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SalesForce taps LLM to boost programming with CodeGen
Large language models (LLMs) like GPT-3 capture the imagination of data scientists around the world, thanks to their advanced ability to understand and generate text. Now, Salesforce researchers have leveraged an LLM to create CodeGen, which can understand source code and even generate its own code in different programming languages.
To learn more about CodeGen, we turned to Selling power Chief Scientist Silvio Savarese, who was kind enough to answer a few questions about the research project, its development, and his potential role with Salesforce in the future.
The original inspiration for CodeGen came over a year ago, when Savarese's team "imagined a conversational system capable of having a chat with the user to solve a coding problem or task", Savarese said via a Q&A email with datanami.
"With CodeGen, that discussion takes the form of a textual English speech between a human and a machine," he continued. "The result is AI-generated code that solves the problem discussed."
Just as language models have demonstrated the ability to understand the writings of William Shakespeare and even generate prose that closely resembles that of The Bard, CodeGen has the ability to understand the various textual components of a programming language and generate code that matches the syntax, rules, and constraints of that language.
"CodeGen bridges natural language and programming language," Savarese said. "CodeGen can help democratize programming like low-code tools do by lowering the barrier to entry for non-developers."
CodeGen's model has a GPT-style architecture and was trained from scratch on Google's TPU-v4, said Savarese. At this point, CodeGen remains primarily a research project, according to Savarese, although it is being tested with a small group of users.
So far, CodeGen demos have mostly focused on interactive data science scenarios, such as working with Jupyter notebooks. It has also been used with contextual code completion in common development environments, he said.
"Because CodeGen is a flexible and foundational model, it can be applied at scale," Savarese said. "For example, it helps us better understand the existing code. It helps detect bugs in code that humans have written, estimate risks, and even summarize the functionality of a code to help new developers understand it. CodeGen even translates code into all programming languages, another advantage when dealing with legacy code that may still have value but is difficult to maintain. »
CodeGen excels in frequently used programming patterns, Savarese said, such as "known efficient implementations of algorithms, file operations, data manipulation, custom analysis tools on platforms such as Tableau, web development and design, or building larger programs consisting of several 'simple' steps," he continued. "Programs for which entirely new algorithms for solving a problem are needed or code written in less common programming languages may be less accessible."
The model could allow inexperienced users to develop simple programs, Savarese said, while more complex programs would still require some development experience. It could speed up the progression of IT users with some experience, such as administrators, who want to become full-fledged developers, while it could save time for expert coders who want to eliminate redundant or repetitive tasks, he said. -he declares.
CodeGen is available on GitHub.
Related articles:
Google's massive new language model can explain jokes
10 NLP predictions for 2022
"Deep-Speare" emulates The Bard with AI


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Kouritzin, Michael, Dawson, Donald
A general Hilbert-space-based stochastic averaging theory is brought forth herein for arbitrary-order parabolic equations with (possibly long range dependent) random coefficients. We use regularity conditions onView the MathML sourcewhich are slightly stronger than those required to prove...
In this paper, we give a direct derivation of the Duncan–Mortensen–Zakai filtering equation, without assuming right continuity of the signal, nor its filtration, and without the usual finite energy condition. As a consequence, the Fujisaki–Kallianpur–Kunita equation is also derived. Our results...
Herein, an averaging theory for the solutions to Cauchy initial value problems of arbitrary order,ε-dependent parabolic partial differential equations is developed. Indeed, by directly developing bounds between the derivatives of the fundamental solution to such an equation and derivatives of the...
Kouritzin, Michael, Ren, Y.-X.
Let ℓ be Lebesgue measure and X=(Xt,t≥0;Pμ) be a supercritical, super-stable process corresponding to the operator −(−Δ)α/2u+βu−ηu2 on Rd with constants β,η>0 and α∈(0,2]. Put View the MathML source, which for each smallθ is an a.s. convergent complex-valued martingale with limit View the MathML...
Kouritzin, Michael, Newton, Fraser, Orsten, Sterling, Wilson, Daniel
Classification of data as true or fabricated has applications in fraud detection and verification of data samples. In this paper, we apply nonlinear filtering to a simplified fraud-detection problem: classifying coin flip sequences as either real or faked. On the way, we propose a method for...
Kouritzin, Michael, Kim, H., Hu, Y., Ballantyne, D.
This paper addresses the problem of detecting and tracking an unknown number of submarines in a body of water using a known number of moving sonobuoys. Indeed, we suppose there are N submarines collectively maneuvering as a weakly interacting stochastic dynamical system, where N is a random...
McCrosky, Jesse, Kouritzin, Michael, Blount, Douglas
A hybrid weighted/interacting particle filter, the selectively resampling particle (SERP) filter, is used to detect and track an unknown number of independent targets on a one-dimensional \"racetrack\" domain. The targets evolve in a nonlinear manner. The observations model a sensor positioned...
Suppose {εk, −∞ < k < ∞} is an independent, not necessarily identically distributed sequence of random variables, and {cj}∞j=0, {dj}∞j=0 are sequences of real numbers such that Σjc2j < ∞, Σjd2j < ∞. Then, under appropriate moment conditions on {εk, −∞ < k < ∞}, View the MathML source, View the...
Herein, we analyze an efficient branching particle method for asymptotic solutions to a class of continuous-discrete filtering problems. Suppose that t→Xt is a Markov process and we wish to calculate the measure-valued process t→μt(⋅)≐P{Xt∈⋅|σ{Ytk, tk≤t}}, where tk=kɛ and Ytk is a distorted,...
In the context of simulating the transport of a chemical or bacterial contaminant through a moving sheet of water, we extend a well-established method of approximating reaction-diffusion equations with Markov chains by allowing convection, certain Poisson measure driving sources and a larger...

