the research papers: Matrix Profile I & Matrix Profile II. To explore the basic concepts, we’ll use the workhorse stump function to find interesting motifs (patterns) or discords (anomalies/novelties) and demonstrate these concepts with two different time series datasets:

 
The Australian Stumpy Tail Cattle Dog, named for their characteristic short or sometimes non-existent tail, is a descendant of wild dingoes and domesticated herding dogs from the late 19th century. . Kp

Stumpy is a supporting character in the 2019 animated series Amphibia. Stumpy is a hard working individual. He always speaks bluntly about himself and those around him. After years of running his diner, he began to lose interest and took on a listless attitude towards everything. When Anne came around to help spruce up the place, he became more passionate and helpful and began to take pride in ... Stumpy’s Hatchet House combines the friends and sport to create memories of a lifetime. Experience the original axe throwing company in the United States! We are proud to announce we are the 2022 Titan Award winner for Company & Organization in Entertainment 10 reviews of Stumpy's Blues Bar "Expectations can be a terrible thing. I remember the first time I went to see "Austin Powers; International Man of Mystery" at the theaters. I had pretty high expectations, and was pretty disappointed. Jul 26, 2020 · Australian Stumpy Tail Cattle Dogs have broad chests with well-sprung ribs, deep, muscular loins, and muscular hindquarters. The breed also has oval-shaped, medium-sized eyes with an intelligent but suspicious expression. Their moderately small ears are pricked and almost pointed. And per the breed standard, their undocked tails should not ... Dec 31, 2021 · The inside story of the rise and fall of woodworking infotainment. EXPAND THIS SECTION FOR MORE RESOURCES RELATED TO THIS VIDEO ★THIS VIDEO WAS MADE POSSI... Stumpy’s Hatchet House at Toyota Music Factory is throwing it back to the 90s! Dust off those JNCOs, and come sling some steel in retro style . Deep Ellum Brewing Company will be here with prizes and merch. We’ll be playing all your favorite hits and selling drinks faster than your dial up connection . Wear your best 90s gear for a discount! Jun 10, 2011 · Stumpy's Lakeside Grill. Claimed. Review. Save. Share. 378 reviews #2 of 19 Quick Bites in Granbury $$ - $$$ Quick Bites American Bar. 2323 S Morgan St, Granbury, TX 76048-2815 +1 817-279-1000 Website Menu. Closes in 1 min: See all hours. Jul 18, 2019 · View. Show abstract. ... • Scalable Python Library for Time Series Data Mining (STUMPY) [47] -is a Python library that provides scalable algorithms for time series data mining, including motif ... adjective informal mainly disapproving uk / ˈstʌm.pi / us / ˈstʌm.pi / Add to word list short and thick: There was a large ring on each of her stumpy fingers. Synonyms chunky dumpy squat SMART Vocabulary: related words and phrases Low, short and shallow brief fubsy knee-high level long longish low low slung mini short short-range shorten shortnessJul 26, 2020 · Australian Stumpy Tail Cattle Dogs have broad chests with well-sprung ribs, deep, muscular loins, and muscular hindquarters. The breed also has oval-shaped, medium-sized eyes with an intelligent but suspicious expression. Their moderately small ears are pricked and almost pointed. And per the breed standard, their undocked tails should not ... STUMPY is a powerful and scalable Python library that efficiently computes something called the matrix profile, which is just an academic way of saying “for every (green) subsequence within your time series, automatically identify its corresponding nearest-neighbor (grey)”:Stumpy or the Truncated Troll was a Troll that was a part of the Army of Dol Guldur that was amputated at both legs and had spiked-mace ball weapons attached to both arms. He was commandeered by a Guldur Orc that sat on his shoulders with reigns. He was commandeered by Bofur during the Battle of Five Armies against his own army. He was later killed by Legolas Greenleaf on Ravenhill. To be ... STUMPY #. STUMPY is a powerful and scalable Python library that efficiently computes something called the matrix profile, which is just an academic way of saying “for every (green) subsequence within your time series, automatically identify its corresponding nearest-neighbor (grey)”: What’s important is that once you’ve computed your ... stumpy in British English. (ˈstʌmpɪ ) adjective Word forms: stumpier or stumpiest. 1. short and thickset like a stump; stubby. 