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Do You Trust this Computer?
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Do You Trust this Computer? 2018 Science fiction has long anticipated the rise of machine intelligence, and today a new generation of self-learning computers has begun to reshape every aspect of our lives. Will A.I. usher in an age of unprecedented potential, or prove to be our final invention?
Director: Chris Paine
Actors: Christine Fox, David Ferrucci, Elon Musk, James Barrat, Jonathan Nolan, Rana El Kaliouby, Raymond Kurzweil
Anunnaki 2017 450,000 years ago our ancestors descended from the heavens to engineer the first human beings. To us they were Giants that ruled as Gods over mankind. Now new…
Genre: Documentary, Science Fiction
Icarus 2017 While investigating the furtive world of illegal doping in sports, director Bryan Fogel connects with renegade Russian scientist Dr. Grigory Rodchenkov—a pillar of his country's "anti-doping" program. Over…
The Real Versailles
The Real Versailles 2016 As BBC Two premieres its lavish new drama set in the sumptuous surroundings of Versailles, Lucy Worsley and Helen Castor tell the real-life stories behind one…
Genre: Documentary, History, TV Movie
The Eagle Huntress 2016
The Eagle Huntress 2016 Follow Aisholpan, a 13-year-old girl, as she trains to become the first female in twelve generations of her Kazakh family to become an eagle hunter, and…
Country: Mongolia, UK, USA
Genre: Adventure, Documentary, Family
The gritty, thrilling story of local militias and uneasy allies who banded together to liberate Iraq's second-largest city of 1.3 million people from ISIS in 2017.
Genre: Documentary, War
The Oslo Diaries 2018 A group of Israelis and Palestinians come together in Oslo for an unsanctioned peace talks during the 1990s in order to bring peace to the Middle…
Country: Canada, Israel
Kingdom of Us
Kingdom of Us 2017 How does a traumatic event shape a family? How do you sift through the memories to find hidden clues and unlock a collective grief? Kingdom of…
Rammstein: Paris 2017 During the "Made in Germany" tour, Swedish director Jonas Åkerlund filmed two acclaimed Rammstein concerts in March 2012 – each for an audience of 17,000 at the…
Baltimore Rising
Baltimore Rising 2017 In the wake of Freddie Gray's death in police custody, peaceful protests and destructive riots erupted as the city awaited the fate of six police officers involved…
Maiden 2018 In a moving portrait of resilience, Alex Holmes chronicles the unprecedented journey of 24-year-old Tracy Edwards and the first all-female sailing crew to enter the Whitbread Round the…
The China Hustle
The China Hustle 2017 An unsettling and eye-opening Wall Street horror story about Chinese companies, the American stock market, and the opportunistic greed behind the biggest heist you've never heard…
When I Grow Up 2019 A family friendly LGBT short film. Connor is out to eat with his family when he sees a married gay couple. He begins to imagine…
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Westlake closes acquisition of compounder Nakan
Westlake Chemical (Houston) has completed the acquisition of Nakan, a compounder of polyvinyl chloride (PVC), thermoplastic elastomers (TPE), and thermoplastic polyolefins (TPO) based in Reims, France, from OpenGate Capital (Los Angeles). Westlake announced the $265 million deal in September 2018.
Nakan brings Westlake eight production facilities located in China, France, Germany, Italy, Japan, Mexico, Spain and Vietnam, a research facility in France, and an application laboratory in the United States.
OpenGate Capital purchased Nakan in 2015, through the acquisition of Ivy Group. Ivy Group, formerly known as Kem One Innovative Vinyls, was acquired through a French administration process that originated with a complex acquisition in 2014 of Kem One SAS, a fully integrated producer of PVC resins. Entrepreneur Alain de Krassny is now the sole shareholder in Kem One.
By Clay Boswell
Source: Chemical Week
Neste and Avfuel join forces for U.S. sustainable fuel supply
Neste will provide Avfuel with SAF in volumes able to meet the growing demands of Avfuel's customers, including fixed base operators (FBOs), airports, flight departments, original equipment manufacturers (OEMs) and commercial operators.
Borealis and Tomra start up advanced recycling plant in Germany
Operation of the plant is a joint enterprise between Borealis, TOMRA and Zimmermann. Borealis is responsible for the plant's commercial success and contributes its expertise and knowledge in innovation, recycling and compounding.
Johnson Matthey appoints Stephen Oxley as Chief Financial Officer
Johnson Matthey announces that Stephen Oxley will join the company's board on 1st April 2021 as Chief Financial Officer (CFO).

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Guggenheim Securities Hires Thomas Klamka as Head of Credit Strategy
NEW YORK – Guggenheim Securities, the investment banking and capital markets division of Guggenheim Partners, announced today that Thomas Klamka has joined the firm as a Senior Managing Director and Head of Credit Strategy. Mr. Klamka is focusing on Guggenheim Securities' portfolio advisory capabilities in high-yield, leveraged loans, and distressed credit markets.
"We are excited to welcome Tom to Guggenheim," said Jerry Donini, Co-CEO of Guggenheim Securities. "Tom is highly regarded for his experience and expertise in the leveraged finance markets. We are delighted to have his leadership and portfolio strategy capabilities, as we continue to build our client-focused, high-yield and corporate credit businesses."
Mr. Klamka joins Guggenheim from Lutetium Capital, where he was the Co-Head of Research. Prior to Lutetium, he was a Managing Director and Director of Corporate Credit Research at Credit Suisse, managing the high yield and investment grade research groups. Before joining Credit Suisse, he was a Managing Director in high yield research at Donaldson, Lufkin & Jenrette. From 1996 through 2010, Mr. Klamka was consistently ranked a top three analyst in the Institutional Investor "All-America" analyst survey. He began his career at Prudential Investments.
Mr. Klamka earned his M.B.A. from the Wharton School and his B.S. in accounting from the University of Connecticut. He will be based in Guggenheim's New York Office.
Guggenheim Partners is a global investment and advisory firm with more than $250 billion1 in assets under management. Across our three primary businesses of investment management, investment banking, and insurance services, we have a track record of delivering results through innovative solutions. With 2,500 professionals based in more than 25 offices around the world, our commitment is to advance the strategic interests of our clients and to deliver long-term results with excellence and integrity. We invite you to learn more about our expertise and values by visiting GuggenheimPartners.com and following us on Twitter at twitter.com/guggenheimptnrs.
1Assets under management are as of 9.30.2016 and include consulting services for clients whose assets are valued at approximately $60bn.
Ellen Cunningham
Guggenheim Partners
Ellen.N.Cunningham@GuggenheimPartners.com
Guggenheim Securities Hires Carlos Rivero to Expand Energy Practice
Guggenheim Securities Hires Jonathan Schildkraut to Expand TMT Equity Research