subset: commoncrawl


text:
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Each can is 12fl. Oz


text: Travel News Cruises Major Cruise Lines Are Dropping Mask Mandates Plus, more than 100 ships are participating in the CDC's voluntary program By Elizabeth Preske Elizabeth Preske Associate Editor Instagram LinkedIn Twitter Elizabeth Preske is an associate editor at TripSavvy and has been with the company since 2019. TripSavvy's editorial guidelines Updated on 02/25/22 Fact checked by Jillian Dara Fact checked by Jillian Dara Instagram Emerson College Jillian Dara is a freelance journalist and fact-checker. Her work has appeared in Travel + Leisure, USA Today, Michelin Guides, Hemispheres, DuJour, and Forbes. TripSavvy's fact-checking Giacomo Augugliaro / Getty Images Several major cruise lines are either easing the restrictions surrounding masking or dropping mandates altogether. Carnival recently announced that on cruises departing March 1, masks will only be recommended, although they may be mandated in "certain venues and events." There will also be more flexibility on pre-cruise testing requirements, and children under five years old will no longer "be required to receive an exemption to sail" as they will "not be included in any vaccinated guest calculation." "We have had a very successful restart of guest operations thanks to the support of our guests, the commitment of our shipboard team, and the effective protocols we have put in place," said Christine Duffy, president of Carnival Cruise Line, in a statement. "The public health situation has continued to improve, providing confidence about these changes. Our protocols will evolve as we continue to remain dedicated to protecting the public health of our guests, crew, and the communities we visit." According to Royal Caribbean, as of Feb. 25, fully vaccinated passengers will no longer be required to mask on cruises departing the U.S. and Puerto Rico, with the exception of children taking part in the Adventure Ocean youth program. While ashore at the cruise line's private destinations, including Perfect Day at CocoCay, masks are optional for all passengers. Norwegian Cruise Line says that because all crew and passengers age 12 and up must be fully vaccinated prior to boarding, starting March 1, face coverings are only recommended in public indoor spaces, or when it is impossible to social distance outside. Other cruise lines that will be dropping their mask requirement include Virgin Voyages (Feb. 27) and Princess Cruises (March 1). As of Feb. 24, Disney Cruise Line and MSC Cruises require masks while indoors (except when dining or in a stateroom), while Viking Cruises says that it may ask passengers and crew to wear face coverings depending on the current COVID situation. Meanwhile, the Centers for Disease Control and Prevention (CDC) just announced big news for travelers planning a cruise this winter or spring: More than 100 cruise ships have decided to participate in the public health agency's voluntary COVID-19 Program for Cruise Ships, which was created to help cruise ship operators follow health and safety guidelines that minimize the spread of COVID-19. The CDC gave cruise lines until Feb. 18 to opt into the program; guidelines include mandatory measures including "inform[ing] passengers of any mandatory public health measures prior to boarding" and "place[ing] posters in high-traffic areas that encourage hand hygiene." Cruise ship operators are also encouraged to implement vaccination strategies and minimize in-person interactions between passengers and crew. Under the program, cruise lines must also follow protocols regarding screening embarking passengers for COVID symptoms and isolating symptomatic travelers once onboard. The program went into effect one month after the CDC allowed its Conditional Sailing Order to expire. More than 100 ships that decided to participate in the CDC's program are represented by major cruise lines, including Disney Cruise Lines, MSC Cruises, Viking Cruises, Virgin Voyages, Carnival Corporation, and Royal Caribbean Cruises. How Viking Cruises Safely Navigated Uncharted Waters in a Pandemic Article Sources TripSavvy uses only high-quality, trusted sources, including peer-reviewed studies, to support the facts within our articles. Read our editorial policy to learn more about how we keep our content accurate, reliable and trustworthy. Carnival Newsroom. "Carnival Cruise Line Will Participate in CDC Updates; Provides Update to Guests." February 18, 2022 Royal Caribbean. "Will I Have To Wear a Face Mask Onboard My Cruise?" Accessed February 24, 2022. Norwegian Cruise Line. "Safety For Our Guests and Crew." Accessed February 24, 2022. Centers for Disease Control and Prevention. "Cruise Ship Color Status." Retrieved on February 24, 2022. Was this page helpful? Thanks for letting us know! Share Pin Email Tell us why! Submit Share Pin Email


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text: Darran Anderson is the Director of Strategy and Innovation for TxDOT. His responsibilities include leadership and strategic direction for the innovation and continuous improvement of people, processes and technology of the agency. He oversees the Strategic Planning, Information Management, and Research and Technology Implementation divisions. He directs technology and business process improvements, and strategic research and innovation initiatives across TxDOT. He is also responsible for coordinating TxDOT's strategies and performance analytics. His experience extends across the areas of leadership, strategic planning, operations, portfolio and project management, technology programs, training, tests, experimentation, and modeling and simulation.


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Scorchy Smith vol. I "Soldier of Fortune" [1977] Likely first edition Vintage 92 page paperback
Regular price $49.00
Unit price
Shipping calculated at checkout.
This is a "very good plus" vintage paperback published in 1977 by Nostalgia Press, 92 pages, introduction and then black and white comics.The binding is tight, not cracked or creased. No loose, torn or folded pages. No writing, Covers retain most of their glossy finish, just a little surface wear. Covers and text block close tightly.Super nice, gift-worthy vintage book! Will ship promptly, carefully packaged.


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Vintage Charles Farrell QUITE HANDSOME SEXY'31 DBW Publicity Portrait HAL PHYFE
VINTAGE 8 x 10 DOUBLEWEIGHT Publicity Portrait of Charles Farrell. The still number is 18. Signed in the negative in lower left HAL PHYFE. " On the back rubber stamped "EXCLUSIVE Portrait for Fox Film Corporation – Please credit HAL PHYFE" and "Charles Farrell – Fox Films. Rubber stamp dated Sept. Someone has pasted his obituary on the back. Please be patient for your invoice with details on optional parcel services available. I DO NOT AND WILL NOT SELL COPIES, SCANS OR JPEGS OF THIS ITEM. The item "Vintage Charles Farrell QUITE HANDSOME SEXY'31 DBW Publicity Portrait HAL PHYFE" is in sale since Thursday, September 26, 2019. This item is in the category "Entertainment Memorabilia\Movie Memorabilia\Photographs\Pre-1940\Black & White". The seller is "wehavethestars" and is located in Stockton, New Jersey. This item can be shipped worldwide.
- Object Type: Photograph
- Original/Reproduction: Original
- Industry: Movies


text: Hi Owen, On 9/27/07, Owen Taylor <otaylor redhat com> wrote: ... > My first reaction to this is "cool!" But then, I think.... how much of > the time is the desktop actually visible? It seems a bit of a wasteful > thing to spend CPU cycles animating something that's entirely obscured > by my full-screen web-browser/evolution/eclipse/etc. > > Maybe it makes sense to actually monitor desktop visibility in some > fashion so that you could still get the "cool, my desktop is matching > my time of day" effect without doing a full frame blend every 14 > seconds when nobody is looking at it. (This would probably require a > property exported by the CM, since only the CM really knows if the > desktop is currently visible) That would be useful for other things too. Maybe: http://bugzilla.gnome.org/show_bug.cgi?id=481073 Jon