2. abounding in or full of stumps. Collins English Dictionary. Copyright © HarperCollins Publishers.Sep 19, 2022 · Stumpy's eat air shocks too, but they usually don't snap, just start leaking. Other brands' clevis links can do this too but Stumpy's use very long links that put a lot of hurt on shocks. Trunnion eats shocks too but it's usually from side to side twisting and the top of the shock being locked in the place laterally. Length 6741 yards. Slope 127. Rating 71.3. Stumpy Lake Golf Course is a Robert Trent Jones design that provides a unique golfing experience. This scenic layout is routed across a 1,400-acre nature preserve that is absent of any commercial or residential development for miles. The golf course wraps around its namesake lake, which has a canoe and ... Feb 19, 2021 · Stumpy’s was the result: a BYOB facility with several “throwing pits” where individuals or groups could pass the time in a brand-new sort of indoor adventure. Very few people walked into ... The Australian Stumpy Tail Cattle Dog, named for their characteristic short or sometimes non-existent tail, is a descendant of wild dingoes and domesticated herding dogs from the late 19th century. stump is Numba JIT-compiled version of the popular STOMP algorithm that is described in detail in the original Matrix Profile II paper. stump is capable of parallel computation and it performs an ordered search for patterns and outliers within a specified time series and takes advantage of the locality of some calculations to minimize the runtime.Sep 5, 2020 · Welcome to a video about my top 10 most viewed videos on youtube. More top 10's - https://www.youtube.com/playlist?list=PLEZiAg2bYC7kD_cWyuk__cRyNIvv1h5XvTwi... stumpy in British English. (ˈstʌmpɪ ) adjective Word forms: stumpier or stumpiest. 1. short and thickset like a stump; stubby. 2. abounding in or full of stumps. Collins English Dictionary. Copyright © HarperCollins Publishers.Tiliqua rugosa. Tiliqua rugosa, most commonly known as the shingleback skink or bobtail lizard, is a short-tailed, slow-moving species of blue-tongued skink (genus Tiliqua) endemic to Australia. It is commonly known as the shingleback or sleepy lizard. Three of its four recognised subspecies are found in Western Australia, where the bobtail ... The Australian Stumpy Tail Cattle Dog, named for their characteristic short or sometimes non-existent tail, is a descendant of wild dingoes and domesticated herding dogs from the late 19th century. Sweet goodness for woodworkers of all skill levels. Oct 12, 2021 · 2022 Specialized Stumpjumper Evo Alloy frame and suspension details. Headlining the launch of the Stumpy Evo Alloy is its more affordable price tag, owing to the frame’s aluminium construction. Jun 17, 2020 · STUMPY is a powerful and scalable Python library for modern time series analysis and, at its core, efficiently computes something called a matrix profile. The goal of this multi-part series is to explain what the matrix profile is and how you can start leveraging STUMPY for all of your modern time series data mining tasks! Note: These tutorials ... Feb 19, 2021 · Stumpy’s was the result: a BYOB facility with several “throwing pits” where individuals or groups could pass the time in a brand-new sort of indoor adventure. Very few people walked into ... The entire series of Stampy's Lovely World. DISCLAIMER: Episodes 1 to 22 are kid-friendly, meaning they have censored all swear words. Credits to Seredic Bof... STUMPY #. STUMPY is a powerful and scalable Python library that efficiently computes something called the matrix profile, which is just an academic way of saying “for every (green) subsequence within your time series, automatically identify its corresponding nearest-neighbor (grey)”: What’s important is that once you’ve computed your ... High near 78. Breezy, with a northeast wind 16 to 25 mph, with gusts as high as 37 mph. Chance of precipitation is 100%. New rainfall amounts between 2 and 3 inches possible. Thursday Night. Showers and possibly a thunderstorm before 3am, then a chance of showers. Some of the storms could produce heavy rainfall. Low around 69. Stumpy’s Hatchet House takes pride in helping the community while providing an event to remember. Fundraisers can be held any day or night of the week from Sunday through Thursday at various Stumpy’s locations. We offer different options for you to maximize funds for many worthwhile charities and causes! Aug 28, 2023 · Stumpy definition: Stumpy things are short and thick . | Meaning, pronunciation, translations and examples The