Includes, but not limited to Heritage, Dyna, Softail, Deuce, Fatboy, Sportster, Road King. Most either have original paint jobs on them or are new raw steel.
When purchasing parts, be sure you get the correct part that will fit your Harley-Davidson. Subtle changes will make some of the parts look like they will fit your bike, but will not.
EXAMPLE For a 2007 Fatboy (FLSTF), ONLY a 2007 set will fit. The rear fender on the 2006 was narrower (except the Screamin' Eagle Fatboy), and on the 2008 Fatboy, the tank injection pump has a different mount inside the tank. So a 2006 rear fender will not fit a 2007, and a 2008 tank will not work correctly on a 2007.
When asking if parts 'fit' a certain model, you should really be asking if the part will work correctly. Because, technically, certain tanks will 'fit', but they do not have the correct mounting plate on the inside of the tank to work correctly so you would need to change the inside fuel pump, bracket and sending unit.
The front fenders were the same though. So you have to watch out for little changes like this.
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Latin Life Denver
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Trump's Border Wall Visit Condemned By National Partnership for New Americans
"This inappropriate and ill-advised address at the border should remind us about the horrors of a presidency that uses white grievances to gratify the ego…
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Paco Sanchez: Denver's Hispanic Media Pioneer Social Reform Activist
LATINOS CONDEMN POLITICAL CORRUPTION OF 2020 CENSUS
Love, Passion & Adversity: LLD Review 'Frida Kahlo , Diego Rivera and Mexican Modernism' Exhibit Now At The Denver Art Museum
If Anything Can Break Down Cultural Barriers It's Music. 'Lucy Rose' Soulful and Authentic, LLD Concert Review
Antonito! Alive & Well & Knows How To Party...Labor Parade, Fun & History...
From Denver's North Side to the end of Mexico 59 Year Old Woman to Compete in World's Most Dangerous Open Road Race
San Diego Latino Film Festival Features 160 Offerings; Denver's XicanIndie Film Festival Opens April 4th
TOPICS:XicanIndie Film FestivalSan Diego Latino Film Festival 2019
Article & Photos by Joe Contreras, Latin Life Denver Media; Videos courtesy The San Diego Latino Film Festival (SDLFF) Media Arts Center San Diego
It is always enlightening to see and experience what other Latino media & entertainment organizations are doing across the country and around the world. In Miami it's the annual Hispanicize Happening which brings together more than 3,000 Latino influencers and content creators from around the world together for a week long conference of networking, education and entertainment. See Latin Life Denver coverage from 2015, 2016, 2017,
From March 14 to 24th thousands of people came out to view more than 160 excellent quality Latino films from South and Central America, Cuba, Spain, Puerto Rico and throughout the U.S. that were on the big screen as part of 'The 26th Annual San Diego Latino Film Festival'. Latin Life Denver was pleased to be a media guest for this incredible 11 day celebration of Latino Cinema, Arts and Culture. See list of films and trailers HERE
In Denver, The 21st annual XicanIndie Film Festival returns Thursday, April 4 – Sunday, April 7. This is the premiere Latino film festival in the region and is the one of the most anticipated film festivals in the area among the Latino/Chicano community. See Latin Life Denver coverage from 2015, 2017, 2018
The San Diego film festival included Opening Night and Closing Night Parties complete with salsa orchestras, the 4th Annual Sabor Latino – Food, Beer, Wine & Tequila Festival featured several of Southern California's top chefs, breweries and wineries, only $35 for unlimited food & drinks. Sonido Latino – featuring free daily concerts with 37 bands performing during the 11 day festival. Most every film featured Q & A sessions where audiences had the rare opportunity to talk with filmmakers and actors from all over the world. (see photo gallery and videos below)
A three night tribute was given to Damian Alcazar, recognized as one of the most prestigious actors of contemporary Mexican cinema. (see video interview)
Awards were given in several categories including 2019 Premio Corazon Awards:
COMPRAME UN REVOLVER, winner of Best Narrative Feature and Best Director awards,
CLEAN HANDS, winner of Best Documentary Feature and the following Audience Award winners:
AUDIENCE AWARD – BEST NARRATIVE FEATURE
Campeones,
directed by Javier Fesser
AUDIENCE AWARD –
Yo No Me Llamo Ruben Blades,
directed by Abner Benaim
See the complete list of winners HERE
See more videos and interviews HERE
The 26th edition of the festival took place from March 14-24, 2019 at the AMC Fashion Valley 18 and the Digital Gym Cinema in San Diego, CA. Media Arts Center. The San Diego Latino Film Festival was established 26 years ago initially as a student film festival (Cine Estudantil) focusing on works by Latinos and/or about the Latino Experience. Since that time, the San Diego Latino Film Festival has developed into one of the larger and well-respected Latino film festivals in the world. Over 325,000 people have attended during the past 26 years and over 3,880 films/videos from across Latin America and the United States have been screened.
Photos by Joe Contreras, Latin Life Denver Media
Who Really Killed Neva Romero & "Los Seis de Boulder"? XicanIndie Film Festival
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See What's Coming Up At Museo
$328,000 of Grants from Denver Immigrant Legal Services Fund Announced
Ya Basta! Trump Is A Threat To Our Democracy He Must Be Removed From Office!
Denver Art Museum Seeking Local Artist(s) To Create Large-Scale Mural; Proposal Due Feb. 12, 2021
GreenLatinos Strongly Condemn Terrorism on Capitol Hill & Call For Presidents Removal
Still No Latinas in the Biden Cabinet…Why??
We're Open Again! Museo de las Americas Welcomes Visitors Starting Dec. 10th
Dismayed Latinos Demand Role in DPS Superintendent Search
Colorado Latino Voters Want Climate Action to Fuel Economic Rebound
"Papel Chicano Dos," Vibrant Chicana/o Art From The Collection of Cheech Marin, Dec. 4, 2020–June 26, 2021
"Testigos Makes Witnesses Of All Who View It"
NEWSED COVID Relief Grants Up To $15K for Minority and Women owned businesses, Apply Now!
Latin Life Denver, LLC
LATIN LIFE DENVER 2015


Question: I have some canned tuna in my pantry. The "best by" date was several months ago. Is it still safe to eat?
Answer: Yes, the tuna should be fine — provided you've been storing it properly and the unopened can isn't damaged.
As the U.S. Department of Agriculture points out, "Best By," "Best if Used By," and "Use By" dates on commercially packaged foods sold in the United States are not food safety dates. Provided voluntarily by manufacturers, they are an indication of how long products are likely to remain at peak quality.
After the "best by" date has passed, the canned tuna's texture, color and flavor will gradually deteriorate. So from a sheer quality standpoint, the sooner you eat the tuna, the better.
But from a safety perspective, you can consume it well beyond the "best by" date — in fact, unopened shelf-stable commercially canned foods will keep safe indefinitely (assuming they remain properly stored and undamaged), according to the USDA.
Just be sure to store your tuna and other shelf-stable canned goods in a cool, dry area and check to see that unopened cans are not leaking, rusting, bulging or severely dented. You should always throw out damaged cans, without tasting the food first.