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Awards & Recognition Forms
PMEA-SMTE Awards for Excellence Order Form
- Margaret S. Bauer Grant Program Information (rolling deadline)
Awards & Recognition Offerings
- Honorary Membership and Honorary Life Membership
- Members of 25 years or more are recommended by individual districts and then sent to the state executive board for approval. The state board may approve one application per year.
- Irene R. Christman Scholarship
- The scholarship is presented to an outstanding All-State student who will be attending college to major in music education. Established in 1997. The 2023 scholarship will be awarded to a senior student selected to one of the six PMEA All-State Ensembles.
- James R. Stewart Distinguished Service Award (Deadline to Submit – December 5, 2022)
- Award given to a PMEA member who has served the association at the State Level. Other criteria may include length of service, multiple PMEA state level offices, NAfME Eastern Division, and/or National Offices. Named for James R. Stewart, past PMEA State President.
- Margaret S. Bauer Grant Program
- To provide grants to qualifying PMEA members who require funding for professional development, resources, equipment, or creative projects which will enhance music instruction, student learning and forward the mission of PMEA (Rolling application deadline)
- PMEA Citation of Excellence (Deadline to Submit – December 5, 2022)
- On a two year rotation between elementary or middle/junior high and high school or college/university. The Citation of Excellence is awarded to PMEA members who have made lasting contributions in their area of teaching. The 2023 Award will be given to educators at the high school/college level.
- PMEA Hall of Fame (Deadline to Submit – December 5, 2022)
- Established July 2008 to honor music educators who, by virtue of their contributions, are recognized as being the most highly regarded professional leaders in music education in the state of Pennsylvania.
- PMEA Outstanding Superintendent Award (Deadline to Submit – December 5, 2022)
- To honor a superintendent in Pennsylvania that has supported music education in their school district.
- PMEA Outstanding Young Music Educator (Deadline to Submit – December 5, 2022)
- Award created to honor an outstanding young PMEA member music educator within their first 3-5 years of teaching for their contributions to music education and PMEA.
- PMEA 25 Years of Teaching Recognition (Deadline to Submit – January 9, 2023)
- PMEA recognizes members, elementary through college/university music educators, who are in their 25th year of teaching (or beyond their 25th year) with at least 15 years of teaching in Pennsylvania. (Person must currently be a PMEA member, however does not need to have been a PMEA member for 25 years.)
View the 2022 PMEA Awards Ceremony
View the 2021 PMEA Awards Ceremony
View the 2020 PMEA Awards Ceremony
Honorary Membership
- Sammy Nestico – composer*
- Vaclav Nelhybel – composer*
Honorary Life Membership
- A.D. Davenport*
- Russell E. Shuttlesworth*
- Ronald C. Teare*
- W. Fred Orth*
- Maurice Taylor
- Irene R. Christman*
- Frederick DelMonte*
- Carmen Culp*
- Marie Weber
*denotes deceased recipient


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Want a way to save water, energy, and money while you enjoy a satisfying shower? Switch to a WaterSense labeled showerhead!
Learn more...
Being prepared and informed may help you to avoid the messy and often expensive issue of frozen pipes.
Please click on this link for information and suggestions around how to prevent water pipes in the home from freezing, and how to thaw them if they do freeze.
KID was informed this morning by Congressman Burgess Owens that KID was awarded a $1.76 million dollar grant through the Omnibus Bill recently passed in congress and signed by the President of the United States to replace the existing watermain in 5400 South Street. We personally want to thank Congressman Owens and his staff for their dedication and attention to our community and willingness to help us in seeking these critical infrastructure replacement funds.
Free LocalScapes class at KID, March 01, 2023, at 7:00 PM
Are you looking for an easy way to improve your property value in 2023? The Kearns Improvement District (KID)has teamed up with Localscapes to present a class for their customers about creating your ideal landscape. The event will be presented by TEDx speaker, Cynthia Bee, of the Jordan Valley Water Conservancy District with the assistance of the Kearns Improvement District team.
In this class, we'll be sharing the basics of the proven Localscapes method, introducing free local resources, and showing attendees how to take advantage of substantial rebates available to residents through the Utah Water Savers programs. Rebates for 2023 will be SUBSTANTIALLY higher than in past years and Kearns residents are qualified to participate in all programs, for the maximum allowable rebate on qualifying projects. We'll also be sharing examples of successful projects already completed by Kearns-area residents using these resources!
Learn how to solve your landscape challenges in a way that will improve curb appeal while reducing maintenance costs and time. Space is limited and registration is required.
Open the link below to reserve your spot now!
**NEW** By popular demand, we have added a virtual ticket for those who would like to join from the comfort of their own home. Please register for the "Virtual Ticket" so we can email you the class handouts. Virtual attendees can access the class at the link below.
Microsoft Teams meeting. You will not need to download Microsoft Teams to participate. Select the "join online" option if presented.
Join on your computer, mobile app or room device. Join the class online here: LOCALSCAPES: CREATING YOUR IDEAL KEARNS YARD
Kearns Improvement District (KID) is a water and sewer utility located in Kearns, Utah. KID encompasses the area formerly known as Camp Kearns which was established as an air force replacement center during World War II. KID is a political subdivision of the State of Utah with specific statutory powers. We are governed by an elected Board of Trustees.
Kearns Improvement District is committed to delivering safe, clean, reliable, drinking water to our customers. We routinely monitor and sample the water delivered to ensure it is safe to drink. We work diligently each and every day to provide the level of service you deserve and have come to expect. If you have any questions regarding the quality of your drinking water or our services, please contact us at 801-968-1011.
Our Promise:
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Water and sewer laterals are the service lines that connect the home or business to KID's mainlines. Please be aware that maintenance and repair of these laterals is the responsibility of the property owner.


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210 Victoria St Suite 4203
We are solutions based. strategy focused. marketing forward. record setters. client thrillers.
#MarketingMatters .
The perfect cosmopolitan condo.
Offering a life of absolute ease, style and comfort is this gorgeous cosmopolitan condo, right in the heart of downtown Toronto. The sophisticated and open-concept space offers function, flexibility and a dash of luxury to those who are lucky enough to call this space theirs. From the awe-inspiring city skyline views that are perfectly framed by the floor-to-ceiling windows to the expansive living area that invites you to sit back and relax in style, this abode is sure to impress.
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Modify ↓
Opened 15 years ago
Closed 15 years ago
#143 closed Feature Request (Rejected)
PHP-Like #Include
|Reported by:
|Owned by:
I've seen this posted in the Support forums many times. The request is that #Include behaves more like it's PHP Counterpart.
For example:
If $cmdline[0] Then If $cmdline[1] = "blah1" #Include "FileOne.au3"; Else #Include "FileTwo.au3"; EndIf EndIf
As in, files aren't all automatically included. If they are called in a conditional loop, there can be a choice to Include a certain file. That is just one example where this could be useful. It could also be useful for including files based on different languages, et cetera.
Attachments (0)
Change History (2)
comment:1 Changed 15 years ago by TicketCleanup
- Version 22.214.171.124 deleted
Automatic ticket cleanup.
comment:2 Changed 15 years ago by Valik
- Resolution set to Rejected
- Status changed from new to closed
Stupid request. Think about it for 5 seconds and you'll realize why.
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A.MGR Co. Pte. Ltd. is a trading and distribution company of international brand for Indochina region. We are representing various brands with product ranging from office equipment, banking & finance products, photo finishing, telecommunications technology, building & facilities protection and etc. Headquarters: Singapore
3 Ang Mo Kio St 62 #03-03 Link @ AMK Singapore 569139