Stumpy's Hatchet launches special offers and coupons from time to time. Why not pick up some to save money: Joining Stumpy's Hatchet can testify helpful as one can avail First Time Stumpy's Hatchet Coupons and discounts on all products. Customers can also avail Stumpy's Hatchet Promo Codes, Coupon Codes ,and discounts up to 30% OFF on the ... Stumpy or the Truncated Troll was a Troll that was a part of the Army of Dol Guldur that was amputated at both legs and had spiked-mace ball weapons attached to both arms. He was commandeered by a Guldur Orc that sat on his shoulders with reigns. He was commandeered by Bofur during the Battle of Five Armies against his own army. He was later killed by Legolas Greenleaf on Ravenhill. To be ... Feb 1, 2022 · The stumpy forms were derived either through exposure to ‘stumpy induction factor’ representative of accumulated oligopeptides in parasite conditioned medium, or through engineered ectopic expression of a second VSG gene – this having been previously shown to provoke parasite cell cycle arrest and stumpy formation (Zimmermann et al., 2017 ... Hello. Welcome to my channel. I upload a variety of different games including lots of Minecraft. I hope you enjoy some of my videos. - Mr. Stampy Cat. Twitter - @stampylongnose Facebook - www ... Sep 5, 2020 · Welcome to a video about my top 10 most viewed videos on youtube. More top 10's - https://www.youtube.com/playlist?list=PLEZiAg2bYC7kD_cWyuk__cRyNIvv1h5XvTwi... Jun 10, 2011 · Stumpy's Lakeside Grill. Claimed. Review. Save. Share. 378 reviews #2 of 19 Quick Bites in Granbury $$ - $$$ Quick Bites American Bar. 2323 S Morgan St, Granbury, TX 76048-2815 +1 817-279-1000 Website Menu. Closes in 1 min: See all hours. - Stumpy Nubs Woodworking Journal is a multi-media publication designed for weekend woodworkers of all skill levels. Each issue contains a selection of articles and videos about woodworking techniques (hand and power tools), jigs and shop improvements, unique projects, skill building tutorials, tool reviews and quick tips. Sep 5, 2020 · Welcome to a video about my top 10 most viewed videos on youtube. More top 10's - https://www.youtube.com/playlist?list=PLEZiAg2bYC7kD_cWyuk__cRyNIvv1h5XvTwi... Feb 19, 2021 · Stumpy’s was the result: a BYOB facility with several “throwing pits” where individuals or groups could pass the time in a brand-new sort of indoor adventure. Very few people walked into ... Stumpy Meadows campgrounds has 40 single-family campsites and is located close to the Stumpy Meadows Reservoir in the Eldorado National Forest. The campground is generally open mid April to November 1. Campsites can accommodate tents, trailers and RVs. The reservoir is a short walk from the campground, but none of the campsites have a view of ... Sweet goodness for woodworkers of all skill levels. Founded 1976 • With Angi since July 2006. Super Service Award Winner-10 Years in a Row! 24/7 Emergency Tree Service, Tree removals. Pruning. Stump grinding, Cabling, and Storm damage. Stumpy's Tree Service began as an idea in 1976, when Martin and Anne Marie Jakobsen decided to create a business for themselves. Jun 17, 2020 · STUMPY is a powerful and scalable Python library for modern time series analysis and, at its core, efficiently computes something called a matrix profile. The goal of this multi-part series is to explain what the matrix profile is and how you can start leveraging STUMPY for all of your modern time series data mining tasks! Note: These tutorials ... Oct 12, 2021 · 2022 Specialized Stumpjumper Evo Alloy frame and suspension details. Headlining the launch of the Stumpy Evo Alloy is its more affordable price tag, owing to the frame’s aluminium construction. Synonyms for STUMPY: stout, stubby, stocky, plump, squatty, sturdy, dumpy, thickset; Antonyms of STUMPY: slender, puny, thin, fragile, skinny, frail, lean, delicateStumpy’s Hatchet House takes pride in helping the community while providing an event to remember. Fundraisers can be held any day or night of the week from Sunday through Thursday at various Stumpy’s locations. We offer different options for you to maximize funds for many worthwhile charities and causes! 