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In the summer of 2016, after long deliberations, Manchester United finally announced the return of their former player to Old Trafford. He had left at the age of 19 to go cut it somewhere else and returned four years later as a truly bonafide world-class player. Paul Pogba came to United in an £89m deal from Juventus, making him the most expensive footballer in world football history. However, he has struggled to replicate such perfomances that made him highly-rated in the first place.
Juventus were expected to struggle this season after his departure, but the Italians have even moved a step up, raising questions about whether Pogba even limited them while in the colours of the Bianconeri.
Pogba has scored just eight times in the colours of United, a paltry return from a player many expected so much more from. He has drifted through too many matches this term, and should kickstart next season with a bang should he not want to be labeled a flop.
This season has seen Jose Mourinho, the Manchester United boss try a myriad of formations and players to suit the Frenchman's game, but none of those players bar Ander Herrera have covered themselves in glory.
United have finished in a disappointing sixth place, and Pogba has scored just five goals in the Premier League. The squad still has the imprint of the Louis van Gaal era, with players finding motivation hard to come by and struggling to uphold the history of the club, but make no mistake, United will be better and Pogba will surely be. If Jose does manage to win The Europa League on Wednesday and gets to sign majority of this top transfer targets, Chelsea have a fight on their hands if they are to retain the league next year. It is a known fact that Jose always wins the league in his second season at every club he has coached, meaning that if he gets the right personnel around Pogba, the Frenchman will shine and dominate matches like he was meant to do this season.
A player doesn't get bad all of a sudden, and next season will show how far Pogba has come. This season was simply a learning curve.
Pogba has been magnificent this season albeit a game or two. A 20 goal return cannot be expected from a midfield player whatsoever and that too he was used conservatively by the gaffer. Remember when he was out injured, he was the one most missed as out team played toothlessly without him in the team.


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Enter date (12/12/2019) or text (Immediate, February, etc.) to let applicants know when you expect to have the position filled.
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If you'd like applicants to contact you, enter your email address here. The email address you provide will be hyper-linked at the bottom of your posting.
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If your company has an online job submission form, you may wish to provide a link to it using this option (don't forget to include the http:// at the beginning of the URL!). The URL you provide will appear as a hyperlink at the bottom of your posting.
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RWA Welcomes Todd Houseman as Newest Board Member
The Rural Wireless Association is pleased to announce the appointment of Todd Houseman, General Manager and CEO of United Wireless, to the RWA Board of Directors. Mr. Houseman has nearly 25 years of experience in the telecommunications industry, with a strong focus on providing wireless services to underserved rural communities.
"I am honored to serve on the RWA Board and continue to ensure a regulatory environment that strengthens and expands wireless broadband services in rural America for the benefit of all of America," Mr. Houseman said.
In his current role, Mr. Houseman manages the operations of United Wireless, a Dodge City, Kansas carrier providing CDMA and 4G LTE service to more than 20,000 subscribers in the southwest corner of Kansas. Previously, Mr. Houseman served as the General Manager and CEO of Palau National Communications Corporation, where he oversaw the delivery of landline, cellular, data, and video services to customers in the Western Pacific island chain. Mr. Houseman has also served as the CFO of S&T Telephone Association in Brewster, Kansas, and has worked as a financial consultant for TCA, Inc. in Colorado Springs, Colorado. Mr. Houseman holds a Bachelor's degree in accounting and an MBA from Wichita State University.
"We are thrilled to have Mr. Houseman join us as we guide our membership through the challenges facing rural wireless carriers. His leadership at United Wireless and experience in the rural industry will allow him to have an immediate positive impact on RWA," said Brian Woody, RWA's CEO and President.
Account Administrator 2018-03-07T16:16:14-04:00 April 24th, 2017|Categories: Member News, Press Releases|


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Coach Brendan Suhr is joined by founder & president of Janssen Sports Leadership Center, Jeff Janssen. Widely considered the world's top expert on Sports Leadership, Jeff's pioneering work in launching and conducting college athletics' first Leadership Academies with student-athletes and coaches began over a decade ago. His groundbreaking work is what originally started the whole field of sports leadership development and continues to be the gold standard today.
In this episode, Jeff and Coach Suhr discuss how he became intrigued with the intangibles & psychology of sport, what he has learned from the best coaches in the world, the keys to coaches finding balance between maximizing effort with your team and down time with your family, how to develop "Championship Culture" within your program as well as an inside look into how his leadership workshops are conducted with both players and coaches. Jeff has worked with OVER 30 championship teams and gives phenomenal tips for you to use with your team.
All that and more on Episode 119 of the Coaching U Podcast with Coach Brendan Suhr!


Steve & Joy Hogan are high school sweethearts that met and married while attending New Hope. Their passion is to raise up healthy disciples of Jesus who enjoy living life to the fullest! They come alive by seeing each member know their God given uniqueness to be successful in life and move forward the Kingdom of God on earth. They have four beautiful daughters: Marissa, Olivia, Alexa and Juliana.
Steve is a son of the church — he even remembers getting saved at 5 years old while attending! While actively leading New Hope, Steve is also active in the business community in Rochester and serves on various boards of educational, business and non profit organizations. He studied business, psychology, and music at Roberts Wesleyan College, with an MBA from St. John Fisher College. Steve enjoys coffee, eating out, spending quality time with friends and family, and playing piano. He is also an avid reader and loves traveling with Joy.
Joy was raised as a pastor's kid and joined the New Hope family when her father came to pastor here from 1992-1997. Joy has a pastor's heart and is passionate about seeing people grow in understanding their identity in Christ. She loves to use her practical insight and prophetic gifting to foster healthy families, marriages, and relationships. She works closely with the Goldmine Children's ministry team and enjoys being an active worship leader. Joy spends her days saving babies' lives as a certified Pediatric Nurse Practitioner, having served as a pediatric nurse for 15 years. She's attended Roberts Wesleyan College for nursing and the University of Rochester for her certification. Joy enjoys caring for her family, spending time with friends, and dating her best friend Steve.