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Apple Admits to Sticky MacBook Pro Keyboards, Will Fix Them for Free
MacBook and MacBook Pro laptop owners with flaky keyboards can get them fixed for free and receive refunds for out-of-warranty repairs they have already made, Apple said today. The company has extended the warranty for keyboards for nine affected models released starting in 2015 to four years from the usual one year.
In a statement provided to Fortune, an Apple spokesperson said, "Today we launched a keyboard service program for our customers that covers a small percentage of keyboards in certain MacBook and MacBook Pro models which may exhibit one or more of the following behaviors: letters or characters that repeat unexpectedly or don't appear when pressed or keys that feel 'sticky' or aren't responding in a consistent manner."
The laptop models affected rely on a new key switch design Apple introduced in 2015 with a complete revision of its MacBook laptop and brought to the MacBook Pro in an overhaul in 2016. The so-called "butterfly" keys allowed for a much lower-profile keyboard with reduced travel distance when pressed. Many users disliked the feel compared to standard "scissor" switch laptop keys. Beyond finger feel, the shorter travel distance also increased the likelihood that trapped grit—even small particles of dust—could lodge in place, preventing a key or keys from working.
The cost of out of warranty repair can be as high as $700, as keys can often not be repaired singly. Replacing the keyboard as a whole requires swapping out the entire top side of the main laptop body.
Apple currently faces three lawsuits over the keyboard flaw. Its offer to pay for repairs to the keyboard already performed may affect these suits, but no settlements were announced today.
It has been impossible to date to know how rare the problem is, as Apple doesn't disclose rates of repair. In October 2017, technology journalist Casey Johnston wrote about her pervasive problem with a MacBook Pro's keyboard, and said Apple repair technicians (known as Geniuses) repeatedly chalked it up to dust. Johnston spoke to an anonymous source at a company that provides MacBook Pros to its users, who said the problem was extensive but below 5% of laptops.
Apple posted special cleaning instructions for laptops with butterfly key switches in 2017, but no other information. Jason Snell, editor of Six Colors and former editor-in-chief of Macworld magazine, wrote in April 2018, "Apple's relative silence on this issue for existing customers is deafening." Snell called for a recall if the problem was pervasive as it seemed.
In April 2018, Johnston wrote a follow-up story that even after a replacement of her first keyboard, problems arose again, and she sold the laptop back Apple. She recommended against purchase of any butterfly-key models. (This reporter owns a 2015 MacBook with the butterfly design, which had its keyboard replaced in 2017 under a three-year paid warranty extension due to the key faces wearing off across all its most-used keys.)
Apple said affected customers can receive service at no charge via a retail Apple Store, through Apple's mail-in repair program, or through an Apple-authorized service provider. If a laptop has other damage that has to be fixed before the keyboard can be replaced, Apple said in its service program page that a charge may apply.


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Did you know that the Northwest US is rich with authors who have published Buddhist books? This month, the Northwest Dharma News has listed many. They are from the three main paths of Buddhism, on many topics of interest.
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President Muhammadu Buhari is expected to visit Plateau State on Saturday (19th January) as part of his campaign tour where he will receive decampees from other political parties into the ruling All Progressives Congress (APC).
Plateau state Deputy Governor, Prof. Sonni Tyoden, said a large gathering is expected to receive the President at the Rwang Pam Stadium, around 1pm on Saturday.
Prof. Tyoden, who is also the Chairman of the main Planning Committee of the official flag-off of the Presidential Campaign in Plateau state said the visit would afford the president the opportunity to once again seek the people's vote come February 16 election.
He said the president will be accompanied by the cream-de-la-cream of the party's leadership including the leader of the party and Co-Chairman of the Presidential Campaign Council, Bola Ahmed Tinubu; the National Chairman of the party, Comrade Adams Oshiomhole; Director General of the Buhari Campaign Organization, Rotimi Chibuike Amaechi and a host of other party stalwarts and governors.
"As usual, we are expecting a large gathering of party faithful from all the 17 local government areas of the state. Conscious of the expectation of his coming, all other arrangements including security, before and after the grand rally are in top gear."
"We have no fear about the capabilities of the president, we are confident that Plateau will deliver to President Muhammad Buhari and the even ton Saturday would be a huge success," he said.


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Rogers Review: Stevens Helps Texas Get Redemption Against SECAnalysis
AUSTIN, Texas — Tristan Stevens delivered the redemption for Texas.
Just a few weeks ago on Opening Weekend, No. 19 Texas had a chance to make a statement against three of the best from the Southeastern Conference in Mississippi State, Arkansas and Ole Miss. The Longhorns didn't accomplish that goal, losing all three games and striking out 46 times in the process.
It would've been mighty easy for the Longhorns to do some second guessing after that weekend. They were outclassed. But Tristan Stevens, who actually pitched relatively well against Arkansas that weekend, and the Longhorns learned from that experience[…]