18 reviews of Stumpy’s Hatchet House "Fun place! The staff and owners are super friendly and informative. Fun for a date night or a friends get together. So ok glad we decided to to check it out. Inside it's much bigger than what I thought it was. There are lots of throwing pits and coaches to help you with your technique. I contacted Stumpy's for an estimate and Ed came out the same afternoon and I received the estimate within a couple hours. They were at my house at 830am the next day! The team of 3 spent a full day clearing a hillside of dead branches on multiple trees, removal of one pine tree and trimmed and shaped the remaining trees. The meaning of STUMPY is short and thick : stubby. How to use stumpy in a sentence. Length 6741 yards. Slope 127. Rating 71.3. Stumpy Lake Golf Course is a Robert Trent Jones design that provides a unique golfing experience. This scenic layout is routed across a 1,400-acre nature preserve that is absent of any commercial or residential development for miles. The golf course wraps around its namesake lake, which has a canoe and ... Jun 17, 2020 · STUMPY is a powerful and scalable Python library for modern time series analysis and, at its core, efficiently computes something called a matrix profile. The goal of this multi-part series is to explain what the matrix profile is and how you can start leveraging STUMPY for all of your modern time series data mining tasks! Note: These tutorials ... The key component of drifting is that the time series must contain chains with clear directionality. STUMPY is capable of computing: anchored time series chains (ATSC) - grow a chain from a user-specified anchor (i.e., specific subsequence) all-chain set (ALLC) - a set of anchored time series chains (i.e., each chain starts with a particular ... Sep 19, 2022 · Stumpy's eat air shocks too, but they usually don't snap, just start leaking. Other brands' clevis links can do this too but Stumpy's use very long links that put a lot of hurt on shocks. Trunnion eats shocks too but it's usually from side to side twisting and the top of the shock being locked in the place laterally. Synonyms for STUMPY: stout, stubby, stocky, plump, squatty, sturdy, dumpy, thickset; Antonyms of STUMPY: slender, puny, thin, fragile, skinny, frail, lean, delicateStumpy’s Hatchet House takes pride in helping the community while providing an event to remember. Fundraisers can be held any day or night of the week from Sunday through Thursday at various Stumpy’s locations. We offer different options for you to maximize funds for many worthwhile charities and causes! The S-Works Stumpjumper EVO is much more than just a trail bike, it’s a shred-sled built to full-send down the gnarliest trails. Featuring an all-new design, with an adjustable head tube angle, 150mm of performance tuned travel, and the adaptability of S-Sizing, this thing is an absolute ripper. Stumpy’s Hatchet House at Toyota Music Factory is throwing it back to the 90s! Dust off those JNCOs, and come sling some steel in retro style . Deep Ellum Brewing Company will be here with prizes and merch. We’ll be playing all your favorite hits and selling drinks faster than your dial up connection . Wear your best 90s gear for a discount! Some Stumpy Tail pups are born with long tails and should not be discarded from a breeding program if they are of structural quality, and bred back to quality natural bob tails. Breed Contact ... Length 6741 yards. Slope 127. Rating 71.3. Stumpy Lake Golf Course is a Robert Trent Jones design that provides a unique golfing experience. This scenic layout is routed across a 1,400-acre nature preserve that is absent of any commercial or residential development for miles. The golf course wraps around its namesake lake, which has a canoe and ... Jun 16, 2020 · approx = stumpy.scrump(steam_df['steam flow'], m, percentage=0.01, pre_scrump=False) There are a couple of things to notice. First, we passed in a pre_scrump argument, a preprocessing step for stumpy.scrump() that, when set to True, can greatly improve the approximation. For now, we turn off the preprocessing step for demonstration purposes and ... STUMPY #. STUMPY is a powerful and scalable Python library that efficiently computes something called the matrix profile, which is just an academic way of saying “for every (green) subsequence within your time series, automatically identify its corresponding nearest-neighbor (grey)”: What’s important is that once you’ve computed your ... Hello. Welcome to my channel. I upload a variety of different games including lots of Minecraft. I hope you enjoy some of my videos. - Mr. Stampy Cat. Twitter - @stampylongnose Facebook - www ... STUMPY #. STUMPY is a powerful and scalable Python library that efficiently computes something called the matrix profile, which is just an academic way of saying “for every (green) subsequence within your time series, automatically identify its corresponding