Jersey Finance is delighted to support the Jersey Hospitality Association's Zest festival taking place Wednesday 3 April to Saturday 6 April this year.
The Zest Festival is designed to celebrate the best of all of Jersey's businesses, from producers to restauranteurs and hoteliers. The festival will have bar skills courses, public demonstrations and workshops, butchery and fishmongery demonstrations, bake-offs, celebrity visits and more, all open to the public.
The JHA is encouraging all businesses to take part in Zest, whether it is hosting a special event, tour, workshop or simply flying the flag for hospitality.
To get involved please contact Simon Soar, CEO of Jersey Hospitality Association.


While you head out for purchasing a sideboard for your home, you need to go a bit fanatical and search for the various options available. Sideboard is the most functional as well as beautiful piece of furniture that can also be used in your dining room, living room, kitchen, bedroom or family room. When you finalize the place where you will be placing your sideboard, think of the other factors such as the style, design, color, shape and material. Material is one of the most concerning thing, as they come in various choices such as glass, wood, metal, chrome and stainless steel. Depending upon the material of rest of your room furnishing, you can opt for one that suits the place in the best way.
One of the most used materials for sideboard is glass, as it can go just perfect with any of the décor. Glass sideboards can just go unique with every style as well as design of your home. When you decide to go with glass ones, then search for the numerous options that give your space a more spacious presence. Glass used for sideboards can be obtained in various colors as well as styles, to add a touch of class to your space. You can either opt for black, white or smoked glass for your sideboard. When you search for various types of glass for your sideboards, pick the one that just goes well with your furnishing. Smoked glass is one of the most demanded and popular ones, as they are also available in various types. When you visit the markets or look through the internet, you will get to see the various types of smoked glass sideboards.
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As IBM kicked off its annual believe conference, a high-production extravaganza this week in San Francisco, the enterprise this morning made a collection of AI-related announcements, together with the merging of its PowerAI built-in CPU-GPU server line with its cognitive computing flagship IBM Watson, to create what it calls the Watson desktop getting to know Accelerator (WML Accelerator), which ample Blue claims speeds up machine learning working towards 46X.
The purpose of the Watson-vigor marriage, IBM stated, is to create a converged, integrated AI solution "that brings together the top-quality application for AI, Watson, with the top-rated hardware for AI, IBM vigour programs" – the premiere goal being to ease business AI adoption. As partake of that strategy, the business this week will exhibit modern benchmarks for SnapML, IBM's ML framework for simplified model selection and hyper-parameter tuning, which continually requires the specialized capabilities of information scientists.
"by using scaling out across a cluster, as well as scaling up throughout many-core CPUs and robust up to date GPUs, SnapML is able to picking out a totally accurate model and its hyper-parameter configuration extraordinarily at once," said Sumit Gupta, VP of AI and HPC, IBM Cognitive systems, in a blog.
Like many other AI-linked seller bulletins during the eventual yr, IBM's vigour AI-Watson convergence is aimed at easing the AI connected handicap shortage, notable via 54 p.c as a barrier to AI adoption in a concomitant Gartner CIO survey, together with a talents scarcity regarding integrating AI into latest infrastructures, cited with the aid of 27 percent of those within the Gartner surveyed through Gartner. WML Accelerator is designed to profit companies instruct and set up ML models in-built IBM Watson Studio and monitored with Watson OpenScale.
LONDON (Reuters) - IBM Corp. has developed expertise to foretell and monitor when and where trees and vegetation intimidate power lines which may champion help power give operations and prick back outages, it observed on Wednesday.
Vegetation may occasions disruption for power agencies, frequently growing to subsist over or obstructing vim transmission strains. energy suppliers continually enmesh custody of this via conducting detached inspections and trimming.
IBM's device makes exhaust of facts collected with the aid of satellites, drones, aerial flights, sensors and weather models to assist corporations monitor the status and protection of tons of of miles of transmission and distribution strains.
as well as selecting and predicting outage threats, the system can additionally profit with grid reliability, wildfire prevention, storm management and assessment, the company noted.
"every business is littered with climate. however for energy corporations and their valued clientele, it will probably suggest the disagreement between whether they could maintain the lights on and heat their homes," observed Cameron Clayton, IBM's widely wide-spread supervisor of Watson Media and climate.
"The capacity to layer weather data with satellite and sensor data offers utility companies potent modern insights to aid them help operations and minimize influence on their valued clientele," he introduced.
IBM unveiled modern technology to prick back power outages by using helping power organizations foretell where bushes and different vegetation may additionally intimidate power traces. IBM labored with Oncor, the biggest utility company in Texas and the fifth largest in the u.s., to advance a solution tailored for the power and utility industry, to champion augment operations and provide legit electric powered provider for tens of millions of customers across the state.
The weather business Vegetation management - foretell is developed on IBM PAIRS Geoscope, a expertise developed through IBM analysis.The gadget immediately strategies massive, advanced geospatial and time-based datasets amassed by using satellites, drones, aerial flights, millions of IoT sensors and climate fashions.
The resulting insights can champion organizations dote Oncor to video parade vegetation boom across their all service territory, enabling them to improved identify and foretell capabilities infringement with power traces. corporations can more proactively and accurately end for preventive renovation and swift response, focusing crews in the maximum-precedence places and validating that vital trimming became achieved as expected.
"electricity is an famous partake of their lives, and hundreds of thousands of Texans depend on Oncor day by day. Vegetation poses a grave random to power lines and the encircling areas, however monitoring it is a difficult and time-consuming system," says Peter Stoltman, vegetation administration program supervisor, Oncor. "through working with IBM, we're in a position to exhaust analytics and AI to prioritize high-possibility areas. This helps us accommodate preservation operations to enrich public safety and service reliability."
Vegetation is a leading judgement behind service interruption for utility companies. With ordinary methods, the fundamental perception into expertise risks includes expensive on-website inspections or understanding the final time a neighborhood became trimmed. With this modern answer, a all bunch of miles of transmission and distribution traces may subsist continuously monitored to deliver perennial perception about the status of boom and upkeep. apart from helping identify and foretell outage threats, geospatial-temporal insights can profit with conventional grid reliability and compliance, wildfire prevention, storm management and evaluation.
PAIRS Geoscope ingests greater than 10 terabytes of recent information per day and has already served more than 15 million requests from greater than four,000 researchers, statistics scientists and builders in eighty international locations. It eliminates the labor-intensive manner of producing insights from geospatial-temporal records, which is common for its sheer size and complexity. The want of capacity to entry, question and anatomize this category of large information in a scalable routine is the judgement it turned into lengthy considered unsearchable information. IBM scientists invented a modern solution to elope and anatomize advanced queries inside minutes in its dwelling of weeks or months, making up to now impossible insights now a fact.
PAIRS Geoscope is frequently available for diverse industries and exhaust instances. moreover Vegetation administration - Predict, PAIRS is additionally the underlying expertise for Watson resolution Platform for Agriculture, a set of agribusiness materiel that makes exhaust of the energy of AI and geospatial statistics to profit farmers manufacture more counseled choices about their vegetation.
For greater tips, view the internet website.
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text:
La déforestation en Thaïlande est parmi les plus intenses des pays asiatiques. Entre 1945 et 1975, les forêts sont passées de 61 à 34 % de la surface du pays. Dans les 11 années qui ont suivi, la Thaïlande a perdu 28 % des forêts restantes. Durant cette période, la perte a été de plus de 3 % par an. Entre 1975 et 2009, les forêts ont diminué au total de 43 %.