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Who is replacing MSCS' Joris Ray during the investigation? What to know about the duo
With Memphis-Shelby County Schools Superintendent Joris Ray on paid leave during an external investigation into allegations of abuse of power and policy violations, two top employees will become acting superintendents during the investigation.
Angela Whitelaw, deputy superintendent over academics, and John Barker, deputy superintendent over business and operations, will co-lead Tennessee's largest school district, home to more than 200 schools, including about 50 charter schools, and more than 100,000 students, who are set to return to class Aug. 8.
In an email to staff obtained by The Commercial Appeal, the deputy superintendents wrote Thursday the district is "a resilient organization with wonderful leaders throughout" and has been able to "seamlessly pivot" since Ray was put on leave Wednesday night.
SUPERINTENDENT PLACED ON LEAVE:MSCS board places Ray on paid leave, appoints attorney to investigate the superintendent
INVESTIGATION LAUNCHED:MSCS school board launches outside investigation of Superintendent Joris Ray
"We have been given the task of leading in his absence," Whitelaw and Barker wrote. "As long-time educators and administrators, we know the importance of education and the duties required to lead this District."
The email also included information for an employee assistance program if staffers had questions about the review, which Whitelaw and Barker asked employees give "the time and integrity it deserves."
Both have flanked Ray throughout his tenure at the district, which has included the COVID-19 pandemic and a new strategic plan, Reimagine 901, with both facilities and academics arms. Strategies in the plan, released in spring 2021, make sure of the nearly $800 million the district received in federal stimulus funds.
Both Whitelaw and Barker make $199,650, records current to January show, about $100,000 less than Ray's annual salary of $293,500.
Who is Angela Whitelaw?
Ray appointed Whitelaw to the deputy superintendent position shortly after he took the helm as interim superintendent and before the school board voted to make him the permanent leader.
In the role, Whitelaw has overseen the implementation of new literacy strategies, including those focused on youngest students. The district has used federal funds to add classroom aids to young grades and this year implemented the third grade commitment, a retention and intervention policy meant to increase reading rates. More than half of all second graders had to attend summer school.
The upcoming school year will see automatic enrollment in honors courses for some students. She has also proposed expanded offerings for Advanced Placement courses and world languages in the Reimagine 901 plan.
Prior to becoming deputy superintendent, Whitelaw was the interim chief of staff. Before that, in 2014, then-Superintendent Dorsey Hopson promoted her to assistant superintendent from principal of Westhaven Elementary.
Whitelaw joined the district in 1992, records show.
Who is John Barker?
Barker was first hired by Ray to be chief of staff. By the start of the 2019-20 school year, Barker assumed the deputy superintendent of operations role to replace Lin Johnson.
In his role, Barker has been a chief organizer of the district's facilities plan to consolidate schools and proposal new ones, as well as spend federal stimulus funds toward hundreds of million of dollars in deferred maintenance. The district has yet to secure needed county funds for new buildings. Barker also orchestrated the district's COVID-19 testing program through grant funds.
Barker returned to the district with Ray's administration. He came back to Memphis from Chicago, where he was named chief of accountability for the public school system in 2012, The Commercial Appeal has reported. He began working for Memphis City Schools in 2003 in research and accountability, and was promoted as the head of the department, which oversees student testing, in 2006.
In 2007, The Commercial Appeal reported Barker was one of 25 applicants who applied to be interim superintendent after Carol Johnson left the position and before the district hired Kriner Cash.
Barker became chief of staff and a close advisor to Cash before departing for Chicago.
Barker earned a doctoral degree in education and human development from Vanderbilt University.
Laura Testino covers education and children's issues for the Commercial Appeal. Reach her at firstname.lastname@example.com or 901-512-3763. Find her on Twitter: @LDTestino


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European Furniture & Decorative Arts
Martin Brothers Glazed Hexagonal Stoneware Vase, England, 1900, incised allover with sea creatures and vegetation, inscribed "Martin Bros. London & Southall 1900," ht. 10 3/4 in.
Estimate $4,000-6,000
Restored chips along footrim.
The absence of a condition statement does not imply that the lot is in perfect condition or completely free from wear and tear, imperfections or the effects of aging. Condition requests can be obtained via email (lot inquiry button) or by telephone to the appropriate gallery location (Boston/617.350.5400 or Marlborough/508.970.3000). Any condition statement given, as a courtesy to a client, is only an opinion and should not be treated as a statement of fact. Skinner Inc. shall have no responsibility for any error or omission.


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Indian funancial section and assesment (Acc. No. 4005)
By: Cofsa.Publisher: New Delhi Cambridge University Press 2000DDC classification: 332.10954 MOH
|Item type
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|Copy number
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|332.10954 MOH (Browse shelf)
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|332.10954 KHA Dare to lead the transformation of bank of Baroda
|332.10954 KUM New beginning the turnaround story of Indian bank
|332.10954 KUN Commercial banks in India growth, challenges and strategies
|332.10954 MOH Indian funancial section and assesment (Acc. No. 4005)
|332.10954 RAO Banking reforms in India an evaluative study of the performance of commercial banks
|332.10954 SHA Mint road milestones rbi at 75
|332.10954 TAP Banking reforms and productivity in India
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Yes, this property has 2 outdoor pools and a children's pool.
No, only service animals are welcome at the property.
Self parking is free at this property.
Check-in is from 4:00 PM - anytime.
Check-out is at 10 AM.
Situated in Princeville, this golf hotel is 0.3 mi (0.5 km) from Makai Golf Club and 1.4 mi (2.3 km) from Hanalei Valley Lookout. Kilauea Lighthouse and Na Pali Coast State Park are also within 12 mi (20 km).
Yes, Club Wyndham Bali Hai Villas offers free cancellation on select room rates, because flexibility matters! Please refer to Club Wyndham Bali Hai Villas cancellation policy on our site for more details about any exclusions or requirements.


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January 13, 2022 - Despite the summer season still being far away, there is no time to lose in the ''Pearl of the Adriatic'', as there is much to plan ahead in the first third of the year. Thus, the first course of the year was held for directors of cultural institutions in Dubrovnik.
A meeting with the directors of cultural institutions in Dubrovnik was held today in the Great Hall of the City, led by Deputy Mayor Jelka Tepšić and Head of the Administrative Department for Culture and Heritage Julijana Antić Brautović, with the aim to plan ahead of the first third of the year, reports Dubrovački Vjesnik.
The first regular course of this year focused on the programs and work plans for the first three months of 2022, as well as the upcoming events. The directors informed about the ongoing activities and announced the programs that the cultural institutions of the City of Dubrovnik are preparing for the Feast of St. Blaise, as well as the programs for the Night of Museums, which will be held on January 28.
This event, which is extremely popular in Croatia and Dubrovnik, should take place mostly "online" this year due to the current epidemiological situation and in accordance with current measures. according to the instructions of the Croatian Museum Society.
A special topic was the preparation of the program to mark the 750th anniversary of the Dubrovnik Statute, as well as numerous other projects that should be implemented during 2022.
If you want to learn more about what the Pearl of the Adriatic can offer you on your next trip, such as activities, tours, points of interest, tips, transport, restaurants, and more; then you should check Total Croatia's guide, Dubrovnik in a Page. Now available in your language!
For more, check out our dedicated travel section.