nearest-neighbor (grey)”: What’s important is that once you’ve computed your ... Jun 16, 2020 · Note: These tutorials were originally featured in the STUMPY documentation. Part 1: The Matrix Profile. Part 2: STUMPY Basics. Part 3: Time Series Chains. Part 4: Semantic Segmentation. Part 5: Fast Approximate Matrix Profiles with STUMPY. Part 6: Matrix Profiles for Streaming Time Series Data. - Stumpy Nubs Woodworking Journal is a multi-media publication designed for weekend woodworkers of all skill levels. Each issue contains a selection of articles and videos about woodworking techniques (hand and power tools), jigs and shop improvements, unique projects, skill building tutorials, tool reviews and quick tips. Mar 1, 2019 · CLICK "SHOW MORE" BELOW FOR LINKS SUBSCRIBE (FREE) TO STUMPY NUBS WOODWORKING JOURNAL http://www.stumpynubs.comTools seen in this video Dura-Grit Carbide San... Stumpy’s Hatchet House at Toyota Music Factory is throwing it back to the 90s! Dust off those JNCOs, and come sling some steel in retro style . Deep Ellum Brewing Company will be here with prizes and merch. We’ll be playing all your favorite hits and selling drinks faster than your dial up connection . Wear your best 90s gear for a discount! The entire series of Stampy's Lovely World. DISCLAIMER: Episodes 1 to 22 are kid-friendly, meaning they have censored all swear words. Credits to Seredic Bof... Aug 16, 2015 · stumpy meaning: 1. short and thick: 2. short and thick: . Learn more. Jun 17, 2020 · STUMPY is a powerful and scalable Python library for modern time series analysis and, at its core, efficiently computes something called a matrix profile. The goal of this multi-part series is to explain what the matrix profile is and how you can start leveraging STUMPY for all of your modern time series data mining tasks! Note: These tutorials ... History of Stumpy Point by Harold Lee Wise (posted here with his kind permission) Harold Lee Wise, a Stumpy Point native, is an adjunct history professor and is a frequent contributor to military history encyclopedias. He also is the author of Inside the Danger Zone: The U.S. Military in the Persian Gulf 1987-88, Naval Institute Press, 2007. +5 Happiness Stumpy returns to lecture your people later. -85 Happiness Causes Stolen Lumber "This is a development which will surely be met with distaste in the community." "Your refusal to cooperate, compounded with your woodcutter"s aggression, has driven me to the peak of anger!" "Rest assured, King/Queen. I will not be silent! We would like to show you a description here but the site won’t allow us. 1 : short and thick : stubby 2 : full of stumps Synonyms chunky dumpy heavyset squat squatty stocky stout stubby thickset See all Synonyms & Antonyms in Thesaurus Example Sentences stumpy penguins become agile swimmers the moment they hit the water+5 Happiness Stumpy returns to lecture your people later. -85 Happiness Causes Stolen Lumber "This is a development which will surely be met with distaste in the community." "Your refusal to cooperate, compounded with your woodcutter"s aggression, has driven me to the peak of anger!" "Rest assured, King/Queen. I will not be silent! The key component of drifting is that the time series must contain chains with clear directionality. STUMPY is capable of computing: anchored time series chains (ATSC) - grow a chain from a user-specified anchor (i.e., specific subsequence) all-chain set (ALLC) - a set of anchored time series chains (i.e., each chain starts with a particular ... Stumpy’s Hatchet House combines the friends and sport to create memories of a lifetime. Experience the original axe throwing company in the United States! We are proud to announce we are the 2022 Titan Award winner for Company & Organization in Entertainment I contacted Stumpy's for an estimate and Ed came out the same afternoon and I received the estimate within a couple hours. They were at my house at 830am the next day! The team of 3 spent a full day clearing a hillside of dead branches on multiple trees, removal of one pine tree and trimmed and shaped the remaining trees. We would like to show you a description here but the site won’t allow us. STUMPY Basics#. Analyzing Motifs and Anomalies with STUMP#. This tutorial utilizes the main takeaways from the research papers: Matrix Profile I & Matrix Profile II. To explore the basic concepts, we’ll use the workhorse stump function to find interesting motifs (patterns) or discords (anomalies/novelties) and demonstrate these concepts with two different time series datasets:

Jun 16, 2020 · approx = stumpy.scrump(steam_df['steam flow'], m, percentage=0.01, pre_scrump=False) There are a couple of things to notice. First, we passed in a pre_scrump argument, a preprocessing step for stumpy.scrump() that, when set to True, can greatly improve the approximation. For now, we turn off the preprocessing step for demonstration purposes and ... . Fedpercent27s jackson hole meeting

stumpy

Jun 16, 2020 · Note: These tutorials were originally featured in the STUMPY documentation. Part 1: The Matrix Profile. Part 2: STUMPY Basics. Part 3: Time Series Chains. Part 4: Semantic Segmentation. Part 5: Fast Approximate Matrix Profiles with STUMPY. Part 6: Matrix Profiles for Streaming Time Series Data. Jun 17, 2020 · STUMPY is a powerful and scalable Python library for modern time series analysis and, at its core, efficiently computes something called a matrix profile. The goal of this multi-part series is to explain what the matrix profile is and how you can start leveraging STUMPY for all of your modern time series data mining tasks! Note: These tutorials ... Synonyms for STUMPY: stout, stubby, stocky, plump, squatty, sturdy, dumpy, thickset; Antonyms of STUMPY: slender, puny, thin, fragile, skinny, frail, lean, delicateStumpy’s Hatchet House combines the friends and sport to create memories of a lifetime. Experience the original axe throwing company in the United States! We are proud to announce we are the 2022 Titan Award winner for Company & Organization in Entertainment Sweet goodness for woodworkers of all skill levels. Stumpy or the Truncated Troll was a Troll that was a part of the Army of Dol Guldur that was amputated at both legs and had spiked-mace ball weapons attached to both arms. He was commandeered by a Guldur Orc that sat on his shoulders with reigns. He was commandeered by Bofur during the Battle of Five Armies against his own army. He was later killed by Legolas Greenleaf on Ravenhill. To be ... informal mainly disapproving us / ˈstʌm.pi / uk / ˈstʌm.pi / Add to word list short and thick: There was a large ring on each of her stumpy fingers. Synonyms chunky dumpy squat SMART Vocabulary: related words and phrases Low, short and shallow brief fubsy knee-high level long longish low low slung mini short short-range shorten shortness shortyStumpy’s San Antonio welcomes 13+ on Sundays from 2-4 p.m. 1 hour and 2 hour reservations available – please book on by clicking RESERVE NOW & note if you will have guests between 13-21 years old. These family reservations are ALCOHOL FREE & all guests must be wearing closed-toed shoes. We look forward to hosting your family at Stumpy’s ... 18 reviews of Stumpy’s Hatchet House "Fun place! The staff and owners are super friendly and informative. Fun for a date night or a friends get together. So ok glad we decided to to check it out. Inside it's much bigger than what I thought it was. There are lots of throwing pits and coaches to help you with your technique. Hip and historic Frederick, Maryland just turned hipper with Stumpy’s Hatchet House, the premier axe throwing and party venue, featuring the #socialthrowdown! Whether it’s a birthday party, a date, parents night out, or a corporate team building event, look no further than Stumpy’s Hatchet House Frederick! 10 reviews of Stumpy's Blues Bar "Expectations can be a terrible thing. I remember the first time I went to see "Austin Powers; International Man of Mystery" at the theaters. I had pretty high expectations, and was pretty disappointed. Synonyms for STUMPY: stout, stubby, stocky, plump, squatty, sturdy, dumpy, thickset; Antonyms of STUMPY: slender, puny, thin, fragile, skinny, frail, lean, delicateThe meaning of STUMPY is short and thick : stubby. How to use stumpy in a sentence. Unique attack: Ground stomp - Weapon Attack: 135 Bat bullet - Weapon Attack: 135 Founded 1976 • With Angi since July 2006. Super Service Award Winner-10 Years in a Row! 24/7 Emergency Tree Service, Tree removals. Pruning. Stump grinding, Cabling, and Storm damage. Stumpy's Tree Service began as an idea in 1976, when Martin and Anne Marie Jakobsen decided to create a business for themselves. Jun 16, 2020 · approx = stumpy.scrump(steam_df['steam flow'], m, percentage=0.01, pre_scrump=False) There are a couple of things to notice. First, we passed in a pre_scrump argument, a preprocessing step for stumpy.scrump() that, when set to True, can greatly improve the approximation. For now, we turn off the preprocessing step for demonstration purposes and ... .

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