Causes et conséquences
Parmi les causes citées fréquemment figurent la culture sur brûlis, mais aussi la corruption qui laisse agir les trafiquants de bois précieux.

En réalité, c'est l'expansion agricole qui est la cause principale, et de loin, de la déforestation.

Par contre la déforestation n'aurait qu'un effet relativement limité sur les inondations.

Législation
En 1989, une loi contre la déforestation interdisant d'abattre des arbres sur tout le territoire (sauf dans les plantations) a été votée en Thaïlande.

Bibliographie
  The Causes of Tropical Deforestation
 Jean-Pierre Lainé, Déforestation et reboisement en Thaïlande, in Aspects du monde tropical et asiatique: hommage à Jean Delvert

  Thai Forestry. A Critical History, Silkworm Books, Chiang Mai, 2009

Article connexe

 The Elephant Keeper (1987), un film engagé du réalisateur Chatrichalerm Yukol qui alerte sur la déforestation et dénonce le trafic illégal du bois en Thaïlande.

Voir aussi

Notes et références

Liens externes
 La forêt thaïlandaise, une espèce en voie de disparition ? sur thailande-fr.com, article de 2012

Environnement en Thaïlande
Thaïlande

redpajama_set_name: RedPajamaWikipedia


text:
Q: Drag multiple elements with jquery.event.drag I want to drag multiple elements with the jQuery plugin jquery.event.drag
Here is a fiddle of the original demo :
Here is the link to the original demo :
On the demo, the user clicks on squares he wants to select and drag them.
But i want to do something simplest : Just click on the square "1" and move all the squares.
I've tried different things and the result is not good, see this fiddle :
http://jsfiddle.net/Vinyl/gVFCL/2/
Can you help me to that that ?
HTML code :

CSS code
.drag {
    position: absolute;
    border: 1px solid #89B;
    background: #BCE;
    height: 58px;
    width: 58px;
    cursor: move;
    top: 120px;
}
.selected {
    background-color: #ECB;
    border-color: #B98;
    }

jQuery
jQuery(function($){
    $('.drag')
        .click(function(){
            $( this ).toggleClass("selected");
        })
        .drag("init",function(){
            if ( $( this ).is('.selected') )
                return $('.selected');
        })
        .drag(function( ev, dd ){
            $( this ).css({
                top: dd.offsetY,
                left: dd.offsetX
            });
        });
});

EDIT
The link given in Rajagopal's answer is ok.
I've also found this plugin MultiDraggable which is really easy to use : https://github.com/someshwara/MultiDraggable

A: jQuery(function($) {

    $('.drag').drag("init", function() {
        if ($(this).is('#test')){
            return $('.selected');
        }
    }).drag(function(ev, dd) {
        $( this ).css({
                top: dd.offsetY,
                left: dd.offsetX
            });
    });
});

Demo http://jsfiddle.net/gVFCL/3/

A: You have to do something like this,
$('.drag').drag("init", function(ev, dd) {
    if (this.id == "test") {
        return $(".drag").addClass("selected");
    }
}).drag(function(ev, dd) {
    if (ev.target.id == "test") {
        $(this).css({
            top: dd.offsetY,
            left: dd.offsetX
        });
    }
});

Here is the working sample. Hope, this one will help you.
EDIT:
You can simply use jquery-ui draggable plugin for this case. Take a look at this http://jqfaq.com/how-to-drag-the-multiple-elements-with-jquery-ui-draggable/. Hoep, this one will help you!

A: My code upgrade multi drag and multi select:
http://jsfiddle.net/F4AwY/
$('.drag').drag("init", function() {
  return $('.selected');
}).drag(function(ev, dd) {
    $( this ).css({
       top: dd.offsetY,
       left: dd.offsetX
    });
});

$('div[class*="drag"]').click(function(){
    $(this).toggleClass("selected");
})

A: In the original jsfiddle change
.click(function(){
        $(this).toggleClass("selected");
    })

to
.click(function(){
        $('.drag').toggleClass("selected");
    })