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Umicore, Pioneers in Closing the Loop, at Green Week 2014
Brussels, 4th June 2014. Umicore will participate at Green Week, the biggest annual conference on European environment policy, taking place from 3rd to 5th June in Brussels. This year's theme 'Circular Economy, Resource Efficiency & Waste' fits closely with Umicore's core activities.
Umicore will showcase its closed loop business model focusing specifically on its products and services for the automotive sector. Umicore not only produces and recycles automotive catalysts and rechargeable battery materials but also offers recycling services for electronics in cars and recovers zinc from the galvanizing process of car parts.
Visitors are also invited to bring their old mobile phones to the event and place them in our collection box for safe and environmentally friendly recycling.
At the morning session on Transport at the Egg Centre on 5th June, Egbert Lox, Senior Vice President Government Affairs of Umicore, will give a speech on automotive catalysts. He will focus on how catalysts and Euro 6 emission standards help make the internal combustion engine cleaner. He will also examine how catalysts can be recycled, thereby closing the materials loop and addressing an important societal and environmental challenge.
He states: "Recovering valuable and critical resources through recycling not only supports and enhances Europe's competitiveness. Recycling can also play a role in protecting human health and improving environmental performance. To achieve a truly competitive circular economy, cooperation is necessary along the full value chain from consumers through to collectors and recyclers such as Umicore. In recycling the system is only as good as its weakest link."
Umicore has more than 200 years of experience in metallurgy, materials science and chemistry. This experience has been used in recent years to develop a closed loop business model and to grow the scale and breadth of its recycling services. Today Umicore ranks as one of the most sustainable corporations in the world.
More on the origins of our recycling activities:
- Operations started in Hoboken in 1887 with a process that treated silver and lead containing raw materials
- By the end of the 1980s the installations and processes mainly focused on refining primary raw materials
- In the late 1990s Umicore decided to focus on the treatment of complex residues and end-of-life products that contain precious and specialty metals
- Hoboken is the world's most advanced, largest and cleanest operation for recycling precious and specialty metals. It employs around 1,650 people.
More on our investments in our recycling plant in Hoboken:
- Since 1995 Umicore has invested a total of about 600 million euro in the Hoboken site
- Investments have resulted in more efficient technologies and processes, lower energy consumption, reduced noise, lower emissions and lower impact on the environment. They include new biological waste water treatment and gas cleaning installations
- Umicore recently announced its intention to invest an additional 100 million euro in Hoboken.
More on our production capacity:
- Hoboken plant is one of the world's largest silver refineries with a production capacity of 2,400 tonnes of high purity silver
- Umicore is one of the largest refiners of Pt, Pd & Rh
- Umicore Precious Metals Refining processes about 1,000 tonnes of secondary and end-of-life materials per day or around 350,000 tonnes annually
- Some 200 types of different materials are processed such as spent catalysts and industrial by-products. Some 10% is coming from e-scrap, such as computer circuit boards, mobile phones, etc.
Comparison recycling to mining:
- 2,000 grams of pgms (platinum group metals) can be extracted per tonne of spent automotive catalysts compared to 5 grams per tonne of mined ores
- Umicore's recycling activities emit 90% less CO2 compared to traditional mining
Number of metals Umicore recovers:
- Umicore in Hoboken recovers more than 20 elements; 17 from its Precious Metals Refining activities (Au, Ag, Pt, Pd, Rh, Ru, Ir, Cu, Pb, Ni, Sn, Bi, Se, Te, Sb, As, In) and 5 additional from its Battery Recycling activities (4 REE and Co)
- Outside Hoboken Umicore recovers zinc (from galvanization activities), cobalt (Cobalt & Specialty Materials), and germanium (Electro-Optic Materials)


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Each bar sold separately.
What makes gianduja chocolate so special is the hazelnut paste in the Baratti & Milano made milk chocolate. Through this bar, you get double the hazelnuts with your chocolate. The extraordinary smooth and creamy gianduja contrasts beautifully with the crunch of the whole toasted hazelnuts harvested in Piemonte Italy. You will experience the taste of chocolate and hazelnuts in a new and wonderful way.
Bars are packed in boxes embossed with gold foil.
This is a very giftable bar.


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Comparative Assessment of Organic Pollution in the Rivers Impact Area of the North-Western, Western, and Southern Part of the Black Sea
Keywords: Black Sea, organic pollutants, integrated assessment, CHASE
AbstractIn the context of CBC Project "Assessing the vulnerability of the Black Sea marine ecosystem to human pressures" (ANEMONE), a comparative assessment of rivers impact on the Black Sea ecosystem quality was performed through pilot case studies carried out in the north- western, western and southern marine areas in front of the rivers' mouths. The evaluation was done using national methods in each area and the HELCOM integrated hazardous substances assessment tool (CHASE) developed by NIVA Denmark. Even though there are many differences between areas regarding indicator substances or threshold values used in assessment, the Black Sea quality is better in the southern part where the status was moderate comparative with the other areas which were in bad status. Therefore, we identified the chemical pressure coming from organic pollutants input. The results can contribute to environmental measures enhancement in the Black Sea region.
How to Cite
Coatu, V., Damir, N., Oros, A., Atabay, H., Arslan, E., Tolun, L., Denga, Y., & Oleinik, Y. (2020). Comparative Assessment of Organic Pollution in the Rivers Impact Area of the North-Western, Western, and Southern Part of the Black Sea. Revista Cercetări Marine - Revue Recherches Marines - Marine Research Journal, 50(1), 26-46. https://doi.org/10.55268/CM.2020.50.26
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Nashville, TN – After stops in Huntsville, AL and Albany, GA, the PIFL Champions Cup officially has a new home in Nashville, Tennessee as the Nashville Venom (12-2) of the Professional Indoor Football League (PIFL) defeated the Lehigh Valley Steelhawks (7-7) 64-43 to capture their first ever championship.Like they had done all season, Nashville proved to be the more physical team controlling both sides of the line of scrimmage while counting on their big play receivers to make plays on offense. The Venom defense collected three sacks while intercepting two passes including the eventual game sealing INT by DB Kenny Veal who promptly returned the pick thirteen yards for a TD.
Feeling the momentum of two huge wins to propel them into the Championship Game, Lehigh Valley appeared stagnant the game's opening half at one point falling behind 24-4. Proving them have some Championship pedigree, the Hawks score two straight touchdowns knocking their deficit down to just a touchdown.
But like they did for majority of the night, just when it appeared the Steelhawks were ready to gain momentum the Venom offense would answer back as WR Jordan Jolly caught his second of three touchdowns to close out the first half giving Nashville a 32-17 halftime lead. Jolly, who was awarded earlier in the week as member of the 2014 PIFL 1st Team, finished the night hauling ten receptions for 156 yards and three touchdowns, all game-high's.
With the Venom defense towering in front of him, Lehigh QB Shane McSweeney found very few throwing lanes completing just 18 of 42 passes for 171 yards and 3 TD's. Most of McSweeny's damage was done on the ground rushing ten times for 59 yards and 3 scores. WR Brandon Renford was the top Hawks receiving target grabbing seven receptions for 73 yards with two end-zone trips. Lacking the downfield threat, McSweeney and company completed just five passes for more than ten yards.
Nashville closed out the second half getting points on four of their final five offensive possessions, with only stop coming with just 55 seconds remaining in the contest. Led by game MVP QB Charles McCullum, the Venom offense put up 304 yards of offense averaging over 15 yards per completion. McCullum ended the game by completing 17 of 28 passes for 260 yards accounting for six total TD's.
The expansion Venom become the first ever expansion team in league history to win a championship and did so by closing out the year winning five straight home games as well as a PIFL record nine overall. It's the first ever title for the city of Nashville and it's a continuation of the dominance the members of the American Conference enjoyed with the four teams combining to go 12-7 during the 2014 season.
Meanwhile, Lehigh's loss puts an end to a miraculous two-game run that saw them capture the National Conference Championship by first defeating Richmond in a play-in style game on the regular season's final week before upsetting the first-place Freedom for the PIFL's first ever road playoff win.
The 2014 PIFL season may have come to an end but that doesn't mean you have to stop reading up on your PIFL news. Stay tuned to www.proifl.com especially next week as the league will hand down individual awards including the Rookies of the Year and League MVP.