redpajama_set_name: RedPajamaStackExchange


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For you. Like us on Facebook to see similar stories. Read More. I also have several customers who are anxiously awaiting the delivery of containers already unloaded that stretch into a week or more. The activity level at the port is not close to business moving north hollywood and I feel it was busier earlier in the year.
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Executives have warned the shipping crisis will continue into Do you work at the ports in Los Angeles and Long Beach? The queue of container ships waiting in the bay has been rising steadily throughout the week, reaching new highs each day.
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A spokesperson for the Port says they're moving cargo as quickly as they can, but on Tuesday there were still 62 container ships sitting offshore at the ports of LA. Discover Membership. Leave a Reply Cancel reply Your email address will not be published.
Assuming ships waiting offshore are effectively full and capacity is a good proxy for volume, and that terminals are able to process vessels at the same pace they did in August, the anchorages and drift areas could only be completely cleared if no ships arrived for 14 days straight days.
Prior toit was rare for a single ship to be held offshore, according to Louttit. Many companies have fewer workers than before the pandemic but face significantly more work due to the boom in demand for goods since the pandemic started. A struggle to hire enough workers has had a tremendous impact on the transportation industry nationwide, causing headaches at ports, warehouses, railways, and necessary los angeles cheapest movers quote not. A looming shortage of hot Christmas gifts this year Disruptions and temporary shutdowns at many of the nation's factories Higher prices paid by consumers on a wide range of goods.
According to Marine Exchange statistics, cargo traffic at the Port of Long Beach has broken monthly records in 12 of the last 13 months. For example, officials noted that every shift change for port workers requires new protocols, including the cleaning of crane compartments and equipment, daily health screenings for staff, and other inefficiencies caused la service movers social distancing measures.
He currently resides in Manhattan with his wife and two Shih Tzus. Related Articles. And the number of backed-up ships has been unrelenting. Editions Quartz. While the numbers fluctuate from day to day, there were 70 container ships in the queue on Monday with total capacity oftwenty-foot equivalent units.
Longer hours may not be enough.
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Now it may have been the cause of a major oil spill off the coast of Orange County, California. The pandemic has battered the global supply chain, offloading the surging demand on to suppliers and leading to shortages of goods and containers and increasing costs for consumers. As of September 15, a record 88 los find mover were sitting on the click here, forming a line of vessels click here south over 40 miles, from the entrance of the Port of Los Angeles all the way down to Dana Point.
Vessel-positioning data from MarineTraffic confirms that a steady stream of container ships remains en route across the Pacific, destined for Los Angeles. At a press conference Monday, Martyn Willsher, the CEO of Amplify Energy AMPYowner of the pipeline that dumped up togallons of oil into the ocean, said it was a "distinct possibility" that the damage was caused by a ship's anchor.
The Port of Los Angeles publishes the average waiting period for a ship to reach one of its berths. Where are los angeles offshore shipping containers feds, use military to assist with port backups at their base…. To answer that question, American Shipper analyzed data from the Marine Exchange of Southern California on exactly which ships are out there and how much cargo they can carry.
Maersk CEO: The trade pipeline is bursting at the seams. On Tuesday, that number rose to an all-time high of nine days calculated on a day rolling average basis. Fortunately nobody was hurt. As authorities scramble to contain the damage done by a broken underwater pipeline that has sent oil onto beaches and endangered wildlifethey are also investigating the possibility that the leak was caused by a ship's anchor hitting the pipeline. You drayage truck drivers too. Found the story interesting?
I'm already a fan, don't show this again. Southern California is dealing with a traffic jam unlike any other, as a record number of container ships have been stuck waiting in the waters outside the ports of Los Angeles and Long Beach to unload cargo. Something to consider… If the people working the docks are being forced to take the vaccine might be the reason for the labor shortage. A spokesperson for the Port says they're moving cargo as quickly as they can, but on Tuesday there were still 62 container ships sitting offshore at the ports of LA, los angeles offshore shipping containers.
Sign up for a free FreightWaves account today for unlimited access to all of our latest content.
More cargo on ships waiting offshore than a month of imports to Long Beach
Send MSN Feedback. US Markets Loading H M S In the news. Read More. Microsoft and partners may be compensated if you purchase something through recommended links in this article. What does this container ship pileup mean for you? Fortunately nobody was hurt. Our southern border is wide open and someone government decides these ships are going to be a problem. If so, somebody needs to get their priorities straight.
We are glad you're enjoying the content
Just things to think about. A recent Bloomberg analysis found that the number of container vessels waiting to enter the top three US ports has been steadily rising since July. Something to consider…. Yeah right! As of Wednesday, 62 container ships were waiting offshore to unload cargo, according to the Marine Exchange of Southern California. By signing in for the first time, I give consent for FreightWaves to send me event updates and news.
Just how many containers of cargo are stuck off California's coast?
The Port of Long Beach has moved to increase operating hours, which may not be enough to fix the issue. Like source on Facebook to see similar stories.
They are trying to los angeles offshore shipping containers a food shortage. Your email address will not be published. Grace Kay. Key US ports in Southern California are facing near-record backlogs of cargo ships.
What if…we deregulate the shipping industry? Authorities did confirm to the public Tuesday that divers had found a "4,foot section of the When asked at a briefing Tuesday remarkable, licensed moving companies los angeles ca there speculation that a container ship's anchor was the cause of the break, US Coast Guard Capt. On Tuesday, the Department of Transportation, which oversees pipeline accidents, notified Amplify that while "the root cause of the accident remains unconfirmed at this time," that "preliminary reports indicate that the failure may have been caused by an anchor that hooked the pipeline, causing a partial tear.
Shortages of workers, equipment, and a lack of coordination across the transportation industry created a ripple effect.
Rebecca Ore said there is no confirmation of a vessel above the site of the spill, but the response team is working with other agencies in parallel investigation to determine whether a ship was in the area. The owner of the trucking company says he's trying to work with neighbors and even hired a guy to direct traffic. Everybody is making money but the owner operator container hauler! Save my name, email, and website in this browser for the next time I comment.
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Dottie is a truly exceptional goat. She is our herd alpha for sure, with strong, hearty genetics, quick instincts, a fast gait, and very intelligent. She was born in 2010, and we affectionately call her our "ol' goat". She is a very experienced mother, and kids with absolute ease- not even a bleat. She kids out strong, healthy, blue-eyed babies every time. She has exceptional milk-holding capacity and ligament attachment for her age and experience. She produces 1.5-2 quarts per day at her peak.


We can help.We are all affected by the environment we live in; our senses are constantly exposed to toxins in the form of preservatives and pesticides used to produce our food, the soap, make-up and skin care products enter through the pores and add to the buildup of toxins naturally produced by the body as a result of digestion and respiration.
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Your lymph system and liver do an excellent job but the environment we live in and quality of foods eaten means the body is often overloaded.
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Want a fruity all-day-vape that isn't too sweet? TNT might be your next favorite.
Time Bomb Vapors is a line produced by Buckshot Vapors. They're based out of Costa Mesa, California, and though they're known for a few lines of vape juice, Time Bomb remains the most popular. This company produces a lot of great all-day-vape flavors that are smooth and light. If you haven't heard of Time Bomb Vapors before, listen up. Time Bomb's flagship e-liquid is their flavor TNT, which is what we'll be reviewing today. I heard about this juice a few years ago from a friend who couldn't stop vaping it. I took the hint and bought myself a bottle and I've been a fan of this flavor ever since.
Each juice from Time Bomb Vapors features a skeleton on the label. TNT E-Liquid has a punk skeleton with a mohawk, holding a bomb. The Time Bomb Vapors logo is on the side of the box and the front of the bottle.The flavor is easy to spot in wavy lettering toward the middle of the design. A little flashy? Maybe. But it's nice branding, as eventually you'll associate the skeleton holding a bomb with the brand and instantly know what line of e-liquid it is without even reading the label.
I used a A1 coil with my SMOK TFV8 V2 Baby tank (sold first with the SMOK Species kit) and my GeekVape Blade box mod. The A1 coils are phenomenal on flavor, with a large surface area of mesh. I began at 90W (the A1 is rated from 90-140). I tested TNT E-Liquid on a lower wattage tank afterward, to get the full spectrum.
TNT E-Liquid by Time Bomb Vapors is described as a strawberry, apple, and peach blend. On the inhale of TNT, there is without question a strong peach flavor. The exhale left me with a clean, fresh apple flavor. The middle notes are more subtle, and surprisingly, even though the first flavor listed on this juice is strawberry, it's more of a background flavor than the main attraction.
At different wattages, this juice's flavor didn't change much. It's a juice that tastes great no matter how you vape it. I prefer the strawberry being in the background, but if you're looking for an intense strawberry blend, TNT isn't what you're searching for.
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a loved sister and sister-in-law of the Power and Stuart families, a deeply loved aunty, cousin, and a friend of many.
Messages to 108 Tui Street, Kumara, 7832.
Phyl requested a Graveside Service which will be held at the Karoro Lawn Cemetery on Wednesday at 1pm. No black please – Phyl would like bright colours.


If you have a kid or have had to purchase a gift for one recently, chances are you've heard of Fingerlings. They're a hot toy and the craze doesn't seem to be going away anytime soon. As part of the Fingerlings line, there's two new Fingerlings as you've never seen them before - big and soft! Favorite Fingerlings characters Boris and Bella are now interactive cuddle monkeys, and the product launch date for them is today.
Fingerlings Hugs are soft cuddly monkeys with long arms. There's Bella (Pink) and Boris (Blue). You can swing them, pet them, give a kiss, and even rock them to sleep. They make several cutesy noises. To really make the kids giggle, Fingerlings Hugs will fart if you shake them! One fun feature is that your child can record what they say, and the Fingerlings Hugs plush will repeat it back to them in a silly, kitchsy manner. This is done by holding the left ear and talking, then letting go when done. The monkey will repeat what was said. My nieces got a kick out of making up phrases and hearing them being repeated back.
Fingerlings Hugs are a cute, fun addition to the Fingerlings toy line.
I saw those at the store a few weeks back. They look cute!
Cute! Thanks so much for stopping by!!
These look like they would be a lot of fun for my granddaughters.


We hope you will take this opportunity to sample the local hospitality and stay the night at one of our excellent local Hotels or guest houses. For those who like the outdoor life, why not stay at one of our local camp sites? Spend some time to get to know Llandovery as the little gem it is, sample the great local cafes and restaurants, enjoy the live music at many of the local pubs, after all you are not riding, so relax and enjoy the quiet, peaceful life, Llandovery offers.


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Q: Connecting to azure database using jtds from android I'm designing an android app to directly connect to an azure database using the open source jtds driver version 1.2.7. I've successfully connected to an sql server express database, so I know it works. When attempting to connect to the azure database, though, I get an error. Here's the stacktrace:
06-06 17:03:49.881: E/AndroidRuntime(1906): FATAL EXCEPTION: AsyncTask #2
06-06 17:03:49.881: E/AndroidRuntime(1906): java.lang.RuntimeException: An error occured while executing doInBackground()
06-06 17:03:49.881: E/AndroidRuntime(1906):     at android.os.AsyncTask$3.done(AsyncTask.java:299)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at java.util.concurrent.FutureTask.finishCompletion(FutureTask.java:352)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at java.util.concurrent.FutureTask.setException(FutureTask.java:219)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at java.util.concurrent.FutureTask.run(FutureTask.java:239)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at android.os.AsyncTask$SerialExecutor$1.run(AsyncTask.java:230)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1080)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:573)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at java.lang.Thread.run(Thread.java:856)
06-06 17:03:49.881: E/AndroidRuntime(1906): Caused by: java.lang.NoClassDefFoundError: com.sun.net.ssl.SSLContext
06-06 17:03:49.881: E/AndroidRuntime(1906):     at net.sourceforge.jtds.ssl.SocketFactoriesSUN$TdsTlsSocketFactory.factory(SocketFactoriesSUN.java:174)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at net.sourceforge.jtds.ssl.SocketFactoriesSUN$TdsTlsSocketFactory.getFactory(SocketFactoriesSUN.java:157)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at net.sourceforge.jtds.ssl.SocketFactoriesSUN$TdsTlsSocketFactory.createSocket(SocketFactoriesSUN.java:86)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at net.sourceforge.jtds.jdbc.SharedSocket.enableEncryption(SharedSocket.java:332)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at net.sourceforge.jtds.jdbc.TdsCore.negotiateSSL(TdsCore.java:554)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at net.sourceforge.jtds.jdbc.ConnectionJDBC2.<init>(ConnectionJDBC2.java:350)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at net.sourceforge.jtds.jdbc.Driver.connect(Driver.java:188)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at java.sql.DriverManager.getConnection(DriverManager.java:175)
06-06 17:03:49.881: E/AndroidRuntime(1906):     at java.sql.DriverManager.getConnection(DriverManager.java:209)

It looks like the problem is the java.lang.NoClassDefFoundError: com.sun.net.ssl.SSLContext but I have no idea what to do about this. I believe that force encryption is turned on at the database, but I did not set it up and I don't have permission to mess with those settings. Any idea what to do about this error?