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A great article by Makers magazine, that is featuring Largo.ai as well, on how AI will impact the creative industry,.
From commissioning, through to script writing, budgeting, production and post production, artificial intelligence can play – indeed already is playing – a vital role in creative industries. MAKERS REPORTS.
Read the article here: https://issuu.com/thelocationguide/docs/makers07_digital/88


text: Daniel Blasi has been a fellow at the Breadloaf Writer's Conference and a finalist for the Beatrice Hawley Award. His poems have appeared in a number of journals, most recently in Gulf Coast, Quarterly West, Another Chicago Magazine, Passages North, and Nimrod. He lives in Boston, MA and is the editor of Full Circle, a Journal of Poetry and Prose, (www.fullcirclejrnl.com).


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Confidence EQ
When faced with an unusual situation, a horse can react out of fear. It is possible to modify this behaviour through training. Reassuring a horse in this situation makes it possible to optimise its abilities in order to more easily reach the established goal.
The unique formula of Confidence EQ makes it possible to encourage a horse's concentration and ability to learn. Confidence EQ is particularly recommended in new or unusual temporary situations (during transport, dental treatment, clipping, at competitions, etc.) in order to help reassure the horse.
|‣ Reduce tension and anxiety in horses in situations where horses are normally anxious or tense.
|‣ Synthetic version of equine appeasing pheromone (EAP). The natural version of this pheromone is secreted by the mare a few hours after she gives birth to reassure the foal and help it become familiar with the external world.
|‣ The gel has to be administered when the horse is calm and quiet, about 30 minutes before the stressful event will take place.
‣ Open the single-dose packet and squeeze the gel onto your fingers.
‣ Apply the gel at the base of the horse's nostrils.
‣ Reapply every 2 – 2.5 hours if necessary.
|‣ Box of 10 sachets (1 single-dose packet = 1 application)


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HH, Sir Godfrey Gregg D.Div
A new heart also will I give you, and a new spirit will I put within you: and I will take away the stony heart out of your flesh, and I will give you a heart of flesh. —Ezekiel 36:26.
This stony heart is not what is commonly understood by a hard heart, an unfeeling heart. A person of a gentle, tender, yielding disposition may yet have what God regards as a stony heart. A heart insensible to the Word of God is what is here spoken of. The commands, the promises, the invitations, all fail to make an impression upon one with such a heart;
- he refuses to see his sin,
- his helplessness,
- his danger,
- his need,
- the holiness,
- the grace,
the love of God. The mighty and countless motives of the Bible are lost upon him. He perhaps flatters himself that he has a great deal of sensibility. He weeps at a tale of distress, and the more fictitious it is, the more he weeps. He perhaps is religious, in his own and others' estimation…
The most fearful and also the most shameful condition into which a moral being can fall, the lowest depth that he can reach, is that in which his heart becomes unable to distinguish the voice of God. Around him are ten thousand utterances; an angel would be ravished with the harmony: all the day long, in one way or another, God speaks; but he hears not.
What an expanse of promise there is in this one word, "I will give you a heart of flesh." You will sail over it long and find no limits. All the fruit of the Spirit, all Christian graces with all their manifestations, all triumphs of faith, are comprehended in it. When this promise is verified, immediately the entire word of God puts on its appropriate power. From Genesis to Revelation, everything starts into life. In giving us the heart of flesh, God gives us everything that he has made. The heavens begin to tell us his glory, and the firmament to show us his handiwork; the lily addresses our faith and the wind whispers of the Spirit, and we look upon all things as made by him, and for him, and for us who believe in him.


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- Credibility:
LAKEVIEW — The Chicago Reader staff took their fight to save the alt weekly to the doorstep of one of the paper's owners Thursday as a standoff between the two sides continues.
The future of the Reader, founded in 1971, has been in jeopardy since December because an effort to convert the paper into a nonprofit is being stalled by the paper's board and co-owner Leonard C. Goodman. The staff expects the Reader to run out of money in coming weeks, the paper's editorial union said.
Reader Editorial Union organizers were joined by Chicago Federation of Labor, Chicago Teachers Union, Chicago News Guild, in their call for Goodman to "free the Reader." Ald. Carlos Ramirez-Rosa (35th), Ald. Byron Sigcho-Lopez (25th) and news leaders and readers also protested outside Goodman's home.
"This is our home," said Leor Galil, a senior music reporter at the Reader. "When you set a home on fire you do not show that you care about the people who live there. … We're here because this is worth saving."
Tiffany Walden, editor-in-chief of the Triibe, a digital publication dedicated to covering the Black experience in Chicago, said the Reader was where she was able to pitch a story —and get paid for it — for the first time.
"Without the Reader … Chicago just would be a much harder place for diverse voices" to get their shot in media, Walden said.
Ramirez-Rosa said the Reader was a safe place for him as a queer young man as he looked to the publication for events where he could "find his community." He also credited the alt weekly's in-depth reporting on tax-increment financing with inspiring his policy pushes.
"I can tell you that I don't think that I would be standing here today as an alderman, leading some of the fights against TIF if it were not for that column in the Chicago Reader," Ramirez-Rosa said.
The impasse began in November, when Goodman wrote a column about having reservations over vaccinating his 6-year-old daughter against COVID-19. The column generated controversy and led to a backlash on Twitter.
In response, Reader co-publisher Tracy Baim hired an independent fact-checker to review the piece. The fact-checker found 15 inaccurate or misleading statements in the column, according to Poynter, but Goodman disputed the column contains factual errors.
The fact-checker's findings set off a tense discussion between Goodman and Baim. Baim suggested revising the column and attaching an editor's note, but Goodman refused, according to documents obtained by Block Club. The column remains in its original format on the Reader's website.
Goodman, who is 50-50 owner of the Reader with Elzie Higginbottom, has argued his impasse with Reader management is over censorship and free speech. Reader staffers have said the debate is about misinformation and accountability.
Now the sale won't move forward until Baim resigns, a review of Baim's independent fact-checker is completed and Goodman is allowed to appoint more members to the Reader's nonprofit board, according to two resolutions passed by the Reader's for-profit board.
But Reader staffers worry the publication doesn't have enough money to last much longer as a for-profit. If it's allowed to transition into a non-profit, it can access the donations and grants it needs to stick around, union members said.
RELATED: Chicago Reader Staff To Protest At Co-Owner's Home To Try And Save Paper As Nonprofit Deal Stalls
In a letter to the editor published Tuesday in the Tribune, Goodman claimed that staffers "anger is misplaced." He did not respond to requests for comment Thursday.
"Instead of protesting outside my house, they should tell their bosses to engage with the board, so that the Reader can transition to the nonprofit model everyone embraces," Goodman said in the Tribune.
At the protest, Sigcho-Lopez said the Reader's independent voices are needed in the communities he represents. The Reader has a reputation of covering public meetings "that sometimes the corporate media is never there."
"We cannot let a legacy of 50 years go away because millionaires and billionaires have their own agendas," Sigcho-Lopez said.
Listen to "It's All Good: A Block Club Chicago Podcast":