This document provides an introduction to the capabilities of slalom. The package can be used to identify hidden and biological drivers of variation in single-cell gene expression data using factorial single-cell latent variable models.
Slalom requires: 1. expression data in a SingleCellExperiment object (defined in SingleCellExperiment package), typically with log transformed gene expression values; 2. Gene set annotations in a GeneSetCollection class (defined in the GSEABase package). A GeneSetCollection can be read into R from a *.gmt file as shown below.
Here, we show the minimal steps required to run a slalom analysis on a subset of a mouse embryonic stem cell (mESC) cell cycle-staged dataset.
We also need to supply slalom with genesets in a GeneSetCollection object. If we have genesets stored in a *.gmt file (e.g. obtained from MSigDB or REACTOME) then it is easy to read these directory into an appropriate object, as shown below for a subset of REACTOME genesets.
Next we need to create an Rcpp_SlalomModel object containing the input data and genesets (and subsequent results) for the model. We create the object with the newSlalomModel function.
We need to define the number of hidden factors to include in the model (n_hidden argument; 2–5 hidden factors recommended) and the minimum number of genes required to be present in order to retain a geneset (min_genes argument; default is 10).
## 14 annotated factors retained;  16 annotated factors dropped.
## 196  genes retained for analysis.
Next we need to initialise the model with the init function.
With the model prepared, we then train the model with the train function.
## Model not converged after 50 iterations.
## Model not converged after 10 iterations.
Typically, over 1,000 iterations will be required for the model to converge.
Finally, we can analyse and interpret the output of the model and the sources of variation that it identifies. This process will typically include plots of factor relevance, gene set augmentation and a scatter plots of the most relevant factors.
As introduced above, slalom requires: 1. expression data in a SingleCellExperiment object (defined in SingleCellExperiment package), typically with log transformed gene expression values; 2. Gene set annotations in a GeneSetCollection class (defined in the GSEABase package).
Slalom works best with log-scale expression data that has been QC'd, normalized and subsetted down to highly-variable genes. Happily, there are Bioconductor packages available for QC and normalization that also use the SingleCellExperiment class and can provide appropriate input for slalom. The combination of scater and scran is very effective for QC, normalization and selection of highly-variable genes. A Bioconductor workflow shows how those packages can be combined to good effect to prepare data suitable for analysis with slalom.
Here, to demonstrate slalom we will use simulated data. First, we make a new SingleCellExperiment object. The code below reads in an expression matrix from file, creates a SingleCellExperiment object with these expression values in the logcounts slot.
The second crucial input for slalom is the set of genesets or pathways that we provide to the model to see which are active. The model is capable of handling hundreds of genesets (pathways) simultaneously.
Geneset annotations must be provided as a GeneSetCollection object as defined in the GSEABase package.
Genesets are typically distributed as *.gmt files and are available from such sources as MSigDB or REACTOME. The gmt format is very simple, so it is straight-forward to augment established genesets with custom sets tailored to the data at hand, or indeed to construct custom geneset collections completely from scratch.
If we have genesets stored in a *.gmt file (e.g. from MSigDB, REACTOME or elsewhere) then it is easy to read these directory into an appropriate object, as shown below for a subset of REACTOME genesets.
We also tweak the row (gene) and column (cell) names so that our example data works nicely.
With our input data prepared, we can proceed to creating a new model.
The newSlalomModel function takes the SingleCellExperiment and GeneSetCollection arguments as input and returns an object of class Rcpp_SlalomModel: our new object for fitting the slalom model. All of the computationally intensive model fitting in the package is done in C++, so the Rcpp_SlalomModel object provides an R interface to an underlying SlalomModel class in C++.
Here we create a small model object, specifying that we want to include one hidden factor (n_hidden) and will retain genesets as long as they have at least one gene present (min_genes) in the SingleCellExperiment object (default value is 10, which would be a better choice for analyses of experimental data).
## 20 annotated factors retained;  3 annotated factors dropped.
## 500  genes retained for analysis.
Twenty annotated factors are retained here, and three annotated factors are dropped. 500 genes (all present in the sce object) are retained for analysis. For more options in creating the slalom model object consult the documentation (?newSlalomModel).
See documentation (?Rcpp_SlalomModel) for more details about what the class contains.
Before training (fitting) the model, we first need to establish a sensible initialisation. Results of variational Bayes methods, in general, can depend on starting conditions and we have found developed initialisation approaches that help the slalom model converge to good results.
The initSlalom function initialises the model appropriately. Generally, all that is required is the call initSlalom(m), but here the genesets we are using do not correspond to anything meaningful (this is just dummy simulated data), so we explicitly provide the "Pi" matrix containing the prior probability for each gene to be active ("on") for each factor. We also tell the initialisation function that we are fitting one hidden factor and set a randomisation seed to make analyses reproducible.
See documentation (?initSlalom) for more details.
With the model initialised, we can proceed to training (fitting) it. Training typically requires one to several thousand iterations, so despite being linear in the nubmer of factors can be computationally expensive for large datasets ( many cells or many factors, or both).
## Model converged after 4550 iterations.
We apply the shuffle (shuffling the update order of factors at each iteration of the model) and pretrain (burn 100 iterations of the model determine the best intial update order of factors) options as these generally aid the convergence of the model. See documentation (?trainSlalom) for more details and further options.
Here the model converges in under 2000 iterations. This takes seconds for 21 factors, 20 cells and 500 genes. The model is, broadly speaking, very scalable, but could still require hours for many thousands of cells and/or hundreds of factors.
With the model trained we can move on to the interpretation of results.
The topTerms function provides a convenient means to identify the most "relevant" (i.e. important) factors identified by the model.
We can see the name of the term (factor/pathway), its relevance and type (annotated or unannotated (i.e. hidden)), the number genes initially in the gene set (n_prior), the number of genes the model thinks should be added as active genes to the term (n_gain) and the number that should be dropped from the set (n_loss).
The plotRelevance, plotTerms and plotLoadings functions enable us to visualise the slalom results.
The plotRelevance function displays the most relevant terms (factors/pathways) ranked by relevance, showing gene set size and the number of genes gained/lost as active in the pathway as learnt by the model.
The plotTerms function shows the relevance of all terms in the model, enabling the identification of the most important pathways in the context of all that were included in the model.
Once we have identified terms (factors/pathways) of interest we can look specifically at the loadings (weights) of genes for that term to see which genes are particularly active or influential in that pathway.
See the appropriate documentation for more options for these plotting functions.
Having obtained slalom model results we would like to use them in downstream analyses. We can add the results to a SingleCellExperiment object, which allows to plug into other tools, particularly the scater package which provides useful further plotting methods and ways to regress out unwanted hidden factors or biologically uninteresting pathways (like cell cycle, in some circumstances).
The addResultsToSingleCellExperiment function allows us to conveniently add factor states (cell-level states) to the reducedDim slot of the SingleCellExperiment object and the gene loadings to the rowData of the object.
It typically makes most sense to add the slalom results to the SingleCellExperiment object we started with, which is what we do here.
Now that our results are available in the SingleCelExperiment object we can use the plotReducedDim function in the scater package to plot factors against each other in the context of gene expression values and other cell covariates. We could also use the normaliseExprs function in scater to regress out unwanted factors to generate expression values removing the effect of hidden factors (which may represent batch or other technical variation) or factors like cell cycle.