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Business Trends
IoT in Phases Part Two: Four Industries Highlighted
In last week's post, I discussed the three phases that IoT initiatives go through as they enter the market. Today, I'll take a closer look at the first two phases, highlight four industries that have IoT initiatives, and give specific uses cases for those industries.
A little deep dive on the first two phases of IoT—customer experience and extending business value— makes me define three groupings of use cases to which they apply:
1) Asset management: To monitor the status, condition, movement or physical asset of the device in order to increase performance, efficiency, health or security of these assets. The focus is on the asset. Analytics is the way to get insights on this focus
2) Customer experience: Here the emphasis is on providing a contextualized and personalized customer experience based on information collected about this customer (B2C or B2B) or employee. The focus is on the experience solely.
3) Product and service experience: The focus is on enhancing a product or deliver a product related service on the IoT enabled asset. Typically a phase II use case since the enhancements are being created by combining IoT insights with other data. Supply chain optimization is an example.
Recent studies showed four industries have specific intentions to pursue IoT initiatives in both phase I and II. These industries are:
- Consumer products (food, beverage, beauty, and health)
- Healthcare
- Discrete Manufacturing (automotive, defense, aerospace, farm, construction)
- Retail
Consumer Products and IoT
Consumer products is an industry that embraced IoT already at an early stage. The most applicable use cases here are engaging customers by understanding their shopping and consumption patterns. Examples are store shelf status, consumer pantry, but also actual home based product usage for customer replenishment.
Discrete Manufacturing and IoT
In discrete manufacturing the focus is regarding visibility or tracking and eventually progressing to more sophisticated processes that require automated or predictive workflows and responses and provide a level of resource or outcome optimization.
IoT-enabled change through connected products is here or very close for most discrete manufacturers — to collect and analyze actual product performance data, influence future product development, improve service delivery, and increase customer satisfaction. Similarly, the integration of IT assets and information with operational technology in the plant and the supply chain is also on the road map or already started. The most successful investments will create significant business advantage and digital transformation.
Healthcare and IoT
Healthcare focus is telehealth, focusing on initiatives like remote health monitoring, fitness and activity tracking, medication adherence, or personal emergency follow up. Healthcare organizations across the globe are in the midst of a significant transformation as a result of health reforms, which has led to reimbursement focused on value, not volume.
Under this new paradigm, healthcare organizations must become more efficient in how they deliver care. They must also strive to engage consumers to play a more active role in managing their own healthcare because consumer behavior (diet, exercise, compliance with therapeutic regimens, smoking, and alcohol and substance abuse) influences overall health status.
It is already clear that once IoT is embraced to its full potential in health care, that same IoT will be the disruptive force. The ability to monitor consumers remotely or conduct a virtual visit via video is transforming how care is delivered. Providers have discovered that it can be more cost effective to send a patient home with a tablet and remote health monitoring device to detect complications before they become so serious that the patient must be readmitted, thus avoiding 30-day readmission penalties for certain conditions.
Retail and IoT
For retail, the most common use cases are about connecting consumers to products and product related information. It is all about the experience strongly driven by analytics. The consumer of the future requires that retailers provide engaging, personalized, and digital experiences. Something that can only (!) be done based upon a strong analytics-driven foundation using insights and predictive models.
Specific Use Cases
Here are some thoughts (source IDC 2016) on specific uses cases for Phase One and Two for the four groups.
Asset Management:
- Assets include finished goods and components; electrical and mechanical systems; IT and operational assets, including fleets; rental goods and equipment; medical equipment and supplies (e.g., wheelchairs, gurneys, crash charts); and larger systems of assets, such as a network of plants, facilities, stores, or warehouses.
- For healthcare: Combining connected vehicle technology with a real-time location system (RTLS) to enable equipment and supplies to "come when called" or sense when needed based on data collected from other devices or systems
- For discrete and consumer products manufacturing: Preventive and predictive maintenance in the plant and supply chain; the ability to dynamically reroute or optimize real-time supply and demand trade-offs; ensuring process safety and security objectives are intact
- For consumer products and retail: Sensor technology to track and geo-position promotional end aisle displays to ensure that the displays are in the correct place and fully stocked
Customer Experience:
- Influencing the experience of the customer/consumer/employee in the context of multiple environments, including healthcare centers, retail stores, and any operational facilities, as well as in customer-specific locations
- For healthcare: Monitoring medication adherence with escalating reminders and alerts for refills; ingestible sensors to track consumption, combined with mobile health apps and remote health monitoring devices to evaluate drug and care efficacy; using sensor-enabled clinician badges to track handwashing, hours logged on a shift, movement through the facility, and training attendance; remote health monitoring, wearable activity, and wellness trackers
- For discrete and consumer products manufacturing: Controlled access to location, equipment, or equipment capabilities based on operator role; direct monitoring/input of user preferences for the product innovation process based on actual usage and buy/no-buy selections
- For consumer products and retail: Consumer insights, interactions, and marketing in-store based on consumer location and product in proximity; dynamic replenishment model based on actual product usage or store shelf status
- For retail: Determining optimal product positioning, digital fitting rooms, and augmented reality fitting
- For retail and healthcare: Personal lifestyle planners and purchasing assistants (based on contextualized dietary, exercise, and health requirements)
Product and Service Experience:
- Most applicable to discrete and consumer products manufacturing
- Adaptable product-enabled services (personalized, prepared, and finished products)
- Adaptable product-enabled services (personalized, prepared, and finished products)
- Remote condition or location monitoring and preventive maintenance
- Automated replenishment of consumables
- Warranty and service contract compliance and delivery
- Source of actual product performance in customer environment
- Input for future product innovation and development of services and new customer experiences
- Tracking and traceability information from all suppliers and contract manufacturing and owned factory locations to maintain product quality and product-related compliance objectives
Conclusion: It's All About Analytics and IoT
In all phases of IoT evolvements, it's crystal clear that business analytics is the compelling factor when IoT needs to be successful. Only when based upon a rock solid data foundation with personalized and tailored insights, can the user experience and business value extensions reach the levels enterprises are aiming for.
I already liked analytics a lot, but this conclusion makes me even more passionate.
This blog originally appeared on Iver van de Zand's blog and has been republished here with permission.